diff --git a/.gitignore b/.gitignore index a0068d6d..7a5b1111 100644 --- a/.gitignore +++ b/.gitignore @@ -599,4 +599,10 @@ yarn-error.log # End of https://www.toptal.com/developers/gitignore/api/python,node,vue,vuejs,matlab +# Include only the submitted GSE194040 package provenance logs. +!flask_backend/models/gse194040_pcr_expression_elastic_net/logs/ +flask_backend/models/gse194040_pcr_expression_elastic_net/logs/* +!flask_backend/models/gse194040_pcr_expression_elastic_net/logs/gse194040_model_training_session_info.json +!flask_backend/models/gse194040_pcr_expression_elastic_net/logs/gse194040_session_info.json + diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/.dockerignore b/flask_backend/models/gse194040_pcr_expression_elastic_net/.dockerignore new file mode 100644 index 00000000..8f44b4be --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/.dockerignore @@ -0,0 +1,16 @@ +.git +.gitignore +.venv +venv +env +ENV +__pycache__ +*.py[cod] +.pytest_cache +.coverage +htmlcov +tmp +temp +*.tmp +*.pptx +*.pdf diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/CITATION.cff b/flask_backend/models/gse194040_pcr_expression_elastic_net/CITATION.cff new file mode 100644 index 00000000..cc048186 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/CITATION.cff @@ -0,0 +1,37 @@ +cff-version: 1.2.0 +message: >- + If you use this package, cite this software record and the source + GSE194040 dataset. +title: "GSE194040 exploratory pooled pCR expression-classifier pipeline" +type: software +authors: + - family-names: "Charles" + given-names: "Rhea" + affiliation: "George Washington University HIVE Lab" + email: "riocx1997@gmail.com" +abstract: >- + A reproducible research package that prepares the public GSE194040/I-SPY2 + gene-expression data and applies a frozen Elastic Net logistic-regression + pipeline to predict pathological complete response. +keywords: + - GSE194040 + - I-SPY2 + - breast cancer + - gene expression + - elastic net + - machine learning +references: + - type: data + title: "I-SPY2-990 mRNA/RPPA Data Resource: mRNA component" + authors: + - family-names: "Wolf" + given-names: "Denise" + - family-names: "Yau" + given-names: "Christina" + - family-names: "van 't Veer" + given-names: "Laura" + identifiers: + - type: other + value: "GSE194040" + description: "NCBI Gene Expression Omnibus accession" + url: "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE194040" diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/Dockerfile b/flask_backend/models/gse194040_pcr_expression_elastic_net/Dockerfile new file mode 100644 index 00000000..561525e5 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/Dockerfile @@ -0,0 +1,18 @@ +FROM python:3.12.13-slim + +LABEL org.opencontainers.image.title="GSE194040 exploratory pCR expression classifier" +LABEL org.opencontainers.image.description="Reproducible research package for the pooled GSE194040 Elastic Net pCR classifier" + +ENV PYTHONDONTWRITEBYTECODE=1 \ + PYTHONUNBUFFERED=1 \ + PIP_NO_CACHE_DIR=1 + +WORKDIR /app + +COPY requirements-lock.txt . +RUN python -m pip install --upgrade pip==25.0.1 \ + && python -m pip install -r requirements-lock.txt + +COPY . . + +CMD ["python", "scripts/predict_gse194040_single_patient.py", "--help"] diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/LICENSES.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/LICENSES.md new file mode 100644 index 00000000..5f5b655a --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/LICENSES.md @@ -0,0 +1,92 @@ +# Licensing status and scope + +This file records only licence information verified inside this package. It is +not itself a licence grant, and one component's licence must not be assumed to +cover another component. + +## Package contributor metadata + +Rhea Charles is the sole package contributor, affiliated with George Washington +University HIVE Lab, with the role PredictMod Volunteer and contact email +`riocx1997@gmail.com`. No ORCID was provided. This contributor record does not +assign or alter any licence terms. + +## PredictMod repository code + +The upstream `GW-HIVE/PredictMod` repository code is licensed under the MIT +License, with the copyright notice: + +`Copyright © 2022 HIVE-Lab` + +Source: the upstream `GW-HIVE/PredictMod` `LICENSE` file. This verified +repository-level licence does not by itself assign a licence to the submitted +package code or trained model. + +## Submitted trained model + +The submitted trained model is licensed under the Creative Commons Attribution +4.0 International licence (CC BY 4.0), based on the PredictMod User Guide's +statement that models shared through PredictMod are available to users and +commercial entities under CC BY 4.0. + +References: + +- HIVE PredictMod User Guide: + `https://hivelab.biochemistry.gwu.edu/predictmod/help` +- Upstream user-guide source: + `https://github.com/GW-HIVE/PredictMod/blob/main/vuetify_app/src/docs/help_content/help.md` +- CC BY 4.0 terms: `https://creativecommons.org/licenses/by/4.0/` + +This model licence does not assign CC BY 4.0 to the original GSE194040 source +data. + +## BioCompute Object + +`bco/gse194040_pcr_pipeline_bco_v1.json` records +`https://spdx.org/licenses/CC-BY-4.0.html` in its provenance domain. This is the +verified licence statement for the BCO document itself. It does not assign that +licence to the repository code, submitted model, source data, or vendored +schema snapshot. + +## GSE194040 data + +The package attributes its source data to the NCBI Gene Expression Omnibus +accession `GSE194040`, titled "I-SPY2-990 mRNA/RPPA Data Resource: mRNA +component." The GEO record lists Denise Wolf, Christina Yau, and Laura +van 't Veer as series contributors and associate PubMed identifiers `35623341` +and `40905691` with the series. + +The downloaded GEO archives and the large processed training CSV are not +distributed in this package. Original GSE194040 source data are governed by +NCBI GEO and the original data submitters' terms. Neither the PredictMod MIT +software licence nor PredictMod's CC BY 4.0 model/database-set terms are +asserted to cover the original GEO data. + +Source record: +`https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE194040` + +## PredictMod database sets + +PredictMod applies CC BY 4.0 to its database sets, based on the HIVE PredictMod +website licence statement. This scope is distinct from both repository source +code and original third-party source data. + +References: + +- HIVE PredictMod website: + `https://hivelab.biochemistry.gwu.edu/predictmod/` +- Upstream website licence component: + `https://github.com/GW-HIVE/PredictMod/blob/main/vuetify_app/src/views/LicenseShow.vue` +- CC BY 4.0 terms: `https://creativecommons.org/licenses/by/4.0/` + +## Vendored IEEE 2791 schema snapshot + +`schemas/ieee-2791-v1.4/README.md` records the source and retrieval date of the +vendored schema files, but the package contains no licence or redistribution +terms for that snapshot. An authorized maintainer must confirm that the schema +files may be redistributed and add any required notice. + +## Information still required + +Before publication or redistribution, confirm the licence and notice +requirements for the vendored IEEE 2791 schema snapshot. diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/PACKAGE_MANIFEST.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/PACKAGE_MANIFEST.md new file mode 100644 index 00000000..493f888f --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/PACKAGE_MANIFEST.md @@ -0,0 +1,89 @@ +# Package Manifest + +The submission package contains 120 files. The full processed training CSV, +downloaded GEO archives, Git LFS rules, generated Python and pytest caches, +volunteership reporting, symposium material, and package-audit documentation +are intentionally excluded. + +## Top-level inventory + +| Path | File count | Contents | +|---|---:|---| +| `bco/` | 1 | IEEE 2791 BioCompute Object | +| `data_processed/` | 7 | Data dictionaries, manifests, and preprocessing records | +| `docs/` | 7 | Technical model and analysis documentation | +| `examples/` | 1 | Single-patient example input | +| `logs/` | 2 | Preprocessing and model-training session information | +| `models/` | 7 | Frozen model pipelines and selected-model metadata | +| `results/` | 60 | Tables, figures, evaluations, and validation records | +| `schemas/` | 9 | Vendored IEEE 2791 v1.4 schemas | +| `scripts/` | 9 | Preprocessing, training, evaluation, validation, and prediction code | +| `tests/` | 6 | Automated test modules | +| Package-root files | 11 | README, manifest, citation, licensing, dependency, Docker, and pytest configuration | + +## Required completion-criteria files + +| Requirement | Included path | +|---|---| +| Historical training-dataset provenance | `data_processed/gse194040_preprocessing_summary.md` and `results/reproducibility/gse194040_reproducibility_manifest_v1_20260719.json` | +| Model training | `scripts/train_gse194040_models.py` | +| Single-patient prediction | `scripts/predict_gse194040_single_patient.py` | +| Example patient input | `examples/gse194040_single_patient_input_example.csv` | +| Example prediction output | `results/tables/gse194040_single_patient_prediction_example_v2_uncalibrated_score.csv` | +| Frozen selected model | `models/gse194040_best_model.joblib` | +| BioCompute Object | `bco/gse194040_pcr_pipeline_bco_v1.json` | + +## Reproducibility and deployment + +- Citation metadata: `CITATION.cff` +- Licence scope and unresolved terms: `LICENSES.md` +- Third-party inventory: `THIRD_PARTY_NOTICES.md` +- Exact Python packages: `requirements-lock.txt` +- Direct dependencies: `requirements.txt` +- Conda environment: `environment.yml` +- Docker build: `Dockerfile` +- Docker exclusions: `.dockerignore` +- Large-data policy: processed training data and downloaded GEO archives are recreated with `scripts/preprocess_gse194040.py`; no package Git LFS rules remain +- Automated tests: `tests/` +- IEEE 2791 v1.4 schemas: `schemas/ieee-2791-v1.4/` +- BCO validation: `scripts/validate_gse194040_bco.py` + +## Outputs + +- Canonical model summary: `results/gse194040_model_training_summary.md` +- Tables: `results/tables/` +- Figures: `results/figures/` +- Locked evaluation and confidence intervals: `results/evaluation/` +- Calibration diagnostics: `results/calibration/` +- Reproducibility manifest: `results/reproducibility/` +- Test and BCO validation records: `results/validation/` + +## Included technical documentation + +- `docs/gse194040_bco_pipeline_documentation.md` +- `docs/gse194040_calibration_analysis.md` +- `docs/gse194040_clinical_model_comparison.md` +- `docs/gse194040_preprocessing_leakage_audit.md` +- `docs/gse194040_reproducibility.md` +- `docs/gse194040_single_patient_prediction_usage.md` +- `docs/gse194040_subgroup_evaluation.md` + +## Intentional exclusions + +- `.pytest_cache/` +- `scripts/__pycache__/` +- `tests/__pycache__/` +- `docs/gse194040_volunteership_report.md` +- `docs/gse194040_symposium_slide_outline.md` +- `docs/gse194040_final_project_verification.md` +- `docs/gse194040_package_audit.md` +- `data_processed/gse194040_ml_ready_pcr_expression.csv` +- `GSE194040/` +- `.gitattributes` + +## Scope + +This package contains the canonical pooled full-cohort model. The separate +Paclitaxel-only analysis is not a replacement production model and is excluded +pending a project-lead decision on whether it should be a documented +supplement. diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/README.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/README.md new file mode 100644 index 00000000..b04671e9 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/README.md @@ -0,0 +1,188 @@ +# GSE194040 exploratory pCR expression classifier + +This package prepares public GSE194040/I-SPY2 data and applies a frozen Elastic +Net logistic-regression pipeline to predict pathological complete response +(`pCR`) from pretreatment breast-tumor gene expression. + +The package is for reproducible research. It has one internal locked test split, +no external validation, and no fitted calibration mapping. It is not a +treatment-selection model, does not estimate treatment effects, and is not +intended for clinical decision-making. Prediction outputs are uncalibrated model +scores rather than clinical probabilities or individualized risks. + +## Required submission components + +| Component | Path | +|---|---| +| Data dictionaries and preprocessing records | `data_processed/` | +| Model-training script | `scripts/train_gse194040_models.py` | +| Preprocessing script | `scripts/preprocess_gse194040.py` | +| Single-patient prediction script | `scripts/predict_gse194040_single_patient.py` | +| Frozen selected model | `models/gse194040_best_model.joblib` | +| IEEE 2791 BioCompute Object | `bco/gse194040_pcr_pipeline_bco_v1.json` | + +## Frozen model provenance + +The submitted `gse194040_best_model.joblib` is the historical selected artifact. +It loads as a `sklearn.pipeline.Pipeline` with exactly three fitted steps: +`imputer` → `scaler` → `classifier`. It accepts 19,134 expression features and +has SHA-256 +`e3bbccac97c4495dbb8e8c66a8f35921ca6ff20cbb9e0b0671aaf0a00504f9d4`. + +The current `scripts/train_gse194040_models.py` is a corrected implementation +for future, versioned retraining. Its Elastic Net pipeline is +`missingness` → `imputer` → `variance` → `scaler` → `classifier`, with those +transformations fitted inside training-only cross-validation folds. That +corrected script did not produce the submitted historical binary. The submitted +model was not retrained or replaced when the script was corrected. + +## Source data and intentional exclusions + +The source dataset is NCBI Gene Expression Omnibus accession +[`GSE194040`](https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE194040), +"I-SPY2-990 mRNA/RPPA Data Resource: mRNA component." + +The 124.73 MiB processed training CSV and the downloaded GEO archives are +intentionally excluded from this submission. They can be recreated from the +public GEO record with `scripts/preprocess_gse194040.py`, which downloads +missing inputs and rebuilds the processed table. The exact source filenames, +NCBI download locations, SHA-1 checksums, processing steps, and historical +output checksums are retained in the BCO, preprocessing summary, and +reproducibility manifest. The historical processed table contained 987 patient +rows, 19,143 columns, and 19,134 expression features. + +No Git LFS rules are needed for the remaining package files. + +## Environment and validation + +Use CPython 3.12.13 and the exact lockfile for current prediction, validation, +and automated testing: + +```powershell +python -m venv .venv +.\.venv\Scripts\python -m pip install -r requirements-lock.txt +.\.venv\Scripts\python -m pytest -q +.\.venv\Scripts\python scripts\validate_gse194040_bco.py +``` + +The intentionally excluded historical +`data_processed/gse194040_ml_ready_pcr_expression.csv` was produced in the +preprocessing environment recorded in +`logs/gse194040_session_info.json`: pandas 3.0.1 and NumPy 2.3.5 on CPython +3.12.13. It has not been regenerated under the current lock. The current lock +uses pandas 2.2.2 and NumPy 2.5.1; it is the supported environment for frozen +model prediction and package testing and is also the intended environment for +future versioned runs. + +The verified local submission state passes all 41 tests, and the BCO validates +against the included IEEE 2791 v1.4 Draft-07 schema with zero errors. + +## Docker + +Build and validate the container from this model directory: + +```powershell +docker build -t gse194040-pcr-expression:1.0.0 . +docker run --rm gse194040-pcr-expression:1.0.0 python -m pytest -q +docker run --rm gse194040-pcr-expression:1.0.0 ` + python scripts/validate_gse194040_bco.py +``` + +Run the included example and copy its output to a mounted host directory: + +```powershell +docker run --rm ` + -v "${PWD}\docker_output:/output" ` + gse194040-pcr-expression:1.0.0 ` + python scripts/predict_gse194040_single_patient.py ` + examples/gse194040_single_patient_input_example.csv ` + /output/prediction.csv +``` + +The Dockerfile is provided for reproducibility. A successful local image build +should be recorded before the pull request is opened. + +## Run future versioned preprocessing + +```powershell +python scripts\preprocess_gse194040.py +``` + +The script uses local GEO files when present and can download missing public GEO +inputs. A future run under the current lock must write to a new versioned +location and must not be described as the environment that produced the +historical dataset. The recreated final table contains 987 patients, 19,143 +columns, and 19,134 expression features. + +## Run corrected future retraining + +```powershell +python scripts\train_gse194040_models.py ` + --split results\tables\gse194040_train_test_split.csv ` + --cv-folds 3 ` + --n-jobs 1 ` + --output-dir results\evaluation\gse194040_retraining_ +``` + +The saved split is immutable. Missingness filtering, imputation, variance +filtering, scaling, supervised feature selection, PCA, and estimation are +learned inside training-only cross-validation pipelines. This command writes a +new versioned model and evaluation; it does not recreate or overwrite the +submitted historical three-step binary. + +## Run one-patient inference + +```powershell +python scripts\predict_gse194040_single_patient.py ` + examples\gse194040_single_patient_input_example.csv ` + results\tables\prediction_output.csv +``` + +Input must contain exactly one patient row and all required `expr_*` columns. +Extra metadata columns are ignored. Invalid inputs are rejected before any +prediction file is written. + +## Verified internal performance + +- Locked test ROC AUC: 0.791 +- Locked test PR-AUC: 0.584 +- Sensitivity: 0.719 +- Specificity: 0.731 +- F1: 0.630 +- Accuracy: 0.727 + +These are internal estimates from a single pooled cohort and must not be +presented as external or clinical validation. + +## Citation, attribution, and licensing + +Citation metadata are in `CITATION.cff`. Rhea Charles is the sole package +contributor, affiliated with George Washington University HIVE Lab, with the +role PredictMod Volunteer and contact email `riocx1997@gmail.com`. No ORCID was +provided. The BCO uses the schema-supported PAV term `contributedBy` rather +than inventing an authorship or curation role. The source dataset is attributed +to NCBI GEO accession `GSE194040`, titled "I-SPY2-990 mRNA/RPPA Data Resource: +mRNA component." The GEO record lists Denise Wolf, Christina Yau, and +Laura van 't Veer as dataset contributors and associate PubMed IDs `35623341` +and `40905691` with the series. + +Licence scopes are documented in `LICENSES.md`; third-party materials are +inventoried in `THIRD_PARTY_NOTICES.md`. The upstream +[`GW-HIVE/PredictMod`](https://github.com/GW-HIVE/PredictMod) repository source +code is MIT licensed with `Copyright © 2022 HIVE-Lab`. The submitted trained +model is CC BY 4.0 under the +[PredictMod User Guide](https://hivelab.biochemistry.gwu.edu/predictmod/help), +which states that shared PredictMod models are available under that licence. +The BCO is CC BY 4.0. PredictMod database sets are CC BY 4.0 under the +[HIVE PredictMod website](https://hivelab.biochemistry.gwu.edu/predictmod/); +the corresponding upstream licence text is maintained in +[`LicenseShow.vue`](https://github.com/GW-HIVE/PredictMod/blob/main/vuetify_app/src/views/LicenseShow.vue). + +These PredictMod licences do not apply to the original GSE194040 source data. +The original data remain governed by NCBI GEO and the original data submitters' +terms. The source archives are not redistributed in this package. + +## Publication checklist + +- Confirm IEEE schema redistribution terms. +- Review `PACKAGE_MANIFEST.md` before staging. diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/THIRD_PARTY_NOTICES.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/THIRD_PARTY_NOTICES.md new file mode 100644 index 00000000..d9e80b12 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/THIRD_PARTY_NOTICES.md @@ -0,0 +1,79 @@ +# Third-party notices + +This inventory identifies third-party material using information already +present in the package. It does not replace the corresponding upstream licence +texts. Where no terms are recorded, the required notice remains unresolved. + +## PredictMod upstream repository + +- Repository: `GW-HIVE/PredictMod` +- Licence: MIT License +- Copyright: `Copyright © 2022 HIVE-Lab` +- Source: the upstream `GW-HIVE/PredictMod` `LICENSE` file + +This notice records the verified upstream repository source-code licence. The +submitted trained model has a separate CC BY 4.0 licence under the PredictMod +User Guide. + +## GSE194040 source data + +- Provider: NCBI Gene Expression Omnibus +- Accession: `GSE194040` +- Record title: "I-SPY2-990 mRNA/RPPA Data Resource: mRNA component" +- GEO series contributors: Denise Wolf, Christina Yau, Laura van 't Veer +- PubMed identifiers recorded by the GEO series: `35623341`, `40905691` +- Accession URL: + `https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE194040` + +The GEO archives and full processed training CSV are intentionally excluded. +Original GSE194040 data remain governed by NCBI GEO and the original data +submitters' terms. The PredictMod MIT source-code licence and PredictMod CC BY +4.0 model/database-set terms are not asserted to cover the original GEO data. + +## PredictMod model and database-set licensing references + +- PredictMod User Guide: + `https://hivelab.biochemistry.gwu.edu/predictmod/help` +- User-guide source: + `https://github.com/GW-HIVE/PredictMod/blob/main/vuetify_app/src/docs/help_content/help.md` +- HIVE PredictMod website: + `https://hivelab.biochemistry.gwu.edu/predictmod/` +- Website licence-component source: + `https://github.com/GW-HIVE/PredictMod/blob/main/vuetify_app/src/views/LicenseShow.vue` + +The User Guide applies CC BY 4.0 to shared models. The website licence +component applies CC BY 4.0 to PredictMod database sets. + +## IEEE 2791 v1.4 schema snapshot + +The files under `schemas/ieee-2791-v1.4/` were retrieved on 2026-07-19 from: + +`https://github.com/biocompute-objects/BCO_Documentation/tree/main/ieee-2791-schema` + +They are included for offline BCO validation. No schema licence or +redistribution notice is included in the package; those terms must be confirmed. + +## Python dependencies + +The directly pinned Python dependencies are: + +- joblib 1.5.3 +- jsonschema 4.26.0 +- matplotlib 3.11.1 +- NumPy 2.5.1 +- pandas 2.2.2 +- pytest 9.1.1 +- referencing 0.37.0 +- scikit-learn 1.9.0 +- SciPy 1.18.0 + +`requirements-lock.txt` records the full transitive environment. The package +does not contain dependency licence texts, so this notice does not assert their +licence terms. Required upstream notices must be collected before distributing +a bundled environment or container image. + +## Container base image + +The Dockerfile uses `python:3.12.13-slim`. No base-image licence notice is +included in this package. Its applicable terms and required notices must be +confirmed before distributing a built image. diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/bco/gse194040_pcr_pipeline_bco_v1.json b/flask_backend/models/gse194040_pcr_expression_elastic_net/bco/gse194040_pcr_pipeline_bco_v1.json new file mode 100644 index 00000000..09b7a44a --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/bco/gse194040_pcr_pipeline_bco_v1.json @@ -0,0 +1,396 @@ +{ + "object_id": "urn:uuid:3f7dd8d9-fba7-5ea6-a9f6-2bcf68a8f0d7", + "spec_version": "https://w3id.org/ieee/ieee-2791-schema/", + "etag": "ebd13c5ecad9c0b3e853b6c994a530e8d550bf8ae65473b6b5ce3184a1a59988", + "provenance_domain": { + "name": "GSE194040 exploratory pooled pCR expression-classifier pipeline", + "version": "1.0.0", + "created": "2026-07-20T03:30:00Z", + "modified": "2026-07-24T23:16:38Z", + "contributors": [ + { + "name": "Rhea Charles", + "affiliation": "George Washington University HIVE Lab", + "email": "riocx1997@gmail.com", + "contribution": [ + "contributedBy" + ] + } + ], + "license": "https://spdx.org/licenses/CC-BY-4.0.html" + }, + "usability_domain": [ + "Reproduce the GSE194040 pretreatment gene-expression workflow and its exploratory pooled binary classifier for pathological complete response (pCR).", + "Verify the frozen internal train/test evaluation and run validated single-patient research inference with the saved scikit-learn pipeline.", + "The historical processed dataset was produced under the preprocessing environment recorded in logs/gse194040_session_info.json (CPython 3.12.13, pandas 3.0.1, NumPy 2.3.5); it is intentionally excluded from the submission and can be recreated with the included download and preprocessing script. The current dependency lock (pandas 2.2.2, NumPy 2.5.1) is intended for prediction, validation, testing, and future versioned runs and did not produce the historical dataset.", + "Source-data attribution: NCBI Gene Expression Omnibus accession GSE194040, titled 'I-SPY2-990 mRNA/RPPA Data Resource: mRNA component'; the GEO record lists Denise Wolf, Christina Yau, and Laura van 't Veer as series contributors and PubMed identifiers 35623341 and 40905691. The downloaded GEO archives are intentionally excluded. Original source data remain governed by NCBI GEO and the original data submitters' terms.", + "Licence scopes are separate: PredictMod repository source code is MIT licensed; the submitted trained model is CC BY 4.0 under the PredictMod User Guide; this BCO is CC BY 4.0; and PredictMod database sets are CC BY 4.0 under the HIVE PredictMod website. None of those PredictMod licences is asserted to cover the original GSE194040 source data or the vendored IEEE 2791 schema snapshot.", + "The workflow is not a treatment-selection model, does not estimate treatment effects, and does not produce calibrated clinical probabilities or individualized clinical risk." + ], + "description_domain": { + "keywords": [ + "GSE194040", + "I-SPY2", + "breast cancer", + "pathological complete response", + "gene expression", + "elastic net", + "exploratory classifier", + "machine learning" + ], + "xref": [ + { + "namespace": "geo", + "name": "NCBI Gene Expression Omnibus", + "ids": [ + "GSE194040" + ], + "access_time": "2026-07-20T03:30:00Z" + } + ], + "platform": [ + "Windows 11 AMD64", + "CPython 3.12.13" + ], + "pipeline_steps": [ + { + "step_number": 1, + "name": "preprocess_gse194040.py", + "description": "Parse the submitter-normalized GEO expression and series-matrix metadata, harmonize patient identifiers, collapse one duplicate patient across platforms, and write the patient-level table while retaining all gene columns for downstream training-only filtering. The existing submitted output was produced on CPython 3.12.13 with pandas 3.0.1 and NumPy 2.3.5, as recorded in logs/gse194040_session_info.json. It was not regenerated under the current prediction/testing lock, which specifies pandas 2.2.2 and NumPy 2.5.1 for future versioned runs.", + "version": "leakage-corrected-v1", + "prerequisite": [ + { + "name": "Current dependency lock for future versioned preprocessing; not the historical artifact-producing environment", + "uri": { + "filename": "requirements-lock.txt", + "uri": "https://github.com/GW-HIVE/PredictMod/blob/main/flask_backend/models/gse194040_pcr_expression_elastic_net/requirements-lock.txt", + "sha1_checksum": "d8858801843b2778ab8c745680875ac57374c838" + } + } + ], + "input_list": [ + { + "filename": "GSE194040_ISPY2ResID_AgilentGeneExp_990_FrshFrzn_meanCol_geneLevel_n988.txt.gz", + "uri": "https://ftp.ncbi.nlm.nih.gov/geo/series/GSE194nnn/GSE194040/suppl/GSE194040_ISPY2ResID_AgilentGeneExp_990_FrshFrzn_meanCol_geneLevel_n988.txt.gz", + "sha1_checksum": "f84873f85a5ba8ca4a357a414e0b847532ed74d6" + }, + { + "filename": "GSE194040-GPL20078_series_matrix.txt.gz", + "uri": "https://ftp.ncbi.nlm.nih.gov/geo/series/GSE194nnn/GSE194040/matrix/GSE194040-GPL20078_series_matrix.txt.gz", + "sha1_checksum": "6fdf48178aeb1a1394ae5718b1e13d026987ed86" + }, + { + "filename": "GSE194040-GPL30493_series_matrix.txt.gz", + "uri": "https://ftp.ncbi.nlm.nih.gov/geo/series/GSE194nnn/GSE194040/matrix/GSE194040-GPL30493_series_matrix.txt.gz", + "sha1_checksum": "27a7ad81e2e7ffa42b9f9382928f43ff39312069" + } + ], + "output_list": [ + { + "filename": "gse194040_ml_ready_pcr_expression.csv", + "uri": "urn:sha1:714aacadbdbfecbc882662ad36f578afc398201c", + "sha1_checksum": "714aacadbdbfecbc882662ad36f578afc398201c" + } + ] + }, + { + "step_number": 2, + "name": "train_gse194040_models.py", + "description": "The current script is the corrected implementation for future versioned retraining: it loads the immutable saved split and fits missingness filtering, median imputation, variance filtering, scaling, supervised feature selection or PCA, and each classifier inside training-only cross-validation pipelines. It did not produce the submitted historical binary. The submitted frozen sklearn Pipeline contains only imputer, scaler, and classifier steps and was preserved without retraining or replacement.", + "version": "leakage-corrected-v1", + "prerequisite": [ + { + "name": "Exact Python dependency lock", + "uri": { + "filename": "requirements-lock.txt", + "uri": "https://github.com/GW-HIVE/PredictMod/blob/main/flask_backend/models/gse194040_pcr_expression_elastic_net/requirements-lock.txt", + "sha1_checksum": "d8858801843b2778ab8c745680875ac57374c838" + } + } + ], + "input_list": [ + { + "filename": "gse194040_ml_ready_pcr_expression.csv", + "uri": "urn:sha1:714aacadbdbfecbc882662ad36f578afc398201c", + "sha1_checksum": "714aacadbdbfecbc882662ad36f578afc398201c" + }, + { + "filename": "gse194040_train_test_split.csv", + "uri": "https://github.com/GW-HIVE/PredictMod/blob/main/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_train_test_split.csv", + "sha1_checksum": "aaad29d911ceb31fd7eade35433d0614c04df5c1" + } + ], + "output_list": [ + { + "filename": "gse194040_best_model.joblib", + "uri": "https://github.com/GW-HIVE/PredictMod/blob/main/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_best_model.joblib", + "sha1_checksum": "9ff972ebb27831f24a8507e76b8bf0460ae46456" + }, + { + "filename": "gse194040_final_test_metrics.csv", + "uri": "https://github.com/GW-HIVE/PredictMod/blob/main/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_final_test_metrics.csv", + "sha1_checksum": "21a2d1a1d86187197a45e120210ec0bd65ab5374" + }, + { + "filename": "gse194040_cv_model_comparison.csv", + "uri": "https://github.com/GW-HIVE/PredictMod/blob/main/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_cv_model_comparison.csv", + "sha1_checksum": "fb5f169d3acfcc47b5f24e8d917eb6bf1987e75e" + } + ] + }, + { + "step_number": 3, + "name": "predict_gse194040_single_patient.py", + "description": "Load the submitted historical three-step frozen sklearn Pipeline (imputer, scaler, classifier), validate and align a one-row CSV to its 19,134 required expression genes, reject invalid inputs without writing a prediction, and emit a predicted class plus explicitly uncalibrated pCR and non-pCR model scores without retraining.", + "version": "validated-score-schema-v2", + "prerequisite": [ + { + "name": "Frozen selected model", + "uri": { + "filename": "gse194040_best_model.joblib", + "uri": "https://github.com/GW-HIVE/PredictMod/blob/main/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_best_model.joblib", + "sha1_checksum": "9ff972ebb27831f24a8507e76b8bf0460ae46456" + } + } + ], + "input_list": [ + { + "filename": "gse194040_single_patient_input_example.csv", + "uri": "https://github.com/GW-HIVE/PredictMod/blob/main/flask_backend/models/gse194040_pcr_expression_elastic_net/examples/gse194040_single_patient_input_example.csv", + "sha1_checksum": "3668f6809f7009313f98efe2b2ab57bc34636621" + } + ], + "output_list": [ + { + "filename": "gse194040_single_patient_prediction_example_v2_uncalibrated_score.csv", + "uri": "https://github.com/GW-HIVE/PredictMod/blob/main/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_single_patient_prediction_example_v2_uncalibrated_score.csv", + "sha1_checksum": "105f2196307d15f2626c246b42d93d02bdef87e9" + } + ] + } + ] + }, + "execution_domain": { + "script": [ + { + "uri": { + "filename": "preprocess_gse194040.py", + "uri": "https://github.com/GW-HIVE/PredictMod/blob/main/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/preprocess_gse194040.py", + "sha1_checksum": "e39dbc5e325102b7581ba7c38326cc42d27d7ecb" + } + }, + { + "uri": { + "filename": "train_gse194040_models.py", + "uri": "https://github.com/GW-HIVE/PredictMod/blob/main/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/train_gse194040_models.py", + "sha1_checksum": "296ea3bb61732571a9496e702eacdf0ae5d65f29" + } + }, + { + "uri": { + "filename": "predict_gse194040_single_patient.py", + "uri": "https://github.com/GW-HIVE/PredictMod/blob/main/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/predict_gse194040_single_patient.py", + "sha1_checksum": "88e96c1627f86e801dc95751880f4c9452e27f9f" + } + } + ], + "script_driver": "CPython command-line interface", + "software_prerequisites": [ + { + "name": "CPython", + "version": "3.12.13", + "uri": { + "uri": "https://www.python.org/downloads/release/python-31213/" + } + }, + { + "name": "NumPy", + "version": "2.5.1", + "uri": { + "uri": "https://pypi.org/project/numpy/2.5.1/" + } + }, + { + "name": "pandas", + "version": "2.2.2", + "uri": { + "uri": "https://pypi.org/project/pandas/2.2.2/" + } + }, + { + "name": "SciPy", + "version": "1.18.0", + "uri": { + "uri": "https://pypi.org/project/scipy/1.18.0/" + } + }, + { + "name": "scikit-learn", + "version": "1.9.0", + "uri": { + "uri": "https://pypi.org/project/scikit-learn/1.9.0/" + } + }, + { + "name": "joblib", + "version": "1.5.3", + "uri": { + "uri": "https://pypi.org/project/joblib/1.5.3/" + } + }, + { + "name": "matplotlib", + "version": "3.11.1", + "uri": { + "uri": "https://pypi.org/project/matplotlib/3.11.1/" + } + } + ], + "external_data_endpoints": [ + { + "name": "NCBI GEO accession GSE194040", + "url": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE194040" + } + ], + "environment_variables": {} + }, + "parametric_domain": [ + { + "param": "locked_split_path", + "value": "results/tables/gse194040_train_test_split.csv", + "step": "2" + }, + { + "param": "random_state", + "value": "42", + "step": "2" + }, + { + "param": "cv_folds", + "value": "3", + "step": "2" + }, + { + "param": "n_jobs", + "value": "1", + "step": "2" + }, + { + "param": "max_missing_rate", + "value": "0.20", + "step": "2,3" + }, + { + "param": "variance_threshold", + "value": "1e-8", + "step": "2" + }, + { + "param": "max_iter", + "value": "1500", + "step": "2" + }, + { + "param": "best_classifier_C", + "value": "0.03", + "step": "2" + }, + { + "param": "best_classifier_l1_ratio", + "value": "0.8", + "step": "2" + } + ], + "io_domain": { + "input_subdomain": [ + { + "uri": { + "filename": "GSE194040_ISPY2ResID_AgilentGeneExp_990_FrshFrzn_meanCol_geneLevel_n988.txt.gz", + "uri": "https://ftp.ncbi.nlm.nih.gov/geo/series/GSE194nnn/GSE194040/suppl/GSE194040_ISPY2ResID_AgilentGeneExp_990_FrshFrzn_meanCol_geneLevel_n988.txt.gz", + "sha1_checksum": "f84873f85a5ba8ca4a357a414e0b847532ed74d6" + } + }, + { + "uri": { + "filename": "GSE194040-GPL20078_series_matrix.txt.gz", + "uri": "https://ftp.ncbi.nlm.nih.gov/geo/series/GSE194nnn/GSE194040/matrix/GSE194040-GPL20078_series_matrix.txt.gz", + "sha1_checksum": "6fdf48178aeb1a1394ae5718b1e13d026987ed86" + } + }, + { + "uri": { + "filename": "GSE194040-GPL30493_series_matrix.txt.gz", + "uri": "https://ftp.ncbi.nlm.nih.gov/geo/series/GSE194nnn/GSE194040/matrix/GSE194040-GPL30493_series_matrix.txt.gz", + "sha1_checksum": "27a7ad81e2e7ffa42b9f9382928f43ff39312069" + } + }, + { + "uri": { + "filename": "gse194040_train_test_split.csv", + "uri": "https://github.com/GW-HIVE/PredictMod/blob/main/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_train_test_split.csv", + "sha1_checksum": "aaad29d911ceb31fd7eade35433d0614c04df5c1" + } + } + ], + "output_subdomain": [ + { + "mediatype": "text/csv", + "uri": { + "filename": "gse194040_ml_ready_pcr_expression.csv", + "uri": "urn:sha1:714aacadbdbfecbc882662ad36f578afc398201c", + "sha1_checksum": "714aacadbdbfecbc882662ad36f578afc398201c" + } + }, + { + "mediatype": "application/octet-stream", + "uri": { + "filename": "gse194040_best_model.joblib", + "uri": "https://github.com/GW-HIVE/PredictMod/blob/main/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_best_model.joblib", + "sha1_checksum": "9ff972ebb27831f24a8507e76b8bf0460ae46456" + } + }, + { + "mediatype": "text/csv", + "uri": { + "filename": "gse194040_final_test_metrics.csv", + "uri": "https://github.com/GW-HIVE/PredictMod/blob/main/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_final_test_metrics.csv", + "sha1_checksum": "21a2d1a1d86187197a45e120210ec0bd65ab5374" + } + }, + { + "mediatype": "text/csv", + "uri": { + "filename": "gse194040_single_patient_prediction_example_v2_uncalibrated_score.csv", + "uri": "https://github.com/GW-HIVE/PredictMod/blob/main/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_single_patient_prediction_example_v2_uncalibrated_score.csv", + "sha1_checksum": "105f2196307d15f2626c246b42d93d02bdef87e9" + } + } + ] + }, + "error_domain": { + "empirical_error": { + "evaluation_design": "One frozen internal stratified test set of 198 patients; no external validation.", + "locked_test_pCR_count": 64, + "locked_test_roc_auc": 0.7905783582089553, + "locked_test_roc_auc_bootstrap_95ci": [ + 0.7284913493798642, + 0.8520469472341782 + ], + "locked_test_pr_auc_average_precision": 0.5836372930923563, + "locked_test_accuracy": 0.7272727272727273, + "locked_test_sensitivity": 0.71875, + "locked_test_specificity": 0.7313432835820896, + "brier_score_diagnostic": 0.18654523258134403, + "calibration_intercept_diagnostic": -0.6374151772729133, + "calibration_slope_diagnostic": 1.3352539203662048, + "interpretation": "Performance is exploratory and internally validated only. Score calibration diagnostics were not used to refit or transform the model." + }, + "algorithmic_error": { + "random_seed": 42, + "numerical_reproducibility": "Exact package versions and Python version are pinned. Small floating-point variation may still occur across hardware or BLAS implementations.", + "convergence_handling": "Convergence warnings are not globally suppressed. Future training runs save per-model fitted-iteration status.", + "high_dimensionality_risk": "The expression feature count greatly exceeds the patient count; regularization and training-only cross-validation reduce but do not eliminate overfitting risk.", + "clinical_scope": "Not a treatment-selection algorithm and not a calibrated clinical probability tool." + } + } +} diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_data_dictionary.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_data_dictionary.csv new file mode 100644 index 00000000..a635a38f --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_data_dictionary.csv @@ -0,0 +1,11 @@ +column,type,description +sample_id,string,ISPY2 sample identifier in the form ISPY2_. +patient_id,string,Numeric I-SPY2 patient/sample identifier used to merge GEO metadata and expression. +pCR,integer target,"Pathological complete response label; 1 = complete response, 0 = no complete response." +HR,integer metadata,"Hormone receptor status; 1 = positive, 0 = negative." +HER2,integer metadata,"HER2 status; 1 = positive, 0 = negative." +MP,integer metadata,"MammaPrint risk; 0 = high risk 1 (MP1), 1 = ultra/high risk 2 (MP2)." +treatment_arm,string metadata,Neoadjuvant I-SPY2 treatment arm from GEO sample characteristics. +gsm,string metadata,GEO sample accession from the series matrix. +platform,string metadata,"Agilent platform series matrix source, GPL20078 or GPL30493." +expr_*,19134 numeric gene-expression features,Pretreatment normalized log2 Agilent gene-expression values; see gse194040_gene_feature_manifest.csv for feature-to-gene mapping. diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_duplicate_samples_or_patients.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_duplicate_samples_or_patients.csv new file mode 100644 index 00000000..8501c95b --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_duplicate_samples_or_patients.csv @@ -0,0 +1,6 @@ +issue,sample_id,patient_id,gsm,platform,tissue,HR,HER2,MP,pCR,treatment_arm,adjustment_method,field,values +duplicate_patient_metadata_row,ISPY2_629606-GPL20078,629606,GSM5826505,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,Linear Adjustment Factor,, +duplicate_patient_metadata_row,ISPY2_629606-GPL16233,629606,GSM5826504,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,Linear Adjustment Factor,, +duplicate_patient_metadata_conflict,,629606,,,,,,,,,,sample_id,ISPY2_629606-GPL20078; ISPY2_629606-GPL16233 +duplicate_patient_metadata_conflict,,629606,,,,,,,,,,gsm,GSM5826505; GSM5826504 +duplicate_patient_metadata_conflict,,629606,,,,,,,,,,platform,GPL20078; GPL30493 diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_exclusions.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_exclusions.csv new file mode 100644 index 00000000..de41e4f0 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_exclusions.csv @@ -0,0 +1 @@ +patient_id,reason diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_gene_feature_manifest.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_gene_feature_manifest.csv new file mode 100644 index 00000000..c6ab0e16 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_gene_feature_manifest.csv @@ -0,0 +1,19135 @@ +feature_name,gene_symbol +expr_FAM174B,FAM174B +expr_SV2B,SV2B +expr_RBPMS2,RBPMS2 +expr_AVEN,AVEN +expr_PRM1,PRM1 +expr_ESRP2,ESRP2 +expr_CDH16,CDH16 +expr_NELL2,NELL2 +expr_DECR2,DECR2 +expr_PPP4C,PPP4C +expr_IL34,IL34 +expr_NTN3,NTN3 +expr_KAT8,KAT8 +expr_VKORC1,VKORC1 +expr_ROGDI,ROGDI +expr_PSMB3,PSMB3 +expr_LPO,LPO +expr_MGAT4C,MGAT4C +expr_PNMT,PNMT +expr_ZBTB4,ZBTB4 +expr_SERPINF1,SERPINF1 +expr_HELZ,HELZ +expr_MAPK7,MAPK7 +expr_PMP22,PMP22 +expr_SKAP1,SKAP1 +expr_SLC25A39,SLC25A39 +expr_PNPLA2,PNPLA2 +expr_ZFP3,ZFP3 +expr_SPNS3,SPNS3 +expr_NOTUM,NOTUM +expr_KRTAP9-3,KRTAP9-3 +expr_KRTAP3-2,KRTAP3-2 +expr_KRT34,KRT34 +expr_OR1E1,OR1E1 +expr_SPATA22,SPATA22 +expr_COPZ2,COPZ2 +expr_GRP,GRP +expr_NARS,NARS +expr_MYO5B,MYO5B +expr_C18orf21,C18orf21 +expr_EML2,EML2 +expr_ZNF285,ZNF285 +expr_KRI1,KRI1 +expr_ATG4D,ATG4D +expr_ZNF426,ZNF426 +expr_CYP2S1,CYP2S1 +expr_B3GNT8,B3GNT8 +expr_LINC00467,LINC00467 +expr_C3,C3 +expr_EVI5L,EVI5L +expr_CCDC130,CCDC130 +expr_ZNF442,ZNF442 +expr_MAST1,MAST1 +expr_KLK11,KLK11 +expr_KCNC3,KCNC3 +expr_IZUMO2,IZUMO2 +expr_RPS11,RPS11 +expr_CHMP6,CHMP6 +expr_FGF21,FGF21 +expr_SPACA4,SPACA4 +expr_ZNF565,ZNF565 +expr_ZNF667,ZNF667 +expr_KIR3DL2,KIR3DL2 +expr_PTPRH,PTPRH +expr_CLC,CLC +expr_HDGFRP2,HDGFRP2 +expr_PLIN3,PLIN3 +expr_PRSS50,PRSS50 +expr_MRPL54,MRPL54 +expr_FUT5,FUT5 +expr_KISS1R,KISS1R +expr_SLC5A5,SLC5A5 +expr_SYDE1,SYDE1 +expr_ZNF14,ZNF14 +expr_ACOX2,ACOX2 +expr_LPAR2,LPAR2 +expr_FBN3,FBN3 +expr_ZFP36L2,ZFP36L2 +expr_MARCO,MARCO +expr_CXCR4,CXCR4 +expr_ARPC2,ARPC2 +expr_CPO,CPO +expr_MSH6,MSH6 +expr_SNRPG,SNRPG +expr_MARCH7,MARCH7 +expr_MRPL19,MRPL19 +expr_LHCGR,LHCGR +expr_BANK1,BANK1 +expr_CHST10,CHST10 +expr_NGEF,NGEF +expr_CCT7,CCT7 +expr_CCT4,CCT4 +expr_ASTL,ASTL +expr_FBLN7,FBLN7 +expr_MSH2,MSH2 +expr_CTLA4,CTLA4 +expr_PDE6D,PDE6D +expr_WISP2,WISP2 +expr_MATN4,MATN4 +expr_WFDC6,WFDC6 +expr_DEFB129,DEFB129 +expr_SNPH,SNPH +expr_SMOX,SMOX +expr_NAA20,NAA20 +expr_TMPRSS15,TMPRSS15 +expr_MFAP2,MFAP2 +expr_PWP2,PWP2 +expr_RSPH1,RSPH1 +expr_DGCR14,DGCR14 +expr_RAB36,RAB36 +expr_CRYBA4,CRYBA4 +expr_CTPS2,CTPS2 +expr_YWHAH,YWHAH +expr_TOM1,TOM1 +expr_RBFOX2,RBFOX2 +expr_MAFF,MAFF +expr_PNRC2,PNRC2 +expr_DUSP23,DUSP23 +expr_PIGM,PIGM +expr_CFHR3,CFHR3 +expr_KTI12,KTI12 +expr_TMEM59,TMEM59 +expr_S100A7,S100A7 +expr_OCLM,OCLM +expr_LCK,LCK +expr_RGS8,RGS8 +expr_OSCP1,OSCP1 +expr_PLA2G5,PLA2G5 +expr_UBIAD1,UBIAD1 +expr_CYP2J2,CYP2J2 +expr_SELL,SELL +expr_HMGCS2,HMGCS2 +expr_ANXA9,ANXA9 +expr_YY1AP1,YY1AP1 +expr_NES,NES +expr_HSPB7,HSPB7 +expr_OVGP1,OVGP1 +expr_FCER1A,FCER1A +expr_LRRC8C,LRRC8C +expr_BRINP3,BRINP3 +expr_TTC13,TTC13 +expr_AURKAIP1,AURKAIP1 +expr_UFC1,UFC1 +expr_B4GALT3,B4GALT3 +expr_AKR7A3,AKR7A3 +expr_CYP4Z1,CYP4Z1 +expr_SUCO,SUCO +expr_S100A3,S100A3 +expr_SYT2,SYT2 +expr_RPS6KC1,RPS6KC1 +expr_ZMYM4,ZMYM4 +expr_TMEM69,TMEM69 +expr_ELF3,ELF3 +expr_DDIT4,DDIT4 +expr_MGMT,MGMT +expr_ECHS1,ECHS1 +expr_DNAJC9,DNAJC9 +expr_GHITM,GHITM +expr_DUX4,DUX4 +expr_PIK3AP1,PIK3AP1 +expr_ALOX5,ALOX5 +expr_DUSP13,DUSP13 +expr_CDK2AP2,CDK2AP2 +expr_PRR34,PRR34 +expr_CORO1B,CORO1B +expr_SCT,SCT +expr_GYLTL1B,GYLTL1B +expr_NDUFS5,NDUFS5 +expr_VPS51,VPS51 +expr_CDCA5,CDCA5 +expr_PELI3,PELI3 +expr_STT3A,STT3A +expr_IL18,IL18 +expr_ZBTB16,ZBTB16 +expr_TREH,TREH +expr_CHRM4,CHRM4 +expr_SPA17,SPA17 +expr_EIF4G2,EIF4G2 +expr_MS4A5,MS4A5 +expr_BEST1,BEST1 +expr_ROM1,ROM1 +expr_ATL3,ATL3 +expr_MRPL23,MRPL23 +expr_HPGDS,HPGDS +expr_OR51G1,OR51G1 +expr_TFDP3,TFDP3 +expr_CAPN5,CAPN5 +expr_GLI1,GLI1 +expr_ZNF84,ZNF84 +expr_EIF2B1,EIF2B1 +expr_CCT2,CCT2 +expr_MAP3K12,MAP3K12 +expr_TESPA1,TESPA1 +expr_GRASP,GRASP +expr_KRT73,KRT73 +expr_SLCO1B3,SLCO1B3 +expr_TAS2R14,TAS2R14 +expr_WBP11,WBP11 +expr_PLCZ1,PLCZ1 +expr_POC1B,POC1B +expr_VAMP1,VAMP1 +expr_TMEM116,TMEM116 +expr_ATF1,ATF1 +expr_GPRC5D,GPRC5D +expr_FGF6,FGF6 +expr_APPL2,APPL2 +expr_FGF9,FGF9 +expr_BIVM,BIVM +expr_FRY,FRY +expr_TRPC4,TRPC4 +expr_C1QTNF9B,C1QTNF9B +expr_BTF3P11,BTF3P11 +expr_METRNL,METRNL +expr_DIO3,DIO3 +expr_EXOC3L4,EXOC3L4 +expr_AK7,AK7 +expr_SERPINA11,SERPINA11 +expr_NFKBIA,NFKBIA +expr_JAG2,JAG2 +expr_CMTM5,CMTM5 +expr_RNASE7,RNASE7 +expr_AKAP5,AKAP5 +expr_SIX6,SIX6 +expr_KTN1,KTN1 +expr_L2HGDH,L2HGDH +expr_FOS,FOS +expr_GSTZ1,GSTZ1 +expr_FOXN3-AS2,FOXN3-AS2 +expr_SLC25A47,SLC25A47 +expr_FLJ10038,FLJ10038 +expr_CPEB1,CPEB1 +expr_SEMA7A,SEMA7A +expr_THAP10,THAP10 +expr_ENPP7,ENPP7 +expr_NDN,NDN +expr_OAZ2,OAZ2 +expr_CYTL1,CYTL1 +expr_DNM1P35,DNM1P35 +expr_LCMT2,LCMT2 +expr_CMC2,CMC2 +expr_GALNS,GALNS +expr_WFDC1,WFDC1 +expr_IGSF6,IGSF6 +expr_DDX28,DDX28 +expr_CA7,CA7 +expr_CMTM1,CMTM1 +expr_PLCG2,PLCG2 +expr_TBL3,TBL3 +expr_RAB11FIP3,RAB11FIP3 +expr_LUC7L,LUC7L +expr_CORO1A,CORO1A +expr_SULT1A2,SULT1A2 +expr_SIAH1,SIAH1 +expr_PRSS27,PRSS27 +expr_BBS2,BBS2 +expr_EMC8,EMC8 +expr_PMFBP1,PMFBP1 +expr_FUS,FUS +expr_ORAI3,ORAI3 +expr_PPL,PPL +expr_CHST6,CHST6 +expr_ACSM1,ACSM1 +expr_MRPS23,MRPS23 +expr_TMEM11,TMEM11 +expr_TCAP,TCAP +expr_TNK1,TNK1 +expr_RPA1,RPA1 +expr_KIF2B,KIF2B +expr_RNF112,RNF112 +expr_RCVRN,RCVRN +expr_MEOX1,MEOX1 +expr_ATP1A1,ATP1A1 +expr_SLC13A2,SLC13A2 +expr_CORO6,CORO6 +expr_LOC728392,LOC728392 +expr_HES7,HES7 +expr_KRTAP9-8,KRTAP9-8 +expr_KRTAP3-1,KRTAP3-1 +expr_KRT31,KRT31 +expr_OR3A3,OR3A3 +expr_CEP76,CEP76 +expr_TRAPPC8,TRAPPC8 +expr_NPC1,NPC1 +expr_ATP8B1,ATP8B1 +expr_SERPINB12,SERPINB12 +expr_PPP2R1A,PPP2R1A +expr_ZNF324,ZNF324 +expr_ERCC1,ERCC1 +expr_ZNF112,ZNF112 +expr_CD79A,CD79A +expr_TMEM190,TMEM190 +expr_C19orf44,C19orf44 +expr_FIZ1,FIZ1 +expr_RGL3,RGL3 +expr_VRK3,VRK3 +expr_FUT1,FUT1 +expr_SULT2B1,SULT2B1 +expr_TMEM160,TMEM160 +expr_NCR1,NCR1 +expr_SLC7A10,SLC7A10 +expr_TJP3,TJP3 +expr_PSG6,PSG6 +expr_GRIN3B,GRIN3B +expr_RAB3A,RAB3A +expr_FXYD1,FXYD1 +expr_TSSK6,TSSK6 +expr_COX6B1,COX6B1 +expr_OR7C2,OR7C2 +expr_CYP4F12,CYP4F12 +expr_PPAP2C,PPAP2C +expr_GJA4,GJA4 +expr_NDUFA7,NDUFA7 +expr_ADAMTS10,ADAMTS10 +expr_NR2F6,NR2F6 +expr_ZNF571,ZNF571 +expr_DARS,DARS +expr_WDR35,WDR35 +expr_MARS2,MARS2 +expr_REG1P,REG1P +expr_DDX1,DDX1 +expr_B3GALT1,B3GALT1 +expr_ANKLE2,ANKLE2 +expr_FAM136A,FAM136A +expr_WDSUB1,WDSUB1 +expr_EVA1A,EVA1A +expr_FSHR,FSHR +expr_DOLK,DOLK +expr_RNF181,RNF181 +expr_TLR1,TLR1 +expr_ALLC,ALLC +expr_FHL2,FHL2 +expr_CNOT11,CNOT11 +expr_YPEL5,YPEL5 +expr_KCNK12,KCNK12 +expr_TRIM54,TRIM54 +expr_RPN2,RPN2 +expr_SALL4,SALL4 +expr_PLBD2,PLBD2 +expr_EBF4,EBF4 +expr_AVP,AVP +expr_BFSP1,BFSP1 +expr_NAPB,NAPB +expr_RALY,RALY +expr_RBM39,RBM39 +expr_LAMA5,LAMA5 +expr_GRIK1,GRIK1 +expr_SLC5A3,SLC5A3 +expr_RIPPLY3,RIPPLY3 +expr_PCP4,PCP4 +expr_C21orf33,C21orf33 +expr_GSC2,GSC2 +expr_THAP7,THAP7 +expr_CHEK2,CHEK2 +expr_STAC3,STAC3 +expr_NCF4,NCF4 +expr_SBF1,SBF1 +expr_LRIG1,LRIG1 +expr_RNF7,RNF7 +expr_ZBTB11,ZBTB11 +expr_NR1I2,NR1I2 +expr_LPHN3,LPHN3 +expr_SYN2,SYN2 +expr_GHSR,GHSR +expr_ITIH4,ITIH4 +expr_ILDR1,ILDR1 +expr_PSMD6,PSMD6 +expr_CCDC54,CCDC54 +expr_NICN1,NICN1 +expr_ADAMTS7,ADAMTS7 +expr_FOXL2,FOXL2 +expr_EIF2B5,EIF2B5 +expr_WDR53,WDR53 +expr_SLC12A8,SLC12A8 +expr_MGST2,MGST2 +expr_CTSO,CTSO +expr_MSMO1,MSMO1 +expr_HERC5,HERC5 +expr_ACTA1,ACTA1 +expr_ACSL1,ACSL1 +expr_CSN1S1,CSN1S1 +expr_METTL14,METTL14 +expr_ZNF185,ZNF185 +expr_NDNF,NDNF +expr_TACR3,TACR3 +expr_CWH43,CWH43 +expr_SLC9A7,SLC9A7 +expr_CHIC2,CHIC2 +expr_PPWD1,PPWD1 +expr_APBB3,APBB3 +expr_PCDHB1,PCDHB1 +expr_CLPTM1L,CLPTM1L +expr_UNC5A,UNC5A +expr_GIN1,GIN1 +expr_CDKL3,CDKL3 +expr_SKIV2L2,SKIV2L2 +expr_ZNF300,ZNF300 +expr_PORCN,PORCN +expr_DUSP1,DUSP1 +expr_PRKAA1,PRKAA1 +expr_MYOT,MYOT +expr_LECT2,LECT2 +expr_CSF1R,CSF1R +expr_CENPH,CENPH +expr_AKAP4,AKAP4 +expr_COX7C,COX7C +expr_CNOT8,CNOT8 +expr_TERT,TERT +expr_TSPYL4,TSPYL4 +expr_SLC17A5,SLC17A5 +expr_GSTA4,GSTA4 +expr_FOXF2,FOXF2 +expr_MPC1,MPC1 +expr_PSMB9,PSMB9 +expr_YIPF3,YIPF3 +expr_BMP15,BMP15 +expr_HIST1H3A,HIST1H3A +expr_HIST1H2BI,HIST1H2BI +expr_HIST1H2BB,HIST1H2BB +expr_OR2B2,OR2B2 +expr_ZBTB12,ZBTB12 +expr_ZBTB22,ZBTB22 +expr_SPDEF,SPDEF +expr_COQ3,COQ3 +expr_TBC1D7,TBC1D7 +expr_TMEM14C,TMEM14C +expr_ARG1,ARG1 +expr_MRS2,MRS2 +expr_SLC22A2,SLC22A2 +expr_SRRT,SRRT +expr_MOSPD3,MOSPD3 +expr_SAP25,SAP25 +expr_WBSCR17,WBSCR17 +expr_CYTH3,CYTH3 +expr_NXPH1,NXPH1 +expr_STYXL1,STYXL1 +expr_SHH,SHH +expr_ABCB5,ABCB5 +expr_RUNDC3B,RUNDC3B +expr_RAMP3,RAMP3 +expr_MRPL32,MRPL32 +expr_PARP12,PARP12 +expr_SPAM1,SPAM1 +expr_DLD,DLD +expr_ZNHIT1,ZNHIT1 +expr_ZSCAN21,ZSCAN21 +expr_CTHRC1,CTHRC1 +expr_OTUD6B,OTUD6B +expr_CDH17,CDH17 +expr_MAK16,MAK16 +expr_KCNK9,KCNK9 +expr_LRRC6,LRRC6 +expr_GPR34,GPR34 +expr_IDO1,IDO1 +expr_MFHAS1,MFHAS1 +expr_DEFA5,DEFA5 +expr_GSDMD,GSDMD +expr_KIAA0196,KIAA0196 +expr_NKRF,NKRF +expr_AGO2,AGO2 +expr_DGAT1,DGAT1 +expr_FIBCD1,FIBCD1 +expr_INSL4,INSL4 +expr_MMGT1,MMGT1 +expr_DNAJB5,DNAJB5 +expr_GABBR2,GABBR2 +expr_TMOD1,TMOD1 +expr_DBH,DBH +expr_OBP2A,OBP2A +expr_RMI1,RMI1 +expr_FBXW5,FBXW5 +expr_GTF3C5,GTF3C5 +expr_TEX10,TEX10 +expr_PJA1,PJA1 +expr_GGTA1P,GGTA1P +expr_CCL21,CCL21 +expr_NUDT2,NUDT2 +expr_FAM102A,FAM102A +expr_HDHD3,HDHD3 +expr_MAGEE2,MAGEE2 +expr_ADK,ADK +expr_F8A1,F8A1 +expr_ABO,ABO +expr_CNOT10,CNOT10 +expr_FOXE3,FOXE3 +expr_PTP4A3,PTP4A3 +expr_CRIP2,CRIP2 +expr_S1PR3,S1PR3 +expr_LCMT1,LCMT1 +expr_CST1,CST1 +expr_HNRNPH2,HNRNPH2 +expr_GPC5,GPC5 +expr_ADAMTS17,ADAMTS17 +expr_CMC4,CMC4 +expr_SVOP,SVOP +expr_PLXNA3,PLXNA3 +expr_AR,AR +expr_FTO,FTO +expr_FGF3,FGF3 +expr_CRLF2,CRLF2 +expr_TCEAL8,TCEAL8 +expr_SPARCL1,SPARCL1 +expr_GRIP1,GRIP1 +expr_CNNM3,CNNM3 +expr_C17orf70,C17orf70 +expr_FAAH2,FAAH2 +expr_ATP6AP2,ATP6AP2 +expr_MAGEA11,MAGEA11 +expr_SLC34A3,SLC34A3 +expr_PDGFA,PDGFA +expr_HPRT1,HPRT1 +expr_USP19,USP19 +expr_ZBED2,ZBED2 +expr_KATNA1,KATNA1 +expr_NACC2,NACC2 +expr_VCY,VCY +expr_TTTY13,TTTY13 +expr_TM4SF20,TM4SF20 +expr_PRY2,PRY2 +expr_PHEX,PHEX +expr_LDOC1,LDOC1 +expr_SSX3,SSX3 +expr_CCDC22,CCDC22 +expr_GPKOW,GPKOW +expr_UBQLN2,UBQLN2 +expr_TSPAN7,TSPAN7 +expr_POU3F4,POU3F4 +expr_RBBP7,RBBP7 +expr_PRDX4,PRDX4 +expr_ASB11,ASB11 +expr_PGRMC1,PGRMC1 +expr_CXCR3,CXCR3 +expr_P2RY4,P2RY4 +expr_CDX4,CDX4 +expr_XAGE3,XAGE3 +expr_NXF5,NXF5 +expr_OPN1LW,OPN1LW +expr_RGN,RGN +expr_MAGEE1,MAGEE1 +expr_TBL1Y,TBL1Y +expr_MTPAP,MTPAP +expr_SPRR2G,SPRR2G +expr_ANKRD13C,ANKRD13C +expr_SERPINC1,SERPINC1 +expr_MIIP,MIIP +expr_HDAC1,HDAC1 +expr_ARHGEF16,ARHGEF16 +expr_ASAP3,ASAP3 +expr_CYP4B1,CYP4B1 +expr_PARP1,PARP1 +expr_MECR,MECR +expr_MRPS15,MRPS15 +expr_FHL3,FHL3 +expr_PLA2G2E,PLA2G2E +expr_ANGPTL7,ANGPTL7 +expr_HSPA6,HSPA6 +expr_MAEL,MAEL +expr_RGS2,RGS2 +expr_TMEM9,TMEM9 +expr_PTGFRN,PTGFRN +expr_TRIM63,TRIM63 +expr_ACTN2,ACTN2 +expr_TMEM125,TMEM125 +expr_IPO13,IPO13 +expr_EIF2B3,EIF2B3 +expr_CRABP2,CRABP2 +expr_ZZZ3,ZZZ3 +expr_RAB25,RAB25 +expr_LAMTOR5,LAMTOR5 +expr_ACKR1,ACKR1 +expr_NGF,NGF +expr_CRNN,CRNN +expr_VPS72,VPS72 +expr_HAX1,HAX1 +expr_FCN3,FCN3 +expr_AGT,AGT +expr_BCL10,BCL10 +expr_EIF2D,EIF2D +expr_AKR7A2,AKR7A2 +expr_CMPK1,CMPK1 +expr_GSTM1,GSTM1 +expr_RGL1,RGL1 +expr_FUCA1,FUCA1 +expr_TNFSF18,TNFSF18 +expr_S100A5,S100A5 +expr_PADI1,PADI1 +expr_UBE2T,UBE2T +expr_LCE3D,LCE3D +expr_JMJD4,JMJD4 +expr_OR2C3,OR2C3 +expr_SHISA4,SHISA4 +expr_ARHGAP21,ARHGAP21 +expr_HPS6,HPS6 +expr_PSD,PSD +expr_PCGF6,PCGF6 +expr_SLC16A9,SLC16A9 +expr_ECD,ECD +expr_LRIT1,LRIT1 +expr_FANK1,FANK1 +expr_SYCE1,SYCE1 +expr_C10orf12,C10orf12 +expr_CCAR1,CCAR1 +expr_ZNF485,ZNF485 +expr_COMTD1,COMTD1 +expr_CEP55,CEP55 +expr_MINPP1,MINPP1 +expr_PHYH,PHYH +expr_KCNK18,KCNK18 +expr_MRPL21,MRPL21 +expr_ZNF684,ZNF684 +expr_SPI1,SPI1 +expr_DPP3,DPP3 +expr_PDE3B,PDE3B +expr_DDI1,DDI1 +expr_MSANTD4,MSANTD4 +expr_COLCA2,COLCA2 +expr_IFT46,IFT46 +expr_MDK,MDK +expr_NRGN,NRGN +expr_WT1,WT1 +expr_MS4A1,MS4A1 +expr_CPSF7,CPSF7 +expr_INCENP,INCENP +expr_IGF2-AS,IGF2-AS +expr_SPRR2D,SPRR2D +expr_USP1,USP1 +expr_LGALS9,LGALS9 +expr_OMP,OMP +expr_USP35,USP35 +expr_SLC6A5,SLC6A5 +expr_SRSF11,SRSF11 +expr_OR51B2,OR51B2 +expr_PIWIL1,PIWIL1 +expr_LINC01089,LINC01089 +expr_LALBA,LALBA +expr_C12orf10,C12orf10 +expr_ATG101,ATG101 +expr_PLA2G4A,PLA2G4A +expr_KRT2,KRT2 +expr_SLCO1C1,SLCO1C1 +expr_PRB4,PRB4 +expr_PRB3,PRB3 +expr_A2M,A2M +expr_ART4,ART4 +expr_LAG3,LAG3 +expr_HMGB4,HMGB4 +expr_GPN3,GPN3 +expr_ZFAND4,ZFAND4 +expr_BSDC1,BSDC1 +expr_FGF23,FGF23 +expr_PRDM4,PRDM4 +expr_DNAJC15,DNAJC15 +expr_ERCC5,ERCC5 +expr_RXFP2,RXFP2 +expr_MIPEP,MIPEP +expr_HABP2,HABP2 +expr_SERPINA6,SERPINA6 +expr_FAM181A,FAM181A +expr_MIXL1,MIXL1 +expr_WASH2P,WASH2P +expr_IL25,IL25 +expr_TPPP2,TPPP2 +expr_DHRS7,DHRS7 +expr_OPRD1,OPRD1 +expr_SOS2,SOS2 +expr_FKBP3,FKBP3 +expr_JDP2,JDP2 +expr_AHSA1,AHSA1 +expr_GZMB,GZMB +expr_TDP1,TDP1 +expr_HDC,HDC +expr_HYPK,HYPK +expr_CORO2B,CORO2B +expr_MTFMT,MTFMT +expr_LYSMD4,LYSMD4 +expr_UBL7,UBL7 +expr_LARP6,LARP6 +expr_CLN6,CLN6 +expr_MTMR10,MTMR10 +expr_CPLX3,CPLX3 +expr_CHRM5,CHRM5 +expr_TGM7,TGM7 +expr_BAHD1,BAHD1 +expr_GCSH,GCSH +expr_APRT,APRT +expr_KATNB1,KATNB1 +expr_ATP2C2,ATP2C2 +expr_EXTL2,EXTL2 +expr_UQCRC2,UQCRC2 +expr_C16orf54,C16orf54 +expr_DPEP2,DPEP2 +expr_LRRC36,LRRC36 +expr_COL11A1,COL11A1 +expr_HSD17B2,HSD17B2 +expr_SPATA2L,SPATA2L +expr_RPL3L,RPL3L +expr_NDUFB10,NDUFB10 +expr_HS3ST2,HS3ST2 +expr_ZG16B,ZG16B +expr_FOXF1,FOXF1 +expr_ZFHX3,ZFHX3 +expr_BCL7C,BCL7C +expr_FAHD1,FAHD1 +expr_DNAJA3,DNAJA3 +expr_C17orf62,C17orf62 +expr_LRRN2,LRRN2 +expr_TVP23B,TVP23B +expr_SLFN12,SLFN12 +expr_CLTC,CLTC +expr_SOST,SOST +expr_C1QL3,C1QL3 +expr_ABCA8,ABCA8 +expr_C1orf112,C1orf112 +expr_HOXB1,HOXB1 +expr_FOXN1,FOXN1 +expr_ASGR1,ASGR1 +expr_SLC16A13,SLC16A13 +expr_DERL2,DERL2 +expr_TOP2A,TOP2A +expr_KRTAP1-5,KRTAP1-5 +expr_KRT37,KRT37 +expr_PRR15L,PRR15L +expr_GREB1L,GREB1L +expr_NKG7,NKG7 +expr_PPP1R13L,PPP1R13L +expr_VASP,VASP +expr_KEAP1,KEAP1 +expr_CD70,CD70 +expr_TIMM44,TIMM44 +expr_RETN,RETN +expr_ASF1B,ASF1B +expr_DNASE2,DNASE2 +expr_ECSIT,ECSIT +expr_KLK9,KLK9 +expr_ATF5,ATF5 +expr_TEAD2,TEAD2 +expr_EMP3,EMP3 +expr_URI1,URI1 +expr_DPF1,DPF1 +expr_RHPN2,RHPN2 +expr_S1PR4,S1PR4 +expr_HMG20B,HMG20B +expr_CFD,CFD +expr_KCNN1,KCNN1 +expr_EPHX3,EPHX3 +expr_FXYD7,FXYD7 +expr_SUGP1,SUGP1 +expr_NDUFA13,NDUFA13 +expr_UPK1A,UPK1A +expr_GUCA2A,GUCA2A +expr_MIER2,MIER2 +expr_CD320,CD320 +expr_BABAM1,BABAM1 +expr_ABCG5,ABCG5 +expr_SLC39A10,SLC39A10 +expr_GPD2,GPD2 +expr_NLRC4,NLRC4 +expr_SLC6A9,SLC6A9 +expr_TTC32,TTC32 +expr_GCKR,GCKR +expr_NUDT5,NUDT5 +expr_ANKZF1,ANKZF1 +expr_CNNM4,CNNM4 +expr_REG3A,REG3A +expr_IGFBP2,IGFBP2 +expr_PRDX1,PRDX1 +expr_CEBPZ,CEBPZ +expr_SP110,SP110 +expr_BAZ2B,BAZ2B +expr_RTKN,RTKN +expr_RRNAD1,RRNAD1 +expr_KCNS3,KCNS3 +expr_RNF149,RNF149 +expr_STARD7,STARD7 +expr_HOXD1,HOXD1 +expr_EDAR,EDAR +expr_MTX2,MTX2 +expr_PELI1,PELI1 +expr_SOWAHC,SOWAHC +expr_PPDPF,PPDPF +expr_TP53TG5,TP53TG5 +expr_WFDC3,WFDC3 +expr_TMEM51,TMEM51 +expr_TFAP2C,TFAP2C +expr_TMEM74B,TMEM74B +expr_C20orf141,C20orf141 +expr_TASP1,TASP1 +expr_RRBP1,RRBP1 +expr_CST11,CST11 +expr_RPS24,RPS24 +expr_TRIT1,TRIT1 +expr_ASIP,ASIP +expr_KCNE2,KCNE2 +expr_MCM3AP,MCM3AP +expr_SLC25A1,SLC25A1 +expr_KCNC4,KCNC4 +expr_SLC7A4,SLC7A4 +expr_CHI3L2,CHI3L2 +expr_UPB1,UPB1 +expr_TFIP11,TFIP11 +expr_GAL3ST1,GAL3ST1 +expr_HMOX1,HMOX1 +expr_CSF2RB,CSF2RB +expr_LGALS2,LGALS2 +expr_APOBEC3C,APOBEC3C +expr_TTLL1,TTLL1 +expr_PKDREJ,PKDREJ +expr_CSRNP1,CSRNP1 +expr_PODXL2,PODXL2 +expr_TOP2B,TOP2B +expr_HESX1,HESX1 +expr_GPR87,GPR87 +expr_ASTE1,ASTE1 +expr_LYZL4,LYZL4 +expr_HACL1,HACL1 +expr_TMEM43,TMEM43 +expr_CAMK1,CAMK1 +expr_RAD18,RAD18 +expr_TNFSF10,TNFSF10 +expr_TWF2,TWF2 +expr_TMEM89,TMEM89 +expr_CYB561D2,CYB561D2 +expr_TBCCD1,TBCCD1 +expr_SEMA5B,SEMA5B +expr_DNAJB8,DNAJB8 +expr_ACTRT3,ACTRT3 +expr_C1orf74,C1orf74 +expr_CD200,CD200 +expr_WFS1,WFS1 +expr_SPON2,SPON2 +expr_GPM6A,GPM6A +expr_GUCY1B3,GUCY1B3 +expr_PPBP,PPBP +expr_SAP30,SAP30 +expr_MUC7,MUC7 +expr_HS3ST1,HS3ST1 +expr_SORCS2,SORCS2 +expr_CXCL13,CXCL13 +expr_OCIAD2,OCIAD2 +expr_ANXA3,ANXA3 +expr_SRD5A3,SRD5A3 +expr_ENOPH1,ENOPH1 +expr_TRAPPC13,TRAPPC13 +expr_PCDHB15,PCDHB15 +expr_SMA5,SMA5 +expr_C5orf28,C5orf28 +expr_SEPP1,SEPP1 +expr_SNCB,SNCB +expr_POU4F3,POU4F3 +expr_TSLP,TSLP +expr_FAM46B,FAM46B +expr_C5orf30,C5orf30 +expr_KIF3A,KIF3A +expr_GCNT4,GCNT4 +expr_DDX41,DDX41 +expr_NMUR2,NMUR2 +expr_XRCC4,XRCC4 +expr_CCNB1,CCNB1 +expr_NDUFS6,NDUFS6 +expr_MRPL22,MRPL22 +expr_NUP153,NUP153 +expr_HDAC2,HDAC2 +expr_MRPS18A,MRPS18A +expr_DLK2,DLK2 +expr_MCOLN3,MCOLN3 +expr_GUCA1A,GUCA1A +expr_HIST1H1C,HIST1H1C +expr_ZSCAN9,ZSCAN9 +expr_TRIM31,TRIM31 +expr_C6orf48,C6orf48 +expr_C6orf47,C6orf47 +expr_PFDN6,PFDN6 +expr_DAXX,DAXX +expr_CLPSL2,CLPSL2 +expr_LTV1,LTV1 +expr_FLJ13744,FLJ13744 +expr_PAK1IP1,PAK1IP1 +expr_VNN2,VNN2 +expr_RTN4IP1,RTN4IP1 +expr_CALU,CALU +expr_SMARCD3,SMARCD3 +expr_TAF6,TAF6 +expr_TFR2,TFR2 +expr_BRI3,BRI3 +expr_GNAI1,GNAI1 +expr_NUPL2,NUPL2 +expr_ABCB4,ABCB4 +expr_CCM2,CCM2 +expr_OR6W1P,OR6W1P +expr_OR2A9P,OR2A9P +expr_SLC26A3,SLC26A3 +expr_SUMF2,SUMF2 +expr_FZD6,FZD6 +expr_TEX15,TEX15 +expr_PDP1,PDP1 +expr_PRMT6,PRMT6 +expr_KCNQ3,KCNQ3 +expr_TRIM55,TRIM55 +expr_CHRNB3,CHRNB3 +expr_NUDT18,NUDT18 +expr_PRDM14,PRDM14 +expr_CHRAC1,CHRAC1 +expr_RPS6,RPS6 +expr_IPPK,IPPK +expr_GLDC,GLDC +expr_JAK2,JAK2 +expr_NPR2,NPR2 +expr_TBC1D2,TBC1D2 +expr_TDRD7,TDRD7 +expr_CACFD1,CACFD1 +expr_LCN1,LCN1 +expr_IDNK,IDNK +expr_CAAP1,CAAP1 +expr_CCL19,CCL19 +expr_UBAP1,UBAP1 +expr_EXOSC3,EXOSC3 +expr_LRSAM1,LRSAM1 +expr_TGFBR1,TGFBR1 +expr_P2RX2,P2RX2 +expr_MRPL14,MRPL14 +expr_LOXL1,LOXL1 +expr_CALML5,CALML5 +expr_ITGAM,ITGAM +expr_DHX8,DHX8 +expr_BCMO1,BCMO1 +expr_HTR3C,HTR3C +expr_ZNF718,ZNF718 +expr_PTPN9,PTPN9 +expr_S100A14,S100A14 +expr_QSOX1,QSOX1 +expr_MED24,MED24 +expr_SCMH1,SCMH1 +expr_LRP1,LRP1 +expr_KISS1,KISS1 +expr_KCNH4,KCNH4 +expr_RAC3,RAC3 +expr_NUP133,NUP133 +expr_BAI1,BAI1 +expr_SLC26A11,SLC26A11 +expr_OR10G8,OR10G8 +expr_CNN1,CNN1 +expr_LDB2,LDB2 +expr_TP53BP2,TP53BP2 +expr_OR52A1,OR52A1 +expr_IGSF1,IGSF1 +expr_ANKRD30A,ANKRD30A +expr_TRAPPC1,TRAPPC1 +expr_DOHH,DOHH +expr_C1R,C1R +expr_CDR1,CDR1 +expr_PPEF1,PPEF1 +expr_PKD2L1,PKD2L1 +expr_TNMD,TNMD +expr_GABRA3,GABRA3 +expr_ASB9,ASB9 +expr_TMEM255A,TMEM255A +expr_INGX,INGX +expr_NAP1L2,NAP1L2 +expr_NAP1L3,NAP1L3 +expr_CASP7,CASP7 +expr_HCFC1,HCFC1 +expr_ZCCHC12,ZCCHC12 +expr_RBM10,RBM10 +expr_C1QC,C1QC +expr_MAST2,MAST2 +expr_OR10J5,OR10J5 +expr_RLF,RLF +expr_KCNK1,KCNK1 +expr_SPRR2C,SPRR2C +expr_CTH,CTH +expr_MFN2,MFN2 +expr_HPCA,HPCA +expr_TNKS2,TNKS2 +expr_CLSPN,CLSPN +expr_CSF3R,CSF3R +expr_RNF186,RNF186 +expr_HLX,HLX +expr_CHIT1,CHIT1 +expr_FCGR3B,FCGR3B +expr_ADCY10,ADCY10 +expr_BARHL2,BARHL2 +expr_FBXL15,FBXL15 +expr_ADAM30,ADAM30 +expr_SH3BGRL3,SH3BGRL3 +expr_TIE1,TIE1 +expr_AS3MT,AS3MT +expr_APOA1BP,APOA1BP +expr_ISG20L2,ISG20L2 +expr_CROCCP2,CROCCP2 +expr_RSG1,RSG1 +expr_KCNA10,KCNA10 +expr_CASQ2,CASQ2 +expr_CD5L,CD5L +expr_TMOD4,TMOD4 +expr_PGD,PGD +expr_PGBD5,PGBD5 +expr_PRAMEF8,PRAMEF8 +expr_DNASE2B,DNASE2B +expr_ATPIF1,ATPIF1 +expr_IL10,IL10 +expr_CAPZB,CAPZB +expr_INTS3,INTS3 +expr_ARPC5,ARPC5 +expr_TNFSF4,TNFSF4 +expr_TNFRSF25,TNFRSF25 +expr_PADI3,PADI3 +expr_KIF21B,KIF21B +expr_TNFRSF14,TNFRSF14 +expr_RAB29,RAB29 +expr_TIMM17A,TIMM17A +expr_THNSL1,THNSL1 +expr_CUBN,CUBN +expr_PANK1,PANK1 +expr_SEMA4G,SEMA4G +expr_PPRC1,PPRC1 +expr_USMG5,USMG5 +expr_CLRN3,CLRN3 +expr_DNAJC1,DNAJC1 +expr_TUBGCP2,TUBGCP2 +expr_PRPF18,PRPF18 +expr_DNAJC12,DNAJC12 +expr_FRAT1,FRAT1 +expr_SMNDC1,SMNDC1 +expr_LGI1,LGI1 +expr_NODAL,NODAL +expr_H2AFY2,H2AFY2 +expr_MRGPRD,MRGPRD +expr_NDUFV1,NDUFV1 +expr_MYBPC3,MYBPC3 +expr_KDM4D,KDM4D +expr_MTNR1B,MTNR1B +expr_DPF2,DPF2 +expr_MRC1,MRC1 +expr_SIPA1,SIPA1 +expr_CCS,CCS +expr_CCDC87,CCDC87 +expr_BBOX1,BBOX1 +expr_DCUN1D5,DCUN1D5 +expr_TRPC6,TRPC6 +expr_LAYN,LAYN +expr_PTS,PTS +expr_NNMT,NNMT +expr_TMPRSS4,TMPRSS4 +expr_TRAPPC4,TRAPPC4 +expr_ZNF202,ZNF202 +expr_OR8D1,OR8D1 +expr_CYP2C9,CYP2C9 +expr_CTR9,CTR9 +expr_OR5F1,OR5F1 +expr_P2RX3,P2RX3 +expr_MS4A12,MS4A12 +expr_SCGB1D1,SCGB1D1 +expr_EML3,EML3 +expr_FRAT2,FRAT2 +expr_ZNF214,ZNF214 +expr_TIMM10B,TIMM10B +expr_PAMR1,PAMR1 +expr_STK33,STK33 +expr_WEE1,WEE1 +expr_CLNS1A,CLNS1A +expr_ASCC1,ASCC1 +expr_CCDC81,CCDC81 +expr_OR51B4,OR51B4 +expr_RPL41,RPL41 +expr_ITGA7,ITGA7 +expr_TUBA1B,TUBA1B +expr_HELLS,HELLS +expr_NCKAP1L,NCKAP1L +expr_KRT1,KRT1 +expr_FICD,FICD +expr_SLCO1B1,SLCO1B1 +expr_PRB1,PRB1 +expr_KLRC3,KLRC3 +expr_ATP2B1,ATP2B1 +expr_SCNN1A,SCNN1A +expr_PTMS,PTMS +expr_MYBPC1,MYBPC1 +expr_FAM222A,FAM222A +expr_TRIAP1,TRIAP1 +expr_LRRK2,LRRK2 +expr_CLEC12A,CLEC12A +expr_FBXO18,FBXO18 +expr_IL26,IL26 +expr_C12orf45,C12orf45 +expr_TRAFD1,TRAFD1 +expr_MED4,MED4 +expr_ENOX1,ENOX1 +expr_TBATA,TBATA +expr_TUBA3C,TUBA3C +expr_KDELC1,KDELC1 +expr_SLC25A15,SLC25A15 +expr_PSTK,PSTK +expr_SPRY2,SPRY2 +expr_DYNC1H1,DYNC1H1 +expr_ARG2,ARG2 +expr_ERH,ERH +expr_SERPINA10,SERPINA10 +expr_EAPP,EAPP +expr_GRK5,GRK5 +expr_SLC39A2,SLC39A2 +expr_OR11H12,OR11H12 +expr_LGALS3,LGALS3 +expr_VCPKMT,VCPKMT +expr_BATF,BATF +expr_SLIRP,SLIRP +expr_GZMH,GZMH +expr_NYNRIN,NYNRIN +expr_USP8,USP8 +expr_WDR76,WDR76 +expr_SPESP1,SPESP1 +expr_C11orf24,C11orf24 +expr_TARSL2,TARSL2 +expr_OCA2,OCA2 +expr_MYZAP,MYZAP +expr_NEIL1,NEIL1 +expr_LRRC49,LRRC49 +expr_CALML4,CALML4 +expr_IDH2,IDH2 +expr_FAH,FAH +expr_TRPM1,TRPM1 +expr_PLEKHO2,PLEKHO2 +expr_TGM5,TGM5 +expr_HAUS2,HAUS2 +expr_PPP1R14D,PPP1R14D +expr_CLCN7,CLCN7 +expr_SETD6,SETD6 +expr_CCDC135,CCDC135 +expr_DPEP3,DPEP3 +expr_TSNAXIP1,TSNAXIP1 +expr_SLC9A5,SLC9A5 +expr_VPS9D1,VPS9D1 +expr_CDH5,CDH5 +expr_MRPL28,MRPL28 +expr_IL4R,IL4R +expr_PALB2,PALB2 +expr_TIGD7,TIGD7 +expr_ZNF75A,ZNF75A +expr_DDX19A,DDX19A +expr_ZNF689,ZNF689 +expr_SETD1A,SETD1A +expr_VASN,VASN +expr_TERF2IP,TERF2IP +expr_RAB40B,RAB40B +expr_PPP1R1B,PPP1R1B +expr_ALDH3A2,ALDH3A2 +expr_DHRS7C,DHRS7C +expr_SLFN11,SLFN11 +expr_HCRT,HCRT +expr_UTP18,UTP18 +expr_LYZL6,LYZL6 +expr_IFT20,IFT20 +expr_ASGR2,ASGR2 +expr_ENO3,ENO3 +expr_WNT3,WNT3 +expr_GUCY2D,GUCY2D +expr_LLGL1,LLGL1 +expr_OR1A2,OR1A2 +expr_TTR,TTR +expr_SERPINB11,SERPINB11 +expr_NDUFV2,NDUFV2 +expr_LIM2,LIM2 +expr_ZNF701,ZNF701 +expr_MZF1,MZF1 +expr_KRTAP5-9,KRTAP5-9 +expr_CDC37,CDC37 +expr_ICAM4,ICAM4 +expr_OR7D4,OR7D4 +expr_SHKBP1,SHKBP1 +expr_CIB3,CIB3 +expr_TSEN34,TSEN34 +expr_GBP6,GBP6 +expr_GIPC1,GIPC1 +expr_RTBDN,RTBDN +expr_C19orf80,C19orf80 +expr_ELOF1,ELOF1 +expr_PUS3,PUS3 +expr_TBC1D17,TBC1D17 +expr_SLC6A16,SLC6A16 +expr_DKKL1,DKKL1 +expr_KCNJ14,KCNJ14 +expr_QPCTL,QPCTL +expr_ZNF536,ZNF536 +expr_KIR2DS2,KIR2DS2 +expr_BARX2,BARX2 +expr_GZMM,GZMM +expr_CCDC94,CCDC94 +expr_TEX101,TEX101 +expr_MOB3A,MOB3A +expr_C19orf24,C19orf24 +expr_MMP10,MMP10 +expr_ELANE,ELANE +expr_CASP12,CASP12 +expr_ZBTB32,ZBTB32 +expr_ACSBG2,ACSBG2 +expr_CYP4F8,CYP4F8 +expr_THEG,THEG +expr_ZNF569,ZNF569 +expr_DIRC1,DIRC1 +expr_GBX2,GBX2 +expr_HES6,HES6 +expr_NR4A2,NR4A2 +expr_TTC27,TTC27 +expr_SPATS2L,SPATS2L +expr_MPP4,MPP4 +expr_CHPF,CHPF +expr_LRRTM1,LRRTM1 +expr_SMARCAL1,SMARCAL1 +expr_THUMPD2,THUMPD2 +expr_PQLC3,PQLC3 +expr_FANCL,FANCL +expr_VAX2,VAX2 +expr_C2orf81,C2orf81 +expr_C2orf47,C2orf47 +expr_GPR45,GPR45 +expr_BMP10,BMP10 +expr_PRADC1,PRADC1 +expr_SNRNP200,SNRNP200 +expr_RPIA,RPIA +expr_PIGF,PIGF +expr_ACKR3,ACKR3 +expr_MAPRE3,MAPRE3 +expr_C20orf195,C20orf195 +expr_TPD52L2,TPD52L2 +expr_MANBAL,MANBAL +expr_DNTTIP1,DNTTIP1 +expr_TNNC2,TNNC2 +expr_EXT2,EXT2 +expr_SNAI1,SNAI1 +expr_ANKRD60,ANKRD60 +expr_SDCBP2,SDCBP2 +expr_ADRA1D,ADRA1D +expr_OR8G1,OR8G1 +expr_VSX1,VSX1 +expr_MYOZ1,MYOZ1 +expr_BPIFA3,BPIFA3 +expr_SPAG4,SPAG4 +expr_CNBD2,CNBD2 +expr_LINC00158,LINC00158 +expr_RTN4R,RTN4R +expr_AKR1E2,AKR1E2 +expr_SNRPD3,SNRPD3 +expr_TPST2,TPST2 +expr_C22orf31,C22orf31 +expr_ZMAT5,ZMAT5 +expr_EIF4ENIF1,EIF4ENIF1 +expr_MCM5,MCM5 +expr_MPST,MPST +expr_APOBEC3D,APOBEC3D +expr_C22orf46,C22orf46 +expr_CELSR1,CELSR1 +expr_SCO2,SCO2 +expr_MSL2,MSL2 +expr_OR8J1,OR8J1 +expr_OXSM,OXSM +expr_SIDT1,SIDT1 +expr_PIK3R4,PIK3R4 +expr_NXPE3,NXPE3 +expr_NCEH1,NCEH1 +expr_TLR9,TLR9 +expr_GLT8D1,GLT8D1 +expr_UQCRC1,UQCRC1 +expr_SLC22A14,SLC22A14 +expr_TRH,TRH +expr_MANF,MANF +expr_SERPINI2,SERPINI2 +expr_CLCN2,CLCN2 +expr_NRROS,NRROS +expr_CMSS1,CMSS1 +expr_DGKQ,DGKQ +expr_SPCS3,SPCS3 +expr_OR1S2,OR1S2 +expr_ELF2,ELF2 +expr_UCHL1,UCHL1 +expr_ANK2,ANK2 +expr_TBCK,TBCK +expr_TMEM144,TMEM144 +expr_MND1,MND1 +expr_DMP1,DMP1 +expr_PCDHB14,PCDHB14 +expr_ZNF131,ZNF131 +expr_CDHR2,CDHR2 +expr_ZFP2,ZFP2 +expr_TCERG1,TCERG1 +expr_SLC25A46,SLC25A46 +expr_INTS5,INTS5 +expr_RASGRF2,RASGRF2 +expr_CSF2,CSF2 +expr_GZMA,GZMA +expr_IRX1,IRX1 +expr_PJA2,PJA2 +expr_GPX3,GPX3 +expr_CAPSL,CAPSL +expr_ETF1,ETF1 +expr_CDK7,CDK7 +expr_NXF1,NXF1 +expr_DROSHA,DROSHA +expr_SLC29A1,SLC29A1 +expr_CYP39A1,CYP39A1 +expr_CRISP1,CRISP1 +expr_PREP,PREP +expr_CCDC167,CCDC167 +expr_HIST1H3C,HIST1H3C +expr_LSP1,LSP1 +expr_HIST1H1T,HIST1H1T +expr_NKAPL,NKAPL +expr_MOG,MOG +expr_GPANK1,GPANK1 +expr_KIFC1,KIFC1 +expr_PPIL1,PPIL1 +expr_USP45,USP45 +expr_TBX18,TBX18 +expr_CDYL,CDYL +expr_ULBP3,ULBP3 +expr_EPB41L2,EPB41L2 +expr_SLC18B1,SLC18B1 +expr_MAP3K5,MAP3K5 +expr_FABP7,FABP7 +expr_DCDC2,DCDC2 +expr_PDSS2,PDSS2 +expr_FAM71F1,FAM71F1 +expr_LRRC61,LRRC61 +expr_RARRES2,RARRES2 +expr_RHEB,RHEB +expr_CD81,CD81 +expr_POP7,POP7 +expr_STAM,STAM +expr_NEUROD6,NEUROD6 +expr_CPVL,CPVL +expr_BTBD10,BTBD10 +expr_TBL2,TBL2 +expr_EN2,EN2 +expr_PMPCB,PMPCB +expr_CALCR,CALCR +expr_OR51A7,OR51A7 +expr_OR2A7,OR2A7 +expr_WNT16,WNT16 +expr_WASL,WASL +expr_COG5,COG5 +expr_COL26A1,COL26A1 +expr_PTCD1,PTCD1 +expr_HRSP12,HRSP12 +expr_RBM12B-AS1,RBM12B-AS1 +expr_SYBU,SYBU +expr_RNF122,RNF122 +expr_TRPS1,TRPS1 +expr_LY6D,LY6D +expr_OR4S1,OR4S1 +expr_NSMAF,NSMAF +expr_THAP1,THAP1 +expr_ASH2L,ASH2L +expr_DOK2,DOK2 +expr_CLDN23,CLDN23 +expr_LY6H,LY6H +expr_OR51E1,OR51E1 +expr_DUSP4,DUSP4 +expr_PLIN2,PLIN2 +expr_OR2S2,OR2S2 +expr_COA4,COA4 +expr_FRRS1L,FRRS1L +expr_MRPS2,MRPS2 +expr_FRMD3,FRMD3 +expr_UAP1L1,UAP1L1 +expr_SFRP5,SFRP5 +expr_GPR21,GPR21 +expr_OR1N2,OR1N2 +expr_TLE1,TLE1 +expr_TMEM126A,TMEM126A +expr_CCL27,CCL27 +expr_PRSS3,PRSS3 +expr_POLE3,POLE3 +expr_RNMTL1,RNMTL1 +expr_GSTA1,GSTA1 +expr_HARBI1,HARBI1 +expr_AHSP,AHSP +expr_ALG8,ALG8 +expr_DALRD3,DALRD3 +expr_PERM1,PERM1 +expr_PROP1,PROP1 +expr_EIF2AK3,EIF2AK3 +expr_SLC25A14,SLC25A14 +expr_SLCO2A1,SLCO2A1 +expr_FBXO8,FBXO8 +expr_PEBP1,PEBP1 +expr_ATR,ATR +expr_ALDH18A1,ALDH18A1 +expr_AGMO,AGMO +expr_FGB,FGB +expr_UCN3,UCN3 +expr_TBC1D19,TBC1D19 +expr_TMEM203,TMEM203 +expr_COX7B2,COX7B2 +expr_EPS8,EPS8 +expr_HHAT,HHAT +expr_NDST4,NDST4 +expr_PDCD1,PDCD1 +expr_MMP17,MMP17 +expr_SLC25A21,SLC25A21 +expr_SHCBP1L,SHCBP1L +expr_BRDT,BRDT +expr_UGT2B7,UGT2B7 +expr_ERVH-4,ERVH-4 +expr_KNTC1,KNTC1 +expr_ZBTB39,ZBTB39 +expr_ADAM2,ADAM2 +expr_MAGEA6,MAGEA6 +expr_SYP,SYP +expr_SRPX2,SRPX2 +expr_APOOL,APOOL +expr_TMBIM4,TMBIM4 +expr_EIF2S3,EIF2S3 +expr_NYX,NYX +expr_SLC16A2,SLC16A2 +expr_PRPH,PRPH +expr_BTK,BTK +expr_DKC1,DKC1 +expr_RENBP,RENBP +expr_PLXNB3,PLXNB3 +expr_TMSB15A,TMSB15A +expr_USP9Y,USP9Y +expr_KDM5D,KDM5D +expr_WRAP73,WRAP73 +expr_C1QB,C1QB +expr_PRKCQ,PRKCQ +expr_IGSF8,IGSF8 +expr_ZMPSTE24,ZMPSTE24 +expr_RNF11,RNF11 +expr_SIPA1L2,SIPA1L2 +expr_L1TD1,L1TD1 +expr_ZBTB37,ZBTB37 +expr_NFE2,NFE2 +expr_PLOD1,PLOD1 +expr_LEFTY2,LEFTY2 +expr_SELP,SELP +expr_RYR2,RYR2 +expr_ATP6V0B,ATP6V0B +expr_MRPL24,MRPL24 +expr_MUC1,MUC1 +expr_MTX1,MTX1 +expr_HIST3H3,HIST3H3 +expr_MNDA,MNDA +expr_NENF,NENF +expr_RSBN1,RSBN1 +expr_S100A10,S100A10 +expr_SEMA6C,SEMA6C +expr_APITD1,APITD1 +expr_GPN2,GPN2 +expr_MPZ,MPZ +expr_MED18,MED18 +expr_FAIM3,FAIM3 +expr_CNN3,CNN3 +expr_NCF2,NCF2 +expr_STYK1,STYK1 +expr_ITGA10,ITGA10 +expr_MMEL1,MMEL1 +expr_CD58,CD58 +expr_PM20D1,PM20D1 +expr_WNT2B,WNT2B +expr_AGAP7,AGAP7 +expr_C10orf95,C10orf95 +expr_CDK1,CDK1 +expr_COMMD3,COMMD3 +expr_CPXM2,CPXM2 +expr_AKR1C3,AKR1C3 +expr_SMC3,SMC3 +expr_CYP26A1,CYP26A1 +expr_SYT10,SYT10 +expr_GLUD1,GLUD1 +expr_IL15RA,IL15RA +expr_ADRA2A,ADRA2A +expr_RGS10,RGS10 +expr_MARVELD1,MARVELD1 +expr_MLF2,MLF2 +expr_CLCF1,CLCF1 +expr_CHORDC1,CHORDC1 +expr_KAT5,KAT5 +expr_ACTN3,ACTN3 +expr_FIBIN,FIBIN +expr_COPB1,COPB1 +expr_DDX25,DDX25 +expr_MMP13,MMP13 +expr_SIK2,SIK2 +expr_RBM7,RBM7 +expr_CD3D,CD3D +expr_GAPDH,GAPDH +expr_POU2F3,POU2F3 +expr_OR8D2,OR8D2 +expr_OR4A15,OR4A15 +expr_DHX37,DHX37 +expr_STX3,STX3 +expr_MS4A8,MS4A8 +expr_GNG3,GNG3 +expr_LGALS12,LGALS12 +expr_ARFIP2,ARFIP2 +expr_OR56B1,OR56B1 +expr_PAAF1,PAAF1 +expr_FAM222A-AS1,FAM222A-AS1 +expr_C11orf73,C11orf73 +expr_PRB2,PRB2 +expr_CDK2AP1,CDK2AP1 +expr_BHLHE41,BHLHE41 +expr_HPD,HPD +expr_TUBA1A,TUBA1A +expr_TBC1D15,TBC1D15 +expr_PDE1B,PDE1B +expr_RASAL1,RASAL1 +expr_GNS,GNS +expr_DAO,DAO +expr_IAPP,IAPP +expr_PZP,PZP +expr_ERP27,ERP27 +expr_DUSP6,DUSP6 +expr_PRMT8,PRMT8 +expr_OASL,OASL +expr_MSI1,MSI1 +expr_YAF2,YAF2 +expr_GSG1,GSG1 +expr_IGFBP6,IGFBP6 +expr_ERP29,ERP29 +expr_KPNA3,KPNA3 +expr_SERP2,SERP2 +expr_GOLGA2P5,GOLGA2P5 +expr_UBAC2,UBAC2 +expr_SLC10A2,SLC10A2 +expr_SUPT20H,SUPT20H +expr_FBXL3,FBXL3 +expr_PROZ,PROZ +expr_RNASEH2B,RNASEH2B +expr_MARK3,MARK3 +expr_ATP6V1D,ATP6V1D +expr_IFI27L2,IFI27L2 +expr_TMEM251,TMEM251 +expr_APOBEC1,APOBEC1 +expr_PNP,PNP +expr_RTN1,RTN1 +expr_PSMA3,PSMA3 +expr_GPR137C,GPR137C +expr_FSCB,FSCB +expr_AKAP3,AKAP3 +expr_VRTN,VRTN +expr_FLVCR2,FLVCR2 +expr_NGB,NGB +expr_CTSG,CTSG +expr_NFATC4,NFATC4 +expr_NDUFB1,NDUFB1 +expr_MYO5C,MYO5C +expr_SLC27A2,SLC27A2 +expr_NOX5,NOX5 +expr_CELF6,CELF6 +expr_FOXB1,FOXB1 +expr_NGRN,NGRN +expr_GOLGA8O,GOLGA8O +expr_LMAN1L,LMAN1L +expr_CYFIP1,CYFIP1 +expr_LOC101927263,LOC101927263 +expr_EPB42,EPB42 +expr_DNAJC17,DNAJC17 +expr_TPSD1,TPSD1 +expr_IFT140,IFT140 +expr_PIEZO1,PIEZO1 +expr_NDRG4,NDRG4 +expr_GPR97,GPR97 +expr_CDH8,CDH8 +expr_PSMB10,PSMB10 +expr_PARD6A,PARD6A +expr_AMIGO2,AMIGO2 +expr_ELMO3,ELMO3 +expr_ABCA3,ABCA3 +expr_TMEM8A,TMEM8A +expr_TMC7,TMC7 +expr_NDUFAB1,NDUFAB1 +expr_MEFV,MEFV +expr_ZNF263,ZNF263 +expr_CHST4,CHST4 +expr_ZNF688,ZNF688 +expr_RCBTB2,RCBTB2 +expr_TGFB1I1,TGFB1I1 +expr_ABCC11,ABCC11 +expr_TFAP4,TFAP4 +expr_GALK1,GALK1 +expr_QRICH2,QRICH2 +expr_MPO,MPO +expr_ZNF750,ZNF750 +expr_ICT1,ICT1 +expr_RASL11A,RASL11A +expr_SRR,SRR +expr_ZNF18,ZNF18 +expr_NLE1,NLE1 +expr_FZD2,FZD2 +expr_CCR10,CCR10 +expr_RPL27,RPL27 +expr_WIPI1,WIPI1 +expr_NME2,NME2 +expr_MYCBPAP,MYCBPAP +expr_ABI3,ABI3 +expr_RDM1,RDM1 +expr_GIP,GIP +expr_CDK5R1,CDK5R1 +expr_FAM222B,FAM222B +expr_C17orf49,C17orf49 +expr_TBX21,TBX21 +expr_C17orf99,C17orf99 +expr_EIF4A3,EIF4A3 +expr_GPR18,GPR18 +expr_DRG2,DRG2 +expr_OR1A1,OR1A1 +expr_TCEB3B,TCEB3B +expr_DSG2,DSG2 +expr_TNFSF13B,TNFSF13B +expr_CXXC1,CXXC1 +expr_SERPINB7,SERPINB7 +expr_UBE2M,UBE2M +expr_PPM1N,PPM1N +expr_OR7G3,OR7G3 +expr_SERTAD3,SERTAD3 +expr_HAUS8,HAUS8 +expr_SBK2,SBK2 +expr_C19orf38,C19orf38 +expr_TSPAN16,TSPAN16 +expr_ACP5,ACP5 +expr_GPR32,GPR32 +expr_HRC,HRC +expr_CCDC169,CCDC169 +expr_VSTM2B,VSTM2B +expr_LILRA2,LILRA2 +expr_SLC7A9,SLC7A9 +expr_SHD,SHD +expr_ETHE1,ETHE1 +expr_PSG2,PSG2 +expr_PRTN3,PRTN3 +expr_PIK3R2,PIK3R2 +expr_AKAP8,AKAP8 +expr_LSR,LSR +expr_TM6SF2,TM6SF2 +expr_ZNF101,ZNF101 +expr_KMT2B,KMT2B +expr_IGFLR1,IGFLR1 +expr_SIRT2,SIRT2 +expr_ANKLE1,ANKLE1 +expr_MBD5,MBD5 +expr_GUCY1B2,GUCY1B2 +expr_MOGAT1,MOGAT1 +expr_ILKAP,ILKAP +expr_CRYGC,CRYGC +expr_BIRC6,BIRC6 +expr_FKBP1B,FKBP1B +expr_METTL5,METTL5 +expr_ZNF513,ZNF513 +expr_TTLL4,TTLL4 +expr_LMAN2L,LMAN2L +expr_ZFYVE21,ZFYVE21 +expr_TMEM178A,TMEM178A +expr_KCNF1,KCNF1 +expr_LIMS2,LIMS2 +expr_RND3,RND3 +expr_AQP12A,AQP12A +expr_AQP12B,AQP12B +expr_TCF7L1,TCF7L1 +expr_PRLH,PRLH +expr_ARID5A,ARID5A +expr_LINC00341,LINC00341 +expr_HOXD11,HOXD11 +expr_ACOXL,ACOXL +expr_ATP6V1E2,ATP6V1E2 +expr_TMEM214,TMEM214 +expr_MPV17,MPV17 +expr_SLA2,SLA2 +expr_LBP,LBP +expr_ACOT8,ACOT8 +expr_VPS16,VPS16 +expr_BMP2,BMP2 +expr_CST9L,CST9L +expr_NINL,NINL +expr_BPIFA1,BPIFA1 +expr_ROMO1,ROMO1 +expr_MRPL39,MRPL39 +expr_ATP5O,ATP5O +expr_PIGP,PIGP +expr_HSF2BP,HSF2BP +expr_SSR4P1,SSR4P1 +expr_S100B,S100B +expr_ATP6V1E1,ATP6V1E1 +expr_CLTCL1,CLTCL1 +expr_DGCR6L,DGCR6L +expr_CRYBB1,CRYBB1 +expr_ASCC2,ASCC2 +expr_PISD,PISD +expr_TTLL12,TTLL12 +expr_TIPARP,TIPARP +expr_LRRC3B,LRRC3B +expr_TMF1,TMF1 +expr_P2RY12,P2RY12 +expr_PIGZ,PIGZ +expr_RPL22L1,RPL22L1 +expr_FBLN2,FBLN2 +expr_SSUH2,SSUH2 +expr_PRKCD,PRKCD +expr_COL7A1,COL7A1 +expr_GNAI2,GNAI2 +expr_SLC22A13,SLC22A13 +expr_FETUB,FETUB +expr_CPOX,CPOX +expr_SLC33A1,SLC33A1 +expr_EEFSEC,EEFSEC +expr_COPS8,COPS8 +expr_TOMM70A,TOMM70A +expr_JAKMIP1,JAKMIP1 +expr_POLR2B,POLR2B +expr_SLIT2,SLIT2 +expr_MMAA,MMAA +expr_GALNT7,GALNT7 +expr_CSN2,CSN2 +expr_TMPRSS11D,TMPRSS11D +expr_DCAF16,DCAF16 +expr_PAPSS1,PAPSS1 +expr_SPRY1,SPRY1 +expr_GK2,GK2 +expr_IBSP,IBSP +expr_L3HYPDH,L3HYPDH +expr_GNPDA1,GNPDA1 +expr_TMCO6,TMCO6 +expr_CDH10,CDH10 +expr_CMBL,CMBL +expr_RAD1,RAD1 +expr_NOP16,NOP16 +expr_ZNF454,ZNF454 +expr_CKMT2,CKMT2 +expr_PDLIM4,PDLIM4 +expr_C14orf166,C14orf166 +expr_ATOX1,ATOX1 +expr_EGFLAM,EGFLAM +expr_GFPT2,GFPT2 +expr_DNAAF2,DNAAF2 +expr_SMAD5,SMAD5 +expr_VCAN,VCAN +expr_HMGCL,HMGCL +expr_SCGB3A2,SCGB3A2 +expr_BRD8,BRD8 +expr_ADRB2,ADRB2 +expr_TUBE1,TUBE1 +expr_FAM162B,FAM162B +expr_MTO1,MTO1 +expr_PLA2G7,PLA2G7 +expr_BYSL,BYSL +expr_NPFFR1,NPFFR1 +expr_HIST1H2BK,HIST1H2BK +expr_HLA-F,HLA-F +expr_NFKBIL1,NFKBIL1 +expr_CCHCR1,CCHCR1 +expr_BAK1,BAK1 +expr_CCNC,CCNC +expr_FUCA2,FUCA2 +expr_CEP162,CEP162 +expr_ALKBH1,ALKBH1 +expr_SLC35B3,SLC35B3 +expr_EYA4,EYA4 +expr_IL20RA,IL20RA +expr_PKIB,PKIB +expr_FIG4,FIG4 +expr_MLIP,MLIP +expr_SLC22A1,SLC22A1 +expr_HINT3,HINT3 +expr_RIPK3,RIPK3 +expr_FAM71F2,FAM71F2 +expr_GIMAP6,GIMAP6 +expr_DDC,DDC +expr_EPO,EPO +expr_ACTL6B,ACTL6B +expr_C7orf10,C7orf10 +expr_AOAH,AOAH +expr_PPP1R17,PPP1R17 +expr_HOXA1,HOXA1 +expr_MALSU1,MALSU1 +expr_SOSTDC1,SOSTDC1 +expr_ADAP1,ADAP1 +expr_SAMD9L,SAMD9L +expr_EPHB6,EPHB6 +expr_TPK1,TPK1 +expr_TPST1,TPST1 +expr_TSPAN12,TSPAN12 +expr_ZFAND1,ZFAND1 +expr_OPTN,OPTN +expr_KCNV1,KCNV1 +expr_DUSP26,DUSP26 +expr_RRS1,RRS1 +expr_CYP7A1,CYP7A1 +expr_LPL,LPL +expr_XPO7,XPO7 +expr_GPT,GPT +expr_MFAP1,MFAP1 +expr_C9orf89,C9orf89 +expr_RANBP6,RANBP6 +expr_CTSV,CTSV +expr_SURF2,SURF2 +expr_PPP1R26,PPP1R26 +expr_IFNA8,IFNA8 +expr_PTGDS,PTGDS +expr_GBGT1,GBGT1 +expr_SIGMAR1,SIGMAR1 +expr_BAG1,BAG1 +expr_SLC28A1,SLC28A1 +expr_ALG2,ALG2 +expr_RNF139,RNF139 +expr_NEB,NEB +expr_SEPHS2,SEPHS2 +expr_SLC25A10,SLC25A10 +expr_MPPED1,MPPED1 +expr_KDM8,KDM8 +expr_UTS2R,UTS2R +expr_STX8,STX8 +expr_GAS6,GAS6 +expr_CST6,CST6 +expr_WWP1,WWP1 +expr_RAB33A,RAB33A +expr_ZNF280D,ZNF280D +expr_ADPGK,ADPGK +expr_PCBP3,PCBP3 +expr_NFU1,NFU1 +expr_PRF1,PRF1 +expr_ACTRT1,ACTRT1 +expr_RPS27L,RPS27L +expr_GPAA1,GPAA1 +expr_LYN,LYN +expr_SPG21,SPG21 +expr_BCORL1,BCORL1 +expr_C11orf49,C11orf49 +expr_TCEA2,TCEA2 +expr_OLFML1,OLFML1 +expr_FES,FES +expr_NPR1,NPR1 +expr_CTSH,CTSH +expr_ZNF654,ZNF654 +expr_EPS8L2,EPS8L2 +expr_RPLP2,RPLP2 +expr_POU6F2,POU6F2 +expr_S100A16,S100A16 +expr_TSPAN3,TSPAN3 +expr_FGG,FGG +expr_EHBP1L1,EHBP1L1 +expr_NELFB,NELFB +expr_FRMD4B,FRMD4B +expr_MAGEA2B,MAGEA2B +expr_SH3BGRL,SH3BGRL +expr_RBM3,RBM3 +expr_CACNA1F,CACNA1F +expr_CSTF2,CSTF2 +expr_GPR101,GPR101 +expr_FTHL17,FTHL17 +expr_UBE2A,UBE2A +expr_IL2RG,IL2RG +expr_KIF4A,KIF4A +expr_RLIM,RLIM +expr_GNG5,GNG5 +expr_FAM156A,FAM156A +expr_LTK,LTK +expr_CTAG1A,CTAG1A +expr_NAA10,NAA10 +expr_ABCD1,ABCD1 +expr_NXF2,NXF2 +expr_PLAC1,PLAC1 +expr_CHAC1,CHAC1 +expr_TTTY12,TTTY12 +expr_MYBPH,MYBPH +expr_SRP14,SRP14 +expr_SFT2D2,SFT2D2 +expr_FMO9P,FMO9P +expr_CDC7,CDC7 +expr_ACTRT2,ACTRT2 +expr_ATP1A2,ATP1A2 +expr_CPT2,CPT2 +expr_IGFALS,IGFALS +expr_SPRR2E,SPRR2E +expr_TM2D1,TM2D1 +expr_DARS2,DARS2 +expr_BAI2,BAI2 +expr_LINC00115,LINC00115 +expr_DDOST,DDOST +expr_DIRAS3,DIRAS3 +expr_ZP4,ZP4 +expr_AVPI1,AVPI1 +expr_HECTD3,HECTD3 +expr_HAPLN2,HAPLN2 +expr_KRTCAP2,KRTCAP2 +expr_TMEM79,TMEM79 +expr_EPHA2,EPHA2 +expr_HIST3H2A,HIST3H2A +expr_GPATCH3,GPATCH3 +expr_CAPN9,CAPN9 +expr_HES4,HES4 +expr_NDUFS2,NDUFS2 +expr_XKR8,XKR8 +expr_ZBTB48,ZBTB48 +expr_TACSTD2,TACSTD2 +expr_PLEKHG5,PLEKHG5 +expr_SDHB,SDHB +expr_TMEM183B,TMEM183B +expr_PANK4,PANK4 +expr_ATP1A1-AS1,ATP1A1-AS1 +expr_DLGAP3,DLGAP3 +expr_GPR88,GPR88 +expr_ENKD1,ENKD1 +expr_UPF2,UPF2 +expr_ELOVL3,ELOVL3 +expr_AKR1C4,AKR1C4 +expr_FAM107B,FAM107B +expr_PDLIM1,PDLIM1 +expr_DUSP5,DUSP5 +expr_ACTA2,ACTA2 +expr_ANKRD16,ANKRD16 +expr_RPP38,RPP38 +expr_LOC440040,LOC440040 +expr_BAD,BAD +expr_C11orf68,C11orf68 +expr_CCDC85B,CCDC85B +expr_PSMA1,PSMA1 +expr_TMEM133,TMEM133 +expr_SLN,SLN +expr_TEX12,TEX12 +expr_FXYD6,FXYD6 +expr_CREB3L1,CREB3L1 +expr_OR6M1,OR6M1 +expr_E4F1,E4F1 +expr_LYVE1,LYVE1 +expr_OR5I1,OR5I1 +expr_TRIM51,TRIM51 +expr_LRP5,LRP5 +expr_MED19,MED19 +expr_HBM,HBM +expr_SCGB1D2,SCGB1D2 +expr_SCGB1A1,SCGB1A1 +expr_TRIM3,TRIM3 +expr_KCNQ1DN,KCNQ1DN +expr_IFITM5,IFITM5 +expr_KIF18A,KIF18A +expr_RHOT2,RHOT2 +expr_FJX1,FJX1 +expr_RHOG,RHOG +expr_JMJD8,JMJD8 +expr_LOC100506282,LOC100506282 +expr_SLCO2B1,SLCO2B1 +expr_ZNF140,ZNF140 +expr_ESYT1,ESYT1 +expr_SUOX,SUOX +expr_VPS37B,VPS37B +expr_DNAJA2,DNAJA2 +expr_FAR2,FAR2 +expr_LMBR1L,LMBR1L +expr_TROAP,TROAP +expr_HOXC4,HOXC4 +expr_MUCL1,MUCL1 +expr_TMC5,TMC5 +expr_LEMD3,LEMD3 +expr_ARHGDIB,ARHGDIB +expr_YPEL3,YPEL3 +expr_YARS2,YARS2 +expr_SPSB2,SPSB2 +expr_PHB2,PHB2 +expr_ACRBP,ACRBP +expr_FOXM1,FOXM1 +expr_TCHP,TCHP +expr_HVCN1,HVCN1 +expr_C12orf43,C12orf43 +expr_CSRNP2,CSRNP2 +expr_TMEM132C,TMEM132C +expr_GRIN2B,GRIN2B +expr_LIMA1,LIMA1 +expr_COX14,COX14 +expr_IFNG,IFNG +expr_TENC1,TENC1 +expr_DLEU1,DLEU1 +expr_ZSCAN10,ZSCAN10 +expr_SMIM2,SMIM2 +expr_N6AMT2,N6AMT2 +expr_ALG5,ALG5 +expr_IL32,IL32 +expr_PLEK2,PLEK2 +expr_TM9SF1,TM9SF1 +expr_REM2,REM2 +expr_PTGER2,PTGER2 +expr_MT1F,MT1F +expr_ISCA2,ISCA2 +expr_CMA1,CMA1 +expr_LTB4R,LTB4R +expr_ARL2BP,ARL2BP +expr_GLCE,GLCE +expr_CILP,CILP +expr_PITPNM1,PITPNM1 +expr_FEM1B,FEM1B +expr_RHCG,RHCG +expr_DHODH,DHODH +expr_TRIP4,TRIP4 +expr_TUBGCP5,TUBGCP5 +expr_SCAMP5,SCAMP5 +expr_SPTBN5,SPTBN5 +expr_NME3,NME3 +expr_ZNF768,ZNF768 +expr_POLR3E,POLR3E +expr_CMTM2,CMTM2 +expr_DPEP1,DPEP1 +expr_SNRNP25,SNRNP25 +expr_RHOD,RHOD +expr_DOC2A,DOC2A +expr_GTF3C1,GTF3C1 +expr_EARS2,EARS2 +expr_ZNF200,ZNF200 +expr_MT4,MT4 +expr_CAPNS2,CAPNS2 +expr_STX1B,STX1B +expr_CDIP1,CDIP1 +expr_KARS,KARS +expr_AANAT,AANAT +expr_SCPEP1,SCPEP1 +expr_ENGASE,ENGASE +expr_GSDMA,GSDMA +expr_ICAM2,ICAM2 +expr_IFI35,IFI35 +expr_KAT7,KAT7 +expr_CCL5,CCL5 +expr_RAB34,RAB34 +expr_NUP88,NUP88 +expr_LRRC46,LRRC46 +expr_RAPGEFL1,RAPGEFL1 +expr_GAA,GAA +expr_ZNF624,ZNF624 +expr_PRPSAP1,PRPSAP1 +expr_RBFA,RBFA +expr_HDHD2,HDHD2 +expr_DSG3,DSG3 +expr_GALR1,GALR1 +expr_CNKSR2,CNKSR2 +expr_TGIF1,TGIF1 +expr_CHMP2A,CHMP2A +expr_ZNF274,ZNF274 +expr_ZNF773,ZNF773 +expr_CEACAM5,CEACAM5 +expr_ICAM1,ICAM1 +expr_BLVRB,BLVRB +expr_HSH2D,HSH2D +expr_RPL36,RPL36 +expr_CLEC4G,CLEC4G +expr_HOOK2,HOOK2 +expr_KLK5,KLK5 +expr_CLEC11A,CLEC11A +expr_AKT1S1,AKT1S1 +expr_MED25,MED25 +expr_TRPM4,TRPM4 +expr_FAM83E,FAM83E +expr_GRIN2D,GRIN2D +expr_LGALS3BP,LGALS3BP +expr_IGFL2,IGFL2 +expr_PPP5C,PPP5C +expr_ANKRD27,ANKRD27 +expr_FSD1,FSD1 +expr_LGALS14,LGALS14 +expr_TLE2,TLE2 +expr_CD300LB,CD300LB +expr_XRCC1,XRCC1 +expr_BTBD2,BTBD2 +expr_AZU1,AZU1 +expr_IFI30,IFI30 +expr_ARMC7,ARMC7 +expr_NCAN,NCAN +expr_CERS4,CERS4 +expr_ACVR2A,ACVR2A +expr_CD68,CD68 +expr_KCNJ3,KCNJ3 +expr_SAT2,SAT2 +expr_C2orf44,C2orf44 +expr_AOX1,AOX1 +expr_CDK15,CDK15 +expr_EIF2B4,EIF2B4 +expr_BCS1L,BCS1L +expr_SCARF1,SCARF1 +expr_GPR1,GPR1 +expr_PPP1R7,PPP1R7 +expr_NAGK,NAGK +expr_ITGB6,ITGB6 +expr_NMI,NMI +expr_PTCD3,PTCD3 +expr_RAB6C,RAB6C +expr_MRPS9,MRPS9 +expr_PROM2,PROM2 +expr_NAT8,NAT8 +expr_HOXD12,HOXD12 +expr_NOP58,NOP58 +expr_TMEM100,TMEM100 +expr_ITGB1BP1,ITGB1BP1 +expr_GRB14,GRB14 +expr_PRPF6,PRPF6 +expr_TOX2,TOX2 +expr_SPATA25,SPATA25 +expr_SULF2,SULF2 +expr_SCO1,SCO1 +expr_HAO1,HAO1 +expr_ZNF133,ZNF133 +expr_BPIFB1,BPIFB1 +expr_MAP1LC3A,MAP1LC3A +expr_TRPC4AP,TRPC4AP +expr_ATP5J,ATP5J +expr_CSTB,CSTB +expr_PTRH2,PTRH2 +expr_HIRA,HIRA +expr_ZNF280A,ZNF280A +expr_RHBDD3,RHBDD3 +expr_SLC16A8,SLC16A8 +expr_ADSL,ADSL +expr_DDX5,DDX5 +expr_ZBED4,ZBED4 +expr_TMEM101,TMEM101 +expr_MUC13,MUC13 +expr_ASB14,ASB14 +expr_PCNP,PCNP +expr_HDAC11,HDAC11 +expr_CRELD1,CRELD1 +expr_CNTN6,CNTN6 +expr_UCN2,UCN2 +expr_C3orf18,C3orf18 +expr_CLDND1,CLDND1 +expr_AP2M1,AP2M1 +expr_AMZ2,AMZ2 +expr_SPINK2,SPINK2 +expr_NEIL3,NEIL3 +expr_CXCL6,CXCL6 +expr_HMGB2,HMGB2 +expr_SULT1E1,SULT1E1 +expr_ANKRD40,ANKRD40 +expr_NCAPG,NCAPG +expr_XYLT2,XYLT2 +expr_NUDT6,NUDT6 +expr_NAA11,NAA11 +expr_MEPE,MEPE +expr_ZNF595,ZNF595 +expr_EGF,EGF +expr_CENPK,CENPK +expr_GOLPH3,GOLPH3 +expr_MRM1,MRM1 +expr_HEXB,HEXB +expr_ZCCHC9,ZCCHC9 +expr_ZNF622,ZNF622 +expr_GZMK,GZMK +expr_GLRA1,GLRA1 +expr_SKP2,SKP2 +expr_TGFBI,TGFBI +expr_LINC00472,LINC00472 +expr_DDX43,DDX43 +expr_TRAF4,TRAF4 +expr_CRIP3,CRIP3 +expr_ZNF184,ZNF184 +expr_PGBD1,PGBD1 +expr_PPP1R10,PPP1R10 +expr_LTA,LTA +expr_ABHD16A,ABHD16A +expr_PHF1,PHF1 +expr_UQCC2,UQCC2 +expr_ANKS1A,ANKS1A +expr_TEKT1,TEKT1 +expr_HTR1B,HTR1B +expr_ADTRP,ADTRP +expr_ECI2,ECI2 +expr_RGS17,RGS17 +expr_ULBP1,ULBP1 +expr_TCF21,TCF21 +expr_SOBP,SOBP +expr_GPR6,GPR6 +expr_SLC52A1,SLC52A1 +expr_MEST,MEST +expr_HUS1,HUS1 +expr_LOC728743,LOC728743 +expr_TMEM176B,TMEM176B +expr_ZNF786,ZNF786 +expr_CNPY4,CNPY4 +expr_PSMB6,PSMB6 +expr_AP4M1,AP4M1 +expr_EIF3B,EIF3B +expr_ADCYAP1R1,ADCYAP1R1 +expr_SKAP2,SKAP2 +expr_SCIN,SCIN +expr_ZDHHC4,ZDHHC4 +expr_BZW2,BZW2 +expr_TMEM184A,TMEM184A +expr_FKBP10,FKBP10 +expr_TMEM243,TMEM243 +expr_EPHA1,EPHA1 +expr_VWC2,VWC2 +expr_KRT9,KRT9 +expr_MRPS33,MRPS33 +expr_WDR60,WDR60 +expr_ZNF394,ZNF394 +expr_AZIN1,AZIN1 +expr_UBXN8,UBXN8 +expr_PPP3CC,PPP3CC +expr_TRIM49,TRIM49 +expr_GCGR,GCGR +expr_MOS,MOS +expr_NKX3-1,NKX3-1 +expr_HHLA1,HHLA1 +expr_ADHFE1,ADHFE1 +expr_CHRNA6,CHRNA6 +expr_INTS10,INTS10 +expr_FAM160B2,FAM160B2 +expr_DEFB4A,DEFB4A +expr_PEBP4,PEBP4 +expr_PPAPDC3,PPAPDC3 +expr_KIAA2026,KIAA2026 +expr_SPATA6L,SPATA6L +expr_HINT2,HINT2 +expr_CTNNAL1,CTNNAL1 +expr_PTGR1,PTGR1 +expr_KRT25,KRT25 +expr_REXO4,REXO4 +expr_MAMDC2,MAMDC2 +expr_IFNA16,IFNA16 +expr_LINGO2,LINGO2 +expr_INVS,INVS +expr_KRTAP4-12,KRTAP4-12 +expr_ZDHHC12,ZDHHC12 +expr_AQP7,AQP7 +expr_C9orf16,C9orf16 +expr_USP26,USP26 +expr_DUX3,DUX3 +expr_TMCO4,TMCO4 +expr_TOP3A,TOP3A +expr_OR1D5,OR1D5 +expr_UGT1A8,UGT1A8 +expr_FAM212A,FAM212A +expr_ESRRA,ESRRA +expr_LOC100131532,LOC100131532 +expr_SCN10A,SCN10A +expr_AGTRAP,AGTRAP +expr_NOC4L,NOC4L +expr_GPS1,GPS1 +expr_SLC16A3,SLC16A3 +expr_ALPK2,ALPK2 +expr_UMOD,UMOD +expr_ARRB2,ARRB2 +expr_CBLN2,CBLN2 +expr_ZNF521,ZNF521 +expr_SCRIB,SCRIB +expr_SLC16A5,SLC16A5 +expr_GAST,GAST +expr_ADAM15,ADAM15 +expr_PTPRM,PTPRM +expr_SLC25A30,SLC25A30 +expr_BFSP2,BFSP2 +expr_ANGPTL4,ANGPTL4 +expr_TOPBP1,TOPBP1 +expr_SPRR1B,SPRR1B +expr_ELAC1,ELAC1 +expr_UXT,UXT +expr_PHKA2,PHKA2 +expr_TBX22,TBX22 +expr_FOXP3,FOXP3 +expr_GPR50,GPR50 +expr_GABRE,GABRE +expr_C1GALT1C1,C1GALT1C1 +expr_SLC7A3,SLC7A3 +expr_MAGED4B,MAGED4B +expr_IKBKG,IKBKG +expr_ARHGAP4,ARHGAP4 +expr_BEX1,BEX1 +expr_MID2,MID2 +expr_KLHL13,KLHL13 +expr_TTTY11,TTTY11 +expr_GALE,GALE +expr_TSPAN1,TSPAN1 +expr_CDC42EP2,CDC42EP2 +expr_ZFP69B,ZFP69B +expr_ZNF256,ZNF256 +expr_MROH7,MROH7 +expr_ACP6,ACP6 +expr_ANGPTL3,ANGPTL3 +expr_PRG4,PRG4 +expr_C1orf94,C1orf94 +expr_COL16A1,COL16A1 +expr_TRAPPC2P1,TRAPPC2P1 +expr_LEFTY1,LEFTY1 +expr_KCTD3,KCTD3 +expr_PPP1R15B,PPP1R15B +expr_SLC19A2,SLC19A2 +expr_DCAF6,DCAF6 +expr_GLRX2,GLRX2 +expr_AUNIP,AUNIP +expr_ECM1,ECM1 +expr_ZMYND12,ZMYND12 +expr_ZNF296,ZNF296 +expr_SH2D2A,SH2D2A +expr_GRIK5,GRIK5 +expr_CCT3,CCT3 +expr_LRIF1,LRIF1 +expr_BATF3,BATF3 +expr_AP4B1,AP4B1 +expr_GLMN,GLMN +expr_PAFAH1B3,PAFAH1B3 +expr_NR0B2,NR0B2 +expr_C1orf159,C1orf159 +expr_FCER1G,FCER1G +expr_SMPDL3B,SMPDL3B +expr_ABCA4,ABCA4 +expr_EPS8L3,EPS8L3 +expr_SNAPIN,SNAPIN +expr_CD2,CD2 +expr_OR7E24,OR7E24 +expr_MOV10,MOV10 +expr_ZNF438,ZNF438 +expr_ASAH2,ASAH2 +expr_ZDHHC6,ZDHHC6 +expr_ANKRD1,ANKRD1 +expr_CYP2A6,CYP2A6 +expr_GBF1,GBF1 +expr_PDCD11,PDCD11 +expr_OGDHL,OGDHL +expr_PPA1,PPA1 +expr_PTPLA,PTPLA +expr_CYP2C8,CYP2C8 +expr_PLXDC2,PLXDC2 +expr_ANKRD22,ANKRD22 +expr_GTF2F1,GTF2F1 +expr_ADIRF,ADIRF +expr_GDI2,GDI2 +expr_OLAH,OLAH +expr_PALD1,PALD1 +expr_TIAL1,TIAL1 +expr_UBTD1,UBTD1 +expr_TMEM134,TMEM134 +expr_ARFGAP2,ARFGAP2 +expr_RAB38,RAB38 +expr_FKBP2,FKBP2 +expr_POLA2,POLA2 +expr_PC,PC +expr_SYT13,SYT13 +expr_PNPLA6,PNPLA6 +expr_MMP3,MMP3 +expr_ARHGAP42,ARHGAP42 +expr_CWF19L2,CWF19L2 +expr_HSPB2,HSPB2 +expr_ALX4,ALX4 +expr_MRVI1,MRVI1 +expr_PRKCG,PRKCG +expr_MS4A3,MS4A3 +expr_SYT7,SYT7 +expr_SCGB2A2,SCGB2A2 +expr_SLC22A10,SLC22A10 +expr_CCDC106,CCDC106 +expr_MRGPRX4,MRGPRX4 +expr_HPX,HPX +expr_CCKBR,CCKBR +expr_ARNTL,ARNTL +expr_MRPL48,MRPL48 +expr_NUMA1,NUMA1 +expr_FBXW9,FBXW9 +expr_TSKU,TSKU +expr_KCTD14,KCTD14 +expr_PIP4K2C,PIP4K2C +expr_MANSC1,MANSC1 +expr_BEST2,BEST2 +expr_MYO1A,MYO1A +expr_DHH,DHH +expr_WNT10B,WNT10B +expr_HOXC5,HOXC5 +expr_CEP83,CEP83 +expr_BIN2,BIN2 +expr_ZNF20,ZNF20 +expr_PTPN6,PTPN6 +expr_KLK1,KLK1 +expr_UTP20,UTP20 +expr_MYL2,MYL2 +expr_HSPB8,HSPB8 +expr_VDR,VDR +expr_ACTR6,ACTR6 +expr_STAB2,STAB2 +expr_MYBPC2,MYBPC2 +expr_CRYL1,CRYL1 +expr_TSKS,TSKS +expr_DOCK9,DOCK9 +expr_ARGLU1,ARGLU1 +expr_MRPS31,MRPS31 +expr_CPT1C,CPT1C +expr_SERPINE3,SERPINE3 +expr_SRP54,SRP54 +expr_IPO4,IPO4 +expr_DHRS4,DHRS4 +expr_RNASE3,RNASE3 +expr_PARP2,PARP2 +expr_SLC35F4,SLC35F4 +expr_NID2,NID2 +expr_PRPF39,PRPF39 +expr_C14orf169,C14orf169 +expr_ACYP1,ACYP1 +expr_VIPAS39,VIPAS39 +expr_SDR39U1,SDR39U1 +expr_LRFN5,LRFN5 +expr_BCL2L10,BCL2L10 +expr_ATP8B4,ATP8B4 +expr_STRC,STRC +expr_PARP6,PARP6 +expr_PARP16,PARP16 +expr_RLBP1,RLBP1 +expr_MTHFS,MTHFS +expr_CYP1A1,CYP1A1 +expr_MAP1A,MAP1A +expr_EHD4,EHD4 +expr_BUB1B,BUB1B +expr_BAIAP3,BAIAP3 +expr_MRPS34,MRPS34 +expr_ZNF382,ZNF382 +expr_ECI1,ECI1 +expr_WFIKKN1,WFIKKN1 +expr_RHBDF1,RHBDF1 +expr_SYT17,SYT17 +expr_FAM57B,FAM57B +expr_OR2C1,OR2C1 +expr_MT1HL1,MT1HL1 +expr_MMP2,MMP2 +expr_RBM4B,RBM4B +expr_ATXN1L,ATXN1L +expr_NLRP7,NLRP7 +expr_PEMT,PEMT +expr_SOX15,SOX15 +expr_PSMC5,PSMC5 +expr_MMD,MMD +expr_MFAP4,MFAP4 +expr_DNAH9,DNAH9 +expr_RCE1,RCE1 +expr_C17orf64,C17orf64 +expr_LRP3,LRP3 +expr_TOB1,TOB1 +expr_DLX4,DLX4 +expr_TBC1D3F,TBC1D3F +expr_ATP5G1,ATP5G1 +expr_UTP6,UTP6 +expr_PPY2,PPY2 +expr_PIPOX,PIPOX +expr_CLDN7,CLDN7 +expr_ELP5,ELP5 +expr_FAM215B,FAM215B +expr_ZSWIM7,ZSWIM7 +expr_GID4,GID4 +expr_TBX2,TBX2 +expr_ADNP2,ADNP2 +expr_DSG1,DSG1 +expr_WDR7,WDR7 +expr_CHAMP1,CHAMP1 +expr_SIGLEC12,SIGLEC12 +expr_ZBTB45,ZBTB45 +expr_APOE,APOE +expr_ZNF225,ZNF225 +expr_ICAM3,ICAM3 +expr_MRPL4,MRPL4 +expr_FCER2,FCER2 +expr_ZNF580,ZNF580 +expr_C19orf57,C19orf57 +expr_PNKP,PNKP +expr_LIN7B,LIN7B +expr_LMTK3,LMTK3 +expr_SYNGR4,SYNGR4 +expr_C5AR2,C5AR2 +expr_FKRP,FKRP +expr_CCDC8,CCDC8 +expr_NLRP4,NLRP4 +expr_DAPK3,DAPK3 +expr_LOC100129935,LOC100129935 +expr_MPV17L2,MPV17L2 +expr_LRRC25,LRRC25 +expr_ILVBL,ILVBL +expr_HAMP,HAMP +expr_TMEM161A,TMEM161A +expr_RFXANK,RFXANK +expr_LIN37,LIN37 +expr_PRODH2,PRODH2 +expr_PRAM1,PRAM1 +expr_GDF15,GDF15 +expr_ZNF208,ZNF208 +expr_DAZAP1,DAZAP1 +expr_POLR2E,POLR2E +expr_CRYGA,CRYGA +expr_SF3B6,SF3B6 +expr_NRBP1,NRBP1 +expr_ATG9A,ATG9A +expr_CRYBA2,CRYBA2 +expr_TNP1,TNP1 +expr_CDKL4,CDKL4 +expr_IWS1,IWS1 +expr_DAPL1,DAPL1 +expr_TNFAIP6,TNFAIP6 +expr_CAPG,CAPG +expr_LYG1,LYG1 +expr_MSTN,MSTN +expr_DDX49,DDX49 +expr_PHOSPHO2,PHOSPHO2 +expr_HOXD13,HOXD13 +expr_ODC1,ODC1 +expr_EMILIN1,EMILIN1 +expr_TAF1B,TAF1B +expr_LINC00029,LINC00029 +expr_DSN1,DSN1 +expr_ACTR5,ACTR5 +expr_SEMG1,SEMG1 +expr_ZSWIM3,ZSWIM3 +expr_NEURL2,NEURL2 +expr_PFDN4,PFDN4 +expr_SPO11,SPO11 +expr_RBCK1,RBCK1 +expr_FLRT3,FLRT3 +expr_POLR3F,POLR3F +expr_XRN2,XRN2 +expr_PDRG1,PDRG1 +expr_AAR2,AAR2 +expr_GABPA,GABPA +expr_RCAN1,RCAN1 +expr_FAM3B,FAM3B +expr_OR7A5,OR7A5 +expr_UFD1L,UFD1L +expr_TMEM191A,TMEM191A +expr_RASL10A,RASL10A +expr_OSM,OSM +expr_TBC1D10A,TBC1D10A +expr_C22orf24,C22orf24 +expr_APOL5,APOL5 +expr_LGALS1,LGALS1 +expr_PCSK4,PCSK4 +expr_ZNF555,ZNF555 +expr_RIBC2,RIBC2 +expr_BRD1,BRD1 +expr_EFCC1,EFCC1 +expr_ITGB5,ITGB5 +expr_HTR1F,HTR1F +expr_MFSD1,MFSD1 +expr_AMOTL2,AMOTL2 +expr_SS18L2,SS18L2 +expr_TRMT10C,TRMT10C +expr_IL17RC,IL17RC +expr_RTP4,RTP4 +expr_PCBP4,PCBP4 +expr_TNNC1,TNNC1 +expr_TRMT1,TRMT1 +expr_LTF,LTF +expr_DNAJB11,DNAJB11 +expr_DNAJC13,DNAJC13 +expr_SERPINI1,SERPINI1 +expr_CPS1-IT1,CPS1-IT1 +expr_GPR160,GPR160 +expr_PTH1R,PTH1R +expr_PDIA5,PDIA5 +expr_PPEF2,PPEF2 +expr_LINC01101,LINC01101 +expr_IDUA,IDUA +expr_VEGFC,VEGFC +expr_SCRG1,SCRG1 +expr_IGJ,IGJ +expr_IL21,IL21 +expr_TMA16,TMA16 +expr_C4orf17,C4orf17 +expr_CD38,CD38 +expr_GC,GC +expr_C4orf29,C4orf29 +expr_PITX2,PITX2 +expr_ARAP3,ARAP3 +expr_PCDHB11,PCDHB11 +expr_IL17B,IL17B +expr_CARTPT,CARTPT +expr_KLHL30,KLHL30 +expr_GDF9,GDF9 +expr_TMEM218,TMEM218 +expr_PRPF40A,PRPF40A +expr_SLC36A1,SLC36A1 +expr_F12,F12 +expr_MAPK9,MAPK9 +expr_TBCA,TBCA +expr_FBXL21,FBXL21 +expr_B3GAT2,B3GAT2 +expr_FAM184A,FAM184A +expr_RWDD1,RWDD1 +expr_KCNQ5,KCNQ5 +expr_TMEM63B,TMEM63B +expr_GPR111,GPR111 +expr_IL17F,IL17F +expr_DLL1,DLL1 +expr_FRS3,FRS3 +expr_PFN4,PFN4 +expr_HIST1H2BG,HIST1H2BG +expr_DHX16,DHX16 +expr_SKIV2L,SKIV2L +expr_IP6K3,IP6K3 +expr_LINC00574,LINC00574 +expr_TMEM45B,TMEM45B +expr_VOPP1,VOPP1 +expr_TXNDC5,TXNDC5 +expr_TAAR9,TAAR9 +expr_IL22RA2,IL22RA2 +expr_WASF1,WASF1 +expr_TINAG,TINAG +expr_MAS1,MAS1 +expr_FNDC4,FNDC4 +expr_CPA1,CPA1 +expr_C7orf69,C7orf69 +expr_EPHB4,EPHB4 +expr_BAIAP2L1,BAIAP2L1 +expr_HERPUD2,HERPUD2 +expr_C7orf26,C7orf26 +expr_SLC29A4,SLC29A4 +expr_TSPAN13,TSPAN13 +expr_RBM28,RBM28 +expr_CROT,CROT +expr_ZPBP,ZPBP +expr_NCAPG2,NCAPG2 +expr_CCDC146,CCDC146 +expr_PLOD3,PLOD3 +expr_KLF10,KLF10 +expr_PTK2B,PTK2B +expr_FBXO16,FBXO16 +expr_ZNF16,ZNF16 +expr_RPS20,RPS20 +expr_CA1,CA1 +expr_ZHX2,ZHX2 +expr_C8orf44,C8orf44 +expr_ADRB3,ADRB3 +expr_SH2D4A,SH2D4A +expr_NPM2,NPM2 +expr_DEFB103B,DEFB103B +expr_CYP7B1,CYP7B1 +expr_MMP1,MMP1 +expr_CPSF1,CPSF1 +expr_RRAGA,RRAGA +expr_NINJ1,NINJ1 +expr_ERMP1,ERMP1 +expr_IKBKAP,IKBKAP +expr_OR13C4,OR13C4 +expr_SLC2A6,SLC2A6 +expr_TNFSF8,TNFSF8 +expr_DMRT1,DMRT1 +expr_TRAF2,TRAF2 +expr_SH3GL2,SH3GL2 +expr_STX17,STX17 +expr_RPP25L,RPP25L +expr_UBE2R2,UBE2R2 +expr_TRUB2,TRUB2 +expr_LCN2,LCN2 +expr_FRMPD1,FRMPD1 +expr_ORM1,ORM1 +expr_AGFG1,AGFG1 +expr_HTR2B,HTR2B +expr_GPR17,GPR17 +expr_ANXA4,ANXA4 +expr_TRPC2,TRPC2 +expr_DGKI,DGKI +expr_PKP4,PKP4 +expr_RILPL1,RILPL1 +expr_DNAI2,DNAI2 +expr_ZNF608,ZNF608 +expr_ADCY8,ADCY8 +expr_RIT2,RIT2 +expr_OPLAH,OPLAH +expr_TMEM57,TMEM57 +expr_RNPEPL1,RNPEPL1 +expr_PMCHL1,PMCHL1 +expr_CST5,CST5 +expr_RNF208,RNF208 +expr_TRAIP,TRAIP +expr_NTAN1,NTAN1 +expr_IL36G,IL36G +expr_FUT7,FUT7 +expr_SNAI3,SNAI3 +expr_LOC642533,LOC642533 +expr_SMYD2,SMYD2 +expr_KCNH8,KCNH8 +expr_CCL20,CCL20 +expr_ASPHD1,ASPHD1 +expr_PACRG,PACRG +expr_ZNF692,ZNF692 +expr_TSGA10,TSGA10 +expr_NSDHL,NSDHL +expr_ELK1,ELK1 +expr_ITM2A,ITM2A +expr_EBP,EBP +expr_USP27X,USP27X +expr_CCNB3,CCNB3 +expr_MORC4,MORC4 +expr_EDA2R,EDA2R +expr_ACRC,ACRC +expr_ABCB7,ABCB7 +expr_H2AFB2,H2AFB2 +expr_MPP1,MPP1 +expr_NXF3,NXF3 +expr_MAL,MAL +expr_WDR44,WDR44 +expr_USP11,USP11 +expr_TMSB4Y,TMSB4Y +expr_TTTY6,TTTY6 +expr_GPN1,GPN1 +expr_TRIM43,TRIM43 +expr_KLHL41,KLHL41 +expr_CRIPT,CRIPT +expr_C11orf52,C11orf52 +expr_IAH1,IAH1 +expr_CASQ1,CASQ1 +expr_MRGBP,MRGBP +expr_NKAIN4,NKAIN4 +expr_UCKL1,UCKL1 +expr_MAFB,MAFB +expr_GDAP1L1,GDAP1L1 +expr_ZNF335,ZNF335 +expr_CSE1L,CSE1L +expr_BCAS1,BCAS1 +expr_EDN3,EDN3 +expr_PCED1A,PCED1A +expr_NKX2-2,NKX2-2 +expr_DEFB118,DEFB118 +expr_TIAM1,TIAM1 +expr_IFNAR1,IFNAR1 +expr_KCNJ15,KCNJ15 +expr_MX1,MX1 +expr_DNMT3L,DNMT3L +expr_SLC37A1,SLC37A1 +expr_ZNF74,ZNF74 +expr_DPAGT1,DPAGT1 +expr_DDT,DDT +expr_SLC5A1,SLC5A1 +expr_PVALB,PVALB +expr_TMEM184B,TMEM184B +expr_DNAL4,DNAL4 +expr_NFAM1,NFAM1 +expr_PNPLA3,PNPLA3 +expr_FBXL2,FBXL2 +expr_CPA3,CPA3 +expr_IMPG2,IMPG2 +expr_NLGN1,NLGN1 +expr_MRPS25,MRPS25 +expr_RPL32,RPL32 +expr_ATP2B2,ATP2B2 +expr_OR8B8,OR8B8 +expr_RAD54L2,RAD54L2 +expr_ITIH1,ITIH1 +expr_PAX6,PAX6 +expr_XCR1,XCR1 +expr_DLEC1,DLEC1 +expr_UBA5,UBA5 +expr_SLC41A3,SLC41A3 +expr_PDCD10,PDCD10 +expr_B3GAT1,B3GAT1 +expr_EPHA6,EPHA6 +expr_SLITRK3,SLITRK3 +expr_CAMK2N2,CAMK2N2 +expr_TIMMDC1,TIMMDC1 +expr_CXCL9,CXCL9 +expr_PTPN13,PTPN13 +expr_MMRN1,MMRN1 +expr_PTTG2,PTTG2 +expr_PI4K2B,PI4K2B +expr_LAP3,LAP3 +expr_OR5AK2,OR5AK2 +expr_FAT4,FAT4 +expr_TKTL2,TKTL2 +expr_GBA3,GBA3 +expr_CLGN,CLGN +expr_ABCG2,ABCG2 +expr_TMPRSS11E,TMPRSS11E +expr_SLC25A31,SLC25A31 +expr_PAPD7,PAPD7 +expr_MCCC2,MCCC2 +expr_OR2V2,OR2V2 +expr_RASA1,RASA1 +expr_MIER3,MIER3 +expr_BRD9,BRD9 +expr_SNCAIP,SNCAIP +expr_ARSI,ARSI +expr_MS4A2,MS4A2 +expr_GABRB2,GABRB2 +expr_HNRNPAB,HNRNPAB +expr_SNX24,SNX24 +expr_GSPT2,GSPT2 +expr_ZP1,ZP1 +expr_TTC1,TTC1 +expr_C5orf46,C5orf46 +expr_REEP2,REEP2 +expr_RPF2,RPF2 +expr_SLC35B2,SLC35B2 +expr_SDHAF2,SDHAF2 +expr_EXO5,EXO5 +expr_TBP,TBP +expr_TREM1,TREM1 +expr_CUL7,CUL7 +expr_OR2J2,OR2J2 +expr_MDC1,MDC1 +expr_STK19,STK19 +expr_DDAH2,DDAH2 +expr_HLA-DQB2,HLA-DQB2 +expr_ITPR3,ITPR3 +expr_SRPK1,SRPK1 +expr_SF3B5,SF3B5 +expr_HIVEP1,HIVEP1 +expr_BMP6,BMP6 +expr_VIP,VIP +expr_CTGF,CTGF +expr_SGK1,SGK1 +expr_HEBP2,HEBP2 +expr_TAB2,TAB2 +expr_GMNN,GMNN +expr_BMP5,BMP5 +expr_KCNJ11,KCNJ11 +expr_SLC13A4,SLC13A4 +expr_INS,INS +expr_NPSR1,NPSR1 +expr_IGF2BP3,IGF2BP3 +expr_ANKMY2,ANKMY2 +expr_FPGT,FPGT +expr_EPHB2,EPHB2 +expr_PITHD1,PITHD1 +expr_MKNK1,MKNK1 +expr_TXNDC12,TXNDC12 +expr_MAGOH,MAGOH +expr_HILPDA,HILPDA +expr_YIPF1,YIPF1 +expr_NTPCR,NTPCR +expr_AGL,AGL +expr_GPR146,GPR146 +expr_PEX1,PEX1 +expr_TMEM63A,TMEM63A +expr_LBR,LBR +expr_CNIH4,CNIH4 +expr_TRAPPC3,TRAPPC3 +expr_CELA3B,CELA3B +expr_MUL1,MUL1 +expr_FBXO44,FBXO44 +expr_GRM3,GRM3 +expr_MARC2,MARC2 +expr_PIK3C2B,PIK3C2B +expr_FCGR3A,FCGR3A +expr_TGFBR3,TGFBR3 +expr_NOTCH2,NOTCH2 +expr_SRGAP2,SRGAP2 +expr_CEP85,CEP85 +expr_NID1,NID1 +expr_TAS2R4,TAS2R4 +expr_GBA,GBA +expr_THBS3,THBS3 +expr_UBQLN4,UBQLN4 +expr_GSTK1,GSTK1 +expr_CADM3,CADM3 +expr_SLC26A9,SLC26A9 +expr_UBE4B,UBE4B +expr_DISP1,DISP1 +expr_SDF4,SDF4 +expr_SSX2IP,SSX2IP +expr_DDAH1,DDAH1 +expr_TAS2R3,TAS2R3 +expr_IFI6,IFI6 +expr_JUN,JUN +expr_AMPD2,AMPD2 +expr_LAMC1,LAMC1 +expr_SMG7,SMG7 +expr_S100A2,S100A2 +expr_S100A6,S100A6 +expr_GPR22,GPR22 +expr_TRAF5,TRAF5 +expr_PPAP2B,PPAP2B +expr_CEP350,CEP350 +expr_CDK18,CDK18 +expr_PPM1J,PPM1J +expr_LMOD1,LMOD1 +expr_ARPC1B,ARPC1B +expr_ZEB1,ZEB1 +expr_GUCY2GP,GUCY2GP +expr_ITIH2,ITIH2 +expr_NFKB2,NFKB2 +expr_GSTO2,GSTO2 +expr_CALHM2,CALHM2 +expr_PRAP1,PRAP1 +expr_ADO,ADO +expr_MAP2K1,MAP2K1 +expr_ZNF503,ZNF503 +expr_NOC3L,NOC3L +expr_RNLS,RNLS +expr_ABLIM1,ABLIM1 +expr_PTPN20B,PTPN20B +expr_SHOC2,SHOC2 +expr_KIAA1598,KIAA1598 +expr_MCMBP,MCMBP +expr_TSSC4,TSSC4 +expr_GSTP1,GSTP1 +expr_SLC35C1,SLC35C1 +expr_JRKL,JRKL +expr_PLEKHF2,PLEKHF2 +expr_TEX40,TEX40 +expr_CTTN,CTTN +expr_CYP2R1,CYP2R1 +expr_ACRV1,ACRV1 +expr_CASP1,CASP1 +expr_CUL5,CUL5 +expr_RDX,RDX +expr_USP28,USP28 +expr_UBE4A,UBE4A +expr_CA3,CA3 +expr_APOC3,APOC3 +expr_APOA1,APOA1 +expr_IMMP1L,IMMP1L +expr_FSHB,FSHB +expr_TMEM216,TMEM216 +expr_MTA2,MTA2 +expr_TAF10,TAF10 +expr_SMPD1,SMPD1 +expr_HBB,HBB +expr_CREBZF,CREBZF +expr_NEU3,NEU3 +expr_LSM1,LSM1 +expr_BAZ2A,BAZ2A +expr_NCOR2,NCOR2 +expr_SSPN,SSPN +expr_ITPR2,ITPR2 +expr_FZD10,FZD10 +expr_GALNT6,GALNT6 +expr_KRT85,KRT85 +expr_KLRD1,KLRD1 +expr_RHOBTB2,RHOBTB2 +expr_MGP,MGP +expr_ALG10,ALG10 +expr_ZNF384,ZNF384 +expr_NOP2,NOP2 +expr_TIGD5,TIGD5 +expr_LPAR5,LPAR5 +expr_AACS,AACS +expr_LZTS1,LZTS1 +expr_PRKAB1,PRKAB1 +expr_NPBWR1,NPBWR1 +expr_TXNRD1,TXNRD1 +expr_VEZT,VEZT +expr_NANOG,NANOG +expr_CLEC12B,CLEC12B +expr_ASIC1,ASIC1 +expr_BRF2,BRF2 +expr_SLC41A2,SLC41A2 +expr_FGL1,FGL1 +expr_LCP1,LCP1 +expr_PCDH20,PCDH20 +expr_POU4F1,POU4F1 +expr_F10,F10 +expr_MMP26,MMP26 +expr_DHRS12,DHRS12 +expr_ATP7B,ATP7B +expr_PPP1R13B,PPP1R13B +expr_C14orf2,C14orf2 +expr_ASB2,ASB2 +expr_SLC7A8,SLC7A8 +expr_ABHD4,ABHD4 +expr_METTL17,METTL17 +expr_RNASE4,RNASE4 +expr_TMEM260,TMEM260 +expr_KLHL28,KLHL28 +expr_EML1,EML1 +expr_FAM166B,FAM166B +expr_PPIP5K1,PPIP5K1 +expr_BTBD1,BTBD1 +expr_APH1B,APH1B +expr_ITGA11,ITGA11 +expr_NIPSNAP3A,NIPSNAP3A +expr_AEN,AEN +expr_ANP32B,ANP32B +expr_SNAP23,SNAP23 +expr_TELO2,TELO2 +expr_HSDL1,HSDL1 +expr_CDH1,CDH1 +expr_TMEM208,TMEM208 +expr_NOL3,NOL3 +expr_FANCA,FANCA +expr_SURF1,SURF1 +expr_C16orf13,C16orf13 +expr_CLEC18B,CLEC18B +expr_PHKB,PHKB +expr_APIP,APIP +expr_CYB5B,CYB5B +expr_CES1,CES1 +expr_HP,HP +expr_HSD3B7,HSD3B7 +expr_PAM16,PAM16 +expr_WDR59,WDR59 +expr_ADAMTSL2,ADAMTSL2 +expr_SEPT4,SEPT4 +expr_RAD51C,RAD51C +expr_WDR45B,WDR45B +expr_IFNA10,IFNA10 +expr_SHBG,SHBG +expr_FGF11,FGF11 +expr_NLGN2,NLGN2 +expr_C8G,C8G +expr_GH1,GH1 +expr_CD79B,CD79B +expr_ALDH3A1,ALDH3A1 +expr_TEKT3,TEKT3 +expr_MAP3K14,MAP3K14 +expr_PPY,PPY +expr_HIGD1B,HIGD1B +expr_NBR1,NBR1 +expr_CCL8,CCL8 +expr_CA10,CA10 +expr_ABCC3,ABCC3 +expr_CDK20,CDK20 +expr_COL1A1,COL1A1 +expr_DUSP14,DUSP14 +expr_CCL4,CCL4 +expr_CCL16,CCL16 +expr_ACADVL,ACADVL +expr_ARL17B,ARL17B +expr_OR4C3,OR4C3 +expr_TNS4,TNS4 +expr_KRTAP9-4,KRTAP9-4 +expr_TRPV2,TRPV2 +expr_CTIF,CTIF +expr_PMAIP1,PMAIP1 +expr_SEC11C,SEC11C +expr_SYT4,SYT4 +expr_FAM219A,FAM219A +expr_METTL4,METTL4 +expr_DDX58,DDX58 +expr_FPR3,FPR3 +expr_SIGLEC10,SIGLEC10 +expr_WDR34,WDR34 +expr_ZNF137P,ZNF137P +expr_ASCL3,ASCL3 +expr_APOC2,APOC2 +expr_SPTAN1,SPTAN1 +expr_AXL,AXL +expr_LONP1,LONP1 +expr_LILRB2,LILRB2 +expr_AUH,AUH +expr_LENG1,LENG1 +expr_NDUFA3,NDUFA3 +expr_SHANK1,SHANK1 +expr_EMC10,EMC10 +expr_GYS1,GYS1 +expr_PGLYRP1,PGLYRP1 +expr_PTPDC1,PTPDC1 +expr_EPS8L1,EPS8L1 +expr_ATP6V1G1,ATP6V1G1 +expr_MAP2K2,MAP2K2 +expr_SIRT6,SIRT6 +expr_RPS16,RPS16 +expr_GMFG,GMFG +expr_SEMA6B,SEMA6B +expr_PALM,PALM +expr_GDF1,GDF1 +expr_CYP4F3,CYP4F3 +expr_LAIR2,LAIR2 +expr_ZNF91,ZNF91 +expr_FSTL3,FSTL3 +expr_TMPRSS9,TMPRSS9 +expr_COLGALT1,COLGALT1 +expr_CCNE1,CCNE1 +expr_CACNB4,CACNB4 +expr_PDHB,PDHB +expr_FZD7,FZD7 +expr_PPM1G,PPM1G +expr_NEUROD1,NEUROD1 +expr_CYP1B1,CYP1B1 +expr_PLEK,PLEK +expr_TRIM68,TRIM68 +expr_NMUR1,NMUR1 +expr_MYO7B,MYO7B +expr_CYC1,CYC1 +expr_GPC1,GPC1 +expr_RETSAT,RETSAT +expr_GNLY,GNLY +expr_SMC6,SMC6 +expr_VSNL1,VSNL1 +expr_HOXD8,HOXD8 +expr_LIMS1,LIMS1 +expr_SLC17A9,SLC17A9 +expr_MYL9,MYL9 +expr_PI3,PI3 +expr_ADA,ADA +expr_PCIF1,PCIF1 +expr_EPPIN-WFDC6,EPPIN-WFDC6 +expr_SEPT1,SEPT1 +expr_ZNF217,ZNF217 +expr_SNAP25,SNAP25 +expr_CSTL1,CSTL1 +expr_PCMTD2,PCMTD2 +expr_MYT1,MYT1 +expr_GINS1,GINS1 +expr_LGI3,LGI3 +expr_COX4I2,COX4I2 +expr_CALB2,CALB2 +expr_GSS,GSS +expr_EIF6,EIF6 +expr_NRIP1,NRIP1 +expr_OLIG2,OLIG2 +expr_DSCAM,DSCAM +expr_CECR2,CECR2 +expr_DDIT3,DDIT3 +expr_RFPL1,RFPL1 +expr_SMTN,SMTN +expr_KDELR3,KDELR3 +expr_MCHR1,MCHR1 +expr_RBX1,RBX1 +expr_PMM1,PMM1 +expr_SCUBE1,SCUBE1 +expr_TCTEX1D2,TCTEX1D2 +expr_MLC1,MLC1 +expr_UBP1,UBP1 +expr_GTF2E1,GTF2E1 +expr_ZNF35,ZNF35 +expr_UBA3,UBA3 +expr_ABHD6,ABHD6 +expr_PLS1,PLS1 +expr_WNT5A,WNT5A +expr_BCHE,BCHE +expr_UBA7,UBA7 +expr_NFKBIZ,NFKBIZ +expr_DAZL,DAZL +expr_GALNT15,GALNT15 +expr_THUMPD3,THUMPD3 +expr_CCR9,CCR9 +expr_SACM1L,SACM1L +expr_LARS2,LARS2 +expr_NAT6,NAT6 +expr_IFT122,IFT122 +expr_SEC61A1,SEC61A1 +expr_ACAD11,ACAD11 +expr_TRAT1,TRAT1 +expr_FSTL1,FSTL1 +expr_GRK4,GRK4 +expr_TACC3,TACC3 +expr_TMEM126B,TMEM126B +expr_GRSF1,GRSF1 +expr_HTN3,HTN3 +expr_UGT2A1,UGT2A1 +expr_UGT2B11,UGT2B11 +expr_PSAPL1,PSAPL1 +expr_OCIAD1,OCIAD1 +expr_PALLD,PALLD +expr_ZGRF1,ZGRF1 +expr_MTTP,MTTP +expr_PHOX2B,PHOX2B +expr_TWIST2,TWIST2 +expr_FBXL5,FBXL5 +expr_SMARCAD1,SMARCAD1 +expr_ARSJ,ARSJ +expr_MKRN3,MKRN3 +expr_BASP1,BASP1 +expr_F2R,F2R +expr_RNF44,RNF44 +expr_PPP2R2B,PPP2R2B +expr_PPIP5K2,PPIP5K2 +expr_IL4,IL4 +expr_UQCRQ,UQCRQ +expr_CXCL14,CXCL14 +expr_PAIP2,PAIP2 +expr_LAMB2,LAMB2 +expr_SPINK7,SPINK7 +expr_ATP6V0E1,ATP6V0E1 +expr_SPINK1,SPINK1 +expr_EGR1,EGR1 +expr_COL10A1,COL10A1 +expr_MARCKS,MARCKS +expr_ENPP5,ENPP5 +expr_GPR119,GPR119 +expr_SPCS2,SPCS2 +expr_EXOC2,EXOC2 +expr_GLO1,GLO1 +expr_PRPH2,PRPH2 +expr_TOMM6,TOMM6 +expr_HIST1H4C,HIST1H4C +expr_ZKSCAN8,ZKSCAN8 +expr_GPX5,GPX5 +expr_MAS1L,MAS1L +expr_AIF1,AIF1 +expr_RPS18,RPS18 +expr_CUTA,CUTA +expr_SIM1,SIM1 +expr_HIVEP2,HIVEP2 +expr_SNAP91,SNAP91 +expr_EDN1,EDN1 +expr_PID1,PID1 +expr_JARID2,JARID2 +expr_FCGBP,FCGBP +expr_PERP,PERP +expr_CITED2,CITED2 +expr_PODXL,PODXL +expr_ZC3HC1,ZC3HC1 +expr_CPA5,CPA5 +expr_ATP6V0A4,ATP6V0A4 +expr_WDR91,WDR91 +expr_SFRP4,SFRP4 +expr_BAZ1B,BAZ1B +expr_LIMK1,LIMK1 +expr_CLIP2,CLIP2 +expr_ARHGAP10,ARHGAP10 +expr_CCL24,CCL24 +expr_RAPGEF5,RAPGEF5 +expr_PON3,PON3 +expr_AHR,AHR +expr_FAM49A,FAM49A +expr_POLR2J2,POLR2J2 +expr_COA1,COA1 +expr_CTTNBP2,CTTNBP2 +expr_DUS4L,DUS4L +expr_ZNF117,ZNF117 +expr_NCALD,NCALD +expr_CLU,CLU +expr_LEPROTL1,LEPROTL1 +expr_CCNE2,CCNE2 +expr_CYP11B2,CYP11B2 +expr_UNC5D,UNC5D +expr_EGR3,EGR3 +expr_CNGB3,CNGB3 +expr_EXOSC2,EXOSC2 +expr_CHD3,CHD3 +expr_UCK1,UCK1 +expr_ASPN,ASPN +expr_RLN2,RLN2 +expr_ZBTB5,ZBTB5 +expr_GNE,GNE +expr_RUSC2,RUSC2 +expr_FAM206A,FAM206A +expr_SUSD1,SUSD1 +expr_FKTN,FKTN +expr_DNLZ,DNLZ +expr_NR5A1,NR5A1 +expr_NEK6,NEK6 +expr_MIR600HG,MIR600HG +expr_C9orf24,C9orf24 +expr_USP20,USP20 +expr_CTPS1,CTPS1 +expr_DPM2,DPM2 +expr_SLC31A2,SLC31A2 +expr_MAGEC1,MAGEC1 +expr_TRO,TRO +expr_VSIG4,VSIG4 +expr_KDM6A,KDM6A +expr_FHL1,FHL1 +expr_AK6,AK6 +expr_MAGEB1,MAGEB1 +expr_ATG4A,ATG4A +expr_USP9X,USP9X +expr_AFF2,AFF2 +expr_CABP5,CABP5 +expr_GDPD2,GDPD2 +expr_PCDH11X,PCDH11X +expr_MAGEA8,MAGEA8 +expr_ACSL4,ACSL4 +expr_CAPN6,CAPN6 +expr_TAF7L,TAF7L +expr_TSC22D3,TSC22D3 +expr_ATP7A,ATP7A +expr_SHROOM2,SHROOM2 +expr_TSTD1,TSTD1 +expr_SPHAR,SPHAR +expr_OR51Q1,OR51Q1 +expr_PRG2,PRG2 +expr_KLRC4,KLRC4 +expr_CYB5R2,CYB5R2 +expr_SERPINA1,SERPINA1 +expr_CAPN3,CAPN3 +expr_JMJD7,JMJD7 +expr_LCAT,LCAT +expr_ZSCAN32,ZSCAN32 +expr_NARF,NARF +expr_CCL14,CCL14 +expr_ITGAE,ITGAE +expr_GPS2,GPS2 +expr_SPAG7,SPAG7 +expr_SERTAD1,SERTAD1 +expr_LHB,LHB +expr_EMR3,EMR3 +expr_GLB1L,GLB1L +expr_EIF5B,EIF5B +expr_TNFRSF6B,TNFRSF6B +expr_CPNE1,CPNE1 +expr_GNB1L,GNB1L +expr_CPT1B,CPT1B +expr_TREX1,TREX1 +expr_FGF2,FGF2 +expr_FAM198B,FAM198B +expr_PCDHGC3,PCDHGC3 +expr_PCDHAC2,PCDHAC2 +expr_PDCD6,PDCD6 +expr_ABCC10,ABCC10 +expr_ZNF3,ZNF3 +expr_DMTN,DMTN +expr_CLTA,CLTA +expr_TREX2,TREX2 +expr_SAGE1,SAGE1 +expr_CSPG4,CSPG4 +expr_SLC23A1,SLC23A1 +expr_PLEC,PLEC +expr_BNC1,BNC1 +expr_MYL6B,MYL6B +expr_KLRC2,KLRC2 +expr_GRAMD3,GRAMD3 +expr_TBC1D10B,TBC1D10B +expr_CFP,CFP +expr_XIAP,XIAP +expr_FATE1,FATE1 +expr_MED21,MED21 +expr_FAM155B,FAM155B +expr_VAMP7,VAMP7 +expr_ARMCX1,ARMCX1 +expr_CTAG2,CTAG2 +expr_BEX2,BEX2 +expr_PAGE5,PAGE5 +expr_NDUFB11,NDUFB11 +expr_TSPY3,TSPY3 +expr_TAC3,TAC3 +expr_SH3GLB1,SH3GLB1 +expr_TTC4,TTC4 +expr_NRD1,NRD1 +expr_BSND,BSND +expr_GJA8,GJA8 +expr_S100A9,S100A9 +expr_RHEBL1,RHEBL1 +expr_IFI44,IFI44 +expr_PDC,PDC +expr_ZSCAN20,ZSCAN20 +expr_DDN,DDN +expr_HSPG2,HSPG2 +expr_PINK1,PINK1 +expr_MAD2L2,MAD2L2 +expr_TSPAN19,TSPAN19 +expr_GADD45A,GADD45A +expr_LINC00260,LINC00260 +expr_RXRG,RXRG +expr_PKP1,PKP1 +expr_EXO1,EXO1 +expr_CNKSR1,CNKSR1 +expr_MLLT11,MLLT11 +expr_ELOVL1,ELOVL1 +expr_PRCC,PRCC +expr_SEMA4A,SEMA4A +expr_HOXC6,HOXC6 +expr_CHIAP2,CHIAP2 +expr_OR6N1,OR6N1 +expr_OR10T2,OR10T2 +expr_TATDN3,TATDN3 +expr_RPAP2,RPAP2 +expr_SLC39A1,SLC39A1 +expr_CTNNBIP1,CTNNBIP1 +expr_AMY1C,AMY1C +expr_PLEKHN1,PLEKHN1 +expr_MCOLN2,MCOLN2 +expr_USF1,USF1 +expr_WDR47,WDR47 +expr_ITGB3BP,ITGB3BP +expr_MYOC,MYOC +expr_ATP6V1G3,ATP6V1G3 +expr_CELA1,CELA1 +expr_DAB1,DAB1 +expr_POLR3GL,POLR3GL +expr_GJB4,GJB4 +expr_CAPN2,CAPN2 +expr_FAM188A,FAM188A +expr_MAT1A,MAT1A +expr_TLX1,TLX1 +expr_C10orf54,C10orf54 +expr_PNLIPRP2,PNLIPRP2 +expr_C10orf128,C10orf128 +expr_PLAU,PLAU +expr_DKK1,DKK1 +expr_TACR2,TACR2 +expr_SLC39A12,SLC39A12 +expr_PYROXD2,PYROXD2 +expr_CCNJ,CCNJ +expr_RRP12,RRP12 +expr_MMP21,MMP21 +expr_OPN4,OPN4 +expr_FAM208B,FAM208B +expr_C10orf88,C10orf88 +expr_IDI2-AS1,IDI2-AS1 +expr_SLC17A6,SLC17A6 +expr_C3AR1,C3AR1 +expr_ALDH3B2,ALDH3B2 +expr_RPS6KB2,RPS6KB2 +expr_MUC15,MUC15 +expr_SLC39A13,SLC39A13 +expr_ANKRD49,ANKRD49 +expr_EFEMP2,EFEMP2 +expr_DHCR7,DHCR7 +expr_LRRC4C,LRRC4C +expr_TMEM5,TMEM5 +expr_CSRP3,CSRP3 +expr_NFRKB,NFRKB +expr_MMP8,MMP8 +expr_NXPE1,NXPE1 +expr_PHLDB1,PHLDB1 +expr_ACCS,ACCS +expr_ELP4,ELP4 +expr_THYN1,THYN1 +expr_OR8U1,OR8U1 +expr_TMEM132A,TMEM132A +expr_TMEM138,TMEM138 +expr_COPS7A,COPS7A +expr_STX5,STX5 +expr_ABCC8,ABCC8 +expr_TNNI2,TNNI2 +expr_FAM160A2,FAM160A2 +expr_PTH,PTH +expr_CD44,CD44 +expr_ST5,ST5 +expr_OR51D1,OR51D1 +expr_P2RY2,P2RY2 +expr_C1S,C1S +expr_LIPT2,LIPT2 +expr_KCNE3,KCNE3 +expr_NARS2,NARS2 +expr_TSPAN31,TSPAN31 +expr_CDK4,CDK4 +expr_HACE1,HACE1 +expr_SELT,SELT +expr_RNF123,RNF123 +expr_CAND2,CAND2 +expr_HSPBAP1,HSPBAP1 +expr_FAM20C,FAM20C +expr_HGD,HGD +expr_PRIM1,PRIM1 +expr_GCK,GCK +expr_SGK223,SGK223 +expr_HYAL4,HYAL4 +expr_ANKRD7,ANKRD7 +expr_CD72,CD72 +expr_IFNA2,IFNA2 +expr_ABHD5,ABHD5 +expr_HSD17B6,HSD17B6 +expr_CAMK4,CAMK4 +expr_HIST1H1B,HIST1H1B +expr_LOC101928710,LOC101928710 +expr_PLS3,PLS3 +expr_PSMB8,PSMB8 +expr_GPX1,GPX1 +expr_LOC100509445,LOC100509445 +expr_TSGA13,TSGA13 +expr_MRPS35,MRPS35 +expr_PCAT4,PCAT4 +expr_WRN,WRN +expr_FKBP6,FKBP6 +expr_BRPF1,BRPF1 +expr_SLC26A2,SLC26A2 +expr_ISOC1,ISOC1 +expr_ANAPC10,ANAPC10 +expr_HCG9,HCG9 +expr_IL13,IL13 +expr_SYNDIG1,SYNDIG1 +expr_MAMLD1,MAMLD1 +expr_PDHA1,PDHA1 +expr_SGCB,SGCB +expr_SNTG2,SNTG2 +expr_NELL1,NELL1 +expr_FKBP11,FKBP11 +expr_GTF2H4,GTF2H4 +expr_LINC00852,LINC00852 +expr_SNCG,SNCG +expr_SEC16A,SEC16A +expr_HMCES,HMCES +expr_SCGN,SCGN +expr_CHRNA2,CHRNA2 +expr_COLEC10,COLEC10 +expr_PCOLCE,PCOLCE +expr_HOXC9,HOXC9 +expr_GPR84,GPR84 +expr_ABCF1,ABCF1 +expr_COMT,COMT +expr_NXT1,NXT1 +expr_WDR45,WDR45 +expr_GPC2,GPC2 +expr_PRSS57,PRSS57 +expr_TECRL,TECRL +expr_KRT81,KRT81 +expr_DCTN4,DCTN4 +expr_SLC25A3,SLC25A3 +expr_FILIP1L,FILIP1L +expr_PPARG,PPARG +expr_TMEM176A,TMEM176A +expr_TAS2R5,TAS2R5 +expr_PTPRD,PTPRD +expr_EAF2,EAF2 +expr_MTRR,MTRR +expr_KLKB1,KLKB1 +expr_STATH,STATH +expr_ARHGEF38,ARHGEF38 +expr_ID1,ID1 +expr_MIS18A,MIS18A +expr_CLEC4D,CLEC4D +expr_RBBP8,RBBP8 +expr_COMMD10,COMMD10 +expr_TM4SF4,TM4SF4 +expr_GALNT9,GALNT9 +expr_PECAM1,PECAM1 +expr_PDZD11,PDZD11 +expr_DERA,DERA +expr_MRPS26,MRPS26 +expr_BAI3,BAI3 +expr_LINC00588,LINC00588 +expr_FBXW4P1,FBXW4P1 +expr_UNC50,UNC50 +expr_LACTB2,LACTB2 +expr_DSCC1,DSCC1 +expr_ZNF195,ZNF195 +expr_KEL,KEL +expr_WBP1,WBP1 +expr_SST,SST +expr_SCAP,SCAP +expr_CSN3,CSN3 +expr_SIL1,SIL1 +expr_MAGEA12,MAGEA12 +expr_NCAPD2,NCAPD2 +expr_ACE2,ACE2 +expr_BOK,BOK +expr_UGP2,UGP2 +expr_ASCL1,ASCL1 +expr_ANAPC2,ANAPC2 +expr_GPR171,GPR171 +expr_PNOC,PNOC +expr_GLTP,GLTP +expr_SLC4A2,SLC4A2 +expr_UNC13B,UNC13B +expr_AUP1,AUP1 +expr_GAP43,GAP43 +expr_AADAT,AADAT +expr_GSTA3,GSTA3 +expr_KCNK16,KCNK16 +expr_CENPE,CENPE +expr_SMPX,SMPX +expr_PHF5A,PHF5A +expr_DOPEY2,DOPEY2 +expr_LRRC3,LRRC3 +expr_RRH,RRH +expr_MTFR2,MTFR2 +expr_CAMP,CAMP +expr_HSF1,HSF1 +expr_NPNT,NPNT +expr_CHRNA3,CHRNA3 +expr_FAIM,FAIM +expr_LRRC17,LRRC17 +expr_NR1H4,NR1H4 +expr_TMEM70,TMEM70 +expr_HOXA4,HOXA4 +expr_ZFP37,ZFP37 +expr_TTF1,TTF1 +expr_LIAS,LIAS +expr_KIF2A,KIF2A +expr_LOC79015,LOC79015 +expr_RPA4,RPA4 +expr_SGSH,SGSH +expr_NOXA1,NOXA1 +expr_SNX33,SNX33 +expr_RFPL2,RFPL2 +expr_LOC155060,LOC155060 +expr_FAM186B,FAM186B +expr_C6orf211,C6orf211 +expr_COL4A4,COL4A4 +expr_DNAJC2,DNAJC2 +expr_GNRH1,GNRH1 +expr_SGCE,SGCE +expr_CLIC3,CLIC3 +expr_GCG,GCG +expr_DEK,DEK +expr_CENPU,CENPU +expr_SOD3,SOD3 +expr_SOAT2,SOAT2 +expr_HCG4,HCG4 +expr_BPIFB2,BPIFB2 +expr_PLCG1,PLCG1 +expr_MAGEB2,MAGEB2 +expr_HDHD1,HDHD1 +expr_OTOF,OTOF +expr_NIM1K,NIM1K +expr_ZYX,ZYX +expr_FGF16,FGF16 +expr_LGALS4,LGALS4 +expr_TRPC5,TRPC5 +expr_MGC15705,MGC15705 +expr_IL1RAPL2,IL1RAPL2 +expr_SLC35A5,SLC35A5 +expr_RWDD2A,RWDD2A +expr_GAB3,GAB3 +expr_CSMD1,CSMD1 +expr_GTF3A,GTF3A +expr_DCAF12,DCAF12 +expr_HHATL,HHATL +expr_PRDM8,PRDM8 +expr_MGARP,MGARP +expr_CCDC109B,CCDC109B +expr_OR2W1,OR2W1 +expr_SOX18,SOX18 +expr_ARSA,ARSA +expr_DAPP1,DAPP1 +expr_CXorf51A,CXorf51A +expr_ALKBH4,ALKBH4 +expr_ASMT,ASMT +expr_DUS1L,DUS1L +expr_ZNF268,ZNF268 +expr_TNFRSF10A,TNFRSF10A +expr_GPR183,GPR183 +expr_ABLIM2,ABLIM2 +expr_SLC17A3,SLC17A3 +expr_IFT74,IFT74 +expr_NCK1,NCK1 +expr_ZNF7,ZNF7 +expr_TMEM66,TMEM66 +expr_TPT1P8,TPT1P8 +expr_SLC7A2,SLC7A2 +expr_PLGRKT,PLGRKT +expr_LECT1,LECT1 +expr_DNAI1,DNAI1 +expr_RPUSD3,RPUSD3 +expr_TAAR5,TAAR5 +expr_LAS1L,LAS1L +expr_EEF1A2,EEF1A2 +expr_KBTBD7,KBTBD7 +expr_DUSP21,DUSP21 +expr_ARSE,ARSE +expr_HR,HR +expr_ADRA2C,ADRA2C +expr_NDUFAF3,NDUFAF3 +expr_VBP1,VBP1 +expr_FBXO30,FBXO30 +expr_BORA,BORA +expr_C6orf57,C6orf57 +expr_MST1R,MST1R +expr_ITGA1,ITGA1 +expr_RNF219,RNF219 +expr_ADAMDEC1,ADAMDEC1 +expr_RPA3,RPA3 +expr_NPY,NPY +expr_SEMA3C,SEMA3C +expr_AMBP,AMBP +expr_ZNF80,ZNF80 +expr_FAM162A,FAM162A +expr_RHAG,RHAG +expr_PRDM13,PRDM13 +expr_DDX4,DDX4 +expr_GALR3,GALR3 +expr_APEX2,APEX2 +expr_TNFRSF10C,TNFRSF10C +expr_CPQ,CPQ +expr_GABRR1,GABRR1 +expr_TSSC1,TSSC1 +expr_RDH11,RDH11 +expr_XPO5,XPO5 +expr_PTRH1,PTRH1 +expr_MSC,MSC +expr_KIF20A,KIF20A +expr_C8orf12,C8orf12 +expr_SLC10A1,SLC10A1 +expr_RGS19,RGS19 +expr_GEM,GEM +expr_THEM6,THEM6 +expr_PPP1R42,PPP1R42 +expr_NUP214,NUP214 +expr_NCBP1,NCBP1 +expr_PAEP,PAEP +expr_SLC4A9,SLC4A9 +expr_SERPINA4,SERPINA4 +expr_ETNPPL,ETNPPL +expr_GRK6,GRK6 +expr_TENM1,TENM1 +expr_TMEM117,TMEM117 +expr_SERPINA7,SERPINA7 +expr_KHDRBS3,KHDRBS3 +expr_OTC,OTC +expr_GFI1,GFI1 +expr_CLHC1,CLHC1 +expr_ALG14,ALG14 +expr_ARHGAP5-AS1,ARHGAP5-AS1 +expr_CYP21A2,CYP21A2 +expr_C6orf99,C6orf99 +expr_HERC1,HERC1 +expr_MICA,MICA +expr_RBP1,RBP1 +expr_BOC,BOC +expr_DMGDH,DMGDH +expr_CD180,CD180 +expr_ALB,ALB +expr_USP16,USP16 +expr_TEX28,TEX28 +expr_ILF2,ILF2 +expr_DNASE1L3,DNASE1L3 +expr_CDKN2AIP,CDKN2AIP +expr_MYL5,MYL5 +expr_RNF113A,RNF113A +expr_AGPAT1,AGPAT1 +expr_EDDM3A,EDDM3A +expr_MXRA5,MXRA5 +expr_AKR1B1,AKR1B1 +expr_AIFM3,AIFM3 +expr_DDB1,DDB1 +expr_SDCCAG3,SDCCAG3 +expr_SLC52A2,SLC52A2 +expr_PXDNL,PXDNL +expr_MRPS17,MRPS17 +expr_GLE1,GLE1 +expr_SPSB4,SPSB4 +expr_PPM1M,PPM1M +expr_WNT7A,WNT7A +expr_TNIP2,TNIP2 +expr_ASIC5,ASIC5 +expr_ANKRD55,ANKRD55 +expr_LMNB1,LMNB1 +expr_MC3R,MC3R +expr_PSMD10,PSMD10 +expr_HEATR2,HEATR2 +expr_MANBA,MANBA +expr_VARS,VARS +expr_C2orf83,C2orf83 +expr_TMC3,TMC3 +expr_MYOM2,MYOM2 +expr_ZNF623,ZNF623 +expr_DNAJB9,DNAJB9 +expr_IARS,IARS +expr_PKN3,PKN3 +expr_SLC45A2,SLC45A2 +expr_SNX14,SNX14 +expr_AREG,AREG +expr_ESRP1,ESRP1 +expr_DNAL1,DNAL1 +expr_NCOA6,NCOA6 +expr_TCEAL4,TCEAL4 +expr_SSR4,SSR4 +expr_THNSL2,THNSL2 +expr_CDKL2,CDKL2 +expr_EIF2B2,EIF2B2 +expr_C1QTNF5,C1QTNF5 +expr_RPS4Y1,RPS4Y1 +expr_CECR6,CECR6 +expr_SLC35E4,SLC35E4 +expr_NPCDR1,NPCDR1 +expr_SFMBT1,SFMBT1 +expr_CPE,CPE +expr_ADCK1,ADCK1 +expr_LSM6,LSM6 +expr_CYSTM1,CYSTM1 +expr_WDR41,WDR41 +expr_OR12D3,OR12D3 +expr_TTK,TTK +expr_AKAP7,AKAP7 +expr_NME8,NME8 +expr_TMEM120A,TMEM120A +expr_LPPR1,LPPR1 +expr_TRMT61B,TRMT61B +expr_ADAMTS19,ADAMTS19 +expr_SETD3,SETD3 +expr_TKTL1,TKTL1 +expr_LGMN,LGMN +expr_COPS2,COPS2 +expr_C15orf48,C15orf48 +expr_FRMD5,FRMD5 +expr_TMEM202,TMEM202 +expr_RFX7,RFX7 +expr_C15orf61,C15orf61 +expr_PLIN1,PLIN1 +expr_CLEC4C,CLEC4C +expr_TMED3,TMED3 +expr_DET1,DET1 +expr_ASL,ASL +expr_CCNDBP1,CCNDBP1 +expr_NDUFAF1,NDUFAF1 +expr_TPSG1,TPSG1 +expr_ZNF319,ZNF319 +expr_CCL17,CCL17 +expr_ACD,ACD +expr_TPPP3,TPPP3 +expr_CLEC3A,CLEC3A +expr_CPNE7,CPNE7 +expr_DBNDD1,DBNDD1 +expr_MLST8,MLST8 +expr_RHBDL1,RHBDL1 +expr_WDR24,WDR24 +expr_GDPD3,GDPD3 +expr_AQP8,AQP8 +expr_HCFC1R1,HCFC1R1 +expr_C16orf59,C16orf59 +expr_TMED6,TMED6 +expr_RAP1B,RAP1B +expr_PYCARD,PYCARD +expr_NMRAL1,NMRAL1 +expr_KIAA0430,KIAA0430 +expr_TMEM186,TMEM186 +expr_TRIM47,TRIM47 +expr_MFSD11,MFSD11 +expr_COIL,COIL +expr_KRT4,KRT4 +expr_CD300C,CD300C +expr_NUP85,NUP85 +expr_TP53,TP53 +expr_RPAP3,RPAP3 +expr_SOX9,SOX9 +expr_MYH3,MYH3 +expr_NDEL1,NDEL1 +expr_TUBD1,TUBD1 +expr_POLG2,POLG2 +expr_CCDC103,CCDC103 +expr_NAGLU,NAGLU +expr_GNGT2,GNGT2 +expr_DHRS11,DHRS11 +expr_HOXB9,HOXB9 +expr_LPAR6,LPAR6 +expr_GABARAP,GABARAP +expr_TM4SF5,TM4SF5 +expr_KLHL10,KLHL10 +expr_KRT15,KRT15 +expr_ANAPC11,ANAPC11 +expr_KRT26,KRT26 +expr_KRTAP4-5,KRTAP4-5 +expr_SCGB1C1,SCGB1C1 +expr_OR1D2,OR1D2 +expr_COLEC12,COLEC12 +expr_EMILIN2,EMILIN2 +expr_SMAD4,SMAD4 +expr_TSHZ1,TSHZ1 +expr_HAS1,HAS1 +expr_ZNF841,ZNF841 +expr_ZNF418,ZNF418 +expr_GJB6,GJB6 +expr_APOC4,APOC4 +expr_ATP1A3,ATP1A3 +expr_CNFN,CNFN +expr_CYP2A7,CYP2A7 +expr_CALR3,CALR3 +expr_EMR1,EMR1 +expr_MCOLN1,MCOLN1 +expr_TFPT,TFPT +expr_IL27RA,IL27RA +expr_ASNA1,ASNA1 +expr_ZNF433,ZNF433 +expr_C19orf48,C19orf48 +expr_IRF3,IRF3 +expr_ADM5,ADM5 +expr_CGB2,CGB2 +expr_SEPW1,SEPW1 +expr_NPAS1,NPAS1 +expr_FBXO46,FBXO46 +expr_ZNF444,ZNF444 +expr_LILRP2,LILRP2 +expr_GP6,GP6 +expr_SPINT2,SPINT2 +expr_ZNF607,ZNF607 +expr_GPATCH1,GPATCH1 +expr_SUPT5H,SUPT5H +expr_PLIN4,PLIN4 +expr_OR10H1,OR10H1 +expr_PDCD2L,PDCD2L +expr_APLP1,APLP1 +expr_TYROBP,TYROBP +expr_ZNF558,ZNF558 +expr_OR7A17,OR7A17 +expr_ZNF737,ZNF737 +expr_THOP1,THOP1 +expr_GTPBP3,GTPBP3 +expr_GPX4,GPX4 +expr_SIX2,SIX2 +expr_SCTR,SCTR +expr_ARL6IP6,ARL6IP6 +expr_SRD5A2,SRD5A2 +expr_PPIL3,PPIL3 +expr_SCN1A,SCN1A +expr_KLHL1,KLHL1 +expr_PRKAG3,PRKAG3 +expr_ACTR1B,ACTR1B +expr_LRP2,LRP2 +expr_NDUFAF7,NDUFAF7 +expr_IL18RAP,IL18RAP +expr_VAMP8,VAMP8 +expr_DAW1,DAW1 +expr_GCA,GCA +expr_MFSD6,MFSD6 +expr_MRPS5,MRPS5 +expr_CCDC70,CCDC70 +expr_WDR12,WDR12 +expr_ATRAID,ATRAID +expr_CPSF3,CPSF3 +expr_HAAO,HAAO +expr_OGFR,OGFR +expr_ZNF512B,ZNF512B +expr_DBNDD2,DBNDD2 +expr_MOCS3,MOCS3 +expr_PHACTR3,PHACTR3 +expr_PTPRA,PTPRA +expr_C20orf27,C20orf27 +expr_PCNA,PCNA +expr_PLCB4,PLCB4 +expr_SCP2D1,SCP2D1 +expr_REM1,REM1 +expr_ADAM20P1,ADAM20P1 +expr_DNMT3B,DNMT3B +expr_SAMSN1,SAMSN1 +expr_IFNGR2,IFNGR2 +expr_CBR1,CBR1 +expr_KCNJ6,KCNJ6 +expr_TMPRSS2,TMPRSS2 +expr_SLC19A1,SLC19A1 +expr_CCT8L2,CCT8L2 +expr_DGCR5,DGCR5 +expr_GP1BB,GP1BB +expr_VPREB1,VPREB1 +expr_RTDR1,RTDR1 +expr_GSTTP1,GSTTP1 +expr_MTFP1,MTFP1 +expr_MBIP,MBIP +expr_FBXO7,FBXO7 +expr_TST,TST +expr_H1F0,H1F0 +expr_NPTXR,NPTXR +expr_SAMM50,SAMM50 +expr_SMC1B,SMC1B +expr_MAPK12,MAPK12 +expr_ZNF502,ZNF502 +expr_TMEM40,TMEM40 +expr_MRPS36,MRPS36 +expr_RPL39L,RPL39L +expr_IQCF5,IQCF5 +expr_GLYCTK,GLYCTK +expr_SPCS1,SPCS1 +expr_ZMYND10,ZMYND10 +expr_AP1G2,AP1G2 +expr_CAMKV,CAMKV +expr_VILL,VILL +expr_CASR,CASR +expr_OR4K1,OR4K1 +expr_BSN,BSN +expr_BDH1,BDH1 +expr_LAMP3,LAMP3 +expr_POLR2H,POLR2H +expr_TMEM42,TMEM42 +expr_USO1,USO1 +expr_CEBPE,CEBPE +expr_TLR3,TLR3 +expr_TMEM128,TMEM128 +expr_IL15,IL15 +expr_SMR3B,SMR3B +expr_OXA1L,OXA1L +expr_VN1R10P,VN1R10P +expr_SMCR8,SMCR8 +expr_HEXDC,HEXDC +expr_DMRTC2,DMRTC2 +expr_NUBP1,NUBP1 +expr_SLC30A9,SLC30A9 +expr_NEFH,NEFH +expr_SORBS3,SORBS3 +expr_NPB,NPB +expr_ATP8A1,ATP8A1 +expr_C6orf136,C6orf136 +expr_MIPOL1,MIPOL1 +expr_UCP1,UCP1 +expr_ADH4,ADH4 +expr_FGFBP1,FGFBP1 +expr_R3HCC1L,R3HCC1L +expr_ENTHD2,ENTHD2 +expr_ZNF572,ZNF572 +expr_RNASE6,RNASE6 +expr_C3orf33,C3orf33 +expr_HDGFL1,HDGFL1 +expr_FAM184B,FAM184B +expr_KLF3-AS1,KLF3-AS1 +expr_ERBB2IP,ERBB2IP +expr_MED27,MED27 +expr_COX1,COX1 +expr_C8orf48,C8orf48 +expr_PCDHB16,PCDHB16 +expr_STON1,STON1 +expr_POU4F2,POU4F2 +expr_HMHB1,HMHB1 +expr_IFNE,IFNE +expr_SCGB3A1,SCGB3A1 +expr_SRD5A1,SRD5A1 +expr_LINC00917,LINC00917 +expr_RASSF6,RASSF6 +expr_PPP1R3D,PPP1R3D +expr_PLK2,PLK2 +expr_RGS18,RGS18 +expr_SLC30A3,SLC30A3 +expr_LINC00518,LINC00518 +expr_IPO11,IPO11 +expr_DDIT4L,DDIT4L +expr_PCYOX1L,PCYOX1L +expr_FAM174A,FAM174A +expr_CDO1,CDO1 +expr_MED7,MED7 +expr_GRIA1,GRIA1 +expr_PCDHGC4,PCDHGC4 +expr_SPHK2,SPHK2 +expr_VN1R5,VN1R5 +expr_STX7,STX7 +expr_RPTN,RPTN +expr_CTU1,CTU1 +expr_CCNH,CCNH +expr_PSD2,PSD2 +expr_LDHAL6A,LDHAL6A +expr_GPX2,GPX2 +expr_C19orf18,C19orf18 +expr_SCN4B,SCN4B +expr_TAS2R45,TAS2R45 +expr_LCE1C,LCE1C +expr_HOXA-AS2,HOXA-AS2 +expr_CHRNE,CHRNE +expr_PSMC2,PSMC2 +expr_ARSF,ARSF +expr_HIGD2A,HIGD2A +expr_GATA6,GATA6 +expr_FAM19A5,FAM19A5 +expr_DCLK2,DCLK2 +expr_LCE5A,LCE5A +expr_WDR70,WDR70 +expr_BDKRB2,BDKRB2 +expr_HMGCR,HMGCR +expr_HLCS,HLCS +expr_CRTAM,CRTAM +expr_ANKRD23,ANKRD23 +expr_KIAA0895,KIAA0895 +expr_C3orf80,C3orf80 +expr_MIR143HG,MIR143HG +expr_LRRC9,LRRC9 +expr_LCP2,LCP2 +expr_PRM3,PRM3 +expr_TOP1,TOP1 +expr_KCNIP1,KCNIP1 +expr_LOC652276,LOC652276 +expr_CRHBP,CRHBP +expr_ABHD3,ABHD3 +expr_PHF12,PHF12 +expr_SLC9A3,SLC9A3 +expr_WSCD2,WSCD2 +expr_DDO,DDO +expr_GALNT1,GALNT1 +expr_ARX,ARX +expr_DAOA-AS1,DAOA-AS1 +expr_OTOP1,OTOP1 +expr_BACH2,BACH2 +expr_RGAG1,RGAG1 +expr_FNDC9,FNDC9 +expr_SPACA1,SPACA1 +expr_C14orf105,C14orf105 +expr_NFKBIE,NFKBIE +expr_AMIGO3,AMIGO3 +expr_TSGA10IP,TSGA10IP +expr_POLI,POLI +expr_PPTC7,PPTC7 +expr_RGL4,RGL4 +expr_OR2H2,OR2H2 +expr_ACAN,ACAN +expr_SLC32A1,SLC32A1 +expr_MEA1,MEA1 +expr_C9orf53,C9orf53 +expr_ANKRD9,ANKRD9 +expr_PTCRA,PTCRA +expr_CABLES2,CABLES2 +expr_ABT1,ABT1 +expr_SVOPL,SVOPL +expr_CABP4,CABP4 +expr_C6orf195,C6orf195 +expr_HIST1H4J,HIST1H4J +expr_HIST1H4K,HIST1H4K +expr_TRIM50,TRIM50 +expr_AMER1,AMER1 +expr_MAP3K15,MAP3K15 +expr_RRP36,RRP36 +expr_SRC,SRC +expr_C19orf26,C19orf26 +expr_DRC1,DRC1 +expr_RHBDL3,RHBDL3 +expr_TMEM132D,TMEM132D +expr_CLIC1,CLIC1 +expr_BHLHB9,BHLHB9 +expr_TMEM59L,TMEM59L +expr_HENMT1,HENMT1 +expr_RP1L1,RP1L1 +expr_SLC26A8,SLC26A8 +expr_UFL1,UFL1 +expr_GABRD,GABRD +expr_GRM1,GRM1 +expr_GJB7,GJB7 +expr_RPUSD2,RPUSD2 +expr_AGBL1,AGBL1 +expr_CYB5R4,CYB5R4 +expr_DCTN5,DCTN5 +expr_PPP1R36,PPP1R36 +expr_ATG14,ATG14 +expr_MARCKSL1,MARCKSL1 +expr_BEND6,BEND6 +expr_FAM179B,FAM179B +expr_SHPK,SHPK +expr_IFNK,IFNK +expr_CHST12,CHST12 +expr_CRYGN,CRYGN +expr_C8orf58,C8orf58 +expr_C19orf52,C19orf52 +expr_LCE4A,LCE4A +expr_MOXD1,MOXD1 +expr_MYB,MYB +expr_CCDC28A,CCDC28A +expr_PCDHGB1,PCDHGB1 +expr_MITD1,MITD1 +expr_LMNTD1,LMNTD1 +expr_ZNF281,ZNF281 +expr_GINM1,GINM1 +expr_CCDC138,CCDC138 +expr_SPTSSA,SPTSSA +expr_ACOT13,ACOT13 +expr_CLASP1,CLASP1 +expr_COL21A1,COL21A1 +expr_ZNF282,ZNF282 +expr_TPD52L1,TPD52L1 +expr_ZNF428,ZNF428 +expr_KRTAP9-9,KRTAP9-9 +expr_CPA2,CPA2 +expr_JMJD6,JMJD6 +expr_NLRP6,NLRP6 +expr_CUL9,CUL9 +expr_LYPD4,LYPD4 +expr_GHRH,GHRH +expr_EDN2,EDN2 +expr_C7orf13,C7orf13 +expr_PILRA,PILRA +expr_TEX26,TEX26 +expr_SCGB2A1,SCGB2A1 +expr_C5orf64,C5orf64 +expr_GAL3ST4,GAL3ST4 +expr_ARSK,ARSK +expr_ANKRD19P,ANKRD19P +expr_C9orf142,C9orf142 +expr_KCNJ13,KCNJ13 +expr_GLIS3-AS1,GLIS3-AS1 +expr_SPATS1,SPATS1 +expr_GPR112,GPR112 +expr_KRTAP8-1,KRTAP8-1 +expr_C4orf22,C4orf22 +expr_PEF1,PEF1 +expr_LOC100509490,LOC100509490 +expr_CBX3,CBX3 +expr_C11orf84,C11orf84 +expr_CBLN4,CBLN4 +expr_ABRA,ABRA +expr_DCP1B,DCP1B +expr_GRK1,GRK1 +expr_SLC25A41,SLC25A41 +expr_AKAP14,AKAP14 +expr_CENPV,CENPV +expr_NME6,NME6 +expr_SERPINB10,SERPINB10 +expr_PON2,PON2 +expr_PAX2,PAX2 +expr_RNF126,RNF126 +expr_SUSD2,SUSD2 +expr_CHKB,CHKB +expr_UST,UST +expr_LEO1,LEO1 +expr_FAM78A,FAM78A +expr_CYP2W1,CYP2W1 +expr_MAPKAPK3,MAPKAPK3 +expr_ZNF280C,ZNF280C +expr_C11orf40,C11orf40 +expr_CABYR,CABYR +expr_STC1,STC1 +expr_ZDHHC19,ZDHHC19 +expr_DCST2,DCST2 +expr_SLC10A4,SLC10A4 +expr_URGCP,URGCP +expr_EMX1,EMX1 +expr_CCBL1,CCBL1 +expr_NTSR2,NTSR2 +expr_R3HDM4,R3HDM4 +expr_DCAF8L2,DCAF8L2 +expr_IL27,IL27 +expr_PIN4,PIN4 +expr_RFTN1,RFTN1 +expr_KCND1,KCND1 +expr_RFXAP,RFXAP +expr_ST6GALNAC6,ST6GALNAC6 +expr_CBLN3,CBLN3 +expr_TCEB3C,TCEB3C +expr_UMODL1,UMODL1 +expr_OR10A5,OR10A5 +expr_BUD31,BUD31 +expr_ZACN,ZACN +expr_SPG20OS,SPG20OS +expr_NXPH2,NXPH2 +expr_ODF1,ODF1 +expr_ZBED6CL,ZBED6CL +expr_GPR25,GPR25 +expr_RPL8,RPL8 +expr_C11orf44,C11orf44 +expr_ZNF441,ZNF441 +expr_GLIS1,GLIS1 +expr_C20orf166,C20orf166 +expr_UQCRB,UQCRB +expr_AKR7A2P1,AKR7A2P1 +expr_BNIP2,BNIP2 +expr_PEX2,PEX2 +expr_ND6,ND6 +expr_AKAP10,AKAP10 +expr_E2F5,E2F5 +expr_SPACA3,SPACA3 +expr_BLK,BLK +expr_STMN4,STMN4 +expr_C8orf76,C8orf76 +expr_CRH,CRH +expr_ARL4C,ARL4C +expr_PKIA,PKIA +expr_TRAPPC10,TRAPPC10 +expr_UIMC1,UIMC1 +expr_KCNK13,KCNK13 +expr_SP7,SP7 +expr_ACSM3,ACSM3 +expr_FAM217A,FAM217A +expr_MOGAT3,MOGAT3 +expr_ANAPC4,ANAPC4 +expr_OOSP2,OOSP2 +expr_GLIPR1L1,GLIPR1L1 +expr_NAT2,NAT2 +expr_CEBPD,CEBPD +expr_DEFA3,DEFA3 +expr_DLX5,DLX5 +expr_PLEKHA8,PLEKHA8 +expr_CSNK1G2-AS1,CSNK1G2-AS1 +expr_ZNF683,ZNF683 +expr_ATP6V1B2,ATP6V1B2 +expr_ATAD3C,ATAD3C +expr_LRTM2,LRTM2 +expr_MED30,MED30 +expr_APLNR,APLNR +expr_OR1F1,OR1F1 +expr_TMEM52B,TMEM52B +expr_LINC00311,LINC00311 +expr_FANCD2OS,FANCD2OS +expr_HMP19,HMP19 +expr_ZNF383,ZNF383 +expr_VPS28,VPS28 +expr_ASS1,ASS1 +expr_KIAA1045,KIAA1045 +expr_CEP131,CEP131 +expr_GOLGA5,GOLGA5 +expr_KCNK5,KCNK5 +expr_IL33,IL33 +expr_CYSLTR2,CYSLTR2 +expr_FAM118B,FAM118B +expr_PGBD3,PGBD3 +expr_NR1I3,NR1I3 +expr_RIMS3,RIMS3 +expr_C4BPB,C4BPB +expr_CHST7,CHST7 +expr_LBX2-AS1,LBX2-AS1 +expr_ACTL9,ACTL9 +expr_UHRF1BP1L,UHRF1BP1L +expr_ACTL7A,ACTL7A +expr_SETD1B,SETD1B +expr_SLC46A2,SLC46A2 +expr_TULP1,TULP1 +expr_OR13D1,OR13D1 +expr_DEFT1P,DEFT1P +expr_NDUFA11,NDUFA11 +expr_FANCC,FANCC +expr_NXPE4,NXPE4 +expr_EVC2,EVC2 +expr_DMKN,DMKN +expr_SLC35D2,SLC35D2 +expr_AKR7L,AKR7L +expr_NMRK1,NMRK1 +expr_STRIP1,STRIP1 +expr_ZNF780A,ZNF780A +expr_PPFIA3,PPFIA3 +expr_TTTY10,TTTY10 +expr_COG4,COG4 +expr_MEF2C,MEF2C +expr_KCNV2,KCNV2 +expr_DEFB125,DEFB125 +expr_C9orf43,C9orf43 +expr_LCN12,LCN12 +expr_ZNF594,ZNF594 +expr_DENND5A,DENND5A +expr_PMCH,PMCH +expr_PMPCA,PMPCA +expr_SAAL1,SAAL1 +expr_TMEM71,TMEM71 +expr_C1orf216,C1orf216 +expr_RNF19B,RNF19B +expr_PEX11G,PEX11G +expr_TRMT5,TRMT5 +expr_LHX2,LHX2 +expr_KCNS1,KCNS1 +expr_HRG,HRG +expr_DEF6,DEF6 +expr_PLA2G2A,PLA2G2A +expr_SFT2D1,SFT2D1 +expr_FGD5,FGD5 +expr_CLECL1,CLECL1 +expr_CRAT,CRAT +expr_EFNA4,EFNA4 +expr_TRHR,TRHR +expr_FER1L6-AS1,FER1L6-AS1 +expr_SMG5,SMG5 +expr_TFAP2E,TFAP2E +expr_TOPORS,TOPORS +expr_NOM1,NOM1 +expr_KLF4,KLF4 +expr_ZSCAN1,ZSCAN1 +expr_NFIL3,NFIL3 +expr_GPR55,GPR55 +expr_LINC00277,LINC00277 +expr_BARX1,BARX1 +expr_ATP4B,ATP4B +expr_PCDHA9,PCDHA9 +expr_ZNF767P,ZNF767P +expr_GLIS2,GLIS2 +expr_HOXD3,HOXD3 +expr_MDS2,MDS2 +expr_ASPSCR1,ASPSCR1 +expr_PNLDC1,PNLDC1 +expr_OSR1,OSR1 +expr_ERCC6L2,ERCC6L2 +expr_PLEKHG2,PLEKHG2 +expr_HIST1H4H,HIST1H4H +expr_FAM83D,FAM83D +expr_PTER,PTER +expr_HIST1H2BA,HIST1H2BA +expr_TPRN,TPRN +expr_ZSCAN12,ZSCAN12 +expr_ZFYVE27,ZFYVE27 +expr_ISG20,ISG20 +expr_MST4,MST4 +expr_ALK,ALK +expr_GPRC5B,GPRC5B +expr_DISP2,DISP2 +expr_RPS4Y2,RPS4Y2 +expr_C2orf57,C2orf57 +expr_KIAA0355,KIAA0355 +expr_IQCK,IQCK +expr_LCE3B,LCE3B +expr_TG,TG +expr_EXOSC4,EXOSC4 +expr_LOC100507387,LOC100507387 +expr_CEMIP,CEMIP +expr_SNORA70,SNORA70 +expr_ZNRF2,ZNRF2 +expr_RNGTT,RNGTT +expr_SNHG11,SNHG11 +expr_BCORP1,BCORP1 +expr_PCDHA8,PCDHA8 +expr_MORC3,MORC3 +expr_DUS3L,DUS3L +expr_PP2D1,PP2D1 +expr_WDR5,WDR5 +expr_C15orf43,C15orf43 +expr_ESX1,ESX1 +expr_PDIA2,PDIA2 +expr_ZNF653,ZNF653 +expr_ANKRD35,ANKRD35 +expr_CCDC60,CCDC60 +expr_DACH1,DACH1 +expr_GAREML,GAREML +expr_CSMD3,CSMD3 +expr_DEFA4,DEFA4 +expr_GAL3ST2,GAL3ST2 +expr_ZC3H12A,ZC3H12A +expr_CALM2,CALM2 +expr_SGMS2,SGMS2 +expr_GPR61,GPR61 +expr_C16orf45,C16orf45 +expr_LINC00602,LINC00602 +expr_NOP9,NOP9 +expr_CCDC151,CCDC151 +expr_TTC18,TTC18 +expr_FLJ40606,FLJ40606 +expr_ZNF408,ZNF408 +expr_DMXL2,DMXL2 +expr_IGDCC3,IGDCC3 +expr_RFX6,RFX6 +expr_LHFPL1,LHFPL1 +expr_STARD4,STARD4 +expr_CPNE4,CPNE4 +expr_ZIC3,ZIC3 +expr_SLC5A10,SLC5A10 +expr_C20orf96,C20orf96 +expr_SALL1,SALL1 +expr_MAP3K14-AS1,MAP3K14-AS1 +expr_DNMBP,DNMBP +expr_FHDC1,FHDC1 +expr_SLC8B1,SLC8B1 +expr_UBQLNL,UBQLNL +expr_ALS2CR11,ALS2CR11 +expr_SIX5,SIX5 +expr_NEURL3,NEURL3 +expr_ZNF519,ZNF519 +expr_KCNJ2,KCNJ2 +expr_ZNHIT2,ZNHIT2 +expr_IQGAP3,IQGAP3 +expr_CNRIP1,CNRIP1 +expr_COG7,COG7 +expr_POU6F1,POU6F1 +expr_MERTK,MERTK +expr_DPP7,DPP7 +expr_VPS4A,VPS4A +expr_CER1,CER1 +expr_TMEM136,TMEM136 +expr_HCAR2,HCAR2 +expr_HIPK4,HIPK4 +expr_SPATA3,SPATA3 +expr_SUN3,SUN3 +expr_MNS1,MNS1 +expr_MMD2,MMD2 +expr_ACPT,ACPT +expr_TMC4,TMC4 +expr_NDUFAF6,NDUFAF6 +expr_MCEMP1,MCEMP1 +expr_LRRC39,LRRC39 +expr_MAF1,MAF1 +expr_ZNF835,ZNF835 +expr_ST6GALNAC5,ST6GALNAC5 +expr_DPYSL4,DPYSL4 +expr_PGK2,PGK2 +expr_LRRIQ3,LRRIQ3 +expr_C9orf163,C9orf163 +expr_KRT78,KRT78 +expr_C14orf39,C14orf39 +expr_ISLR,ISLR +expr_B4GALNT2,B4GALNT2 +expr_SPOCK3,SPOCK3 +expr_C5orf38,C5orf38 +expr_LRRC37A3,LRRC37A3 +expr_UTF1,UTF1 +expr_PPP1R18,PPP1R18 +expr_SLC26A4,SLC26A4 +expr_SLC18A1,SLC18A1 +expr_ZNF687,ZNF687 +expr_TTYH3,TTYH3 +expr_TMEM181,TMEM181 +expr_ATP5B,ATP5B +expr_GRM2,GRM2 +expr_IRF8,IRF8 +expr_ATOH1,ATOH1 +expr_PBOV1,PBOV1 +expr_ARHGEF19,ARHGEF19 +expr_MORN3,MORN3 +expr_TTC9B,TTC9B +expr_GP9,GP9 +expr_CHRNB4,CHRNB4 +expr_IL17A,IL17A +expr_CIRBP-AS1,CIRBP-AS1 +expr_PXT1,PXT1 +expr_ERICH5,ERICH5 +expr_LINC01312,LINC01312 +expr_DUX4L4,DUX4L4 +expr_MARCH4,MARCH4 +expr_RANGAP1,RANGAP1 +expr_HIST1H3H,HIST1H3H +expr_GGN,GGN +expr_ZNF547,ZNF547 +expr_ENPEP,ENPEP +expr_RAD9B,RAD9B +expr_IGSF10,IGSF10 +expr_MAD1L1,MAD1L1 +expr_CDK17,CDK17 +expr_TTLL11,TTLL11 +expr_PCDHA5,PCDHA5 +expr_LY75,LY75 +expr_TLR10,TLR10 +expr_TBC1D31,TBC1D31 +expr_SENP8,SENP8 +expr_SNTB2,SNTB2 +expr_GUSB,GUSB +expr_CRELD2,CRELD2 +expr_NRG4,NRG4 +expr_PGBD2,PGBD2 +expr_UVRAG,UVRAG +expr_FAM167A,FAM167A +expr_SUDS3,SUDS3 +expr_PART1,PART1 +expr_C17orf78,C17orf78 +expr_HIBADH,HIBADH +expr_ZCCHC24,ZCCHC24 +expr_DNAAF3,DNAAF3 +expr_ANO7,ANO7 +expr_POLG,POLG +expr_LOC729164,LOC729164 +expr_KRT3,KRT3 +expr_STK36,STK36 +expr_RPS6KA2,RPS6KA2 +expr_TAS1R2,TAS1R2 +expr_HOXC12,HOXC12 +expr_OXER1,OXER1 +expr_LINC00269,LINC00269 +expr_DCTPP1,DCTPP1 +expr_TMEM229B,TMEM229B +expr_G3BP1,G3BP1 +expr_TAS2R9,TAS2R9 +expr_GEMIN5,GEMIN5 +expr_C15orf26,C15orf26 +expr_ELSPBP1,ELSPBP1 +expr_SLC7A13,SLC7A13 +expr_GPHB5,GPHB5 +expr_CLDN18,CLDN18 +expr_DKFZP564C152,DKFZP564C152 +expr_FURIN,FURIN +expr_LOC100506667,LOC100506667 +expr_ZFAND2A,ZFAND2A +expr_GMEB2,GMEB2 +expr_GLI4,GLI4 +expr_NADK2,NADK2 +expr_FARS2,FARS2 +expr_CD163,CD163 +expr_APCDD1,APCDD1 +expr_NEK10,NEK10 +expr_SLC25A6,SLC25A6 +expr_DHRS3,DHRS3 +expr_ALPI,ALPI +expr_WT1-AS,WT1-AS +expr_TMEM180,TMEM180 +expr_NRL,NRL +expr_IFNL1,IFNL1 +expr_CELF3,CELF3 +expr_TAS2R41,TAS2R41 +expr_MARCH10,MARCH10 +expr_IMP3,IMP3 +expr_WDR87,WDR87 +expr_FBXL19,FBXL19 +expr_BCDIN3D,BCDIN3D +expr_NR2E1,NR2E1 +expr_WFDC9,WFDC9 +expr_C19orf40,C19orf40 +expr_NKIRAS1,NKIRAS1 +expr_SLC5A8,SLC5A8 +expr_LPAR4,LPAR4 +expr_PTPN1,PTPN1 +expr_CYGB,CYGB +expr_ZNF573,ZNF573 +expr_SLC35F2,SLC35F2 +expr_NKAIN3,NKAIN3 +expr_ACSS3,ACSS3 +expr_NUP62CL,NUP62CL +expr_FRMD8P1,FRMD8P1 +expr_LIN52,LIN52 +expr_HAT1,HAT1 +expr_ZNF578,ZNF578 +expr_BRS3,BRS3 +expr_TAS2R40,TAS2R40 +expr_ZNF675,ZNF675 +expr_LCE1E,LCE1E +expr_TPRG1L,TPRG1L +expr_ARRDC4,ARRDC4 +expr_TMEM27,TMEM27 +expr_NPIPB9,NPIPB9 +expr_LOC100130654,LOC100130654 +expr_PPP1R2P9,PPP1R2P9 +expr_PRSS16,PRSS16 +expr_ISCU,ISCU +expr_MFSD6L,MFSD6L +expr_LMX1A,LMX1A +expr_XAGE2,XAGE2 +expr_C11orf31,C11orf31 +expr_ITPRIP,ITPRIP +expr_LCE3E,LCE3E +expr_MST1L,MST1L +expr_IL9R,IL9R +expr_ONECUT1,ONECUT1 +expr_CATSPERD,CATSPERD +expr_SKA3,SKA3 +expr_FAM50A,FAM50A +expr_IDH3G,IDH3G +expr_BGN,BGN +expr_RPL10L,RPL10L +expr_WBP5,WBP5 +expr_MAGEH1,MAGEH1 +expr_MNT,MNT +expr_DCST1,DCST1 +expr_XKRY2,XKRY2 +expr_NOG,NOG +expr_RBM11,RBM11 +expr_LINC00896,LINC00896 +expr_TTTY5,TTTY5 +expr_OARD1,OARD1 +expr_CCDC116,CCDC116 +expr_CCDC124,CCDC124 +expr_CYB561A3,CYB561A3 +expr_LINC00612,LINC00612 +expr_RPP25,RPP25 +expr_HCN2,HCN2 +expr_FBXO15,FBXO15 +expr_LILRB1,LILRB1 +expr_ZNF554,ZNF554 +expr_LINC00337,LINC00337 +expr_GPRIN2,GPRIN2 +expr_CCR7,CCR7 +expr_VCAM1,VCAM1 +expr_HTR1D,HTR1D +expr_PLCB3,PLCB3 +expr_SLC6A7,SLC6A7 +expr_SOS1,SOS1 +expr_CLCA3P,CLCA3P +expr_FCHSD1,FCHSD1 +expr_SATB2-AS1,SATB2-AS1 +expr_RSRP1,RSRP1 +expr_FAM83F,FAM83F +expr_NCSTN,NCSTN +expr_CHFR,CHFR +expr_ISM2,ISM2 +expr_CCDC184,CCDC184 +expr_KCNQ4,KCNQ4 +expr_ZIK1,ZIK1 +expr_ZCCHC11,ZCCHC11 +expr_ASB17,ASB17 +expr_C16orf3,C16orf3 +expr_NEDD9,NEDD9 +expr_FAM154A,FAM154A +expr_TMEM174,TMEM174 +expr_RPE65,RPE65 +expr_CARNS1,CARNS1 +expr_TMEM39B,TMEM39B +expr_TUBGCP4,TUBGCP4 +expr_PIM1,PIM1 +expr_CCDC63,CCDC63 +expr_BOD1L2,BOD1L2 +expr_RPAP1,RPAP1 +expr_EPHX1,EPHX1 +expr_PLEKHG4,PLEKHG4 +expr_OPRL1,OPRL1 +expr_PSMA2,PSMA2 +expr_ZNF71,ZNF71 +expr_ADPRHL2,ADPRHL2 +expr_IL17D,IL17D +expr_HOXD4,HOXD4 +expr_GNL2,GNL2 +expr_CDA,CDA +expr_ZBTB7C,ZBTB7C +expr_MTOR,MTOR +expr_GTF2B,GTF2B +expr_GPR173,GPR173 +expr_FLJ30679,FLJ30679 +expr_MCU,MCU +expr_ZNF532,ZNF532 +expr_ERICH6,ERICH6 +expr_KRTAP4-3,KRTAP4-3 +expr_CD247,CD247 +expr_AVPR2,AVPR2 +expr_RBPJL,RBPJL +expr_CACNA2D2,CACNA2D2 +expr_SPATA17,SPATA17 +expr_PIK3CB,PIK3CB +expr_TAS2R50,TAS2R50 +expr_SGPP1,SGPP1 +expr_MOB1B,MOB1B +expr_LOC100288893,LOC100288893 +expr_MTUS1,MTUS1 +expr_LOC646903,LOC646903 +expr_FH,FH +expr_ZNF593,ZNF593 +expr_COA7,COA7 +expr_PATE1,PATE1 +expr_GRIN3A,GRIN3A +expr_GPATCH2,GPATCH2 +expr_HAVCR1,HAVCR1 +expr_MTSS1,MTSS1 +expr_SYCP2L,SYCP2L +expr_IL36A,IL36A +expr_MKL1,MKL1 +expr_SLAIN1,SLAIN1 +expr_NUAK1,NUAK1 +expr_LETM2,LETM2 +expr_HCN3,HCN3 +expr_SAC3D1,SAC3D1 +expr_CACNA1H,CACNA1H +expr_PCGF2,PCGF2 +expr_CTRC,CTRC +expr_PRICKLE3,PRICKLE3 +expr_ALPK3,ALPK3 +expr_NR2F1,NR2F1 +expr_RBM15,RBM15 +expr_IL3,IL3 +expr_CHIA,CHIA +expr_LINC01126,LINC01126 +expr_CTAGE7P,CTAGE7P +expr_FAM27E3,FAM27E3 +expr_MYSM1,MYSM1 +expr_SAMD15,SAMD15 +expr_CDAN1,CDAN1 +expr_BCAS2,BCAS2 +expr_ALS2CR12,ALS2CR12 +expr_ZAR1,ZAR1 +expr_CHP2,CHP2 +expr_MRPL9,MRPL9 +expr_CCDC85A,CCDC85A +expr_FBXO41,FBXO41 +expr_HAUS5,HAUS5 +expr_JTB,JTB +expr_TMEM130,TMEM130 +expr_TRIML2,TRIML2 +expr_PFN1P2,PFN1P2 +expr_RCHY1,RCHY1 +expr_SYNE4,SYNE4 +expr_TRIM56,TRIM56 +expr_RNF169,RNF169 +expr_ZC3H18,ZC3H18 +expr_B3GALT6,B3GALT6 +expr_UBE2NL,UBE2NL +expr_PRDM1,PRDM1 +expr_NPHS2,NPHS2 +expr_C12orf57,C12orf57 +expr_BEND2,BEND2 +expr_SNX7,SNX7 +expr_ZDHHC23,ZDHHC23 +expr_ANKFN1,ANKFN1 +expr_PRSS30P,PRSS30P +expr_OR7E14P,OR7E14P +expr_PRO2852,PRO2852 +expr_IL19,IL19 +expr_MRTO4,MRTO4 +expr_KPNA1,KPNA1 +expr_PLEKHO1,PLEKHO1 +expr_DNAJB7,DNAJB7 +expr_SF3B4,SF3B4 +expr_PRR30,PRR30 +expr_PLEKHM2,PLEKHM2 +expr_C16orf80,C16orf80 +expr_TAF13,TAF13 +expr_DBIL5P,DBIL5P +expr_ALG6,ALG6 +expr_NPHP4,NPHP4 +expr_PLCD3,PLCD3 +expr_SNX32,SNX32 +expr_CD1B,CD1B +expr_NLRP8,NLRP8 +expr_SPATA32,SPATA32 +expr_C8B,C8B +expr_POLR3C,POLR3C +expr_POLR2C,POLR2C +expr_TMEM31,TMEM31 +expr_BRINP2,BRINP2 +expr_NPW,NPW +expr_GJB5,GJB5 +expr_SORCS1,SORCS1 +expr_PNMA5,PNMA5 +expr_LINC00314,LINC00314 +expr_CACNA2D4,CACNA2D4 +expr_IGFBP7,IGFBP7 +expr_SSPO,SSPO +expr_SWSAP1,SWSAP1 +expr_FSIP1,FSIP1 +expr_LITAF,LITAF +expr_IVL,IVL +expr_DLX6,DLX6 +expr_CBX2,CBX2 +expr_MIR7-3HG,MIR7-3HG +expr_LENEP,LENEP +expr_RMI2,RMI2 +expr_AMBRA1,AMBRA1 +expr_KRT19P2,KRT19P2 +expr_KCTD11,KCTD11 +expr_LYST,LYST +expr_IFIT3,IFIT3 +expr_PPP1R3C,PPP1R3C +expr_TMEM129,TMEM129 +expr_WDR81,WDR81 +expr_TMEM151A,TMEM151A +expr_FAM71A,FAM71A +expr_FLJ31713,FLJ31713 +expr_CD160,CD160 +expr_INA,INA +expr_COQ10A,COQ10A +expr_ZNF550,ZNF550 +expr_CCDC78,CCDC78 +expr_ZNF567,ZNF567 +expr_FMO2,FMO2 +expr_PTCH2,PTCH2 +expr_NEUROG3,NEUROG3 +expr_SLC12A5,SLC12A5 +expr_LOC149373,LOC149373 +expr_HIST1H2AA,HIST1H2AA +expr_SYNPO2L,SYNPO2L +expr_SEC31B,SEC31B +expr_LINC00266-1,LINC00266-1 +expr_MGRN1,MGRN1 +expr_EXOSC1,EXOSC1 +expr_P2RX6,P2RX6 +expr_KCNIP3,KCNIP3 +expr_FANCB,FANCB +expr_PLCE1,PLCE1 +expr_SPINK5,SPINK5 +expr_BAG2,BAG2 +expr_RRP8,RRP8 +expr_HLF,HLF +expr_ABTB2,ABTB2 +expr_CCDC83,CCDC83 +expr_PDE10A,PDE10A +expr_DEFB123,DEFB123 +expr_ZDHHC8P1,ZDHHC8P1 +expr_CEBPG,CEBPG +expr_ANXA6,ANXA6 +expr_ANO3,ANO3 +expr_SLC17A4,SLC17A4 +expr_UPP2,UPP2 +expr_STAG1,STAG1 +expr_PTH2,PTH2 +expr_GFOD2,GFOD2 +expr_TCL1A,TCL1A +expr_FDX1,FDX1 +expr_RPS6KA4,RPS6KA4 +expr_PPP2R5B,PPP2R5B +expr_STOML3,STOML3 +expr_RGPD6,RGPD6 +expr_ZBTB8OS,ZBTB8OS +expr_SLC22A12,SLC22A12 +expr_GOLGA6L4,GOLGA6L4 +expr_GAL3ST3,GAL3ST3 +expr_PLA2G15,PLA2G15 +expr_PRIMPOL,PRIMPOL +expr_PLA2G4D,PLA2G4D +expr_KIFC2,KIFC2 +expr_POU5F2,POU5F2 +expr_POPDC3,POPDC3 +expr_E2F8,E2F8 +expr_FOXRED1,FOXRED1 +expr_CYP3A7,CYP3A7 +expr_MMP27,MMP27 +expr_AKAP2,AKAP2 +expr_HSF4,HSF4 +expr_ANKK1,ANKK1 +expr_NBPF14,NBPF14 +expr_HIST1H4F,HIST1H4F +expr_PCDHGB4,PCDHGB4 +expr_BROX,BROX +expr_SLC37A4,SLC37A4 +expr_EPC2,EPC2 +expr_TAS2R38,TAS2R38 +expr_BEND3,BEND3 +expr_ALKBH3,ALKBH3 +expr_KDM7A,KDM7A +expr_NEURL4,NEURL4 +expr_VSIG2,VSIG2 +expr_NUDT7,NUDT7 +expr_MYEOV,MYEOV +expr_NUDCD2,NUDCD2 +expr_LINC00889,LINC00889 +expr_GUCY2F,GUCY2F +expr_FUT3,FUT3 +expr_FAM81B,FAM81B +expr_EGLN3,EGLN3 +expr_OR8K3,OR8K3 +expr_PLD6,PLD6 +expr_SSRP1,SSRP1 +expr_NTF3,NTF3 +expr_CPNE5,CPNE5 +expr_LRWD1,LRWD1 +expr_CLDN17,CLDN17 +expr_DYDC1,DYDC1 +expr_CNTF,CNTF +expr_TSHZ3,TSHZ3 +expr_SNHG5,SNHG5 +expr_C3orf20,C3orf20 +expr_B3GAT3,B3GAT3 +expr_HYAL3,HYAL3 +expr_METTL6,METTL6 +expr_POLR2G,POLR2G +expr_CAGE1,CAGE1 +expr_CES4A,CES4A +expr_PIK3C2A,PIK3C2A +expr_LOC101930026,LOC101930026 +expr_ATXN3L,ATXN3L +expr_ATG2A,ATG2A +expr_GTF2H1,GTF2H1 +expr_SYT8,SYT8 +expr_OR52B2,OR52B2 +expr_TEX30,TEX30 +expr_DNER,DNER +expr_C1orf213,C1orf213 +expr_PDHX,PDHX +expr_FDCSP,FDCSP +expr_RSPH10B,RSPH10B +expr_PRDM5,PRDM5 +expr_SLC30A8,SLC30A8 +expr_C3orf49,C3orf49 +expr_CSTF1,CSTF1 +expr_ABHD15,ABHD15 +expr_ATG16L2,ATG16L2 +expr_HIST1H2AL,HIST1H2AL +expr_INPPL1,INPPL1 +expr_CCDC68,CCDC68 +expr_PDCL2,PDCL2 +expr_SLC16A11,SLC16A11 +expr_HOXB5,HOXB5 +expr_GUCA1C,GUCA1C +expr_RXFP3,RXFP3 +expr_ANGEL1,ANGEL1 +expr_FAM26D,FAM26D +expr_STARD10,STARD10 +expr_THY1,THY1 +expr_DDX26B,DDX26B +expr_KRT86,KRT86 +expr_RFTN2,RFTN2 +expr_LRRC75A-AS1,LRRC75A-AS1 +expr_HSPA4L,HSPA4L +expr_C1RL,C1RL +expr_CYP27B1,CYP27B1 +expr_VPS33A,VPS33A +expr_DNASE1L2,DNASE1L2 +expr_ABCA13,ABCA13 +expr_OR2AP1,OR2AP1 +expr_PCDHGA9,PCDHGA9 +expr_FAM175B,FAM175B +expr_DDX51,DDX51 +expr_C12orf60,C12orf60 +expr_NLGN4X,NLGN4X +expr_CCDC13,CCDC13 +expr_HOGA1,HOGA1 +expr_DCAF4L2,DCAF4L2 +expr_LRRC19,LRRC19 +expr_ASUN,ASUN +expr_SLX4IP,SLX4IP +expr_RDH16,RDH16 +expr_RNF40,RNF40 +expr_MDN1,MDN1 +expr_FOXL1,FOXL1 +expr_HBZ,HBZ +expr_PRKAG1,PRKAG1 +expr_CAMTA2,CAMTA2 +expr_OTOP3,OTOP3 +expr_FAM161B,FAM161B +expr_TSPAN8,TSPAN8 +expr_ZNF783,ZNF783 +expr_JUND,JUND +expr_ITGA5,ITGA5 +expr_METTL16,METTL16 +expr_MRGPRX1,MRGPRX1 +expr_ARC,ARC +expr_CACNA1D,CACNA1D +expr_GRHL1,GRHL1 +expr_EID2,EID2 +expr_ABHD12B,ABHD12B +expr_NUP210L,NUP210L +expr_APAF1,APAF1 +expr_EME2,EME2 +expr_GYS2,GYS2 +expr_HIST1H2BH,HIST1H2BH +expr_LATS1,LATS1 +expr_TAS2R7,TAS2R7 +expr_SLC10A3,SLC10A3 +expr_SCRN1,SCRN1 +expr_AICDA,AICDA +expr_KHDRBS2,KHDRBS2 +expr_MGST1,MGST1 +expr_TPGS1,TPGS1 +expr_SLC25A35,SLC25A35 +expr_LRRC23,LRRC23 +expr_KRT6C,KRT6C +expr_TRHDE,TRHDE +expr_TAPBPL,TAPBPL +expr_TAS2R60,TAS2R60 +expr_CDC14C,CDC14C +expr_UBE2DNL,UBE2DNL +expr_FBXL14,FBXL14 +expr_PCBD1,PCBD1 +expr_ADAM21,ADAM21 +expr_SESTD1,SESTD1 +expr_SYT1,SYT1 +expr_PSMA8,PSMA8 +expr_GORAB,GORAB +expr_PODN,PODN +expr_EME1,EME1 +expr_EID2B,EID2B +expr_LRRC75A,LRRC75A +expr_GIMAP2,GIMAP2 +expr_LILRA6,LILRA6 +expr_TFEB,TFEB +expr_ZNF560,ZNF560 +expr_ZNF114,ZNF114 +expr_TCERG1L,TCERG1L +expr_HHLA2,HHLA2 +expr_NTS,NTS +expr_WFDC10A,WFDC10A +expr_LCE1B,LCE1B +expr_LINC00615,LINC00615 +expr_PCED1B,PCED1B +expr_FAM227B,FAM227B +expr_CHSY3,CHSY3 +expr_LINC00346,LINC00346 +expr_LRRC56,LRRC56 +expr_CPB2,CPB2 +expr_PKI55,PKI55 +expr_MLNR,MLNR +expr_CLCN5,CLCN5 +expr_ADIPOQ,ADIPOQ +expr_C10orf35,C10orf35 +expr_KLK8,KLK8 +expr_CCDC185,CCDC185 +expr_SYS1,SYS1 +expr_LCE3A,LCE3A +expr_ZIC2,ZIC2 +expr_RANBP10,RANBP10 +expr_RIPK1,RIPK1 +expr_MAGEB18,MAGEB18 +expr_XRRA1,XRRA1 +expr_C1QBP,C1QBP +expr_PCDHGB7,PCDHGB7 +expr_ANKAR,ANKAR +expr_KIR3DL3,KIR3DL3 +expr_HOXB8,HOXB8 +expr_GLYATL1,GLYATL1 +expr_BATF2,BATF2 +expr_TIGD4,TIGD4 +expr_OR2L13,OR2L13 +expr_RDH12,RDH12 +expr_MCM4,MCM4 +expr_ZNF227,ZNF227 +expr_NSG1,NSG1 +expr_SLX4,SLX4 +expr_TRIM60,TRIM60 +expr_ICOS,ICOS +expr_TAS2R43,TAS2R43 +expr_DNM3,DNM3 +expr_LCE2D,LCE2D +expr_CHCHD1,CHCHD1 +expr_GJA5,GJA5 +expr_SPATC1L,SPATC1L +expr_KIAA0247,KIAA0247 +expr_TUFT1,TUFT1 +expr_GATA5,GATA5 +expr_CNBD1,CNBD1 +expr_CDYL2,CDYL2 +expr_ALKBH8,ALKBH8 +expr_PSMB5,PSMB5 +expr_LOC100294362,LOC100294362 +expr_OR11G2,OR11G2 +expr_CCDC12,CCDC12 +expr_C15orf32,C15orf32 +expr_SNAPC1,SNAPC1 +expr_AHSA2,AHSA2 +expr_SERPINA9,SERPINA9 +expr_LOC100505502,LOC100505502 +expr_FAM219B,FAM219B +expr_P2RX1,P2RX1 +expr_S100A13,S100A13 +expr_CIPC,CIPC +expr_TM4SF19,TM4SF19 +expr_A2ML1,A2ML1 +expr_PRR22,PRR22 +expr_H1FOO,H1FOO +expr_CCL3,CCL3 +expr_PATL1,PATL1 +expr_MGC24103,MGC24103 +expr_PCNX,PCNX +expr_HMGB3P1,HMGB3P1 +expr_ABCD4,ABCD4 +expr_SNW1,SNW1 +expr_HAND2,HAND2 +expr_DSPP,DSPP +expr_SGCZ,SGCZ +expr_CIDEB,CIDEB +expr_IFNL3,IFNL3 +expr_KRT18P55,KRT18P55 +expr_TRIML1,TRIML1 +expr_CWC22,CWC22 +expr_CMTR1,CMTR1 +expr_WFDC11,WFDC11 +expr_TAC4,TAC4 +expr_KCTD20,KCTD20 +expr_PWWP2B,PWWP2B +expr_HEXA-AS1,HEXA-AS1 +expr_ZNRF4,ZNRF4 +expr_GJD2,GJD2 +expr_TEK,TEK +expr_VWA9,VWA9 +expr_UBE2D4,UBE2D4 +expr_CHSY1,CHSY1 +expr_GAL,GAL +expr_CES1P1,CES1P1 +expr_CLDND2,CLDND2 +expr_LRRC71,LRRC71 +expr_CDCA8,CDCA8 +expr_DYX1C1,DYX1C1 +expr_C15orf39,C15orf39 +expr_TEX19,TEX19 +expr_TTC16,TTC16 +expr_AAGAB,AAGAB +expr_LCE1D,LCE1D +expr_FUNDC1,FUNDC1 +expr_PEX11A,PEX11A +expr_MAPK4,MAPK4 +expr_COL19A1,COL19A1 +expr_EXD1,EXD1 +expr_LIME1,LIME1 +expr_TAS2R46,TAS2R46 +expr_RNASE8,RNASE8 +expr_FAM96A,FAM96A +expr_NIT1,NIT1 +expr_BTNL2,BTNL2 +expr_CIDEA,CIDEA +expr_ACMSD,ACMSD +expr_ZNF524,ZNF524 +expr_DUSP11,DUSP11 +expr_GPR176,GPR176 +expr_TMEM204,TMEM204 +expr_LINC00338,LINC00338 +expr_TPSAB1,TPSAB1 +expr_MCC,MCC +expr_HEXIM2,HEXIM2 +expr_TGFA,TGFA +expr_PNPLA5,PNPLA5 +expr_CILP2,CILP2 +expr_C4orf36,C4orf36 +expr_TNFRSF17,TNFRSF17 +expr_OGFOD1,OGFOD1 +expr_SPATA31C2,SPATA31C2 +expr_NOVA2,NOVA2 +expr_FGF10,FGF10 +expr_FHOD1,FHOD1 +expr_SRSF5,SRSF5 +expr_LINC00161,LINC00161 +expr_KCTD19,KCTD19 +expr_FAN1,FAN1 +expr_KCTD12,KCTD12 +expr_LINC00526,LINC00526 +expr_RNF180,RNF180 +expr_SPIRE2,SPIRE2 +expr_WNT9A,WNT9A +expr_RSPRY1,RSPRY1 +expr_GPM6B,GPM6B +expr_MBD3L2,MBD3L2 +expr_RTEL1,RTEL1 +expr_PARP15,PARP15 +expr_HBA1,HBA1 +expr_MAGEB6,MAGEB6 +expr_STUB1,STUB1 +expr_NARFL,NARFL +expr_ADRA2B,ADRA2B +expr_C16orf62,C16orf62 +expr_GNRHR2,GNRHR2 +expr_CLDN19,CLDN19 +expr_FBXL13,FBXL13 +expr_MAPK3,MAPK3 +expr_SLC5A11,SLC5A11 +expr_KRT74,KRT74 +expr_CLDN6,CLDN6 +expr_THOC6,THOC6 +expr_YARS,YARS +expr_OIP5,OIP5 +expr_BMF,BMF +expr_UBE2U,UBE2U +expr_C14orf178,C14orf178 +expr_MT1B,MT1B +expr_CPNE2,CPNE2 +expr_DHX38,DHX38 +expr_LMO4,LMO4 +expr_VEPH1,VEPH1 +expr_CEACAM8,CEACAM8 +expr_LZTS3,LZTS3 +expr_DYNAP,DYNAP +expr_EGR4,EGR4 +expr_SLC39A9,SLC39A9 +expr_IPMK,IPMK +expr_CORO7,CORO7 +expr_DPPA4,DPPA4 +expr_FASTKD5,FASTKD5 +expr_PRSS1,PRSS1 +expr_CDC42BPB,CDC42BPB +expr_KIAA1279,KIAA1279 +expr_TXNDC17,TXNDC17 +expr_CARHSP1,CARHSP1 +expr_DEFB105B,DEFB105B +expr_ANKRD13B,ANKRD13B +expr_ZNF420,ZNF420 +expr_CLEC4F,CLEC4F +expr_R3HDM1,R3HDM1 +expr_WBSCR27,WBSCR27 +expr_SPHK1,SPHK1 +expr_ADCY4,ADCY4 +expr_ZNF480,ZNF480 +expr_HOXD10,HOXD10 +expr_CAPN7,CAPN7 +expr_NPL,NPL +expr_LRRC45,LRRC45 +expr_CCDC27,CCDC27 +expr_LINC00313,LINC00313 +expr_FDXR,FDXR +expr_GGA3,GGA3 +expr_ZNF747,ZNF747 +expr_KRT7,KRT7 +expr_TULP4,TULP4 +expr_C8orf31,C8orf31 +expr_STAP2,STAP2 +expr_APOH,APOH +expr_LRRC16B,LRRC16B +expr_BCL9,BCL9 +expr_NOXRED1,NOXRED1 +expr_FAM122B,FAM122B +expr_TMTC2,TMTC2 +expr_MYH2,MYH2 +expr_TAS2R20,TAS2R20 +expr_P2RY1,P2RY1 +expr_PNMAL2,PNMAL2 +expr_ZSWIM5,ZSWIM5 +expr_S100A1,S100A1 +expr_CCDC110,CCDC110 +expr_KLF1,KLF1 +expr_NFKBID,NFKBID +expr_ZNHIT3,ZNHIT3 +expr_DHX58,DHX58 +expr_AARS2,AARS2 +expr_OR52K3P,OR52K3P +expr_BTBD16,BTBD16 +expr_CHST15,CHST15 +expr_CNIH3,CNIH3 +expr_CCDC14,CCDC14 +expr_EPN1,EPN1 +expr_GAGE3,GAGE3 +expr_TNFAIP1,TNFAIP1 +expr_RPTOR,RPTOR +expr_CCDC11,CCDC11 +expr_NXNL1,NXNL1 +expr_TAX1BP3,TAX1BP3 +expr_EMC3-AS1,EMC3-AS1 +expr_SLC45A4,SLC45A4 +expr_TRAP1,TRAP1 +expr_SLC25A11,SLC25A11 +expr_E2F3,E2F3 +expr_CXCL16,CXCL16 +expr_CLIC6,CLIC6 +expr_SCAMP2,SCAMP2 +expr_PLCD4,PLCD4 +expr_DEPDC7,DEPDC7 +expr_NPSA,NPSA +expr_STX12,STX12 +expr_KCTD6,KCTD6 +expr_CHD5,CHD5 +expr_INO80E,INO80E +expr_STAMBPL1,STAMBPL1 +expr_RASA3,RASA3 +expr_WNT3A,WNT3A +expr_ANKS4B,ANKS4B +expr_PAOX,PAOX +expr_KRT27,KRT27 +expr_DEFB127,DEFB127 +expr_PAN3,PAN3 +expr_KRTAP4-4,KRTAP4-4 +expr_FAM110A,FAM110A +expr_NKX3-2,NKX3-2 +expr_C4orf26,C4orf26 +expr_HRH4,HRH4 +expr_OR1G1,OR1G1 +expr_KIF12,KIF12 +expr_HDX,HDX +expr_C1orf87,C1orf87 +expr_GTF2H3,GTF2H3 +expr_KIAA0087,KIAA0087 +expr_TNIP3,TNIP3 +expr_MC2R,MC2R +expr_GATAD2B,GATAD2B +expr_SLMO1,SLMO1 +expr_DIRAS1,DIRAS1 +expr_DSC1,DSC1 +expr_C4orf45,C4orf45 +expr_TFAP2D,TFAP2D +expr_CCDC107,CCDC107 +expr_ZNF830,ZNF830 +expr_CDH2,CDH2 +expr_PRRG3,PRRG3 +expr_FAM226A,FAM226A +expr_PROX2,PROX2 +expr_STARD8,STARD8 +expr_FPR1,FPR1 +expr_DRD1,DRD1 +expr_ABCD2,ABCD2 +expr_PLA2G12B,PLA2G12B +expr_KDELC2,KDELC2 +expr_RALYL,RALYL +expr_RABAC1,RABAC1 +expr_LTA4H,LTA4H +expr_LIPE,LIPE +expr_SMCR5,SMCR5 +expr_CKAP2L,CKAP2L +expr_EIF3G,EIF3G +expr_HIST4H4,HIST4H4 +expr_SLC22A15,SLC22A15 +expr_CCDC101,CCDC101 +expr_CCER1,CCER1 +expr_ZC3H12C,ZC3H12C +expr_SMCO2,SMCO2 +expr_MRGPRX3,MRGPRX3 +expr_SLC12A4,SLC12A4 +expr_EPS15L1,EPS15L1 +expr_PIP5K1P1,PIP5K1P1 +expr_REG1B,REG1B +expr_ACER1,ACER1 +expr_SLC35G3,SLC35G3 +expr_VAV1,VAV1 +expr_CNOT3,CNOT3 +expr_NGFR,NGFR +expr_MISP,MISP +expr_RLN3,RLN3 +expr_TTC39B,TTC39B +expr_RNASEL,RNASEL +expr_GADD45GIP1,GADD45GIP1 +expr_WDR83,WDR83 +expr_DHX40,DHX40 +expr_ZNF823,ZNF823 +expr_KLK7,KLK7 +expr_PSKH1,PSKH1 +expr_VWA3A,VWA3A +expr_MCMDC2,MCMDC2 +expr_MBLAC2,MBLAC2 +expr_PRMT1,PRMT1 +expr_CGB1,CGB1 +expr_PCDHB18,PCDHB18 +expr_RUVBL2,RUVBL2 +expr_LIG1,LIG1 +expr_ZNF512,ZNF512 +expr_MANEAL,MANEAL +expr_FAM9A,FAM9A +expr_SRRM4,SRRM4 +expr_ZNF345,ZNF345 +expr_PET100,PET100 +expr_GALP,GALP +expr_FABP2,FABP2 +expr_CXorf22,CXorf22 +expr_RDH13,RDH13 +expr_C18orf15,C18orf15 +expr_SWI5,SWI5 +expr_DLGAP2,DLGAP2 +expr_ZFP36,ZFP36 +expr_GLP1R,GLP1R +expr_KBTBD6,KBTBD6 +expr_NR3C2,NR3C2 +expr_PKHD1L1,PKHD1L1 +expr_CTAGE3P,CTAGE3P +expr_KCNE4,KCNE4 +expr_ZNF57,ZNF57 +expr_MYL10,MYL10 +expr_SPATA4,SPATA4 +expr_KDF1,KDF1 +expr_CALML3,CALML3 +expr_ENAM,ENAM +expr_FKBP8,FKBP8 +expr_RNF43,RNF43 +expr_INPP4A,INPP4A +expr_FFAR1,FFAR1 +expr_SNAP47,SNAP47 +expr_KLF14,KLF14 +expr_HOMER3,HOMER3 +expr_SALL3,SALL3 +expr_TDRP,TDRP +expr_IGHMBP2,IGHMBP2 +expr_CATSPER3,CATSPER3 +expr_KLHL26,KLHL26 +expr_MVB12A,MVB12A +expr_PTGDR,PTGDR +expr_HCST,HCST +expr_NUTM1,NUTM1 +expr_ALKBH6,ALKBH6 +expr_CAMSAP3,CAMSAP3 +expr_OR10H3,OR10H3 +expr_PDE8A,PDE8A +expr_HCAR1,HCAR1 +expr_MPP2,MPP2 +expr_FAM98B,FAM98B +expr_KCNRG,KCNRG +expr_ZNF556,ZNF556 +expr_KIAA1467,KIAA1467 +expr_NT5M,NT5M +expr_BST2,BST2 +expr_ABCA7,ABCA7 +expr_DSCR10,DSCR10 +expr_SRCAP,SRCAP +expr_CLDN2,CLDN2 +expr_CREG2,CREG2 +expr_SLC2A12,SLC2A12 +expr_DTX2,DTX2 +expr_SRBD1,SRBD1 +expr_FAM124B,FAM124B +expr_ENTPD2,ENTPD2 +expr_HIST1H4D,HIST1H4D +expr_FGF20,FGF20 +expr_PCDHGB3,PCDHGB3 +expr_C2orf76,C2orf76 +expr_ZNF582,ZNF582 +expr_TMEM163,TMEM163 +expr_RSC1A1,RSC1A1 +expr_ZFP42,ZFP42 +expr_C3orf22,C3orf22 +expr_FNBP4,FNBP4 +expr_FAM110B,FAM110B +expr_R3HDML,R3HDML +expr_XDH,XDH +expr_NCOA1,NCOA1 +expr_SULT1C4,SULT1C4 +expr_RAB40C,RAB40C +expr_NKX2-5,NKX2-5 +expr_ORC2,ORC2 +expr_MRVI1-AS1,MRVI1-AS1 +expr_CDR2L,CDR2L +expr_RNF25,RNF25 +expr_LRRC43,LRRC43 +expr_NEGR1,NEGR1 +expr_FZD8,FZD8 +expr_NWD2,NWD2 +expr_DNAJC25,DNAJC25 +expr_ABCB11,ABCB11 +expr_SMIM24,SMIM24 +expr_GSTM2,GSTM2 +expr_CLCA2,CLCA2 +expr_JSRP1,JSRP1 +expr_FFAR2,FFAR2 +expr_OR10J1,OR10J1 +expr_SNRNP27,SNRNP27 +expr_MRPS7,MRPS7 +expr_CD207,CD207 +expr_CBLC,CBLC +expr_YTHDF3,YTHDF3 +expr_CCDC97,CCDC97 +expr_TTC31,TTC31 +expr_CIR1,CIR1 +expr_CYLC1,CYLC1 +expr_MIEN1,MIEN1 +expr_C9orf69,C9orf69 +expr_VAMP5,VAMP5 +expr_TRMT10A,TRMT10A +expr_CYP4F30P,CYP4F30P +expr_TXNDC16,TXNDC16 +expr_DOK7,DOK7 +expr_KIR3DX1,KIR3DX1 +expr_CALCRL,CALCRL +expr_TIMP3,TIMP3 +expr_COA5,COA5 +expr_WDR64,WDR64 +expr_ZNF549,ZNF549 +expr_OR5P3,OR5P3 +expr_NBPF22P,NBPF22P +expr_RNF182,RNF182 +expr_TMEM256,TMEM256 +expr_TSSK3,TSSK3 +expr_ERLEC1,ERLEC1 +expr_C22orf29,C22orf29 +expr_SMAD5-AS1,SMAD5-AS1 +expr_NLRP13,NLRP13 +expr_RBMXL3,RBMXL3 +expr_KY,KY +expr_RALGAPB,RALGAPB +expr_CCDC61,CCDC61 +expr_DAZAP2,DAZAP2 +expr_PRSS22,PRSS22 +expr_GPBAR1,GPBAR1 +expr_CRLS1,CRLS1 +expr_VAT1L,VAT1L +expr_TRMT10B,TRMT10B +expr_GTF3C6,GTF3C6 +expr_CAD,CAD +expr_C1QTNF9,C1QTNF9 +expr_KIF17,KIF17 +expr_FXR2,FXR2 +expr_MTIF2,MTIF2 +expr_XPO1,XPO1 +expr_FBXO45,FBXO45 +expr_PROC,PROC +expr_SUSD3,SUSD3 +expr_COL9A3,COL9A3 +expr_EDIL3,EDIL3 +expr_C20orf196,C20orf196 +expr_ELMOD1,ELMOD1 +expr_DDX27,DDX27 +expr_ZNF527,ZNF527 +expr_TAS2R1,TAS2R1 +expr_ZNF280B,ZNF280B +expr_LOC142937,LOC142937 +expr_DOK5,DOK5 +expr_CCDC42,CCDC42 +expr_VN1R2,VN1R2 +expr_LINC00955,LINC00955 +expr_CTSZ,CTSZ +expr_COX2,COX2 +expr_UBALD1,UBALD1 +expr_CSN1S2AP,CSN1S2AP +expr_FAM46D,FAM46D +expr_C17orf50,C17orf50 +expr_PPFIA2,PPFIA2 +expr_LAMP5,LAMP5 +expr_C5orf34,C5orf34 +expr_NPBWR2,NPBWR2 +expr_DKFZP586I1420,DKFZP586I1420 +expr_JMJD7-PLA2G4B,JMJD7-PLA2G4B +expr_CGREF1,CGREF1 +expr_NLRP10,NLRP10 +expr_TEX2,TEX2 +expr_DDRGK1,DDRGK1 +expr_TRPM8,TRPM8 +expr_VN1R3,VN1R3 +expr_PASD1,PASD1 +expr_PCTP,PCTP +expr_CCSER2,CCSER2 +expr_METTL20,METTL20 +expr_SPATA5,SPATA5 +expr_TOX4,TOX4 +expr_ADAMTS5,ADAMTS5 +expr_S1PR1,S1PR1 +expr_ENPP3,ENPP3 +expr_SLC2A11,SLC2A11 +expr_RBM46,RBM46 +expr_ZNF417,ZNF417 +expr_CREBRF,CREBRF +expr_BIK,BIK +expr_COL6A5,COL6A5 +expr_KIAA1147,KIAA1147 +expr_TSSK2,TSSK2 +expr_C7orf33,C7orf33 +expr_ZNF619,ZNF619 +expr_MGC45922,MGC45922 +expr_LCE3C,LCE3C +expr_WIZ,WIZ +expr_RRAS2,RRAS2 +expr_C12orf54,C12orf54 +expr_HSCB,HSCB +expr_DPPA2,DPPA2 +expr_LARP4B,LARP4B +expr_GCN1L1,GCN1L1 +expr_TCN2,TCN2 +expr_C20orf194,C20orf194 +expr_IFT172,IFT172 +expr_SNAI3-AS1,SNAI3-AS1 +expr_MFSD3,MFSD3 +expr_FBXL16,FBXL16 +expr_MRGPRG-AS1,MRGPRG-AS1 +expr_VWA5B1,VWA5B1 +expr_GCAT,GCAT +expr_GUSBP5,GUSBP5 +expr_CAMSAP2,CAMSAP2 +expr_C9orf50,C9orf50 +expr_ND5,ND5 +expr_DNM2,DNM2 +expr_MROH2B,MROH2B +expr_NFXL1,NFXL1 +expr_ZNF366,ZNF366 +expr_PARVB,PARVB +expr_WDR16,WDR16 +expr_CX3CR1,CX3CR1 +expr_PEG3,PEG3 +expr_PYDC1,PYDC1 +expr_NYAP1,NYAP1 +expr_KLRAP1,KLRAP1 +expr_FAM151A,FAM151A +expr_COMMD2,COMMD2 +expr_FNDC1,FNDC1 +expr_ADPRH,ADPRH +expr_DSTN,DSTN +expr_GPRASP2,GPRASP2 +expr_LINC00477,LINC00477 +expr_CCT6B,CCT6B +expr_TBC1D21,TBC1D21 +expr_LINC00638,LINC00638 +expr_CCDC79,CCDC79 +expr_PRICKLE1,PRICKLE1 +expr_CHST2,CHST2 +expr_LRTM1,LRTM1 +expr_BTAF1,BTAF1 +expr_GCSAML,GCSAML +expr_CMTM8,CMTM8 +expr_TTC30B,TTC30B +expr_OR7E5P,OR7E5P +expr_MBOAT1,MBOAT1 +expr_GPR128,GPR128 +expr_DGKG,DGKG +expr_NR2C2,NR2C2 +expr_SLC25A22,SLC25A22 +expr_VPS37D,VPS37D +expr_IFNL2,IFNL2 +expr_TAL2,TAL2 +expr_DNTT,DNTT +expr_NLRP9,NLRP9 +expr_FAM122A,FAM122A +expr_GHRL,GHRL +expr_CA4,CA4 +expr_LOC254896,LOC254896 +expr_FAM83C,FAM83C +expr_USP13,USP13 +expr_TBCEL,TBCEL +expr_TEX264,TEX264 +expr_C10orf25,C10orf25 +expr_ENTHD1,ENTHD1 +expr_WBP2NL,WBP2NL +expr_C12orf76,C12orf76 +expr_OR7D2,OR7D2 +expr_MGC15885,MGC15885 +expr_PSPN,PSPN +expr_IDI2,IDI2 +expr_TMEM263,TMEM263 +expr_C16orf46,C16orf46 +expr_CIART,CIART +expr_ZNF491,ZNF491 +expr_MON1A,MON1A +expr_ZSWIM6,ZSWIM6 +expr_KIAA1522,KIAA1522 +expr_WNT1,WNT1 +expr_CHRNA10,CHRNA10 +expr_PYY,PYY +expr_C17orf77,C17orf77 +expr_SLC5A2,SLC5A2 +expr_LCE1F,LCE1F +expr_SGOL2,SGOL2 +expr_ZCCHC5,ZCCHC5 +expr_FAM3D,FAM3D +expr_SHISA6,SHISA6 +expr_SPRYD4,SPRYD4 +expr_PLAG1,PLAG1 +expr_CABP1,CABP1 +expr_PCDHGB2,PCDHGB2 +expr_OSTC,OSTC +expr_CCDC148,CCDC148 +expr_SYNE3,SYNE3 +expr_PIBF1,PIBF1 +expr_GLRA2,GLRA2 +expr_PRPF40B,PRPF40B +expr_LRRC34,LRRC34 +expr_PYGO2,PYGO2 +expr_CCR5,CCR5 +expr_SEC22B,SEC22B +expr_NS3BP,NS3BP +expr_MFSD10,MFSD10 +expr_NHLH2,NHLH2 +expr_PDZD9,PDZD9 +expr_BCAP29,BCAP29 +expr_ANKRD29,ANKRD29 +expr_PROKR2,PROKR2 +expr_LOC401127,LOC401127 +expr_SPP2,SPP2 +expr_GYPE,GYPE +expr_NOXO1,NOXO1 +expr_F11,F11 +expr_CXorf58,CXorf58 +expr_SFR1,SFR1 +expr_NCR2,NCR2 +expr_AOC2,AOC2 +expr_DKFZP434I0714,DKFZP434I0714 +expr_ZNF330,ZNF330 +expr_ZNF329,ZNF329 +expr_PREX1,PREX1 +expr_SMR3A,SMR3A +expr_LINC00479,LINC00479 +expr_SRSF3,SRSF3 +expr_FUT11,FUT11 +expr_HAUS1,HAUS1 +expr_POC5,POC5 +expr_VKORC1L1,VKORC1L1 +expr_DCDC5,DCDC5 +expr_SLC35F1,SLC35F1 +expr_SH3TC1,SH3TC1 +expr_DMRTA1,DMRTA1 +expr_CCKAR,CCKAR +expr_LOC100509780,LOC100509780 +expr_SLC39A8,SLC39A8 +expr_TSR2,TSR2 +expr_SMIM3,SMIM3 +expr_C16orf71,C16orf71 +expr_MT1H,MT1H +expr_C1orf180,C1orf180 +expr_UFSP2,UFSP2 +expr_COASY,COASY +expr_TRPC3,TRPC3 +expr_RAB37,RAB37 +expr_ZNF528,ZNF528 +expr_SHISA3,SHISA3 +expr_CRYGB,CRYGB +expr_GLIPR2,GLIPR2 +expr_ZNF584,ZNF584 +expr_RAB11FIP5,RAB11FIP5 +expr_ADAD1,ADAD1 +expr_MBD3L1,MBD3L1 +expr_KLF9,KLF9 +expr_PRMT9,PRMT9 +expr_HIST1H4E,HIST1H4E +expr_NCAPH,NCAPH +expr_PCDHGB6,PCDHGB6 +expr_LAD1,LAD1 +expr_C2orf15,C2orf15 +expr_ZNF212,ZNF212 +expr_SGK494,SGK494 +expr_GALNT12,GALNT12 +expr_TIGD3,TIGD3 +expr_GPR133,GPR133 +expr_KIAA1210,KIAA1210 +expr_HARS2,HARS2 +expr_TIMM50,TIMM50 +expr_PCDHB8,PCDHB8 +expr_PROKR1,PROKR1 +expr_CCDC136,CCDC136 +expr_TAS2R31,TAS2R31 +expr_MS4A6E,MS4A6E +expr_DIXDC1,DIXDC1 +expr_LRRC70,LRRC70 +expr_GJA10,GJA10 +expr_GPR137,GPR137 +expr_ST6GALNAC3,ST6GALNAC3 +expr_ZNF610,ZNF610 +expr_TMEM196,TMEM196 +expr_GSAP,GSAP +expr_KRTAP4-6,KRTAP4-6 +expr_GNB2L1,GNB2L1 +expr_KCNA5,KCNA5 +expr_TERF2,TERF2 +expr_RNF130,RNF130 +expr_ASPRV1,ASPRV1 +expr_SPZ1,SPZ1 +expr_ECRP,ECRP +expr_SV2C,SV2C +expr_IRF1,IRF1 +expr_TXNDC15,TXNDC15 +expr_SLC27A6,SLC27A6 +expr_DNAJC5G,DNAJC5G +expr_CCDC9,CCDC9 +expr_AQP11,AQP11 +expr_LCE2A,LCE2A +expr_IFFO2,IFFO2 +expr_LCA5,LCA5 +expr_PHLPP2,PHLPP2 +expr_WBSCR28,WBSCR28 +expr_BCL2L2,BCL2L2 +expr_PIH1D2,PIH1D2 +expr_GABRA6,GABRA6 +expr_C11orf65,C11orf65 +expr_ATPAF2,ATPAF2 +expr_CARD6,CARD6 +expr_ELOVL2,ELOVL2 +expr_SLC6A11,SLC6A11 +expr_TNKS1BP1,TNKS1BP1 +expr_B4GALT7,B4GALT7 +expr_CRX,CRX +expr_ACSF2,ACSF2 +expr_FAM114A2,FAM114A2 +expr_TCP11L2,TCP11L2 +expr_VENTX,VENTX +expr_OPN1SW,OPN1SW +expr_HOMER1,HOMER1 +expr_POLR3G,POLR3G +expr_SPDL1,SPDL1 +expr_LRRC4B,LRRC4B +expr_SSTR4,SSTR4 +expr_BLCAP,BLCAP +expr_DLL4,DLL4 +expr_BTBD11,BTBD11 +expr_CRISP3,CRISP3 +expr_TAF1L,TAF1L +expr_BRD7P3,BRD7P3 +expr_C2orf43,C2orf43 +expr_INTS2,INTS2 +expr_C11orf45,C11orf45 +expr_IMPG1,IMPG1 +expr_FNDC5,FNDC5 +expr_TLCD1,TLCD1 +expr_XKR3,XKR3 +expr_ORC3,ORC3 +expr_CIT,CIT +expr_PPFIA4,PPFIA4 +expr_TMEM14A,TMEM14A +expr_NOD2,NOD2 +expr_BPHL,BPHL +expr_MAP3K4,MAP3K4 +expr_SEC14L4,SEC14L4 +expr_GPR31,GPR31 +expr_PPT2,PPT2 +expr_R3HCC1,R3HCC1 +expr_PEX6,PEX6 +expr_HPR,HPR +expr_USP32P2,USP32P2 +expr_ODF4,ODF4 +expr_GDAP1,GDAP1 +expr_CAP2,CAP2 +expr_MDFI,MDFI +expr_HIST1H2BF,HIST1H2BF +expr_SLC17A1,SLC17A1 +expr_ATXN7L3,ATXN7L3 +expr_SPRR4,SPRR4 +expr_PCDHGA2,PCDHGA2 +expr_TMEM55A,TMEM55A +expr_KLHDC7A,KLHDC7A +expr_FAM43A,FAM43A +expr_SUV39H1,SUV39H1 +expr_SLC35F3,SLC35F3 +expr_OR5V1,OR5V1 +expr_IER3,IER3 +expr_TRIM17,TRIM17 +expr_WDR63,WDR63 +expr_NSMCE2,NSMCE2 +expr_C4B,C4B +expr_FERD3L,FERD3L +expr_CABLES1,CABLES1 +expr_VWA7,VWA7 +expr_DUSP27,DUSP27 +expr_COL11A2,COL11A2 +expr_SGCG,SGCG +expr_PCDH12,PCDH12 +expr_NTNG2,NTNG2 +expr_FANCE,FANCE +expr_CREB3,CREB3 +expr_HMGN2P46,HMGN2P46 +expr_LINC00305,LINC00305 +expr_TYSND1,TYSND1 +expr_ETV7,ETV7 +expr_SLC25A16,SLC25A16 +expr_PRSS35,PRSS35 +expr_SLC25A48,SLC25A48 +expr_ZNF354C,ZNF354C +expr_TCF20,TCF20 +expr_RBMY2FP,RBMY2FP +expr_CCDC142,CCDC142 +expr_EXOC3L1,EXOC3L1 +expr_ARHGAP39,ARHGAP39 +expr_PPIL4,PPIL4 +expr_RBMS2,RBMS2 +expr_GRK7,GRK7 +expr_IL23R,IL23R +expr_GMCL1P1,GMCL1P1 +expr_CRYBA1,CRYBA1 +expr_TSPAN17,TSPAN17 +expr_MED11,MED11 +expr_TNPO3,TNPO3 +expr_CCK,CCK +expr_ARMC6,ARMC6 +expr_KLHL32,KLHL32 +expr_GIMAP5,GIMAP5 +expr_KRT222,KRT222 +expr_CCDC37,CCDC37 +expr_MAST3,MAST3 +expr_AOC3,AOC3 +expr_C4orf21,C4orf21 +expr_LOC158435,LOC158435 +expr_SHFM1,SHFM1 +expr_GGCT,GGCT +expr_SH3BP5L,SH3BP5L +expr_CLDN8,CLDN8 +expr_HOXA11,HOXA11 +expr_GORASP1,GORASP1 +expr_ART5,ART5 +expr_TSSK1B,TSSK1B +expr_PROCA1,PROCA1 +expr_FAM220A,FAM220A +expr_IL22,IL22 +expr_SAMD10,SAMD10 +expr_ASB10,ASB10 +expr_CCDC141,CCDC141 +expr_MT1L,MT1L +expr_M1AP,M1AP +expr_GJD3,GJD3 +expr_PIWIL4,PIWIL4 +expr_STK31,STK31 +expr_MGC27382,MGC27382 +expr_AGR3,AGR3 +expr_HIST1H2AD,HIST1H2AD +expr_EZH1,EZH1 +expr_TTC21A,TTC21A +expr_STEAP2,STEAP2 +expr_GJC1,GJC1 +expr_SND1,SND1 +expr_UNC5CL,UNC5CL +expr_HORMAD2,HORMAD2 +expr_REXO1L1P,REXO1L1P +expr_C7orf62,C7orf62 +expr_PPP1R3E,PPP1R3E +expr_IGFBP1,IGFBP1 +expr_ANG,ANG +expr_CAMK2B,CAMK2B +expr_MRPS24,MRPS24 +expr_CHCHD4,CHCHD4 +expr_KLHL34,KLHL34 +expr_MGAM,MGAM +expr_HKR1,HKR1 +expr_TMEM139,TMEM139 +expr_CLEC2L,CLEC2L +expr_FGF17,FGF17 +expr_HOXD9,HOXD9 +expr_ZNF232,ZNF232 +expr_FUK,FUK +expr_CCDC140,CCDC140 +expr_DDIAS,DDIAS +expr_TMEM67,TMEM67 +expr_GALNTL5,GALNTL5 +expr_TMEM52,TMEM52 +expr_RNF133,RNF133 +expr_FGL2,FGL2 +expr_PRKAR2B,PRKAR2B +expr_KAL1,KAL1 +expr_CPSF4,CPSF4 +expr_KCNQ1,KCNQ1 +expr_FOSB,FOSB +expr_SUV420H2,SUV420H2 +expr_PRO2964,PRO2964 +expr_ZBTB3,ZBTB3 +expr_LYSMD1,LYSMD1 +expr_CHRND,CHRND +expr_HEYL,HEYL +expr_CHST5,CHST5 +expr_DSCR9,DSCR9 +expr_SPATA19,SPATA19 +expr_ATP4A,ATP4A +expr_TMEM257,TMEM257 +expr_FRS2,FRS2 +expr_INTS8,INTS8 +expr_HEATR9,HEATR9 +expr_PLD2,PLD2 +expr_CCDC17,CCDC17 +expr_ZFHX4,ZFHX4 +expr_DCSTAMP,DCSTAMP +expr_CTRB1,CTRB1 +expr_HIST1H4A,HIST1H4A +expr_PSKH2,PSKH2 +expr_KBTBD8,KBTBD8 +expr_CCDC155,CCDC155 +expr_FAM69B,FAM69B +expr_CRIPAK,CRIPAK +expr_C14orf80,C14orf80 +expr_U2AF2,U2AF2 +expr_ZHX1,ZHX1 +expr_LOC100049716,LOC100049716 +expr_ANXA2R,ANXA2R +expr_SULF1,SULF1 +expr_ARF4,ARF4 +expr_CD7,CD7 +expr_ND2,ND2 +expr_SSX8,SSX8 +expr_CALB1,CALB1 +expr_CRTAC1,CRTAC1 +expr_HMGXB4,HMGXB4 +expr_TEX37,TEX37 +expr_ZPLD1,ZPLD1 +expr_CT83,CT83 +expr_PMM2,PMM2 +expr_ZNF205-AS1,ZNF205-AS1 +expr_C20orf166-AS1,C20orf166-AS1 +expr_EFCAB4A,EFCAB4A +expr_CCDC125,CCDC125 +expr_CHMP4C,CHMP4C +expr_GREM1,GREM1 +expr_FBXL6,FBXL6 +expr_SETD9,SETD9 +expr_C4orf33,C4orf33 +expr_PRDM12,PRDM12 +expr_PHYHIP,PHYHIP +expr_HEATR5A,HEATR5A +expr_FREM1,FREM1 +expr_MLANA,MLANA +expr_HTR2C,HTR2C +expr_ZNF529,ZNF529 +expr_SIT1,SIT1 +expr_LOC554206,LOC554206 +expr_HEMGN,HEMGN +expr_HSD17B3,HSD17B3 +expr_SULT1A1,SULT1A1 +expr_JPH1,JPH1 +expr_GPR62,GPR62 +expr_TXLNB,TXLNB +expr_ZNF439,ZNF439 +expr_TCEAL3,TCEAL3 +expr_VLDLR,VLDLR +expr_RND2,RND2 +expr_CARD10,CARD10 +expr_HN1L,HN1L +expr_RAB42,RAB42 +expr_LIMD1,LIMD1 +expr_KLF17,KLF17 +expr_SRFBP1,SRFBP1 +expr_ABCA2,ABCA2 +expr_WSB1,WSB1 +expr_GPC4,GPC4 +expr_DAND5,DAND5 +expr_ALMS1P,ALMS1P +expr_NDUFA8,NDUFA8 +expr_EDRF1,EDRF1 +expr_SPATA31A3,SPATA31A3 +expr_KIF24,KIF24 +expr_HMG20A,HMG20A +expr_NDUFB6,NDUFB6 +expr_HIST2H4B,HIST2H4B +expr_SLC51B,SLC51B +expr_GABRA5,GABRA5 +expr_KCNK2,KCNK2 +expr_PLLP,PLLP +expr_BOP1,BOP1 +expr_LTBP1,LTBP1 +expr_FABP6,FABP6 +expr_KRT24,KRT24 +expr_EPHX4,EPHX4 +expr_KRTAP4-11,KRTAP4-11 +expr_FASN,FASN +expr_ZNF287,ZNF287 +expr_DCXR,DCXR +expr_ACOT12,ACOT12 +expr_SMARCA1,SMARCA1 +expr_FLII,FLII +expr_COMMD8,COMMD8 +expr_EMX2,EMX2 +expr_ENTPD8,ENTPD8 +expr_HTRA4,HTRA4 +expr_TBX4,TBX4 +expr_GKN1,GKN1 +expr_PLCXD2,PLCXD2 +expr_ERVH-6,ERVH-6 +expr_NOMO1,NOMO1 +expr_COPG1,COPG1 +expr_SERPINA2,SERPINA2 +expr_ADAM32,ADAM32 +expr_CRIP1,CRIP1 +expr_CSRP2,CSRP2 +expr_USP38,USP38 +expr_TBK1,TBK1 +expr_NT5DC2,NT5DC2 +expr_KCTD13,KCTD13 +expr_AMBN,AMBN +expr_DSC2,DSC2 +expr_RPL35A,RPL35A +expr_FAM171A1,FAM171A1 +expr_S100G,S100G +expr_PPP1R14C,PPP1R14C +expr_DOCK1,DOCK1 +expr_FIGF,FIGF +expr_ZNF41,ZNF41 +expr_XK,XK +expr_HTATSF1,HTATSF1 +expr_EPB41L3,EPB41L3 +expr_GLUD2,GLUD2 +expr_RAB9A,RAB9A +expr_HSD17B10,HSD17B10 +expr_ITGB1BP2,ITGB1BP2 +expr_GLA,GLA +expr_GDI1,GDI1 +expr_PPP2R3B,PPP2R3B +expr_NGFRAP1,NGFRAP1 +expr_MCF2,MCF2 +expr_GPR143,GPR143 +expr_TTTY8,TTTY8 +expr_BPY2B,BPY2B +expr_MYL12A,MYL12A +expr_HNRNPR,HNRNPR +expr_CLCA4,CLCA4 +expr_COL9A2,COL9A2 +expr_ORC1,ORC1 +expr_DIO1,DIO1 +expr_CHD1L,CHD1L +expr_TNR,TNR +expr_IFI44L,IFI44L +expr_TFB2M,TFB2M +expr_TEKT2,TEKT2 +expr_C1orf109,C1orf109 +expr_FBXO2,FBXO2 +expr_CCBL2,CCBL2 +expr_NME7,NME7 +expr_HAO2,HAO2 +expr_SLC27A5,SLC27A5 +expr_GPR137B,GPR137B +expr_RPS8,RPS8 +expr_CELA2A,CELA2A +expr_ZNF606,ZNF606 +expr_TNFAIP8L2,TNFAIP8L2 +expr_RAB13,RAB13 +expr_PIGV,PIGV +expr_PTBP2,PTBP2 +expr_SCNN1D,SCNN1D +expr_PVRL4,PVRL4 +expr_IL20,IL20 +expr_BOLA1,BOLA1 +expr_PSRC1,PSRC1 +expr_F13B,F13B +expr_FOXD3,FOXD3 +expr_C1orf105,C1orf105 +expr_BCL3,BCL3 +expr_C8A,C8A +expr_TMEM81,TMEM81 +expr_LYZL1,LYZL1 +expr_CHUK,CHUK +expr_GDF2,GDF2 +expr_ITGA8,ITGA8 +expr_ERF,ERF +expr_FGF8,FGF8 +expr_TRIM8,TRIM8 +expr_PNLIP,PNLIP +expr_MICU1,MICU1 +expr_EGR2,EGR2 +expr_CNNM1,CNNM1 +expr_PPAN-P2RY11,PPAN-P2RY11 +expr_HIF1AN,HIF1AN +expr_DHX32,DHX32 +expr_LIPF,LIPF +expr_HHEX,HHEX +expr_CUZD1,CUZD1 +expr_WDR37,WDR37 +expr_KRTAP5-8,KRTAP5-8 +expr_ACY3,ACY3 +expr_OR5P2,OR5P2 +expr_NR1H3,NR1H3 +expr_MIA,MIA +expr_FLRT1,FLRT1 +expr_GPHA2,GPHA2 +expr_BANF1,BANF1 +expr_YIF1A,YIF1A +expr_TCP11L1,TCP11L1 +expr_MRGPRX2,MRGPRX2 +expr_ST14,ST14 +expr_MMP20,MMP20 +expr_CASP5,CASP5 +expr_BTG4,BTG4 +expr_DSCAML1,DSCAML1 +expr_OR5AP2,OR5AP2 +expr_PRG3,PRG3 +expr_GLYATL2,GLYATL2 +expr_MRPL16,MRPL16 +expr_TMEM258,TMEM258 +expr_CLPP,CLPP +expr_TAF6L,TAF6L +expr_NLRP14,NLRP14 +expr_PHLDA2,PHLDA2 +expr_INSR,INSR +expr_TRIM21,TRIM21 +expr_UCP2,UCP2 +expr_MAP6,MAP6 +expr_MARCH9,MARCH9 +expr_DIABLO,DIABLO +expr_MIP,MIP +expr_CS,CS +expr_DDX55,DDX55 +expr_STAT6,STAT6 +expr_LRIG3,LRIG3 +expr_CCDC65,CCDC65 +expr_PTPRR,PTPRR +expr_HOXC11,HOXC11 +expr_GTSF1,GTSF1 +expr_LHX5,LHX5 +expr_ZNF581,ZNF581 +expr_TAS2R8,TAS2R8 +expr_CLEC4A,CLEC4A +expr_CKAP4,CKAP4 +expr_ING4,ING4 +expr_PTGER1,PTGER1 +expr_RPL13P5,RPL13P5 +expr_CD27,CD27 +expr_NUP37,NUP37 +expr_NINJ2,NINJ2 +expr_TMEM106C,TMEM106C +expr_GLT8D2,GLT8D2 +expr_CLEC1B,CLEC1B +expr_APOLD1,APOLD1 +expr_MCRS1,MCRS1 +expr_PABPC3,PABPC3 +expr_GPR12,GPR12 +expr_IFT88,IFT88 +expr_CLDN10,CLDN10 +expr_PCCA,PCCA +expr_VPS36,VPS36 +expr_CCNA1,CCNA1 +expr_TCL1B,TCL1B +expr_INSM2,INSM2 +expr_ARHGAP5,ARHGAP5 +expr_CEP170B,CEP170B +expr_EFS,EFS +expr_C14orf93,C14orf93 +expr_SALL2,SALL2 +expr_TMEM55B,TMEM55B +expr_OTX2,OTX2 +expr_CDKN3,CDKN3 +expr_PYGL,PYGL +expr_ADAM20,ADAM20 +expr_UCK2,UCK2 +expr_NPC2,NPC2 +expr_CYP46A1,CYP46A1 +expr_TMOD2,TMOD2 +expr_GALK2,GALK2 +expr_SLC28A2,SLC28A2 +expr_AP2A1,AP2A1 +expr_ADAM10,ADAM10 +expr_VPS33B,VPS33B +expr_SH3GL3,SH3GL3 +expr_NTF4,NTF4 +expr_PSTPIP1,PSTPIP1 +expr_LPCAT4,LPCAT4 +expr_WDR61,WDR61 +expr_SNX1,SNX1 +expr_TMEM62,TMEM62 +expr_SPINT1,SPINT1 +expr_NUBP2,NUBP2 +expr_IL17C,IL17C +expr_ADAD2,ADAD2 +expr_ZG16,ZG16 +expr_CDH3,CDH3 +expr_LRRC29,LRRC29 +expr_C19orf68,C19orf68 +expr_PRDM7,PRDM7 +expr_HBQ1,HBQ1 +expr_RPUSD1,RPUSD1 +expr_C16orf87,C16orf87 +expr_ERN2,ERN2 +expr_AMDHD2,AMDHD2 +expr_CETP,CETP +expr_PRR14,PRR14 +expr_FA2H,FA2H +expr_LOC81691,LOC81691 +expr_BAHCC1,BAHCC1 +expr_GPR142,GPR142 +expr_PLSCR3,PLSCR3 +expr_NLRP5,NLRP5 +expr_MRC2,MRC2 +expr_PRPSAP2,PRPSAP2 +expr_MYH1,MYH1 +expr_GRN,GRN +expr_CCL1,CCL1 +expr_MRPL27,MRPL27 +expr_PHOSPHO1,PHOSPHO1 +expr_YBX2,YBX2 +expr_PELP1,PELP1 +expr_NT5C3B,NT5C3B +expr_KRT10,KRT10 +expr_KRTAP4-2,KRTAP4-2 +expr_FAM57A,FAM57A +expr_SCEL,SCEL +expr_KLK12,KLK12 +expr_RGS13,RGS13 +expr_MAP4K1,MAP4K1 +expr_COG1,COG1 +expr_IL17RE,IL17RE +expr_OR3A1,OR3A1 +expr_DCX,DCX +expr_KCNN2,KCNN2 +expr_HTR7,HTR7 +expr_MC5R,MC5R +expr_ATP6V1G2,ATP6V1G2 +expr_COL2A1,COL2A1 +expr_DMBX1,DMBX1 +expr_TNFRSF8,TNFRSF8 +expr_CBFA2T3,CBFA2T3 +expr_MAP3K7,MAP3K7 +expr_CASP6,CASP6 +expr_CLDN15,CLDN15 +expr_ZNF19,ZNF19 +expr_B3GNT2,B3GNT2 +expr_TYMS,TYMS +expr_HOXA9,HOXA9 +expr_EFEMP1,EFEMP1 +expr_NSUN5P1,NSUN5P1 +expr_KCNJ16,KCNJ16 +expr_MC4R,MC4R +expr_CDIPT,CDIPT +expr_MIEF2,MIEF2 +expr_CSRP2BP,CSRP2BP +expr_SLX1A,SLX1A +expr_SIGLEC15,SIGLEC15 +expr_ADCY6,ADCY6 +expr_IL1F10,IL1F10 +expr_CSF3,CSF3 +expr_CEBPA-AS1,CEBPA-AS1 +expr_LIPT1,LIPT1 +expr_JUP,JUP +expr_FAXDC2,FAXDC2 +expr_DHPS,DHPS +expr_CACNG6,CACNG6 +expr_AQP6,AQP6 +expr_MAPK8IP2,MAPK8IP2 +expr_MAGEC3,MAGEC3 +expr_FYN,FYN +expr_ZNF671,ZNF671 +expr_POLDIP3,POLDIP3 +expr_MAPK11,MAPK11 +expr_AURKC,AURKC +expr_AGRP,AGRP +expr_EMR2,EMR2 +expr_EYA1,EYA1 +expr_CLPTM1,CLPTM1 +expr_SERPINB4,SERPINB4 +expr_MRPL47,MRPL47 +expr_NOS2,NOS2 +expr_CKM,CKM +expr_IL4I1,IL4I1 +expr_ZNF526,ZNF526 +expr_CXCL17,CXCL17 +expr_PRRX1,PRRX1 +expr_ANGPTL6,ANGPTL6 +expr_WDFY1,WDFY1 +expr_RBM12,RBM12 +expr_LPAR1,LPAR1 +expr_RDH8,RDH8 +expr_SLC24A4,SLC24A4 +expr_KL,KL +expr_CCL28,CCL28 +expr_LGALS13,LGALS13 +expr_ABR,ABR +expr_EDARADD,EDARADD +expr_FAM32A,FAM32A +expr_TRIP10,TRIP10 +expr_ARHGEF18,ARHGEF18 +expr_NAT14,NAT14 +expr_DCAF15,DCAF15 +expr_BCL2L12,BCL2L12 +expr_ZNF541,ZNF541 +expr_DMPK,DMPK +expr_KIR2DL2,KIR2DL2 +expr_PPP1R12C,PPP1R12C +expr_LRG1,LRG1 +expr_CADM4,CADM4 +expr_PINLYP,PINLYP +expr_MATK,MATK +expr_PSG1,PSG1 +expr_OR10H2,OR10H2 +expr_ABHD8,ABHD8 +expr_NIFK,NIFK +expr_SERPINE2,SERPINE2 +expr_C1QL2,C1QL2 +expr_RAMP1,RAMP1 +expr_NCK2,NCK2 +expr_PLD5,PLD5 +expr_SULT1C2,SULT1C2 +expr_NDUFB3,NDUFB3 +expr_SCN2A,SCN2A +expr_PSG4,PSG4 +expr_INHA,INHA +expr_ZNF142,ZNF142 +expr_COX5B,COX5B +expr_SPC25,SPC25 +expr_ETAA1,ETAA1 +expr_IL1RL1,IL1RL1 +expr_RHOB,RHOB +expr_WDR18,WDR18 +expr_ZNF436,ZNF436 +expr_CLCA1,CLCA1 +expr_RUNX3,RUNX3 +expr_ISYNA1,ISYNA1 +expr_LELP1,LELP1 +expr_NKAIN1,NKAIN1 +expr_INSL5,INSL5 +expr_PRELP,PRELP +expr_DUSP12,DUSP12 +expr_XCL2,XCL2 +expr_MGST3,MGST3 +expr_TNNI1,TNNI1 +expr_HSD3B2,HSD3B2 +expr_RGS7,RGS7 +expr_ATP13A1,ATP13A1 +expr_PLK3,PLK3 +expr_RHBG,RHBG +expr_ARHGEF2,ARHGEF2 +expr_CELA2B,CELA2B +expr_PABPC4,PABPC4 +expr_GJC2,GJC2 +expr_PROK1,PROK1 +expr_RAP1A,RAP1A +expr_OR6K2,OR6K2 +expr_CD1C,CD1C +expr_AMPD1,AMPD1 +expr_CCDC18,CCDC18 +expr_VTCN1,VTCN1 +expr_ZDHHC18,ZDHHC18 +expr_PUSL1,PUSL1 +expr_TNFRSF9,TNFRSF9 +expr_PGM1,PGM1 +expr_TARBP1,TARBP1 +expr_GRHL3,GRHL3 +expr_CYB5R1,CYB5R1 +expr_MUC16,MUC16 +expr_PDZK1,PDZK1 +expr_ACBD6,ACBD6 +expr_TBCE,TBCE +expr_NUAK2,NUAK2 +expr_GGPS1,GGPS1 +expr_BAMBI,BAMBI +expr_ADRB1,ADRB1 +expr_IFIT1,IFIT1 +expr_DPCD,DPCD +expr_NPM3,NPM3 +expr_TAF5,TAF5 +expr_UNC5B,UNC5B +expr_ZNF43,ZNF43 +expr_SLC18A3,SLC18A3 +expr_WNT8B,WNT8B +expr_CYP2C18,CYP2C18 +expr_SLC18A2,SLC18A2 +expr_FAM24B,FAM24B +expr_CTSD,CTSD +expr_NUDT8,NUDT8 +expr_OR10H4,OR10H4 +expr_C1QTNF4,C1QTNF4 +expr_DDB2,DDB2 +expr_COX8A,COX8A +expr_NAALADL1,NAALADL1 +expr_CATSPER1,CATSPER1 +expr_CD248,CD248 +expr_SBNO2,SBNO2 +expr_DCPS,DCPS +expr_ADAMTS15,ADAMTS15 +expr_MMP7,MMP7 +expr_TMPRSS5,TMPRSS5 +expr_BACE1,BACE1 +expr_LYL1,LYL1 +expr_BUD13,BUD13 +expr_OR8G2,OR8G2 +expr_MSANTD2,MSANTD2 +expr_OR4C15,OR4C15 +expr_SLC43A1,SLC43A1 +expr_GIF,GIF +expr_PRPF19,PRPF19 +expr_VWCE,VWCE +expr_CPS1,CPS1 +expr_TFCP2L1,TFCP2L1 +expr_TUT1,TUT1 +expr_LDHC,LDHC +expr_OSBPL5,OSBPL5 +expr_LMO2,LMO2 +expr_STIM1,STIM1 +expr_EED,EED +expr_ERCC3,ERCC3 +expr_BLOC1S1,BLOC1S1 +expr_OGFOD2,OGFOD2 +expr_FLJ13224,FLJ13224 +expr_RND1,RND1 +expr_TMEM177,TMEM177 +expr_LRP1B,LRP1B +expr_KRT82,KRT82 +expr_LDHB,LDHB +expr_MTERFD3,MTERFD3 +expr_CHD4,CHD4 +expr_LTBR,LTBR +expr_CCDC53,CCDC53 +expr_WNT5B,WNT5B +expr_BRAP,BRAP +expr_P2RX4,P2RX4 +expr_PAWR,PAWR +expr_RPRM,RPRM +expr_CLSTN3,CLSTN3 +expr_FBXO21,FBXO21 +expr_MTIF3,MTIF3 +expr_MAB21L1,MAB21L1 +expr_DPY30,DPY30 +expr_TP53I3,TP53I3 +expr_COX16,COX16 +expr_SNX6,SNX6 +expr_THTPA,THTPA +expr_AJUBA,AJUBA +expr_OSGEP,OSGEP +expr_OR4K17,OR4K17 +expr_BMP4,BMP4 +expr_NIF3L1,NIF3L1 +expr_RABGGTA,RABGGTA +expr_EIF3J,EIF3J +expr_MEGF11,MEGF11 +expr_LDHAL6B,LDHAL6B +expr_LINC00597,LINC00597 +expr_ISL2,ISL2 +expr_NOP10,NOP10 +expr_TYRO3,TYRO3 +expr_EIF2AK4,EIF2AK4 +expr_ZFPM1,ZFPM1 +expr_KIFC3,KIFC3 +expr_FEV,FEV +expr_DNAAF1,DNAAF1 +expr_KIF22,KIF22 +expr_ATP6V0D1,ATP6V0D1 +expr_TRADD,TRADD +expr_LOC101927910,LOC101927910 +expr_RAB26,RAB26 +expr_C4orf46,C4orf46 +expr_FAM173A,FAM173A +expr_GNG13,GNG13 +expr_GDE1,GDE1 +expr_APOBR,APOBR +expr_DCAF17,DCAF17 +expr_NIP7,NIP7 +expr_MT1A,MT1A +expr_HERPUD1,HERPUD1 +expr_UBN1,UBN1 +expr_LDHD,LDHD +expr_LYRM1,LYRM1 +expr_ST6GALNAC1,ST6GALNAC1 +expr_SLC25A19,SLC25A19 +expr_WRAP53,WRAP53 +expr_NOL11,NOL11 +expr_FTSJ3,FTSJ3 +expr_COX10,COX10 +expr_G6PC3,G6PC3 +expr_EFTUD2,EFTUD2 +expr_CNTD1,CNTD1 +expr_ITGA3,ITGA3 +expr_ZNF652,ZNF652 +expr_CCL18,CCL18 +expr_OMG,OMG +expr_TARS2,TARS2 +expr_DVL2,DVL2 +expr_VMO1,VMO1 +expr_KANSL1,KANSL1 +expr_KLHL11,KLHL11 +expr_KRT36,KRT36 +expr_CBX8,CBX8 +expr_KRT12,KRT12 +expr_TIMM22,TIMM22 +expr_ADORA2B,ADORA2B +expr_OR3A2,OR3A2 +expr_SMAD7,SMAD7 +expr_CHMP1B,CHMP1B +expr_CLUL1,CLUL1 +expr_CDH20,CDH20 +expr_SERPINB3,SERPINB3 +expr_FPR2,FPR2 +expr_ZNF416,ZNF416 +expr_RELB,RELB +expr_CIC,CIC +expr_COL5A3,COL5A3 +expr_CYP2A13,CYP2A13 +expr_AP1M1,AP1M1 +expr_CCL25,CCL25 +expr_TPM3P9,TPM3P9 +expr_MPHOSPH10,MPHOSPH10 +expr_SYT3,SYT3 +expr_PRR12,PRR12 +expr_TULP2,TULP2 +expr_NAPA,NAPA +expr_SLC1A5,SLC1A5 +expr_DMWD,DMWD +expr_TNNT1,TNNT1 +expr_TMIGD2,TMIGD2 +expr_SMG9,SMG9 +expr_MED16,MED16 +expr_CRLF1,CRLF1 +expr_GRAMD1A,GRAMD1A +expr_GMIP,GMIP +expr_FFAR3,FFAR3 +expr_TBCB,TBCB +expr_POLR2I,POLR2I +expr_TIMM13,TIMM13 +expr_TECR,TECR +expr_PSG3,PSG3 +expr_ABCA12,ABCA12 +expr_ZC3H15,ZC3H15 +expr_EN1,EN1 +expr_C2orf40,C2orf40 +expr_SLC38A11,SLC38A11 +expr_ITGA4,ITGA4 +expr_AAMP,AAMP +expr_IL37,IL37 +expr_METTL8,METTL8 +expr_DHRS9,DHRS9 +expr_GEMIN6,GEMIN6 +expr_VIT,VIT +expr_FOXJ3,FOXJ3 +expr_IL1RL2,IL1RL2 +expr_MCEE,MCEE +expr_INO80B,INO80B +expr_RNF103,RNF103 +expr_FAP,FAP +expr_KRCC1,KRCC1 +expr_CFC1,CFC1 +expr_SLC4A1AP,SLC4A1AP +expr_ASB3,ASB3 +expr_TBR1,TBR1 +expr_CIB4,CIB4 +expr_HSPE1,HSPE1 +expr_RTN4,RTN4 +expr_REL,REL +expr_PTK6,PTK6 +expr_GTSF1L,GTSF1L +expr_LYG2,LYG2 +expr_CD40,CD40 +expr_STAU1,STAU1 +expr_SLC52A3,SLC52A3 +expr_TGM3,TGM3 +expr_AP5S1,AP5S1 +expr_CHRNG,CHRNG +expr_GGTLC1,GGTLC1 +expr_BPIFB3,BPIFB3 +expr_C20orf173,C20orf173 +expr_MAP3K7CL,MAP3K7CL +expr_CHAF1B,CHAF1B +expr_TFF2,TFF2 +expr_CECR5,CECR5 +expr_CDC45,CDC45 +expr_LZTR1,LZTR1 +expr_MMP11,MMP11 +expr_SLC5A4,SLC5A4 +expr_SLC25A17,SLC25A17 +expr_A4GALT,A4GALT +expr_GTSE1,GTSE1 +expr_NFE2L2,NFE2L2 +expr_TPRA1,TPRA1 +expr_DHX36,DHX36 +expr_PCOLCE2,PCOLCE2 +expr_DRD3,DRD3 +expr_PXYLP1,PXYLP1 +expr_RAB17,RAB17 +expr_MKRN2,MKRN2 +expr_TATDN2,TATDN2 +expr_CPNE9,CPNE9 +expr_ACY1,ACY1 +expr_RTP3,RTP3 +expr_HYAL2,HYAL2 +expr_RBM6,RBM6 +expr_A4GNT,A4GNT +expr_HGFAC,HGFAC +expr_SHROOM3,SHROOM3 +expr_RHOH,RHOH +expr_TMEM175,TMEM175 +expr_NPY2R,NPY2R +expr_AFP,AFP +expr_ODAM,ODAM +expr_CPZ,CPZ +expr_S100P,S100P +expr_GAR1,GAR1 +expr_HPCAL1,HPCAL1 +expr_CCNA2,CCNA2 +expr_ANXA10,ANXA10 +expr_LIN54,LIN54 +expr_UGT2B15,UGT2B15 +expr_ANKHD1-EIF4EBP3,ANKHD1-EIF4EBP3 +expr_KHK,KHK +expr_PCDHB6,PCDHB6 +expr_SMN1,SMN1 +expr_MGAT1,MGAT1 +expr_FASTKD3,FASTKD3 +expr_SAG,SAG +expr_AQPEP,AQPEP +expr_CCNG1,CCNG1 +expr_PITX1,PITX1 +expr_TPPP,TPPP +expr_SPINK13,SPINK13 +expr_SLC34A1,SLC34A1 +expr_POMC,POMC +expr_HAND1,HAND1 +expr_CDX1,CDX1 +expr_RANBP17,RANBP17 +expr_F2RL1,F2RL1 +expr_WNT8A,WNT8A +expr_GSTM2P1,GSTM2P1 +expr_CASP8AP2,CASP8AP2 +expr_OPN5,OPN5 +expr_NQO2,NQO2 +expr_TBC1D22B,TBC1D22B +expr_TAP1,TAP1 +expr_SLCO4A1,SLCO4A1 +expr_HIST1H2AE,HIST1H2AE +expr_SLC17A2,SLC17A2 +expr_HIST1H2BO,HIST1H2BO +expr_OR11A1,OR11A1 +expr_MRPS18B,MRPS18B +expr_LY6G5B,LY6G5B +expr_LSM2,LSM2 +expr_RXRB,RXRB +expr_TAF11,TAF11 +expr_GCM2,GCM2 +expr_PDE7B,PDE7B +expr_ID4,ID4 +expr_KIF25,KIF25 +expr_NRF1,NRF1 +expr_PAXIP1,PAXIP1 +expr_DHX35,DHX35 +expr_AOC1,AOC1 +expr_SH2B2,SH2B2 +expr_ACN9,ACN9 +expr_TARP,TARP +expr_NT5C3A,NT5C3A +expr_FZD9,FZD9 +expr_PMS2P3,PMS2P3 +expr_NPVF,NPVF +expr_RINT1,RINT1 +expr_SEMG2,SEMG2 +expr_MYL7,MYL7 +expr_CLCN1,CLCN1 +expr_OR2A14,OR2A14 +expr_WNT2,WNT2 +expr_TAS2R16,TAS2R16 +expr_PLTP,PLTP +expr_NACAP1,NACAP1 +expr_ARFGEF2,ARFGEF2 +expr_CRISPLD1,CRISPLD1 +expr_GML,GML +expr_SLC35G5,SLC35G5 +expr_EMC2,EMC2 +expr_PTTG3P,PTTG3P +expr_ZNF696,ZNF696 +expr_GSDMC,GSDMC +expr_MAL2,MAL2 +expr_PDGFRL,PDGFRL +expr_DEPTOR,DEPTOR +expr_RLN1,RLN1 +expr_CCIN,CCIN +expr_PIGO,PIGO +expr_XPA,XPA +expr_OSTF1,OSTF1 +expr_UBAC1,UBAC1 +expr_C9orf64,C9orf64 +expr_IFNW1,IFNW1 +expr_EDF1,EDF1 +expr_NOTCH1,NOTCH1 +expr_PPP2R4,PPP2R4 +expr_UBAP2,UBAP2 +expr_FXN,FXN +expr_PRPF4,PRPF4 +expr_ZNF354A,ZNF354A +expr_MPI,MPI +expr_DNAJC7,DNAJC7 +expr_ALOX15B,ALOX15B +expr_RPRD2,RPRD2 +expr_CPXM1,CPXM1 +expr_ALG12,ALG12 +expr_MYLPF,MYLPF +expr_CELF5,CELF5 +expr_ASMTL-AS1,ASMTL-AS1 +expr_TGS1,TGS1 +expr_C2orf54,C2orf54 +expr_ZBBX,ZBBX +expr_RABEP2,RABEP2 +expr_APOO,APOO +expr_INPP5D,INPP5D +expr_KCNG2,KCNG2 +expr_FAM203A,FAM203A +expr_COPG2,COPG2 +expr_PAX1,PAX1 +expr_GKN2,GKN2 +expr_TMEM173,TMEM173 +expr_PIM3,PIM3 +expr_KRT76,KRT76 +expr_INSRR,INSRR +expr_LOC101926935,LOC101926935 +expr_CHRNA9,CHRNA9 +expr_PLAGL2,PLAGL2 +expr_NSUN6,NSUN6 +expr_HAL,HAL +expr_NRG3,NRG3 +expr_NXN,NXN +expr_ATP6V0E2,ATP6V0E2 +expr_RBMXL2,RBMXL2 +expr_TMEM121,TMEM121 +expr_LIPI,LIPI +expr_SLC6A19,SLC6A19 +expr_SCG5,SCG5 +expr_MAGEC2,MAGEC2 +expr_TIMP1,TIMP1 +expr_PQBP1,PQBP1 +expr_TEX13A,TEX13A +expr_ZC4H2,ZC4H2 +expr_DRP2,DRP2 +expr_CD40LG,CD40LG +expr_CXorf21,CXorf21 +expr_SCAF4,SCAF4 +expr_KDM5C,KDM5C +expr_NKAP,NKAP +expr_NLGN3,NLGN3 +expr_AGTR2,AGTR2 +expr_CPXCR1,CPXCR1 +expr_TAZ,TAZ +expr_PNCK,PNCK +expr_F9,F9 +expr_DSCR8,DSCR8 +expr_CALML6,CALML6 +expr_RPL11,RPL11 +expr_RHCE,RHCE +expr_CCDC19,CCDC19 +expr_SPRR3,SPRR3 +expr_MRPS14,MRPS14 +expr_ELTD1,ELTD1 +expr_NPPB,NPPB +expr_CCDC28B,CCDC28B +expr_TMEM54,TMEM54 +expr_SCCPDH,SCCPDH +expr_EVA1B,EVA1B +expr_YRDC,YRDC +expr_EXOSC10,EXOSC10 +expr_KIFAP3,KIFAP3 +expr_UBASH3A,UBASH3A +expr_PHLDA3,PHLDA3 +expr_EXTL1,EXTL1 +expr_MSTO1,MSTO1 +expr_CERS2,CERS2 +expr_GUCA2B,GUCA2B +expr_LEPRE1,LEPRE1 +expr_UROD,UROD +expr_DAP3,DAP3 +expr_VHLL,VHLL +expr_DDX20,DDX20 +expr_SPTA1,SPTA1 +expr_TAF12,TAF12 +expr_NRAS,NRAS +expr_HSD11B1,HSD11B1 +expr_CREB3L4,CREB3L4 +expr_SFN,SFN +expr_CA14,CA14 +expr_FCGR1B,FCGR1B +expr_SDF2L1,SDF2L1 +expr_COA6,COA6 +expr_PMF1,PMF1 +expr_CR1L,CR1L +expr_ATP5C1,ATP5C1 +expr_FAM213A,FAM213A +expr_PRDX3,PRDX3 +expr_OIT3,OIT3 +expr_ZWINT,ZWINT +expr_MN1,MN1 +expr_NRBF2,NRBF2 +expr_SUPV3L1,SUPV3L1 +expr_FAS,FAS +expr_TRUB1,TRUB1 +expr_WDR11,WDR11 +expr_AP1B1,AP1B1 +expr_LRFN4,LRFN4 +expr_FERMT3,FERMT3 +expr_RASGRP2,RASGRP2 +expr_SF3B2,SF3B2 +expr_RIN1,RIN1 +expr_SELM,SELM +expr_ANGPTL5,ANGPTL5 +expr_ZW10,ZW10 +expr_RFPL3,RFPL3 +expr_ZPR1,ZPR1 +expr_TRIM48,TRIM48 +expr_OR4C1P,OR4C1P +expr_TIMM10,TIMM10 +expr_TCN1,TCN1 +expr_FADS3,FADS3 +expr_OR6A2,OR6A2 +expr_IFT27,IFT27 +expr_MOB2,MOB2 +expr_RAG2,RAG2 +expr_NOL12,NOL12 +expr_PGAP2,PGAP2 +expr_P2RY6,P2RY6 +expr_RNF26,RNF26 +expr_PLA2G6,PLA2G6 +expr_TSFM,TSFM +expr_ARHGAP9,ARHGAP9 +expr_ZCCHC8,ZCCHC8 +expr_PAN2,PAN2 +expr_TCTN2,TCTN2 +expr_HCAR3,HCAR3 +expr_GPR182,GPR182 +expr_DDX23,DDX23 +expr_AAAS,AAAS +expr_HOXC13,HOXC13 +expr_LACRT,LACRT +expr_OAS1,OAS1 +expr_KRT75,KRT75 +expr_SELPLG,SELPLG +expr_DCN,DCN +expr_KCNJ8,KCNJ8 +expr_TAS2R10,TAS2R10 +expr_PDE6H,PDE6H +expr_RERGL,RERGL +expr_LPCAT3,LPCAT3 +expr_USP5,USP5 +expr_RAD52,RAD52 +expr_FAM216A,FAM216A +expr_RACGAP1P,RACGAP1P +expr_EID3,EID3 +expr_DDX47,DDX47 +expr_GALNT8,GALNT8 +expr_SPRYD3,SPRYD3 +expr_PHF11,PHF11 +expr_TGDS,TGDS +expr_POMP,POMP +expr_NBEA,NBEA +expr_SPACA7,SPACA7 +expr_SLITRK6,SLITRK6 +expr_GLRX5,GLRX5 +expr_PSME2,PSME2 +expr_HAUS4,HAUS4 +expr_TUBGCP6,TUBGCP6 +expr_RAB2B,RAB2B +expr_RNASE11,RNASE11 +expr_PELI2,PELI2 +expr_MGAT2,MGAT2 +expr_COQ6,COQ6 +expr_EBLN2,EBLN2 +expr_TGM1,TGM1 +expr_WARS,WARS +expr_FBN1,FBN1 +expr_DUOXA2,DUOXA2 +expr_DIS3L,DIS3L +expr_STRA6,STRA6 +expr_KLHL25,KLHL25 +expr_SMAD6,SMAD6 +expr_GABARAPL3,GABARAPL3 +expr_HDDC3,HDDC3 +expr_TMCO5A,TMCO5A +expr_SLC12A6,SLC12A6 +expr_PMS2CL,PMS2CL +expr_CIB2,CIB2 +expr_FSD2,FSD2 +expr_ITPKA,ITPKA +expr_ZFYVE19,ZFYVE19 +expr_CCDC102A,CCDC102A +expr_NECAB2,NECAB2 +expr_PRRT2,PRRT2 +expr_ZDHHC1,ZDHHC1 +expr_TSC2,TSC2 +expr_ITFG3,ITFG3 +expr_CPB1,CPB1 +expr_KNOP1,KNOP1 +expr_SBK1,SBK1 +expr_CACNG3,CACNG3 +expr_MT1M,MT1M +expr_ZNF267,ZNF267 +expr_ZNF668,ZNF668 +expr_DNASE1,DNASE1 +expr_ACSM2B,ACSM2B +expr_ITGB4,ITGB4 +expr_NAT9,NAT9 +expr_NT5C,NT5C +expr_GSDMB,GSDMB +expr_SMARCD2,SMARCD2 +expr_HS3ST3A1,HS3ST3A1 +expr_MYH4,MYH4 +expr_FNDC8,FNDC8 +expr_VPS25,VPS25 +expr_KAT2A,KAT2A +expr_CCL11,CCL11 +expr_SGCA,SGCA +expr_EVI2B,EVI2B +expr_PIGS,PIGS +expr_SLC13A5,SLC13A5 +expr_LXN,LXN +expr_PITPNM3,PITPNM3 +expr_CDC27,CDC27 +expr_ACLY,ACLY +expr_KRT19,KRT19 +expr_SIRT7,SIRT7 +expr_FAM106A,FAM106A +expr_KRTAP4-7,KRTAP4-7 +expr_KRT20,KRT20 +expr_KRTAP17-1,KRTAP17-1 +expr_ANO10,ANO10 +expr_RGS9,RGS9 +expr_CETN1,CETN1 +expr_ZNF772,ZNF772 +expr_TMEM145,TMEM145 +expr_OLFM2,OLFM2 +expr_PIN1,PIN1 +expr_IL11,IL11 +expr_BCKDHA,BCKDHA +expr_CPAMD8,CPAMD8 +expr_SPATA16,SPATA16 +expr_SNAPC2,SNAPC2 +expr_PKN1,PKN1 +expr_ZNF443,ZNF443 +expr_CALR,CALR +expr_DOCK6,DOCK6 +expr_JOSD2,JOSD2 +expr_RCN3,RCN3 +expr_PRRG2,PRRG2 +expr_DHDH,DHDH +expr_KPTN,KPTN +expr_STRN4,STRN4 +expr_ZNF461,ZNF461 +expr_ZNF583,ZNF583 +expr_TNNI3,TNNI3 +expr_IRGC,IRGC +expr_APBA3,APBA3 +expr_LPPR3,LPPR3 +expr_MAP1S,MAP1S +expr_C19orf60,C19orf60 +expr_ZNF792,ZNF792 +expr_GAPDHS,GAPDHS +expr_CAPNS1,CAPNS1 +expr_COX7A1,COX7A1 +expr_PGLYRP2,PGLYRP2 +expr_ZNF85,ZNF85 +expr_LMCD1,LMCD1 +expr_LMNB2,LMNB2 +expr_RAB11B,RAB11B +expr_BARD1,BARD1 +expr_TMEM37,TMEM37 +expr_UXS1,UXS1 +expr_GALNT14,GALNT14 +expr_CXCR1,CXCR1 +expr_G6PC2,G6PC2 +expr_KLF7,KLF7 +expr_ATP1B3,ATP1B3 +expr_RRP9,RRP9 +expr_PCGF1,PCGF1 +expr_WDR54,WDR54 +expr_ATIC,ATIC +expr_TMSB10,TMSB10 +expr_PSD4,PSD4 +expr_IFIH1,IFIH1 +expr_CNGA3,CNGA3 +expr_SEMA3G,SEMA3G +expr_SPR,SPR +expr_ITIH3,ITIH3 +expr_GPR75,GPR75 +expr_CCDC104,CCDC104 +expr_SRMS,SRMS +expr_CTNNBL1,CTNNBL1 +expr_WFDC12,WFDC12 +expr_DPM1,DPM1 +expr_ANGPT4,ANGPT4 +expr_ITPA,ITPA +expr_LINC00652,LINC00652 +expr_CST7,CST7 +expr_TPX2,TPX2 +expr_NECAB3,NECAB3 +expr_CHODL,CHODL +expr_TMEM115,TMEM115 +expr_DNAJC28,DNAJC28 +expr_PSMG1,PSMG1 +expr_PRODH,PRODH +expr_SMARCB1,SMARCB1 +expr_MYO18B,MYO18B +expr_DRG1,DRG1 +expr_TXN2,TXN2 +expr_EIF1B,EIF1B +expr_SSTR3,SSTR3 +expr_MICALL1,MICALL1 +expr_ARFGAP3,ARFGAP3 +expr_MIOX,MIOX +expr_CCR8,CCR8 +expr_GABRR3,GABRR3 +expr_MLH1,MLH1 +expr_ACKR4,ACKR4 +expr_PLSCR1,PLSCR1 +expr_SIAH2,SIAH2 +expr_FAM198A,FAM198A +expr_LEPREL1,LEPREL1 +expr_SUMF1,SUMF1 +expr_ABHD14A,ABHD14A +expr_CCDC51,CCDC51 +expr_PARP9,PARP9 +expr_GPR15,GPR15 +expr_RPL4,RPL4 +expr_DBR1,DBR1 +expr_NDUFB4,NDUFB4 +expr_CLEC3B,CLEC3B +expr_CCNI,CCNI +expr_FAT1,FAT1 +expr_AFM,AFM +expr_UBE2E1,UBE2E1 +expr_GPR78,GPR78 +expr_PRKG2,PRKG2 +expr_BLOC1S4,BLOC1S4 +expr_SEC24B,SEC24B +expr_NPY1R,NPY1R +expr_ANXA5,ANXA5 +expr_CLDN22,CLDN22 +expr_THAP9,THAP9 +expr_ZNF717,ZNF717 +expr_AGPAT9,AGPAT9 +expr_DHX15,DHX15 +expr_SLC35A4,SLC35A4 +expr_PCDHB5,PCDHB5 +expr_ZFP62,ZFP62 +expr_GLRX,GLRX +expr_AP3S1,AP3S1 +expr_SOX30,SOX30 +expr_RARS,RARS +expr_HMMR,HMMR +expr_H2AFY,H2AFY +expr_MATR3,MATR3 +expr_PPAP2A,PPAP2A +expr_CD74,CD74 +expr_SLC36A2,SLC36A2 +expr_TMED9,TMED9 +expr_TARS,TARS +expr_CHD1,CHD1 +expr_TLX3,TLX3 +expr_CDC25C,CDC25C +expr_ROS1,ROS1 +expr_SMOC2,SMOC2 +expr_ENPP4,ENPP4 +expr_CENPQ,CENPQ +expr_MAGEF1,MAGEF1 +expr_AGPAT4-IT1,AGPAT4-IT1 +expr_PHF3,PHF3 +expr_APOBEC2,APOBEC2 +expr_POLR1C,POLR1C +expr_HIST1H3E,HIST1H3E +expr_OR2B6,OR2B6 +expr_C4orf6,C4orf6 +expr_HIST1H4L,HIST1H4L +expr_OR10R2,OR10R2 +expr_LY6G6F,LY6G6F +expr_HSPA1L,HSPA1L +expr_FKBPL,FKBPL +expr_SLC39A7,SLC39A7 +expr_VPS52,VPS52 +expr_GRM4,GRM4 +expr_TCP11,TCP11 +expr_NMBR,NMBR +expr_ADGB,ADGB +expr_FAM46A,FAM46A +expr_CD83,CD83 +expr_LY86,LY86 +expr_LAMA2,LAMA2 +expr_TAAR2,TAAR2 +expr_NOA1,NOA1 +expr_REPS1,REPS1 +expr_AIM1,AIM1 +expr_SMO,SMO +expr_BPGM,BPGM +expr_NOS3,NOS3 +expr_FBXO24,FBXO24 +expr_ZCWPW1,ZCWPW1 +expr_STARD3NL,STARD3NL +expr_INMT,INMT +expr_HOXA7,HOXA7 +expr_AGA,AGA +expr_AIMP2,AIMP2 +expr_SLBP,SLBP +expr_IL6,IL6 +expr_SP4,SP4 +expr_RBM48,RBM48 +expr_POLD2,POLD2 +expr_BLVRA,BLVRA +expr_TRPV6,TRPV6 +expr_ASZ1,ASZ1 +expr_SEC61G,SEC61G +expr_FDFT1,FDFT1 +expr_PI15,PI15 +expr_WDYHV1,WDYHV1 +expr_COPS5,COPS5 +expr_CXCL1,CXCL1 +expr_DEFB1,DEFB1 +expr_RHPN1-AS1,RHPN1-AS1 +expr_EFR3A,EFR3A +expr_RECQL4,RECQL4 +expr_FANCG,FANCG +expr_TMEM206,TMEM206 +expr_IFNA6,IFNA6 +expr_IFNB1,IFNB1 +expr_LCN15,LCN15 +expr_MAMDC4,MAMDC4 +expr_BAAT,BAAT +expr_PBX3,PBX3 +expr_STAP1,STAP1 +expr_C5,C5 +expr_SPINK4,SPINK4 +expr_NTMT1,NTMT1 +expr_SNAPC3,SNAPC3 +expr_PRKACG,PRKACG +expr_SH2D3C,SH2D3C +expr_LGI2,LGI2 +expr_ERAL1,ERAL1 +expr_SLC25A20,SLC25A20 +expr_GMDS,GMDS +expr_IL12RB2,IL12RB2 +expr_IL1A,IL1A +expr_BEGAIN,BEGAIN +expr_MRPS22,MRPS22 +expr_MFSD7,MFSD7 +expr_AVPR1B,AVPR1B +expr_AFAP1,AFAP1 +expr_ATP2A1,ATP2A1 +expr_ADAM18,ADAM18 +expr_AIFM1,AIFM1 +expr_SNX4,SNX4 +expr_ACBD7,ACBD7 +expr_ECSCR,ECSCR +expr_SDPR,SDPR +expr_GPIHBP1,GPIHBP1 +expr_IFITM1,IFITM1 +expr_USP44,USP44 +expr_GDF3,GDF3 +expr_ARHGAP36,ARHGAP36 +expr_CCR4,CCR4 +expr_RGS20,RGS20 +expr_SPP1,SPP1 +expr_TACO1,TACO1 +expr_TTC25,TTC25 +expr_NDST3,NDST3 +expr_NCKAP1,NCKAP1 +expr_BST1,BST1 +expr_TRAPPC9,TRAPPC9 +expr_HCLS1,HCLS1 +expr_RUFY1,RUFY1 +expr_CETN2,CETN2 +expr_SPANXD,SPANXD +expr_ARAF,ARAF +expr_CITED1,CITED1 +expr_MUM1L1,MUM1L1 +expr_TRMT2B,TRMT2B +expr_NDP,NDP +expr_NR0B1,NR0B1 +expr_TEX13B,TEX13B +expr_TRAPPC2,TRAPPC2 +expr_RHOXF2B,RHOXF2B +expr_MED12,MED12 +expr_RRAGB,RRAGB +expr_ARMCX2,ARMCX2 +expr_LAGE3,LAGE3 +expr_IRAK1,IRAK1 +expr_TCEAL1,TCEAL1 +expr_LRCH2,LRCH2 +expr_MOSPD1,MOSPD1 +expr_TLR8,TLR8 +expr_TGIF2LY,TGIF2LY +expr_CSPG4P1Y,CSPG4P1Y +expr_HDAC3,HDAC3 +expr_PCDHB10,PCDHB10 +expr_S100A12,S100A12 +expr_PDZD2,PDZD2 +expr_LPHN2,LPHN2 +expr_NPPA,NPPA +expr_MSH4,MSH4 +expr_MMP23B,MMP23B +expr_ZNF713,ZNF713 +expr_RAD54L,RAD54L +expr_BTNL8,BTNL8 +expr_IQCC,IQCC +expr_HCRTR1,HCRTR1 +expr_STK40,STK40 +expr_NSUN2,NSUN2 +expr_LINC00339,LINC00339 +expr_GBP5,GBP5 +expr_ADORA1,ADORA1 +expr_NOS1AP,NOS1AP +expr_LINC00626,LINC00626 +expr_TADA1,TADA1 +expr_NUF2,NUF2 +expr_WARS2,WARS2 +expr_OPN3,OPN3 +expr_C1orf50,C1orf50 +expr_KDM4A,KDM4A +expr_HPDL,HPDL +expr_CD53,CD53 +expr_SNHG12,SNHG12 +expr_G0S2,G0S2 +expr_NUDC,NUDC +expr_TAF1A,TAF1A +expr_C1orf158,C1orf158 +expr_COL24A1,COL24A1 +expr_DEDD,DEDD +expr_PARK7,PARK7 +expr_HTR6,HTR6 +expr_C1orf54,C1orf54 +expr_SLC25A24,SLC25A24 +expr_IRF6,IRF6 +expr_GJA9,GJA9 +expr_IARS2,IARS2 +expr_MROH9,MROH9 +expr_SDC3,SDC3 +expr_LIN28A,LIN28A +expr_URB2,URB2 +expr_KCNH1,KCNH1 +expr_ZNF670,ZNF670 +expr_GAD2,GAD2 +expr_TIMD4,TIMD4 +expr_DCLRE1A,DCLRE1A +expr_GATA3,GATA3 +expr_DYDC2,DYDC2 +expr_KIF20B,KIF20B +expr_VPS26A,VPS26A +expr_RBP4,RBP4 +expr_ARHGAP22,ARHGAP22 +expr_HNRNPF,HNRNPF +expr_HRH2,HRH2 +expr_IFITM10,IFITM10 +expr_TCIRG1,TCIRG1 +expr_NDUFS3,NDUFS3 +expr_SMCO4,SMCO4 +expr_NUDT22,NUDT22 +expr_BRMS1,BRMS1 +expr_PKNOX2,PKNOX2 +expr_IL12B,IL12B +expr_APOA5,APOA5 +expr_HYOU1,HYOU1 +expr_OR4D5,OR4D5 +expr_OR8H1,OR8H1 +expr_UBE2L6,UBE2L6 +expr_OR5A1,OR5A1 +expr_MS4A4A,MS4A4A +expr_ZCCHC10,ZCCHC10 +expr_SLC15A3,SLC15A3 +expr_MYRF,MYRF +expr_RAB3IL1,RAB3IL1 +expr_TCF7,TCF7 +expr_TSG101,TSG101 +expr_OR10A4,OR10A4 +expr_PSMD13,PSMD13 +expr_CLPB,CLPB +expr_PAK1,PAK1 +expr_SERPINH1,SERPINH1 +expr_IL23A,IL23A +expr_STAT2,STAT2 +expr_PSMB4,PSMB4 +expr_GDF11,GDF11 +expr_RILPL2,RILPL2 +expr_TSPAN11,TSPAN11 +expr_DCD,DCD +expr_RPH3A,RPH3A +expr_KRT6B,KRT6B +expr_TMEM119,TMEM119 +expr_PRR4,PRR4 +expr_GUCY2C,GUCY2C +expr_PIK3C2G,PIK3C2G +expr_GNB3,GNB3 +expr_CD9,CD9 +expr_SYCP3,SYCP3 +expr_SLC6A12,SLC6A12 +expr_SPARC,SPARC +expr_MYF6,MYF6 +expr_CERS5,CERS5 +expr_ITGB7,ITGB7 +expr_TESC,TESC +expr_BNIP1,BNIP1 +expr_NDUFA12,NDUFA12 +expr_MICU2,MICU2 +expr_NALCN,NALCN +expr_CDX2,CDX2 +expr_N4BP2L1,N4BP2L1 +expr_UCHL3,UCHL3 +expr_MOK,MOK +expr_ASPG,ASPG +expr_GALNT16,GALNT16 +expr_VRK1,VRK1 +expr_NUP155,NUP155 +expr_BAZ1A,BAZ1A +expr_ADSSL1,ADSSL1 +expr_NGDN,NGDN +expr_CCNB1IP1,CCNB1IP1 +expr_SIX1,SIX1 +expr_TIMM9,TIMM9 +expr_TMX1,TMX1 +expr_CCDC176,CCDC176 +expr_PGF,PGF +expr_TINF2,TINF2 +expr_CATSPERB,CATSPERB +expr_SNRPN,SNRPN +expr_SPPL2A,SPPL2A +expr_MYEF2,MYEF2 +expr_TM6SF1,TM6SF1 +expr_RNF111,RNF111 +expr_PIGB,PIGB +expr_C15orf41,C15orf41 +expr_HAPLN1,HAPLN1 +expr_AP3B2,AP3B2 +expr_ZNF106,ZNF106 +expr_CETN3,CETN3 +expr_GCHFR,GCHFR +expr_DENND4B,DENND4B +expr_OSGIN1,OSGIN1 +expr_FAM96B,FAM96B +expr_NAE1,NAE1 +expr_MSLN,MSLN +expr_SSTR5,SSTR5 +expr_TMEM219,TMEM219 +expr_C5orf22,C5orf22 +expr_KREMEN2,KREMEN2 +expr_ZNF821,ZNF821 +expr_PRSS53,PRSS53 +expr_CLUAP1,CLUAP1 +expr_CRYM,CRYM +expr_GALR2,GALR2 +expr_SRSF2,SRSF2 +expr_RPL19,RPL19 +expr_OR4D2,OR4D2 +expr_FN3KRP,FN3KRP +expr_KDM3B,KDM3B +expr_ZPBP2,ZPBP2 +expr_TMEM88,TMEM88 +expr_SLC47A2,SLC47A2 +expr_OGFRL1,OGFRL1 +expr_MYH8,MYH8 +expr_HEATR6,HEATR6 +expr_C1QL1,C1QL1 +expr_TUBG2,TUBG2 +expr_CCL7,CCL7 +expr_FAM117A,FAM117A +expr_LHX1,LHX1 +expr_EVI2A,EVI2A +expr_VTN,VTN +expr_ALDOC,ALDOC +expr_MYO18A,MYO18A +expr_EMC6,EMC6 +expr_MIS12,MIS12 +expr_MYBBP1A,MYBBP1A +expr_CTC1,CTC1 +expr_KRT35,KRT35 +expr_KRT23,KRT23 +expr_KRT33A,KRT33A +expr_GLOD4,GLOD4 +expr_FAM26F,FAM26F +expr_CD226,CD226 +expr_MEP1B,MEP1B +expr_THOC1,THOC1 +expr_C18orf8,C18orf8 +expr_ZSCAN30,ZSCAN30 +expr_ZNF350,ZNF350 +expr_ZIM2,ZIM2 +expr_VN1R1,VN1R1 +expr_CAPN11,CAPN11 +expr_AP1M2,AP1M2 +expr_UBL5,UBL5 +expr_CEACAM21,CEACAM21 +expr_DENND1C,DENND1C +expr_DDX39A,DDX39A +expr_C19orf53,C19orf53 +expr_FARSA,FARSA +expr_KLK14,KLK14 +expr_FLT3LG,FLT3LG +expr_SLC17A7,SLC17A7 +expr_HSD17B14,HSD17B14 +expr_NUCB1,NUCB1 +expr_CA11,CA11 +expr_PRKD2,PRKD2 +expr_SYMPK,SYMPK +expr_ZNF787,ZNF787 +expr_CNTD2,CNTD2 +expr_AMH,AMH +expr_B3GNT3,B3GNT3 +expr_TTLL2,TTLL2 +expr_SCN1B,SCN1B +expr_TMEM147,TMEM147 +expr_RASAL3,RASAL3 +expr_LILRA3,LILRA3 +expr_ZNF570,ZNF570 +expr_DBI,DBI +expr_LCT,LCT +expr_ACVR1,ACVR1 +expr_EHD3,EHD3 +expr_LYPD6B,LYPD6B +expr_NOSTRIN,NOSTRIN +expr_CAB39,CAB39 +expr_C2orf42,C2orf42 +expr_LBX2,LBX2 +expr_CHN1,CHN1 +expr_IL1B,IL1B +expr_SUCLG1,SUCLG1 +expr_FABP1,FABP1 +expr_GNMT,GNMT +expr_MGC16025,MGC16025 +expr_ALPP,ALPP +expr_APOB,APOB +expr_FKBP7,FKBP7 +expr_PSME4,PSME4 +expr_HADHB,HADHB +expr_COPS7B,COPS7B +expr_HIST1H1E,HIST1H1E +expr_BIRC7,BIRC7 +expr_TGIF2,TGIF2 +expr_VSTM2L,VSTM2L +expr_EMILIN3,EMILIN3 +expr_OSER1,OSER1 +expr_BTN1A1,BTN1A1 +expr_PCSK2,PCSK2 +expr_CST8,CST8 +expr_MYLK2,MYLK2 +expr_BPIFB4,BPIFB4 +expr_E2F1,E2F1 +expr_PROCR,PROCR +expr_FER1L4,FER1L4 +expr_TAF4,TAF4 +expr_N6AMT1,N6AMT1 +expr_WRB,WRB +expr_HIST1H2BL,HIST1H2BL +expr_LOC400891,LOC400891 +expr_TOP3B,TOP3B +expr_SYN3,SYN3 +expr_TOMM22,TOMM22 +expr_TAB1,TAB1 +expr_WDR48,WDR48 +expr_THRB,THRB +expr_DCLK3,DCLK3 +expr_CHST13,CHST13 +expr_RBP2,RBP2 +expr_PLSCR2,PLSCR2 +expr_TIGIT,TIGIT +expr_NRM,NRM +expr_KRBOX1,KRBOX1 +expr_AADAC,AADAC +expr_PRRT3,PRRT3 +expr_IRAK2,IRAK2 +expr_PHF7,PHF7 +expr_SYNPR,SYNPR +expr_PLCD1,PLCD1 +expr_SRPRB,SRPRB +expr_DIRC2,DIRC2 +expr_TAGLN3,TAGLN3 +expr_FYTTD1,FYTTD1 +expr_LY6G6C,LY6G6C +expr_TMEM41A,TMEM41A +expr_BTLA,BTLA +expr_KIF15,KIF15 +expr_TDO2,TDO2 +expr_PDHA2,PDHA2 +expr_BMP3,BMP3 +expr_EXOSC9,EXOSC9 +expr_CORIN,CORIN +expr_ADH1C,ADH1C +expr_ZBTB9,ZBTB9 +expr_TMPRSS11B,TMPRSS11B +expr_MRPS18C,MRPS18C +expr_RGS7BP,RGS7BP +expr_TAF7,TAF7 +expr_PCDHB4,PCDHB4 +expr_LOC57399,LOC57399 +expr_ZNF76,ZNF76 +expr_SQSTM1,SQSTM1 +expr_CLPS,CLPS +expr_DHX29,DHX29 +expr_FAT2,FAT2 +expr_ISL1,ISL1 +expr_PDE6A,PDE6A +expr_C5orf15,C5orf15 +expr_LMBRD1,LMBRD1 +expr_WISP3,WISP3 +expr_GPRC6A,GPRC6A +expr_COX7A2,COX7A2 +expr_FRMD1,FRMD1 +expr_TJAP1,TJAP1 +expr_HIST1H2AH,HIST1H2AH +expr_UBD,UBD +expr_ISG15,ISG15 +expr_HSD17B8,HSD17B8 +expr_POU3F2,POU3F2 +expr_ELOVL4,ELOVL4 +expr_NOX3,NOX3 +expr_RPS12,RPS12 +expr_SMPD2,SMPD2 +expr_ABCB8,ABCB8 +expr_ZAN,ZAN +expr_GNB2,GNB2 +expr_PPP1R35,PPP1R35 +expr_HOXA6,HOXA6 +expr_CACNA2D1,CACNA2D1 +expr_FAM50B,FAM50B +expr_DFNA5,DFNA5 +expr_PEG10,PEG10 +expr_ABCB1,ABCB1 +expr_RAET1E,RAET1E +expr_PRSS58,PRSS58 +expr_C7orf55,C7orf55 +expr_NPTX2,NPTX2 +expr_GBAS,GBAS +expr_TAAR8,TAAR8 +expr_LINC00208,LINC00208 +expr_IFNGR1,IFNGR1 +expr_PLAT,PLAT +expr_TRMT12,TRMT12 +expr_ARFGEF1,ARFGEF1 +expr_FOXH1,FOXH1 +expr_LAMC3,LAMC3 +expr_OGN,OGN +expr_LURAP1L,LURAP1L +expr_INSL6,INSL6 +expr_ALDH1A1,ALDH1A1 +expr_TDP2,TDP2 +expr_CDK5RAP2,CDK5RAP2 +expr_GAS1,GAS1 +expr_ABHD17B,ABHD17B +expr_LCN6,LCN6 +expr_ZBTB6,ZBTB6 +expr_OR1L4,OR1L4 +expr_ENDOG,ENDOG +expr_HCRTR2,HCRTR2 +expr_CERCAM,CERCAM +expr_ENG,ENG +expr_MRPL18,MRPL18 +expr_PEPD,PEPD +expr_SEP15,SEP15 +expr_ARNT2,ARNT2 +expr_ALOX12B,ALOX12B +expr_MORC1,MORC1 +expr_ING2,ING2 +expr_CYTH1,CYTH1 +expr_ALX1,ALX1 +expr_C7orf49,C7orf49 +expr_POMK,POMK +expr_MAOA,MAOA +expr_KDM2A,KDM2A +expr_ZNF672,ZNF672 +expr_NET1,NET1 +expr_SYAP1,SYAP1 +expr_CDK5,CDK5 +expr_PABPC5,PABPC5 +expr_NTM,NTM +expr_IL1RAPL1,IL1RAPL1 +expr_CDH18,CDH18 +expr_IQCB1,IQCB1 +expr_OTP,OTP +expr_PVRIG,PVRIG +expr_HMX1,HMX1 +expr_SIGIRR,SIGIRR +expr_SSX5,SSX5 +expr_XLOC_006349,XLOC_006349 +expr_FSCN2,FSCN2 +expr_TOMM40L,TOMM40L +expr_KCTD21,KCTD21 +expr_MZB1,MZB1 +expr_TNFRSF13B,TNFRSF13B +expr_THAP4,THAP4 +expr_MRPL1,MRPL1 +expr_ZNF157,ZNF157 +expr_SLC38A5,SLC38A5 +expr_TFE3,TFE3 +expr_MTMR8,MTMR8 +expr_IRS4,IRS4 +expr_ZRSR2,ZRSR2 +expr_RHOXF1,RHOXF1 +expr_TCEAL2,TCEAL2 +expr_DNASE1L1,DNASE1L1 +expr_EMD,EMD +expr_TMEM187,TMEM187 +expr_ARMCX5,ARMCX5 +expr_PLP1,PLP1 +expr_IL13RA2,IL13RA2 +expr_CD24,CD24 +expr_SRY,SRY +expr_DAGLB,DAGLB +expr_IGSF9,IGSF9 +expr_CDKN2C,CDKN2C +expr_GPR52,GPR52 +expr_EIF3I,EIF3I +expr_ADCK3,ADCK3 +expr_RHBDD2,RHBDD2 +expr_SOX13,SOX13 +expr_SRCRB4D,SRCRB4D +expr_FCGR2A,FCGR2A +expr_METTL18,METTL18 +expr_CREG1,CREG1 +expr_CACNA1S,CACNA1S +expr_GNPAT,GNPAT +expr_CD52,CD52 +expr_TMEM53,TMEM53 +expr_C1orf85,C1orf85 +expr_TLR5,TLR5 +expr_BMP8A,BMP8A +expr_ALX3,ALX3 +expr_OR6Y1,OR6Y1 +expr_LAMB3,LAMB3 +expr_KLHDC9,KLHDC9 +expr_RPA2,RPA2 +expr_MRPS21,MRPS21 +expr_SLC44A3,SLC44A3 +expr_PSMA5,PSMA5 +expr_LYPLAL1,LYPLAL1 +expr_SLC30A10,SLC30A10 +expr_LRRC4,LRRC4 +expr_PIGC,PIGC +expr_HFE2,HFE2 +expr_ZNF669,ZNF669 +expr_GPER1,GPER1 +expr_KIF5B,KIF5B +expr_MYO3A,MYO3A +expr_PLAC9,PLAC9 +expr_CH25H,CH25H +expr_FRRS1,FRRS1 +expr_C7orf63,C7orf63 +expr_ARMC3,ARMC3 +expr_EIF3A,EIF3A +expr_CALY,CALY +expr_ANXA7,ANXA7 +expr_NKX6-2,NKX6-2 +expr_DMBT1,DMBT1 +expr_DMTF1,DMTF1 +expr_FRMPD2,FRMPD2 +expr_ZNF239,ZNF239 +expr_NDUFS8,NDUFS8 +expr_RAPSN,RAPSN +expr_PEX16,PEX16 +expr_MACROD1,MACROD1 +expr_KCNK7,KCNK7 +expr_SART1,SART1 +expr_B3GNT1,B3GNT1 +expr_SLC37A2,SLC37A2 +expr_ADAMTS8,ADAMTS8 +expr_CARD18,CARD18 +expr_HTR3B,HTR3B +expr_PIP,PIP +expr_SORL1,SORL1 +expr_PANX3,PANX3 +expr_OR5T2,OR5T2 +expr_LPXN,LPXN +expr_OR2F1,OR2F1 +expr_SAA4,SAA4 +expr_MRPL17,MRPL17 +expr_TRPM5,TRPM5 +expr_LMO1,LMO1 +expr_COMMD9,COMMD9 +expr_NAT10,NAT10 +expr_RRM1,RRM1 +expr_ART1,ART1 +expr_ATP6V0A2,ATP6V0A2 +expr_AASS,AASS +expr_IFITM3,IFITM3 +expr_BTG1,BTG1 +expr_ANP32D,ANP32D +expr_YEATS4,YEATS4 +expr_TARBP2,TARBP2 +expr_PTPN12,PTPN12 +expr_RITA1,RITA1 +expr_KRT6A,KRT6A +expr_EPYC,EPYC +expr_MFAP5,MFAP5 +expr_PLBD1,PLBD1 +expr_CAPZA3,CAPZA3 +expr_IFFO1,IFFO1 +expr_LEPREL2,LEPREL2 +expr_ACACB,ACACB +expr_UNC119B,UNC119B +expr_MYF5,MYF5 +expr_CD69,CD69 +expr_DYRK4,DYRK4 +expr_KCNH3,KCNH3 +expr_PMS2L2,PMS2L2 +expr_ATP12A,ATP12A +expr_FGF14,FGF14 +expr_LHFP,LHFP +expr_CDC16,CDC16 +expr_TBC1D4,TBC1D4 +expr_CINP,CINP +expr_GPHN,GPHN +expr_SERPINA12,SERPINA12 +expr_GEMIN2,GEMIN2 +expr_FABP4,FABP4 +expr_PPP2R3C,PPP2R3C +expr_EMC9,EMC9 +expr_RPGRIP1,RPGRIP1 +expr_HSPA2,HSPA2 +expr_SLC38A6,SLC38A6 +expr_DLGAP5,DLGAP5 +expr_EPHX2,EPHX2 +expr_FERMT2,FERMT2 +expr_ATL1,ATL1 +expr_NUMB,NUMB +expr_TC2N,TC2N +expr_NPAP1,NPAP1 +expr_INTS9,INTS9 +expr_MESDC2,MESDC2 +expr_LIPC,LIPC +expr_UNC13C,UNC13C +expr_ARID3B,ARID3B +expr_ANPEP,ANPEP +expr_C15orf27,C15orf27 +expr_EMC7,EMC7 +expr_CHRNA5,CHRNA5 +expr_IKBKE,IKBKE +expr_RAD51,RAD51 +expr_TSR3,TSR3 +expr_PLA2G10,PLA2G10 +expr_PRSS54,PRSS54 +expr_MVP,MVP +expr_DUS2,DUS2 +expr_GAN,GAN +expr_ZNF423,ZNF423 +expr_NTHL1,NTHL1 +expr_SYNGR3,SYNGR3 +expr_COX6C,COX6C +expr_CLUHP3,CLUHP3 +expr_SEPT12,SEPT12 +expr_NAA60,NAA60 +expr_CFDP1,CFDP1 +expr_ZP2,ZP2 +expr_CDK3,CDK3 +expr_LASP1,LASP1 +expr_EPX,EPX +expr_COPS3,COPS3 +expr_FN3K,FN3K +expr_CYB5D1,CYB5D1 +expr_SERPINF2,SERPINF2 +expr_CACNG1,CACNG1 +expr_EPN2,EPN2 +expr_MYH13,MYH13 +expr_SNX11,SNX11 +expr_ADRA1A,ADRA1A +expr_ABCA10,ABCA10 +expr_SLC35B1,SLC35B1 +expr_SPAG5,SPAG5 +expr_KIAA0753,KIAA0753 +expr_ZMYND15,ZMYND15 +expr_WNT9B,WNT9B +expr_KRT32,KRT32 +expr_IL7,IL7 +expr_CBX4,CBX4 +expr_KRTAP9-2,KRTAP9-2 +expr_KRTAP3-3,KRTAP3-3 +expr_KRT33B,KRT33B +expr_RAX,RAX +expr_ACAA2,ACAA2 +expr_STAR,STAR +expr_TMEM241,TMEM241 +expr_ZNF415,ZNF415 +expr_TRIM28,TRIM28 +expr_RTN2,RTN2 +expr_GEMIN7,GEMIN7 +expr_ZNF180,ZNF180 +expr_ZNF574,ZNF574 +expr_CDKN2D,CDKN2D +expr_BRSK1,BRSK1 +expr_GPR108,GPR108 +expr_BIRC8,BIRC8 +expr_DNAJB1,DNAJB1 +expr_ZNF799,ZNF799 +expr_GCDH,GCDH +expr_TMEM205,TMEM205 +expr_NAPSB,NAPSB +expr_PIH1D1,PIH1D1 +expr_PPP1R15A,PPP1R15A +expr_DEFB104B,DEFB104B +expr_IRF2BP1,IRF2BP1 +expr_ZSCAN5A,ZSCAN5A +expr_DYRK1B,DYRK1B +expr_ZNF221,ZNF221 +expr_ZNF404,ZNF404 +expr_SF3A2,SF3A2 +expr_NRTN,NRTN +expr_ZC3H3,ZC3H3 +expr_BEND5,BEND5 +expr_CASP14,CASP14 +expr_PBX4,PBX4 +expr_RBM42,RBM42 +expr_KRTDAP,KRTDAP +expr_LSM7,LSM7 +expr_SARS2,SARS2 +expr_LILRA4,LILRA4 +expr_REEP6,REEP6 +expr_OCEL1,OCEL1 +expr_POP4,POP4 +expr_ZNF540,ZNF540 +expr_RB1CC1,RB1CC1 +expr_WDPCP,WDPCP +expr_ABCG8,ABCG8 +expr_MRPL44,MRPL44 +expr_CYTIP,CYTIP +expr_LAPTM4A,LAPTM4A +expr_DES,DES +expr_PTPRN,PTPRN +expr_REG1A,REG1A +expr_METAP1D,METAP1D +expr_RDH14,RDH14 +expr_IL36B,IL36B +expr_NEU2,NEU2 +expr_OTOS,OTOS +expr_ASNSD1,ASNSD1 +expr_SMYD5,SMYD5 +expr_PRKRA,PRKRA +expr_EPCAM,EPCAM +expr_CD28,CD28 +expr_PREB,PREB +expr_PECR,PECR +expr_ZNF334,ZNF334 +expr_CASS4,CASS4 +expr_VAPB,VAPB +expr_RAD21L1,RAD21L1 +expr_HSPA12B,HSPA12B +expr_THBD,THBD +expr_CCM2L,CCM2L +expr_PXMP4,PXMP4 +expr_MMP24,MMP24 +expr_RWDD2B,RWDD2B +expr_C21orf59,C21orf59 +expr_CLDN14,CLDN14 +expr_RCL1,RCL1 +expr_SH3BGR,SH3BGR +expr_FTCD,FTCD +expr_RANBP1,RANBP1 +expr_MIF,MIF +expr_POM121L9P,POM121L9P +expr_DEPDC5,DEPDC5 +expr_LARGE,LARGE +expr_PICK1,PICK1 +expr_TNFRSF13C,TNFRSF13C +expr_PRR5-ARHGAP8,PRR5-ARHGAP8 +expr_SLC25A38,SLC25A38 +expr_IL20RB,IL20RB +expr_ACTL7B,ACTL7B +expr_CHCHD6,CHCHD6 +expr_COPB2,COPB2 +expr_PLSCR4,PLSCR4 +expr_QTRTD1,QTRTD1 +expr_IL12A,IL12A +expr_ACKR2,ACKR2 +expr_AADACL2,AADACL2 +expr_CIDEC,CIDEC +expr_ITPR1,ITPR1 +expr_TKT,TKT +expr_CELSR3,CELSR3 +expr_SLC15A2,SLC15A2 +expr_SNTN,SNTN +expr_NANS,NANS +expr_MBD4,MBD4 +expr_ARL14,ARL14 +expr_C3orf36,C3orf36 +expr_WDR5B,WDR5B +expr_RETNLB,RETNLB +expr_GMPPB,GMPPB +expr_GPR156,GPR156 +expr_GTPBP8,GTPBP8 +expr_GCNT1,GCNT1 +expr_NUP54,NUP54 +expr_TMEM156,TMEM156 +expr_NDUFC1,NDUFC1 +expr_CASP3,CASP3 +expr_UTP3,UTP3 +expr_GSX2,GSX2 +expr_QRFPR,QRFPR +expr_TLR2,TLR2 +expr_TTC29,TTC29 +expr_ANP32C,ANP32C +expr_SCFD2,SCFD2 +expr_SYK,SYK +expr_PET112,PET112 +expr_ADH7,ADH7 +expr_ERVMER34-1,ERVMER34-1 +expr_ABCA11P,ABCA11P +expr_CWC27,CWC27 +expr_SLC25A2,SLC25A2 +expr_RHOBTB3,RHOBTB3 +expr_RAI14,RAI14 +expr_HSPB3,HSPB3 +expr_FGFR4,FGFR4 +expr_LOC389765,LOC389765 +expr_SLCO6A1,SLCO6A1 +expr_SPINK6,SPINK6 +expr_C6,C6 +expr_HSD17B4,HSD17B4 +expr_MOCS2,MOCS2 +expr_TRPC7,TRPC7 +expr_CDH9,CDH9 +expr_ZBED3,ZBED3 +expr_GABRR2,GABRR2 +expr_KIF25-AS1,KIF25-AS1 +expr_GSTA5,GSTA5 +expr_LGSN,LGSN +expr_HIST1H2BC,HIST1H2BC +expr_ZNF165,ZNF165 +expr_HIST1H3J,HIST1H3J +expr_OR12D2,OR12D2 +expr_RWDD3,RWDD3 +expr_LTB,LTB +expr_AGER,AGER +expr_RGL2,RGL2 +expr_AIG1,AIG1 +expr_TFB1M,TFB1M +expr_CCDC170,CCDC170 +expr_TAAR1,TAAR1 +expr_PEX7,PEX7 +expr_PSMB7,PSMB7 +expr_ATP6V1F,ATP6V1F +expr_TRIM24,TRIM24 +expr_ASIC3,ASIC3 +expr_C7orf61,C7orf61 +expr_LSM5,LSM5 +expr_HOXA5,HOXA5 +expr_RFC2,RFC2 +expr_FSCN3,FSCN3 +expr_C9orf114,C9orf114 +expr_NACAD,NACAD +expr_PGAM2,PGAM2 +expr_PRSS37,PRSS37 +expr_UBN2,UBN2 +expr_LSM8,LSM8 +expr_CNTFR,CNTFR +expr_LAMB1,LAMB1 +expr_TRRAP,TRRAP +expr_GTF2E2,GTF2E2 +expr_NEIL2,NEIL2 +expr_MRPL15,MRPL15 +expr_LYPD2,LYPD2 +expr_LY96,LY96 +expr_DKK4,DKK4 +expr_ADAM7,ADAM7 +expr_TSTA3,TSTA3 +expr_KBTBD11,KBTBD11 +expr_ENPP2,ENPP2 +expr_ADCK5,ADCK5 +expr_OMD,OMD +expr_TYRP1,TYRP1 +expr_PDCD1LG2,PDCD1LG2 +expr_HRCT1,HRCT1 +expr_FSD1L,FSD1L +expr_FBP2,FBP2 +expr_ANXA1,ANXA1 +expr_CTSL,CTSL +expr_GKAP1,GKAP1 +expr_IFNA5,IFNA5 +expr_TMEM141,TMEM141 +expr_OR1L3,OR1L3 +expr_TOR1B,TOR1B +expr_ST6GALNAC4,ST6GALNAC4 +expr_OBP2B,OBP2B +expr_ZNF354B,ZNF354B +expr_TEAD4,TEAD4 +expr_S100A4,S100A4 +expr_RPH3AL,RPH3AL +expr_RYR3,RYR3 +expr_DYNLRB2,DYNLRB2 +expr_ORM2,ORM2 +expr_NUDT9,NUDT9 +expr_KCTD8,KCTD8 +expr_SLC20A2,SLC20A2 +expr_MMADHC,MMADHC +expr_LHX3,LHX3 +expr_LETM1,LETM1 +expr_ANKRD39,ANKRD39 +expr_EPHB3,EPHB3 +expr_CFHR2,CFHR2 +expr_SEMA4B,SEMA4B +expr_RBKS,RBKS +expr_CASC1,CASC1 +expr_RFC5,RFC5 +expr_TNFRSF10D,TNFRSF10D +expr_CD151,CD151 +expr_ADAM29,ADAM29 +expr_WDR6,WDR6 +expr_GLOD5,GLOD5 +expr_TAF4B,TAF4B +expr_PDE6G,PDE6G +expr_ITLN1,ITLN1 +expr_PKP3,PKP3 +expr_TUFM,TUFM +expr_NSMCE1,NSMCE1 +expr_TUBAL3,TUBAL3 +expr_RPL38,RPL38 +expr_H1FX,H1FX +expr_C11orf80,C11orf80 +expr_REEP4,REEP4 +expr_REEP1,REEP1 +expr_MAGEA1,MAGEA1 +expr_ERCC6L,ERCC6L +expr_WAS,WAS +expr_PRAF2,PRAF2 +expr_SRPX,SRPX +expr_ASB12,ASB12 +expr_MAGEB3,MAGEB3 +expr_AMELX,AMELX +expr_HSFX1,HSFX1 +expr_TEX11,TEX11 +expr_FLNA,FLNA +expr_GPRASP1,GPRASP1 +expr_TMSB15B,TMSB15B +expr_LUZP4,LUZP4 +expr_OPN1MW,OPN1MW +expr_CT55,CT55 +expr_ACADM,ACADM +expr_POMGNT1,POMGNT1 +expr_APCS,APCS +expr_SLAMF9,SLAMF9 +expr_FAF1,FAF1 +expr_HSPB11,HSPB11 +expr_PGLYRP3,PGLYRP3 +expr_SWT1,SWT1 +expr_FAM167B,FAM167B +expr_SYNC,SYNC +expr_NVL,NVL +expr_FBXO6,FBXO6 +expr_OPTC,OPTC +expr_SELE,SELE +expr_ANKRD36BP1,ANKRD36BP1 +expr_RGS1,RGS1 +expr_MTFR1L,MTFR1L +expr_ZNF691,ZNF691 +expr_BEST4,BEST4 +expr_GPATCH4,GPATCH4 +expr_SCAMP3,SCAMP3 +expr_PAQR6,PAQR6 +expr_C1orf35,C1orf35 +expr_SLC16A4,SLC16A4 +expr_LRRC8D,LRRC8D +expr_BCAR3,BCAR3 +expr_TMEM222,TMEM222 +expr_PRAMEF2,PRAMEF2 +expr_C4BPA,C4BPA +expr_PRPF3,PRPF3 +expr_EPRS,EPRS +expr_GPR153,GPR153 +expr_TXNIP,TXNIP +expr_NCDN,NCDN +expr_LOC338620,LOC338620 +expr_PARG,PARG +expr_TECTB,TECTB +expr_TDRD1,TDRD1 +expr_TMEM254,TMEM254 +expr_LIPA,LIPA +expr_POLL,POLL +expr_NT5C2,NT5C2 +expr_MSRB2,MSRB2 +expr_PRLHR,PRLHR +expr_HTRA1,HTRA1 +expr_CUTC,CUTC +expr_SIRT1,SIRT1 +expr_ZNF32,ZNF32 +expr_PDE6C,PDE6C +expr_OAT,OAT +expr_FXYD4,FXYD4 +expr_CPN1,CPN1 +expr_TPCN2,TPCN2 +expr_UNC93B1,UNC93B1 +expr_PTPRCAP,PTPRCAP +expr_HRAS,HRAS +expr_CHST1,CHST1 +expr_CWC15,CWC15 +expr_ZFPL1,ZFPL1 +expr_TRPT1,TRPT1 +expr_ARL2,ARL2 +expr_SSSCA1,SSSCA1 +expr_MAP3K11,MAP3K11 +expr_SPTBN2,SPTBN2 +expr_PRDX6,PRDX6 +expr_BIRC3,BIRC3 +expr_GRIA4,GRIA4 +expr_TIMM8B,TIMM8B +expr_SIDT2,SIDT2 +expr_CD3G,CD3G +expr_HMBS,HMBS +expr_ZDHHC5,ZDHHC5 +expr_MS4A14,MS4A14 +expr_PPP1R32,PPP1R32 +expr_SLC22A6,SLC22A6 +expr_HPS5,HPS5 +expr_DCHS1,DCHS1 +expr_ATHL1,ATHL1 +expr_CNDP1,CNDP1 +expr_OR52K2,OR52K2 +expr_TESK2,TESK2 +expr_NLRP3,NLRP3 +expr_UBQLN3,UBQLN3 +expr_SLC39A5,SLC39A5 +expr_CCDC92,CCDC92 +expr_LRMP,LRMP +expr_IPO8,IPO8 +expr_PRMT3,PRMT3 +expr_LGR5,LGR5 +expr_KRT71,KRT71 +expr_PRH2,PRH2 +expr_TAS2R13,TAS2R13 +expr_MRPL51,MRPL51 +expr_CCDC77,CCDC77 +expr_UBE3B,UBE3B +expr_POP5,POP5 +expr_SIRT4,SIRT4 +expr_SUCLG2,SUCLG2 +expr_KLRB1,KLRB1 +expr_GPR19,GPR19 +expr_RAD51AP1,RAD51AP1 +expr_SPATS2,SPATS2 +expr_TNFSF11,TNFSF11 +expr_TPP2,TPP2 +expr_FLT3,FLT3 +expr_C14orf142,C14orf142 +expr_BTBD6,BTBD6 +expr_FITM1,FITM1 +expr_RNF31,RNF31 +expr_SLC7A7,SLC7A7 +expr_ARHGEF40,ARHGEF40 +expr_PNMA1,PNMA1 +expr_MDP1,MDP1 +expr_MESDC1,MESDC1 +expr_HOMER2,HOMER2 +expr_LRRK1,LRRK1 +expr_MAGEL2,MAGEL2 +expr_ZNF486,ZNF486 +expr_SAPCD2,SAPCD2 +expr_EQTN,EQTN +expr_LPIN3,LPIN3 +expr_AMN1,AMN1 +expr_ANO5,ANO5 +expr_SLITRK5,SLITRK5 +expr_DAPK2,DAPK2 +expr_ALG11,ALG11 +expr_SYNM,SYNM +expr_EVPL,EVPL +expr_C20orf144,C20orf144 +expr_SFPQ,SFPQ +expr_VIPR1,VIPR1 +expr_AMACR,AMACR +expr_PRICKLE4,PRICKLE4 +expr_MEOX2,MEOX2 +expr_PTGES2,PTGES2 +expr_GPI,GPI +expr_CRB3,CRB3 +expr_TMPRSS11A,TMPRSS11A +expr_GPX6,GPX6 +expr_TRIM74,TRIM74 +expr_DRAXIN,DRAXIN +expr_HLA-L,HLA-L +expr_FLJ25758,FLJ25758 +expr_MYADML2,MYADML2 +expr_C5orf50,C5orf50 +expr_DBX2,DBX2 +expr_IGIP,IGIP +expr_CSAG1,CSAG1 +expr_ZNF844,ZNF844 +expr_NEXN-AS1,NEXN-AS1 +expr_POMT2,POMT2 +expr_SVIP,SVIP +expr_TTC21B,TTC21B +expr_UPK3B,UPK3B +expr_FBXO27,FBXO27 +expr_AP2S1,AP2S1 +expr_PHF21B,PHF21B +expr_ZNHIT6,ZNHIT6 +expr_NT5C1A,NT5C1A +expr_EFNA3,EFNA3 +expr_GALNT3,GALNT3 +expr_CLDN4,CLDN4 +expr_LOC51145,LOC51145 +expr_BIRC2,BIRC2 +expr_PTGDR2,PTGDR2 +expr_DAGLA,DAGLA +expr_AMHR2,AMHR2 +expr_SIVA1,SIVA1 +expr_RAMP2,RAMP2 +expr_KIR3DL1,KIR3DL1 +expr_LINC01123,LINC01123 +expr_DCDC1,DCDC1 +expr_SCRT2,SCRT2 +expr_TOMM20L,TOMM20L +expr_INO80C,INO80C +expr_PRORSD1P,PRORSD1P +expr_TPTE2,TPTE2 +expr_CTU2,CTU2 +expr_CEACAM20,CEACAM20 +expr_NOL4L,NOL4L +expr_MYH15,MYH15 +expr_TMEM120B,TMEM120B +expr_FKSG29,FKSG29 +expr_SH2D6,SH2D6 +expr_TM4SF18,TM4SF18 +expr_SH3RF2,SH3RF2 +expr_GADD45G,GADD45G +expr_S100Z,S100Z +expr_LOC100134368,LOC100134368 +expr_ZNF132,ZNF132 +expr_SYTL4,SYTL4 +expr_EHHADH,EHHADH +expr_ZNF639,ZNF639 +expr_PDGFD,PDGFD +expr_OLR1,OLR1 +expr_MAPKAPK5,MAPKAPK5 +expr_PSMA4,PSMA4 +expr_C7orf31,C7orf31 +expr_TXNDC2,TXNDC2 +expr_SIGLEC9,SIGLEC9 +expr_DGCR2,DGCR2 +expr_BAGE4,BAGE4 +expr_SMN2,SMN2 +expr_IDO2,IDO2 +expr_MAFA,MAFA +expr_TBX15,TBX15 +expr_KPNA6,KPNA6 +expr_CNPPD1,CNPPD1 +expr_FOXI1,FOXI1 +expr_SERINC1,SERINC1 +expr_NOD1,NOD1 +expr_VGF,VGF +expr_PIP5KL1,PIP5KL1 +expr_SORCS3,SORCS3 +expr_CACNA1A,CACNA1A +expr_TSPAN18,TSPAN18 +expr_CD101,CD101 +expr_HMGN3,HMGN3 +expr_TMEM252,TMEM252 +expr_NAP1L4,NAP1L4 +expr_STPG1,STPG1 +expr_TRPV4,TRPV4 +expr_EPPIN,EPPIN +expr_TSPO,TSPO +expr_KRTAP10-10,KRTAP10-10 +expr_BCL9L,BCL9L +expr_PLEKHH1,PLEKHH1 +expr_ITIH6,ITIH6 +expr_ANXA8,ANXA8 +expr_GRTP1,GRTP1 +expr_RAET1E-AS1,RAET1E-AS1 +expr_MAFG-AS1,MAFG-AS1 +expr_TOPORS-AS1,TOPORS-AS1 +expr_CA5BP1,CA5BP1 +expr_ZNF34,ZNF34 +expr_HPCAL4,HPCAL4 +expr_GYPC,GYPC +expr_LRRTM2,LRRTM2 +expr_LMX1B,LMX1B +expr_INHBE,INHBE +expr_HIRIP3,HIRIP3 +expr_RBFOX3,RBFOX3 +expr_POLDIP2,POLDIP2 +expr_CTDNEP1,CTDNEP1 +expr_PEX26,PEX26 +expr_FAM109A,FAM109A +expr_TMEM47,TMEM47 +expr_KAAG1,KAAG1 +expr_SYT16,SYT16 +expr_LOC100287852,LOC100287852 +expr_PTBP1,PTBP1 +expr_LINC00905,LINC00905 +expr_PPIAL4G,PPIAL4G +expr_HILS1,HILS1 +expr_LOC646471,LOC646471 +expr_ZNRF2P1,ZNRF2P1 +expr_TPTE2P2,TPTE2P2 +expr_CYP4Z2P,CYP4Z2P +expr_GPR37L1,GPR37L1 +expr_PCDHA1,PCDHA1 +expr_PLA2G4F,PLA2G4F +expr_STRADA,STRADA +expr_FLJ22184,FLJ22184 +expr_TACR1,TACR1 +expr_KLHL40,KLHL40 +expr_MST1,MST1 +expr_MAB21L2,MAB21L2 +expr_TAS2R42,TAS2R42 +expr_PKD1L3,PKD1L3 +expr_HTR3D,HTR3D +expr_KCNA4,KCNA4 +expr_PRSS8,PRSS8 +expr_LOC101060458,LOC101060458 +expr_PRICKLE2,PRICKLE2 +expr_LOC100128364,LOC100128364 +expr_PRO2949,PRO2949 +expr_KIR2DS1,KIR2DS1 +expr_PDCD4-AS1,PDCD4-AS1 +expr_FOXI3,FOXI3 +expr_RXFP4,RXFP4 +expr_ZBTB49,ZBTB49 +expr_GARS,GARS +expr_KCNT1,KCNT1 +expr_SLC6A10P,SLC6A10P +expr_GEMIN8,GEMIN8 +expr_DDX59,DDX59 +expr_LOC643659,LOC643659 +expr_IL17RB,IL17RB +expr_CYLC2,CYLC2 +expr_ZMYND19,ZMYND19 +expr_C10orf91,C10orf91 +expr_RHOBTB1,RHOBTB1 +expr_DTX4,DTX4 +expr_RPL36AL,RPL36AL +expr_PAK6,PAK6 +expr_ARFRP1,ARFRP1 +expr_TUBA8,TUBA8 +expr_PTRHD1,PTRHD1 +expr_GPRIN1,GPRIN1 +expr_FAM159A,FAM159A +expr_ACOT1,ACOT1 +expr_ZNF843,ZNF843 +expr_RPL13AP17,RPL13AP17 +expr_IFITM4P,IFITM4P +expr_CDHR4,CDHR4 +expr_HSP90AB3P,HSP90AB3P +expr_A3GALT2,A3GALT2 +expr_TMEM179B,TMEM179B +expr_ASAP1-IT2,ASAP1-IT2 +expr_PABPC1L2B,PABPC1L2B +expr_ZNF479,ZNF479 +expr_DKFZp547J222,DKFZp547J222 +expr_LINC01106,LINC01106 +expr_FAM106CP,FAM106CP +expr_LGALS16,LGALS16 +expr_TMED1,TMED1 +expr_LYPD8,LYPD8 +expr_MORN1,MORN1 +expr_NBPF9,NBPF9 +expr_RBP7,RBP7 +expr_TTLL10,TTLL10 +expr_P2RY14,P2RY14 +expr_IMPDH2,IMPDH2 +expr_HIST1H4B,HIST1H4B +expr_TMEM60,TMEM60 +expr_OR10P1,OR10P1 +expr_ARPC3,ARPC3 +expr_TBX6,TBX6 +expr_TBC1D26,TBC1D26 +expr_HLA-DRB6,HLA-DRB6 +expr_RFPL3S,RFPL3S +expr_FAM131C,FAM131C +expr_OVOL3,OVOL3 +expr_AAED1,AAED1 +expr_GOSR1,GOSR1 +expr_YWHAEP1,YWHAEP1 +expr_MBL1P,MBL1P +expr_CTAGE4,CTAGE4 +expr_FLJ40453,FLJ40453 +expr_FLJ38668,FLJ38668 +expr_LOC100506699,LOC100506699 +expr_RNF148,RNF148 +expr_C2orf78,C2orf78 +expr_TREML3P,TREML3P +expr_CBWD6,CBWD6 +expr_SSC5D,SSC5D +expr_LOC645427,LOC645427 +expr_EP400NL,EP400NL +expr_MGC39545,MGC39545 +expr_ESPNL,ESPNL +expr_DKFZP547L112,DKFZP547L112 +expr_ANKRD52,ANKRD52 +expr_AARS,AARS +expr_SLC22A5,SLC22A5 +expr_SFXN2,SFXN2 +expr_WASF3,WASF3 +expr_HAGH,HAGH +expr_ZNF264,ZNF264 +expr_CABP7,CABP7 +expr_PCDHGB8P,PCDHGB8P +expr_C10orf53,C10orf53 +expr_NCKAP5L,NCKAP5L +expr_PRR21,PRR21 +expr_SLC1A6,SLC1A6 +expr_TDGF1P3,TDGF1P3 +expr_SLC27A3,SLC27A3 +expr_UGT2B28,UGT2B28 +expr_CREB3L2,CREB3L2 +expr_C14orf37,C14orf37 +expr_OSBPL7,OSBPL7 +expr_LRRC59,LRRC59 +expr_B3GNTL1,B3GNTL1 +expr_AMELY,AMELY +expr_UCMA,UCMA +expr_SH2B1,SH2B1 +expr_GSK3A,GSK3A +expr_NDRG3,NDRG3 +expr_MAGEA4,MAGEA4 +expr_TTTY21,TTTY21 +expr_FLJ25715,FLJ25715 +expr_ZFP14,ZFP14 +expr_GTF2IRD2B,GTF2IRD2B +expr_HGC6.3,HGC6.3 +expr_MINOS1,MINOS1 +expr_LOC100131860,LOC100131860 +expr_FLJ40712,FLJ40712 +expr_VPS18,VPS18 +expr_FAM168A,FAM168A +expr_GP2,GP2 +expr_FAM163A,FAM163A +expr_CLSTN1,CLSTN1 +expr_MYL1,MYL1 +expr_GOLIM4,GOLIM4 +expr_ZNF358,ZNF358 +expr_PCDHAC1,PCDHAC1 +expr_CARD17,CARD17 +expr_UBASH3B,UBASH3B +expr_CCDC89,CCDC89 +expr_KLRK1,KLRK1 +expr_RAB15,RAB15 +expr_PIGN,PIGN +expr_UPF1,UPF1 +expr_BPIFA4P,BPIFA4P +expr_FLJ38379,FLJ38379 +expr_CST13P,CST13P +expr_MYLK3,MYLK3 +expr_UBALD2,UBALD2 +expr_ZSCAN22,ZSCAN22 +expr_SHANK3,SHANK3 +expr_C1orf52,C1orf52 +expr_LOC100287728,LOC100287728 +expr_RTP5,RTP5 +expr_PDE8B,PDE8B +expr_ZNF483,ZNF483 +expr_RASSF9,RASSF9 +expr_UPK1B,UPK1B +expr_RFX5,RFX5 +expr_RING1,RING1 +expr_HOXA2,HOXA2 +expr_FLJ32955,FLJ32955 +expr_ACSL5,ACSL5 +expr_CLEC2B,CLEC2B +expr_UTP14C,UTP14C +expr_SIRPB2,SIRPB2 +expr_DGCR6,DGCR6 +expr_MTMR3,MTMR3 +expr_IL2RB,IL2RB +expr_PFKFB1,PFKFB1 +expr_PPIAL4B,PPIAL4B +expr_KRTAP12-2,KRTAP12-2 +expr_STRA8,STRA8 +expr_CNIH2,CNIH2 +expr_TPRXL,TPRXL +expr_SP3P,SP3P +expr_KIF7,KIF7 +expr_CYP2A7P1,CYP2A7P1 +expr_LOC439951,LOC439951 +expr_FOXR1,FOXR1 +expr_ANXA2P1,ANXA2P1 +expr_GOLGA8K,GOLGA8K +expr_ZNF716,ZNF716 +expr_PRAMEF3,PRAMEF3 +expr_ZNF250,ZNF250 +expr_ZNF676,ZNF676 +expr_LINC00907,LINC00907 +expr_ARSB,ARSB +expr_RNASEK,RNASEK +expr_SYT14L,SYT14L +expr_DNAJC5,DNAJC5 +expr_ACOT7,ACOT7 +expr_EPGN,EPGN +expr_SLC25A4,SLC25A4 +expr_ZNF746,ZNF746 +expr_FOLR4,FOLR4 +expr_DEDD2,DEDD2 +expr_MED15,MED15 +expr_EDEM3,EDEM3 +expr_SLC45A3,SLC45A3 +expr_CYP8B1,CYP8B1 +expr_HIST1H4I,HIST1H4I +expr_GHRLOS,GHRLOS +expr_IL5,IL5 +expr_TRGV7,TRGV7 +expr_GIMAP4,GIMAP4 +expr_TFAP2B,TFAP2B +expr_PSMG3,PSMG3 +expr_NME4,NME4 +expr_EXOSC5,EXOSC5 +expr_C1QTNF6,C1QTNF6 +expr_FADS6,FADS6 +expr_TBX20,TBX20 +expr_ANKRD18DP,ANKRD18DP +expr_SLC6A18,SLC6A18 +expr_LINC00307,LINC00307 +expr_BAIAP2-AS1,BAIAP2-AS1 +expr_ANKRD34A,ANKRD34A +expr_NLRP2,NLRP2 +expr_LOC440354,LOC440354 +expr_LOC90834,LOC90834 +expr_LEF1-AS1,LEF1-AS1 +expr_LINC00328,LINC00328 +expr_STIL,STIL +expr_PHOX2A,PHOX2A +expr_ARHGDIG,ARHGDIG +expr_SCAMPER,SCAMPER +expr_MAP1LC3C,MAP1LC3C +expr_LSM10,LSM10 +expr_SLC3A1,SLC3A1 +expr_GLRB,GLRB +expr_SLC22A24,SLC22A24 +expr_ALDH3B1,ALDH3B1 +expr_RDH5,RDH5 +expr_FEM1A,FEM1A +expr_SPATA12,SPATA12 +expr_GOLGA6L2,GOLGA6L2 +expr_RAB20,RAB20 +expr_ZC3H4,ZC3H4 +expr_STPG2,STPG2 +expr_ANKRD30B,ANKRD30B +expr_MBLAC1,MBLAC1 +expr_KANSL1-AS1,KANSL1-AS1 +expr_ZNF784,ZNF784 +expr_CT47B1,CT47B1 +expr_PIWIL3,PIWIL3 +expr_TSPY4,TSPY4 +expr_PARL,PARL +expr_LOC643802,LOC643802 +expr_LOC283701,LOC283701 +expr_FNIP1,FNIP1 +expr_C1QA,C1QA +expr_C2orf16,C2orf16 +expr_HIST1H2AB,HIST1H2AB +expr_PLA2G1B,PLA2G1B +expr_AXIN1,AXIN1 +expr_FAM215A,FAM215A +expr_MGLL,MGLL +expr_PITX3,PITX3 +expr_KLC2,KLC2 +expr_ABCC1,ABCC1 +expr_IL21R,IL21R +expr_KRT13,KRT13 +expr_MRPL40,MRPL40 +expr_GAGE7,GAGE7 +expr_RAD23A,RAD23A +expr_CATSPERG,CATSPERG +expr_RYK,RYK +expr_LINC01011,LINC01011 +expr_C9orf117,C9orf117 +expr_GOLGA8I,GOLGA8I +expr_TDRD6,TDRD6 +expr_LINC00469,LINC00469 +expr_SMIM22,SMIM22 +expr_ADAM5,ADAM5 +expr_CCDC137,CCDC137 +expr_RNF212,RNF212 +expr_FOXS1,FOXS1 +expr_LOC643648,LOC643648 +expr_PYY2,PYY2 +expr_CDK16,CDK16 +expr_SDHC,SDHC +expr_CEPT1,CEPT1 +expr_MARC1,MARC1 +expr_ACADL,ACADL +expr_RNU12,RNU12 +expr_TMIE,TMIE +expr_RAB7A,RAB7A +expr_CCR6,CCR6 +expr_SP8,SP8 +expr_ENO2,ENO2 +expr_CLCNKA,CLCNKA +expr_DLK1,DLK1 +expr_RBMY1E,RBMY1E +expr_DOC2B,DOC2B +expr_KLK6,KLK6 +expr_TNFSF14,TNFSF14 +expr_CST2,CST2 +expr_ANKRD37,ANKRD37 +expr_BRICD5,BRICD5 +expr_FAM195B,FAM195B +expr_TCF23,TCF23 +expr_PP12613,PP12613 +expr_SUSD5,SUSD5 +expr_LGALS7,LGALS7 +expr_TYMSOS,TYMSOS +expr_POTEM,POTEM +expr_UBE2MP1,UBE2MP1 +expr_C17orf98,C17orf98 +expr_VCX3A,VCX3A +expr_RNF187,RNF187 +expr_LRRN1,LRRN1 +expr_CABP2,CABP2 +expr_ABCA9,ABCA9 +expr_LINC00957,LINC00957 +expr_TMEM255B,TMEM255B +expr_SLC5A9,SLC5A9 +expr_PCDHB7,PCDHB7 +expr_NLRX1,NLRX1 +expr_ANAPC15,ANAPC15 +expr_BSCL2,BSCL2 +expr_SHANK2-AS3,SHANK2-AS3 +expr_AGAP2,AGAP2 +expr_TNFSF12,TNFSF12 +expr_ATP5A1,ATP5A1 +expr_VCX,VCX +expr_FLJ37201,FLJ37201 +expr_KRTAP13-4,KRTAP13-4 +expr_LOC101929155,LOC101929155 +expr_KCP,KCP +expr_FAM71E1,FAM71E1 +expr_IQGAP2,IQGAP2 +expr_FAM69A,FAM69A +expr_CADPS2,CADPS2 +expr_FAM154B,FAM154B +expr_AK3,AK3 +expr_C8orf66,C8orf66 +expr_C19orf71,C19orf71 +expr_C5orf55,C5orf55 +expr_LOC399851,LOC399851 +expr_LINGO4,LINGO4 +expr_SLC9C1,SLC9C1 +expr_KIAA1652,KIAA1652 +expr_TOP1MT,TOP1MT +expr_LOC100128176,LOC100128176 +expr_LOC440461,LOC440461 +expr_GCRG224,GCRG224 +expr_LMOD2,LMOD2 +expr_WFDC13,WFDC13 +expr_ARTN,ARTN +expr_NHEJ1,NHEJ1 +expr_KCNMB3,KCNMB3 +expr_ABCF3,ABCF3 +expr_FSTL5,FSTL5 +expr_UGT3A2,UGT3A2 +expr_SERAC1,SERAC1 +expr_NRCAM,NRCAM +expr_TTPA,TTPA +expr_CUL2,CUL2 +expr_C11orf74,C11orf74 +expr_FOLR3,FOLR3 +expr_NKX2-8,NKX2-8 +expr_ZNF69,ZNF69 +expr_PAGE4,PAGE4 +expr_VENTXP1,VENTXP1 +expr_SEC14L5,SEC14L5 +expr_TMEM110,TMEM110 +expr_RPL23AP82,RPL23AP82 +expr_SEC24C,SEC24C +expr_SPDYE4,SPDYE4 +expr_NKX1-2,NKX1-2 +expr_WLS,WLS +expr_STH,STH +expr_TANGO6,TANGO6 +expr_TMEM65,TMEM65 +expr_LOC255177,LOC255177 +expr_TPO,TPO +expr_SLC27A4,SLC27A4 +expr_OR5L2,OR5L2 +expr_ZNF317,ZNF317 +expr_TUBA3FP,TUBA3FP +expr_MIB2,MIB2 +expr_NMNAT3,NMNAT3 +expr_HIST1H1D,HIST1H1D +expr_SMIM19,SMIM19 +expr_TAF1D,TAF1D +expr_NRXN2,NRXN2 +expr_KERA,KERA +expr_SULT1A4,SULT1A4 +expr_SH2D3A,SH2D3A +expr_CALHM3,CALHM3 +expr_FAM169B,FAM169B +expr_SNX29P2,SNX29P2 +expr_C14orf182,C14orf182 +expr_CCDC23,CCDC23 +expr_ATXN7L3B,ATXN7L3B +expr_LINC00893,LINC00893 +expr_PP14571,PP14571 +expr_GOLGA8M,GOLGA8M +expr_MUC22,MUC22 +expr_NEFM,NEFM +expr_SHROOM4,SHROOM4 +expr_PDZD4,PDZD4 +expr_MTNR1A,MTNR1A +expr_FSTL4,FSTL4 +expr_SARM1,SARM1 +expr_SAMHD1,SAMHD1 +expr_FNDC7,FNDC7 +expr_BHLHE40,BHLHE40 +expr_LEAP2,LEAP2 +expr_SPRY4,SPRY4 +expr_NEUROG1,NEUROG1 +expr_SLURP1,SLURP1 +expr_TOR1A,TOR1A +expr_CHST3,CHST3 +expr_MPZL3,MPZL3 +expr_GTF2A2,GTF2A2 +expr_SCN4A,SCN4A +expr_C18orf32,C18orf32 +expr_IGLON5,IGLON5 +expr_OTOR,OTOR +expr_XAGE1B,XAGE1B +expr_FLJ38773,FLJ38773 +expr_PCDHB17,PCDHB17 +expr_LINC00670,LINC00670 +expr_ASH1L-AS1,ASH1L-AS1 +expr_CSAD,CSAD +expr_PXDC1,PXDC1 +expr_MUSTN1,MUSTN1 +expr_KIAA1211L,KIAA1211L +expr_MTHFD2P1,MTHFD2P1 +expr_ZNF808,ZNF808 +expr_RPL13AP3,RPL13AP3 +expr_USP17L25,USP17L25 +expr_LINC00152,LINC00152 +expr_LOC100287195,LOC100287195 +expr_CCDC64B,CCDC64B +expr_MED20,MED20 +expr_LOC729603,LOC729603 +expr_GTF2H2C_2,GTF2H2C_2 +expr_CDCA7L,CDCA7L +expr_GIMAP7,GIMAP7 +expr_ZNF703,ZNF703 +expr_FAM223B,FAM223B +expr_LYPLA2,LYPLA2 +expr_GMPR,GMPR +expr_HIST1H4G,HIST1H4G +expr_CHN2,CHN2 +expr_HCN4,HCN4 +expr_MAG,MAG +expr_MRI1,MRI1 +expr_PDXP,PDXP +expr_GPR82,GPR82 +expr_S100A7A,S100A7A +expr_TTTY3,TTTY3 +expr_KRT40,KRT40 +expr_GBP7,GBP7 +expr_GOLT1A,GOLT1A +expr_FAM86B2,FAM86B2 +expr_HOXA11-AS,HOXA11-AS +expr_AQP7P1,AQP7P1 +expr_OR4C46,OR4C46 +expr_OR2T5,OR2T5 +expr_ANKRD30BL,ANKRD30BL +expr_ZNF732,ZNF732 +expr_HYPM,HYPM +expr_ZNF28,ZNF28 +expr_CDKL5,CDKL5 +expr_LOC202025,LOC202025 +expr_MYH7,MYH7 +expr_CFHR4,CFHR4 +expr_CD14,CD14 +expr_MICAL1,MICAL1 +expr_OR1Q1,OR1Q1 +expr_DRD2,DRD2 +expr_TMEM104,TMEM104 +expr_MAP3K10,MAP3K10 +expr_ZNF559,ZNF559 +expr_INPP5J,INPP5J +expr_PCDH18,PCDH18 +expr_DGUOK,DGUOK +expr_NDUFB5,NDUFB5 +expr_IFT22,IFT22 +expr_IFITM2,IFITM2 +expr_MAP4K2,MAP4K2 +expr_ABCC12,ABCC12 +expr_RFWD3,RFWD3 +expr_PSMC3IP,PSMC3IP +expr_CUEDC1,CUEDC1 +expr_CYP4F62P,CYP4F62P +expr_XAGE5,XAGE5 +expr_C16orf74,C16orf74 +expr_DACT2,DACT2 +expr_LOC389332,LOC389332 +expr_RGAG4,RGAG4 +expr_LOC100128775,LOC100128775 +expr_MGAT4B,MGAT4B +expr_SLC22A31,SLC22A31 +expr_ZNF579,ZNF579 +expr_ZNF576,ZNF576 +expr_ERVV-1,ERVV-1 +expr_FXYD3,FXYD3 +expr_TMEM14B,TMEM14B +expr_RUSC1,RUSC1 +expr_ATXN1,ATXN1 +expr_PPP2R5D,PPP2R5D +expr_CD4,CD4 +expr_NSUN5P2,NSUN5P2 +expr_PPP1R14A,PPP1R14A +expr_RNF113B,RNF113B +expr_C2orf50,C2orf50 +expr_MAMSTR,MAMSTR +expr_TMEM249,TMEM249 +expr_FAM197Y2,FAM197Y2 +expr_TTTY20,TTTY20 +expr_OR2T8,OR2T8 +expr_C6orf120,C6orf120 +expr_C1orf174,C1orf174 +expr_GRAPL,GRAPL +expr_TENM2,TENM2 +expr_ARPC5L,ARPC5L +expr_OR1C1,OR1C1 +expr_ZNF300P1,ZNF300P1 +expr_PI16,PI16 +expr_C7orf25,C7orf25 +expr_ADAM8,ADAM8 +expr_PLEKHG6,PLEKHG6 +expr_CCL15,CCL15 +expr_ZNF155,ZNF155 +expr_APOA2,APOA2 +expr_MYOD1,MYOD1 +expr_CXCL10,CXCL10 +expr_ARL15,ARL15 +expr_HIST1H2AG,HIST1H2AG +expr_ADCY10P1,ADCY10P1 +expr_TIAM2,TIAM2 +expr_C7orf43,C7orf43 +expr_C9orf62,C9orf62 +expr_MS4A15,MS4A15 +expr_CDC123,CDC123 +expr_SLC22A8,SLC22A8 +expr_PPIB,PPIB +expr_CRHR1-IT1,CRHR1-IT1 +expr_FAM209B,FAM209B +expr_SPANXB2,SPANXB2 +expr_RAB9BP1,RAB9BP1 +expr_LEMD2,LEMD2 +expr_FER1L6-AS2,FER1L6-AS2 +expr_LINC00693,LINC00693 +expr_PRAMEF16,PRAMEF16 +expr_C1orf167,C1orf167 +expr_FOXN3-AS1,FOXN3-AS1 +expr_MBOAT4,MBOAT4 +expr_TMEM95,TMEM95 +expr_ANKRD45,ANKRD45 +expr_FLJ33360,FLJ33360 +expr_KIAA1661,KIAA1661 +expr_HSPB6,HSPB6 +expr_NAT8B,NAT8B +expr_GBX1,GBX1 +expr_RELN,RELN +expr_USP43,USP43 +expr_LGI4,LGI4 +expr_COL9A1,COL9A1 +expr_BTN3A3,BTN3A3 +expr_ATP1B2,ATP1B2 +expr_CCL22,CCL22 +expr_CBLN1,CBLN1 +expr_CTF1,CTF1 +expr_MED31,MED31 +expr_PAK4,PAK4 +expr_PAGE1,PAGE1 +expr_TUBB2B,TUBB2B +expr_HNF1A-AS1,HNF1A-AS1 +expr_KRTAP13-2,KRTAP13-2 +expr_GOLGA2P2Y,GOLGA2P2Y +expr_SPC24,SPC24 +expr_LINC00303,LINC00303 +expr_ERAS,ERAS +expr_RNF39,RNF39 +expr_FLJ44715,FLJ44715 +expr_XAGE-4,XAGE-4 +expr_TEX36,TEX36 +expr_RFPL4B,RFPL4B +expr_MRGPRE,MRGPRE +expr_PPIEL,PPIEL +expr_KRTAP4-9,KRTAP4-9 +expr_NHLRC4,NHLRC4 +expr_LOC100131756,LOC100131756 +expr_LOC440792,LOC440792 +expr_LOC100289058,LOC100289058 +expr_CATR1,CATR1 +expr_LY6E,LY6E +expr_SUMO1,SUMO1 +expr_MEIS1,MEIS1 +expr_SMYD1,SMYD1 +expr_PPBPP2,PPBPP2 +expr_IL9,IL9 +expr_PTK7,PTK7 +expr_FKBP9L,FKBP9L +expr_HTR3E,HTR3E +expr_TTLL5,TTLL5 +expr_IQGAP1,IQGAP1 +expr_RASL10B,RASL10B +expr_EGLN2,EGLN2 +expr_NUP62,NUP62 +expr_IL10RB,IL10RB +expr_ANXA2P3,ANXA2P3 +expr_TTTY1,TTTY1 +expr_LYPD5,LYPD5 +expr_ESCO2,ESCO2 +expr_RPL23AP53,RPL23AP53 +expr_LOC440337,LOC440337 +expr_FAM209A,FAM209A +expr_TPRX1,TPRX1 +expr_LINC00527,LINC00527 +expr_MTCP1,MTCP1 +expr_LY9,LY9 +expr_IGHD,IGHD +expr_KRTAP4-8,KRTAP4-8 +expr_RNF214,RNF214 +expr_ENHO,ENHO +expr_CRB2,CRB2 +expr_ADRBK1,ADRBK1 +expr_MRPL11,MRPL11 +expr_GLS2,GLS2 +expr_TSC1,TSC1 +expr_ARID4A,ARID4A +expr_C14orf28,C14orf28 +expr_GNA15,GNA15 +expr_CYP4F22,CYP4F22 +expr_MAGEA5,MAGEA5 +expr_STS,STS +expr_TTTY22,TTTY22 +expr_THEM5,THEM5 +expr_TMED7,TMED7 +expr_PSG7,PSG7 +expr_GPR149,GPR149 +expr_FAM111B,FAM111B +expr_POLR2J4,POLR2J4 +expr_CTAGE11P,CTAGE11P +expr_LOC650157,LOC650157 +expr_LOC100287320,LOC100287320 +expr_RNF24,RNF24 +expr_FBXO42,FBXO42 +expr_LINC00589,LINC00589 +expr_MAN1B1-AS1,MAN1B1-AS1 +expr_C10orf62,C10orf62 +expr_OR2W3,OR2W3 +expr_UGT2A3,UGT2A3 +expr_KRTAP5-AS1,KRTAP5-AS1 +expr_PCDHGA3,PCDHGA3 +expr_GPR141,GPR141 +expr_MARCH11,MARCH11 +expr_SAA1,SAA1 +expr_LOC728093,LOC728093 +expr_NHLH1,NHLH1 +expr_CFHR1,CFHR1 +expr_FAM212B,FAM212B +expr_SMCP,SMCP +expr_PNO1,PNO1 +expr_HTRA2,HTRA2 +expr_STOML2,STOML2 +expr_CSNK1A1L,CSNK1A1L +expr_NIPA2,NIPA2 +expr_METRN,METRN +expr_C17orf76-AS1,C17orf76-AS1 +expr_PDCD5,PDCD5 +expr_MILR1,MILR1 +expr_C21orf90,C21orf90 +expr_PDGFB,PDGFB +expr_P2RY8,P2RY8 +expr_TTTY23,TTTY23 +expr_IZUMO1,IZUMO1 +expr_CHADL,CHADL +expr_RPL36AP40,RPL36AP40 +expr_ZNF621,ZNF621 +expr_ANKUB1,ANKUB1 +expr_SERPINA13P,SERPINA13P +expr_SMIM20,SMIM20 +expr_TMEM75,TMEM75 +expr_USP51,USP51 +expr_FAM27C,FAM27C +expr_GABPB1-AS1,GABPB1-AS1 +expr_PCDHGA5,PCDHGA5 +expr_TENM4,TENM4 +expr_ZNF710,ZNF710 +expr_CRP,CRP +expr_CSPG5,CSPG5 +expr_HLA-DRB1,HLA-DRB1 +expr_REC8,REC8 +expr_PAK7,PAK7 +expr_ARR3,ARR3 +expr_XRCC5,XRCC5 +expr_POU3F3,POU3F3 +expr_MORF4,MORF4 +expr_SIX3,SIX3 +expr_SERF1A,SERF1A +expr_LRGUK,LRGUK +expr_MKI67,MKI67 +expr_NDUFB8,NDUFB8 +expr_POSTN,POSTN +expr_SNURF,SNURF +expr_ALOXE3,ALOXE3 +expr_UPK3A,UPK3A +expr_KRTAP15-1,KRTAP15-1 +expr_TTTY15,TTTY15 +expr_CYB561D1,CYB561D1 +expr_GPR158,GPR158 +expr_CCDC173,CCDC173 +expr_SASS6,SASS6 +expr_OR4X2,OR4X2 +expr_PCDHGA12,PCDHGA12 +expr_LOC375196,LOC375196 +expr_C17orf96,C17orf96 +expr_TMEM210,TMEM210 +expr_C6orf201,C6orf201 +expr_RNF150,RNF150 +expr_NFASC,NFASC +expr_STEAP4,STEAP4 +expr_GRHL2,GRHL2 +expr_TSSK4,TSSK4 +expr_ZNF599,ZNF599 +expr_SLAMF7,SLAMF7 +expr_GALNT2,GALNT2 +expr_GNAI3,GNAI3 +expr_ARL6,ARL6 +expr_HTN1,HTN1 +expr_WWC2-AS2,WWC2-AS2 +expr_SPOCK1,SPOCK1 +expr_DNAJC5B,DNAJC5B +expr_ABCG4,ABCG4 +expr_FLI1,FLI1 +expr_FGF4,FGF4 +expr_HTR2A,HTR2A +expr_HAGHL,HAGHL +expr_SLC13A3,SLC13A3 +expr_KRTAP13-3,KRTAP13-3 +expr_TP53INP2,TP53INP2 +expr_OR7A10,OR7A10 +expr_ANKRD31,ANKRD31 +expr_SRGAP2C,SRGAP2C +expr_CDCP2,CDCP2 +expr_ATP8B5P,ATP8B5P +expr_TPI1P2,TPI1P2 +expr_GPATCH8,GPATCH8 +expr_LINC00619,LINC00619 +expr_C21orf49,C21orf49 +expr_LRBA,LRBA +expr_PCDHA11,PCDHA11 +expr_DIP2C,DIP2C +expr_CLEC1A,CLEC1A +expr_TBC1D29,TBC1D29 +expr_ENDOV,ENDOV +expr_PFKFB4,PFKFB4 +expr_HSD17B13,HSD17B13 +expr_FTSJ2,FTSJ2 +expr_NPY4R,NPY4R +expr_C11orf70,C11orf70 +expr_CD5,CD5 +expr_STX2,STX2 +expr_SLC9A3R2,SLC9A3R2 +expr_ZNF213,ZNF213 +expr_GFRA4,GFRA4 +expr_HCK,HCK +expr_EFNB1,EFNB1 +expr_LCN8,LCN8 +expr_THAP11,THAP11 +expr_LINC00656,LINC00656 +expr_LOC286359,LOC286359 +expr_COL8A2,COL8A2 +expr_DNA2,DNA2 +expr_PIK3R6,PIK3R6 +expr_OR5H1,OR5H1 +expr_SERTM1,SERTM1 +expr_LOC440292,LOC440292 +expr_C15orf38-AP3S2,C15orf38-AP3S2 +expr_EVX1,EVX1 +expr_CCDC3,CCDC3 +expr_ZNF230,ZNF230 +expr_HLA-DRB4,HLA-DRB4 +expr_NSL1,NSL1 +expr_LOC100506548,LOC100506548 +expr_MRPL36,MRPL36 +expr_SLC22A18AS,SLC22A18AS +expr_GATA1,GATA1 +expr_TOP1P2,TOP1P2 +expr_EFCAB13,EFCAB13 +expr_XLOC_001987,XLOC_001987 +expr_LINC00663,LINC00663 +expr_GGT8P,GGT8P +expr_SNX22,SNX22 +expr_STGC3,STGC3 +expr_SPANXA2-OT1,SPANXA2-OT1 +expr_NAG18,NAG18 +expr_KLK4,KLK4 +expr_TNAP,TNAP +expr_UBA2,UBA2 +expr_LOC647323,LOC647323 +expr_LOC102724229,LOC102724229 +expr_HDGF,HDGF +expr_ZNF496,ZNF496 +expr_CCZ1,CCZ1 +expr_HIST1H2BM,HIST1H2BM +expr_DHRSX,DHRSX +expr_IL6R,IL6R +expr_CAMK2A,CAMK2A +expr_SAPCD1,SAPCD1 +expr_LSMEM1,LSMEM1 +expr_SDC2,SDC2 +expr_GLRX3,GLRX3 +expr_LMO3,LMO3 +expr_ITM2B,ITM2B +expr_MIF4GD,MIF4GD +expr_IGFBP4,IGFBP4 +expr_NNAT,NNAT +expr_OXT,OXT +expr_KRTAP13-1,KRTAP13-1 +expr_KNCN,KNCN +expr_MTMR7,MTMR7 +expr_IER5L,IER5L +expr_C19orf70,C19orf70 +expr_NANOS1,NANOS1 +expr_POU5F1P3,POU5F1P3 +expr_AMZ1,AMZ1 +expr_RASGEF1C,RASGEF1C +expr_SPATA31B1,SPATA31B1 +expr_CT64,CT64 +expr_GLYCAM1,GLYCAM1 +expr_ALDH9A1,ALDH9A1 +expr_RABEPK,RABEPK +expr_IFNA21,IFNA21 +expr_RBP5,RBP5 +expr_ZNF44,ZNF44 +expr_CTCFL,CTCFL +expr_LRP5L,LRP5L +expr_TPP1,TPP1 +expr_CABS1,CABS1 +expr_MGC42157,MGC42157 +expr_H2AFX,H2AFX +expr_WDR46,WDR46 +expr_CYP3A4,CYP3A4 +expr_COQ4,COQ4 +expr_LRRC32,LRRC32 +expr_IQCD,IQCD +expr_SRSF9,SRSF9 +expr_FMNL1,FMNL1 +expr_TRAPPC6A,TRAPPC6A +expr_ATXN10,ATXN10 +expr_LDLRAD3,LDLRAD3 +expr_KRTAP6-3,KRTAP6-3 +expr_KRT79,KRT79 +expr_LOC93463,LOC93463 +expr_FAM183B,FAM183B +expr_FAM86A,FAM86A +expr_LOC645752,LOC645752 +expr_TBC1D10C,TBC1D10C +expr_LOC100133920,LOC100133920 +expr_GLTPD2,GLTPD2 +expr_SLC35D3,SLC35D3 +expr_MEF2B,MEF2B +expr_NEU1,NEU1 +expr_CGB,CGB +expr_IP6K1,IP6K1 +expr_PRKCSH,PRKCSH +expr_RPS6KA1,RPS6KA1 +expr_LTC4S,LTC4S +expr_HNRNPA2B1,HNRNPA2B1 +expr_SLC6A3,SLC6A3 +expr_GCNT2,GCNT2 +expr_LEP,LEP +expr_UNG,UNG +expr_EDC4,EDC4 +expr_SYCN,SYCN +expr_PCP2,PCP2 +expr_NOTCH3,NOTCH3 +expr_SIGLEC8,SIGLEC8 +expr_KRTAP7-1,KRTAP7-1 +expr_MACROD2-IT1,MACROD2-IT1 +expr_CYB5RL,CYB5RL +expr_SLC25A44,SLC25A44 +expr_EOGT,EOGT +expr_LOC643454,LOC643454 +expr_LOC649294,LOC649294 +expr_MORN5,MORN5 +expr_PRAMEF10,PRAMEF10 +expr_C9orf139,C9orf139 +expr_LOC100288069,LOC100288069 +expr_SYT14,SYT14 +expr_OLFM3,OLFM3 +expr_SAMD11,SAMD11 +expr_PROL1,PROL1 +expr_FLJ34503,FLJ34503 +expr_PTGES,PTGES +expr_IFNA4,IFNA4 +expr_CECR7,CECR7 +expr_LRP4,LRP4 +expr_ZNF385A,ZNF385A +expr_NMRK2,NMRK2 +expr_GLRA4,GLRA4 +expr_PDIK1L,PDIK1L +expr_ASIC4,ASIC4 +expr_BEX4,BEX4 +expr_FEZF2,FEZF2 +expr_RNF144B,RNF144B +expr_NDUFB2,NDUFB2 +expr_UBE2V2,UBE2V2 +expr_P4HA1,P4HA1 +expr_LEPREL4,LEPREL4 +expr_DNMT1,DNMT1 +expr_NAGA,NAGA +expr_CMC1,CMC1 +expr_PRSS42,PRSS42 +expr_ZNF587B,ZNF587B +expr_PPAPDC2,PPAPDC2 +expr_OR10A2,OR10A2 +expr_MIR3654,MIR3654 +expr_LOC101928049,LOC101928049 +expr_DPY19L2P4,DPY19L2P4 +expr_PTPN5,PTPN5 +expr_LRRIQ1,LRRIQ1 +expr_KRT83,KRT83 +expr_C12orf52,C12orf52 +expr_SLC22A25,SLC22A25 +expr_TNFRSF18,TNFRSF18 +expr_TMPRSS11F,TMPRSS11F +expr_NPY6R,NPY6R +expr_LOC101060322,LOC101060322 +expr_SPAG8,SPAG8 +expr_PRSS36,PRSS36 +expr_TMEM143,TMEM143 +expr_BRPF3,BRPF3 +expr_DNPH1,DNPH1 +expr_TMEM168,TMEM168 +expr_CHRM1,CHRM1 +expr_KIAA0195,KIAA0195 +expr_TBL1X,TBL1X +expr_DUSP9,DUSP9 +expr_LINC00528,LINC00528 +expr_ROPN1B,ROPN1B +expr_LINC00309,LINC00309 +expr_FRG1B,FRG1B +expr_LOC101927648,LOC101927648 +expr_AGAP2-AS1,AGAP2-AS1 +expr_HLA-J,HLA-J +expr_LOC729444,LOC729444 +expr_LINC00086,LINC00086 +expr_FAM89A,FAM89A +expr_MOP-1,MOP-1 +expr_PCDH19,PCDH19 +expr_GGT3P,GGT3P +expr_LYZ,LYZ +expr_OTUD6A,OTUD6A +expr_NOP14-AS1,NOP14-AS1 +expr_LOC101930282,LOC101930282 +expr_MAD2L1BP,MAD2L1BP +expr_EBF2,EBF2 +expr_DUOXA1,DUOXA1 +expr_CDC42EP5,CDC42EP5 +expr_LOC254057,LOC254057 +expr_CCDC153,CCDC153 +expr_OXLD1,OXLD1 +expr_RBM20,RBM20 +expr_SLAMF6,SLAMF6 +expr_XCL1,XCL1 +expr_LINC-PINT,LINC-PINT +expr_C1orf204,C1orf204 +expr_HIST2H3A,HIST2H3A +expr_POM121L10P,POM121L10P +expr_LRRC10B,LRRC10B +expr_LINC00114,LINC00114 +expr_LINC00202-1,LINC00202-1 +expr_SMLR1,SMLR1 +expr_STK10,STK10 +expr_ZNRD1,ZNRD1 +expr_RPSAP52,RPSAP52 +expr_EI24,EI24 +expr_SMIM6,SMIM6 +expr_KCNS2,KCNS2 +expr_SGK3,SGK3 +expr_LOC151174,LOC151174 +expr_ODF3,ODF3 +expr_RRN3P2,RRN3P2 +expr_LRIT2,LRIT2 +expr_BOLA3-AS1,BOLA3-AS1 +expr_CDPF1,CDPF1 +expr_SETD5-AS1,SETD5-AS1 +expr_LOC284600,LOC284600 +expr_LINC00578,LINC00578 +expr_WDR11-AS1,WDR11-AS1 +expr_CIDECP,CIDECP +expr_TEX41,TEX41 +expr_PSENEN,PSENEN +expr_ZCRB1,ZCRB1 +expr_LDLRAD1,LDLRAD1 +expr_C17orf58,C17orf58 +expr_RPL34-AS1,RPL34-AS1 +expr_AAMDC,AAMDC +expr_GRXCR1,GRXCR1 +expr_SOX9-AS1,SOX9-AS1 +expr_LINC01114,LINC01114 +expr_GDPD4,GDPD4 +expr_PFN3,PFN3 +expr_RAB39A,RAB39A +expr_LOC730101,LOC730101 +expr_XIST,XIST +expr_MINOS1P1,MINOS1P1 +expr_BLID,BLID +expr_TLCD2,TLCD2 +expr_MIR1245A,MIR1245A +expr_C7orf73,C7orf73 +expr_OR2A20P,OR2A20P +expr_SNHG15,SNHG15 +expr_LOC158402,LOC158402 +expr_FLJ12825,FLJ12825 +expr_PRCD,PRCD +expr_RGPD4-AS1,RGPD4-AS1 +expr_MGC2889,MGC2889 +expr_ADD3-AS1,ADD3-AS1 +expr_TMEM201,TMEM201 +expr_LOC441178,LOC441178 +expr_MGC12916,MGC12916 +expr_OR2A25,OR2A25 +expr_ERICH3,ERICH3 +expr_CYP17A1,CYP17A1 +expr_H19,H19 +expr_LIMS3-LOC440895,LIMS3-LOC440895 +expr_LACTB,LACTB +expr_HSP90AB6P,HSP90AB6P +expr_LOC90246,LOC90246 +expr_MYOCD,MYOCD +expr_PAPL,PAPL +expr_CHAF1A,CHAF1A +expr_LINC00176,LINC00176 +expr_ITLN2,ITLN2 +expr_GLUL,GLUL +expr_LOC100996433,LOC100996433 +expr_TNFRSF1B,TNFRSF1B +expr_LINC00264,LINC00264 +expr_RASGRP3,RASGRP3 +expr_BTBD19,BTBD19 +expr_POM121L4P,POM121L4P +expr_SMTNL2,SMTNL2 +expr_UBE2Q2L,UBE2Q2L +expr_SAA3P,SAA3P +expr_FABP12,FABP12 +expr_SMIM9,SMIM9 +expr_FAM150B,FAM150B +expr_TEX29,TEX29 +expr_BTBD8,BTBD8 +expr_SNORD22,SNORD22 +expr_ZNF205,ZNF205 +expr_CSAG3,CSAG3 +expr_ZNF542,ZNF542 +expr_NUTM2A-AS1,NUTM2A-AS1 +expr_GPC3,GPC3 +expr_ZHX3,ZHX3 +expr_CPLX4,CPLX4 +expr_GFRAL,GFRAL +expr_BHLHE23,BHLHE23 +expr_MAP1LC3BP1,MAP1LC3BP1 +expr_LOC389895,LOC389895 +expr_OR51B5,OR51B5 +expr_ZNF814,ZNF814 +expr_C2orf73,C2orf73 +expr_OR4F4,OR4F4 +expr_HR44,HR44 +expr_LOC100287387,LOC100287387 +expr_TPRG1,TPRG1 +expr_KIR2DL5A,KIR2DL5A +expr_ZNF503-AS1,ZNF503-AS1 +expr_SH3RF3,SH3RF3 +expr_POTEF,POTEF +expr_RESP18,RESP18 +expr_LOC100422737,LOC100422737 +expr_LOC284072,LOC284072 +expr_C8orf60,C8orf60 +expr_NXPE2,NXPE2 +expr_FLJ36840,FLJ36840 +expr_SYNDIG1L,SYNDIG1L +expr_LOC440895,LOC440895 +expr_LOC400684,LOC400684 +expr_LOC728613,LOC728613 +expr_HCP5B,HCP5B +expr_CTD-2151A2.1,CTD-2151A2.1 +expr_SIAH3,SIAH3 +expr_LOC100130370,LOC100130370 +expr_KIAA1024L,KIAA1024L +expr_TLR8-AS1,TLR8-AS1 +expr_LINC00326,LINC00326 +expr_HYKK,HYKK +expr_SAMD5,SAMD5 +expr_FAM74A3,FAM74A3 +expr_GGNBP1,GGNBP1 +expr_OR10C1,OR10C1 +expr_IPW,IPW +expr_CHCHD10,CHCHD10 +expr_ACHE,ACHE +expr_LOC145694,LOC145694 +expr_LOC100507458,LOC100507458 +expr_LOC153811,LOC153811 +expr_FAM13A-AS1,FAM13A-AS1 +expr_MLH3,MLH3 +expr_RASA4CP,RASA4CP +expr_DLGAP1,DLGAP1 +expr_FRG2,FRG2 +expr_C17orf97,C17orf97 +expr_COLGALT2,COLGALT2 +expr_CAP1,CAP1 +expr_KLHDC8A,KLHDC8A +expr_UCN,UCN +expr_DFNB59,DFNB59 +expr_MAP3K19,MAP3K19 +expr_PF4V1,PF4V1 +expr_FLJ22763,FLJ22763 +expr_NHP2,NHP2 +expr_FAM168B,FAM168B +expr_T,T +expr_C1orf110,C1orf110 +expr_STK32C,STK32C +expr_BLNK,BLNK +expr_HMX2,HMX2 +expr_SAMD7,SAMD7 +expr_METTL7B,METTL7B +expr_LYRM5,LYRM5 +expr_MEIS3P1,MEIS3P1 +expr_LUZP2,LUZP2 +expr_HERC2P7,HERC2P7 +expr_TMEM225,TMEM225 +expr_PLEKHG1,PLEKHG1 +expr_CNTNAP3B,CNTNAP3B +expr_C17orf89,C17orf89 +expr_TREML4,TREML4 +expr_LILRB4,LILRB4 +expr_DENND6B,DENND6B +expr_LOC100996428,LOC100996428 +expr_RUNX1-IT1,RUNX1-IT1 +expr_SYCE3,SYCE3 +expr_LOC101930597,LOC101930597 +expr_LOC100505841,LOC100505841 +expr_KRTAP12-1,KRTAP12-1 +expr_LOC101927157,LOC101927157 +expr_INTS1,INTS1 +expr_DKFZP434A062,DKFZP434A062 +expr_LOC729080,LOC729080 +expr_SMCO3,SMCO3 +expr_RPL19P12,RPL19P12 +expr_C2orf48,C2orf48 +expr_LOC493754,LOC493754 +expr_FAM21EP,FAM21EP +expr_LINC00691,LINC00691 +expr_KANSL2,KANSL2 +expr_CCDC73,CCDC73 +expr_TCAM1P,TCAM1P +expr_KIF18B,KIF18B +expr_EGFEM1P,EGFEM1P +expr_FAHD2CP,FAHD2CP +expr_CD99P1,CD99P1 +expr_TBC1D3P2,TBC1D3P2 +expr_STARD7-AS1,STARD7-AS1 +expr_FAM225A,FAM225A +expr_NKX6-1,NKX6-1 +expr_LOC440434,LOC440434 +expr_ACTBL2,ACTBL2 +expr_ASPDH,ASPDH +expr_DTX2P1-UPK3BP1-PMS2P11,DTX2P1-UPK3BP1-PMS2P11 +expr_MIR4435-1HG,MIR4435-1HG +expr_SFTA3,SFTA3 +expr_SLC25A32,SLC25A32 +expr_HEATR4,HEATR4 +expr_LEMD1,LEMD1 +expr_LOC399900,LOC399900 +expr_BVES-AS1,BVES-AS1 +expr_ARHGEF35,ARHGEF35 +expr_CACNG4,CACNG4 +expr_NANOS3,NANOS3 +expr_TMEM72,TMEM72 +expr_CEACAM4,CEACAM4 +expr_CNTFR-AS1,CNTFR-AS1 +expr_FAM155A,FAM155A +expr_TMEM213,TMEM213 +expr_PPIAP30,PPIAP30 +expr_RPL29P2,RPL29P2 +expr_PDILT,PDILT +expr_LINC01102,LINC01102 +expr_MGC4859,MGC4859 +expr_SLCO1B7,SLCO1B7 +expr_LOC100130152,LOC100130152 +expr_CISD3,CISD3 +expr_A1BG-AS1,A1BG-AS1 +expr_LPAL2,LPAL2 +expr_C8orf56,C8orf56 +expr_C6orf15,C6orf15 +expr_ARPC1A,ARPC1A +expr_BIN3-IT1,BIN3-IT1 +expr_TMEM114,TMEM114 +expr_LOC286467,LOC286467 +expr_GLB1L2,GLB1L2 +expr_C1orf233,C1orf233 +expr_HBBP1,HBBP1 +expr_C9orf57,C9orf57 +expr_FBXL8,FBXL8 +expr_LRRC73,LRRC73 +expr_FREM3,FREM3 +expr_CASP16,CASP16 +expr_RPS19BP1,RPS19BP1 +expr_ALDOAP2,ALDOAP2 +expr_SNRPD2,SNRPD2 +expr_LINC00442,LINC00442 +expr_SLC25A18,SLC25A18 +expr_CBY1,CBY1 +expr_OTOL1,OTOL1 +expr_LOC440416,LOC440416 +expr_MT1JP,MT1JP +expr_PLP2,PLP2 +expr_KDM1A,KDM1A +expr_LINC01127,LINC01127 +expr_RP9P,RP9P +expr_IGSF23,IGSF23 +expr_HMCN2,HMCN2 +expr_FAM221B,FAM221B +expr_TCP10,TCP10 +expr_PTAR1,PTAR1 +expr_TEPP,TEPP +expr_TTBK1,TTBK1 +expr_GAS2L1P2,GAS2L1P2 +expr_VWC2L,VWC2L +expr_LOC100996646,LOC100996646 +expr_SOX2-OT,SOX2-OT +expr_FAM229B,FAM229B +expr_CDRT15,CDRT15 +expr_LY6G5C,LY6G5C +expr_CCDC159,CCDC159 +expr_DIO3OS,DIO3OS +expr_LOC283587,LOC283587 +expr_LINC00635,LINC00635 +expr_LOC221814,LOC221814 +expr_ARIH2OS,ARIH2OS +expr_SKINTL,SKINTL +expr_KIAA0485,KIAA0485 +expr_FLJ30064,FLJ30064 +expr_LOC100128644,LOC100128644 +expr_ACTR3C,ACTR3C +expr_GPRIN3,GPRIN3 +expr_KRTAP2-1,KRTAP2-1 +expr_LOC101930432,LOC101930432 +expr_C12orf73,C12orf73 +expr_DCTN1-AS1,DCTN1-AS1 +expr_LOC100507557,LOC100507557 +expr_LINC00909,LINC00909 +expr_HSPA9,HSPA9 +expr_AOC4P,AOC4P +expr_LOC148413,LOC148413 +expr_LOC200726,LOC200726 +expr_SNHG1,SNHG1 +expr_CLEC4E,CLEC4E +expr_LINC01120,LINC01120 +expr_CATSPER4,CATSPER4 +expr_ELFN1,ELFN1 +expr_TGFB1,TGFB1 +expr_GNG8,GNG8 +expr_ZNF879,ZNF879 +expr_HELZ2,HELZ2 +expr_PF4,PF4 +expr_MIR100HG,MIR100HG +expr_LOC100505902,LOC100505902 +expr_RBMY2EP,RBMY2EP +expr_LOC100996579,LOC100996579 +expr_CSAG2,CSAG2 +expr_LEUTX,LEUTX +expr_TMED10P1,TMED10P1 +expr_METTL12,METTL12 +expr_LINC00545,LINC00545 +expr_ATP6AP1L,ATP6AP1L +expr_PPAPDC1A,PPAPDC1A +expr_FAM86EP,FAM86EP +expr_ANO9,ANO9 +expr_DEFA1,DEFA1 +expr_LOC100507217,LOC100507217 +expr_UBE2Q2P1,UBE2Q2P1 +expr_UBL7-AS1,UBL7-AS1 +expr_SLC6A17,SLC6A17 +expr_MMP14,MMP14 +expr_PRM2,PRM2 +expr_CCER2,CCER2 +expr_TMEM198,TMEM198 +expr_TRPC5OS,TRPC5OS +expr_FOXC2,FOXC2 +expr_CD37,CD37 +expr_ADAT3,ADAT3 +expr_HOXA-AS3,HOXA-AS3 +expr_LOC285074,LOC285074 +expr_LOC102723489,LOC102723489 +expr_C1orf229,C1orf229 +expr_MAGEB4,MAGEB4 +expr_ISPD,ISPD +expr_TMEM51-AS1,TMEM51-AS1 +expr_C12orf74,C12orf74 +expr_TBC1D3P5,TBC1D3P5 +expr_LOC101928879,LOC101928879 +expr_CCDC42B,CCDC42B +expr_LOC100133746,LOC100133746 +expr_ANKRD62,ANKRD62 +expr_LOC286071,LOC286071 +expr_FAM183A,FAM183A +expr_LINC00032,LINC00032 +expr_LRRC37A11P,LRRC37A11P +expr_LOC148709,LOC148709 +expr_LOC400620,LOC400620 +expr_LINC00880,LINC00880 +expr_LOC100271840,LOC100271840 +expr_RAET1K,RAET1K +expr_BNIPL,BNIPL +expr_EML6,EML6 +expr_LINC00894,LINC00894 +expr_CDIPT-AS1,CDIPT-AS1 +expr_LOC283177,LOC283177 +expr_METTL10,METTL10 +expr_ZNF771,ZNF771 +expr_TVP23C,TVP23C +expr_C11orf95,C11orf95 +expr_EEF2,EEF2 +expr_LINC01015,LINC01015 +expr_LOC284344,LOC284344 +expr_SLC50A1,SLC50A1 +expr_LINC00939,LINC00939 +expr_FAM201A,FAM201A +expr_SCG2,SCG2 +expr_XPC,XPC +expr_ANKRD66,ANKRD66 +expr_EMX2OS,EMX2OS +expr_LINC01096,LINC01096 +expr_LARGE-AS1,LARGE-AS1 +expr_LOC100128164,LOC100128164 +expr_TRIM39,TRIM39 +expr_DANCR,DANCR +expr_DHRS4L1,DHRS4L1 +expr_LOC644450,LOC644450 +expr_GAFA3,GAFA3 +expr_C19orf67,C19orf67 +expr_RUNDC3A,RUNDC3A +expr_LOC100509091,LOC100509091 +expr_MGC50722,MGC50722 +expr_OK_SW-CL.36,OK/SW-CL.36 +expr_FAM160A1,FAM160A1 +expr_KIAA0754,KIAA0754 +expr_SLX1A-SULT1A3,SLX1A-SULT1A3 +expr_BEND4,BEND4 +expr_ACTG1P4,ACTG1P4 +expr_SYDE2,SYDE2 +expr_TLDC2,TLDC2 +expr_C2orf82,C2orf82 +expr_ANKRD34B,ANKRD34B +expr_DRICH1,DRICH1 +expr_LOC158960,LOC158960 +expr_ADM2,ADM2 +expr_LOC101927530,LOC101927530 +expr_WHAMMP3,WHAMMP3 +expr_SPANXN3,SPANXN3 +expr_LOC154761,LOC154761 +expr_NXT2,NXT2 +expr_ZNF790,ZNF790 +expr_NAT8L,NAT8L +expr_FAM200B,FAM200B +expr_ARHGAP23,ARHGAP23 +expr_C8orf59,C8orf59 +expr_METTL23,METTL23 +expr_PWAR5,PWAR5 +expr_DBIL5P2,DBIL5P2 +expr_ZNF497,ZNF497 +expr_SGSM2,SGSM2 +expr_C5orf58,C5orf58 +expr_ANHX,ANHX +expr_ZNF605,ZNF605 +expr_YDJC,YDJC +expr_ERVFRD-1,ERVFRD-1 +expr_FAM230B,FAM230B +expr_EMR4P,EMR4P +expr_SLC26A4-AS1,SLC26A4-AS1 +expr_BCL2L15,BCL2L15 +expr_RSBN1L,RSBN1L +expr_ZNF674,ZNF674 +expr_LINC00899,LINC00899 +expr_LOC101060589,LOC101060589 +expr_C11orf82,C11orf82 +expr_MGC57346,MGC57346 +expr_MROH3P,MROH3P +expr_ARVP6125,ARVP6125 +expr_SLED1,SLED1 +expr_SFTPA2,SFTPA2 +expr_FLJ42393,FLJ42393 +expr_LINC01121,LINC01121 +expr_LOC401010,LOC401010 +expr_CD300LD,CD300LD +expr_MROH5,MROH5 +expr_LINC00641,LINC00641 +expr_LOC100128818,LOC100128818 +expr_DEFB114,DEFB114 +expr_LOC100133106,LOC100133106 +expr_HIST1H3I,HIST1H3I +expr_TMEM14E,TMEM14E +expr_LOC400943,LOC400943 +expr_YPLR6490,YPLR6490 +expr_LOC401052,LOC401052 +expr_CDNF,CDNF +expr_KIAA1654,KIAA1654 +expr_LACTBL1,LACTBL1 +expr_CLEC18A,CLEC18A +expr_SYNGAP1,SYNGAP1 +expr_IGKV1D-8,IGKV1D-8 +expr_ZNF766,ZNF766 +expr_FAM150A,FAM150A +expr_LOC100128993,LOC100128993 +expr_DKFZP434H168,DKFZP434H168 +expr_LOC100132099,LOC100132099 +expr_IL31,IL31 +expr_EHMT1-IT1,EHMT1-IT1 +expr_CCDC166,CCDC166 +expr_HOXB-AS3,HOXB-AS3 +expr_ZNF847P,ZNF847P +expr_SIN3B,SIN3B +expr_IPCEF1,IPCEF1 +expr_LOC100996455,LOC100996455 +expr_ADH1B,ADH1B +expr_FLJ38723,FLJ38723 +expr_KLHL30-AS1,KLHL30-AS1 +expr_ZNF425,ZNF425 +expr_LOC100862671,LOC100862671 +expr_ZNF70,ZNF70 +expr_NUTM2D,NUTM2D +expr_LOC100132356,LOC100132356 +expr_ECT2L,ECT2L +expr_WSCD1,WSCD1 +expr_KDM6B,KDM6B +expr_CCDC186,CCDC186 +expr_CERS3,CERS3 +expr_C1orf177,C1orf177 +expr_GAGE1,GAGE1 +expr_FBXL19-AS1,FBXL19-AS1 +expr_SCUBE3,SCUBE3 +expr_CACHD1,CACHD1 +expr_GPR83,GPR83 +expr_ZNF517,ZNF517 +expr_GP5,GP5 +expr_ZNF788,ZNF788 +expr_PAPOLB,PAPOLB +expr_TAX1BP1,TAX1BP1 +expr_CARS,CARS +expr_QTRT1,QTRT1 +expr_CDK11A,CDK11A +expr_DPP4,DPP4 +expr_PROK2,PROK2 +expr_EOMES,EOMES +expr_HTR1A,HTR1A +expr_LOC100287869,LOC100287869 +expr_SLC16A10,SLC16A10 +expr_EBAG9,EBAG9 +expr_RNF20,RNF20 +expr_PPP3CB,PPP3CB +expr_MFRP,MFRP +expr_PFKM,PFKM +expr_USP39,USP39 +expr_PRINS,PRINS +expr_CXorf65,CXorf65 +expr_TPTE2P5,TPTE2P5 +expr_LOC541473,LOC541473 +expr_KCNJ2-AS1,KCNJ2-AS1 +expr_MCM2,MCM2 +expr_GOLGA6C,GOLGA6C +expr_B4GALT4,B4GALT4 +expr_DCUN1D3,DCUN1D3 +expr_CRNDE,CRNDE +expr_LINC00087,LINC00087 +expr_FAM47B,FAM47B +expr_BCAR4,BCAR4 +expr_CBY3,CBY3 +expr_SFTPD,SFTPD +expr_MIR155HG,MIR155HG +expr_LOC145783,LOC145783 +expr_CCDC144NL,CCDC144NL +expr_ZUFSP,ZUFSP +expr_PAGE2B,PAGE2B +expr_SFSWAP,SFSWAP +expr_ZFAT,ZFAT +expr_TMEM171,TMEM171 +expr_IYD,IYD +expr_GGACT,GGACT +expr_ZCCHC13,ZCCHC13 +expr_LINC00189,LINC00189 +expr_CHST9,CHST9 +expr_C14orf23,C14orf23 +expr_CHTF8,CHTF8 +expr_C11orf85,C11orf85 +expr_LINC00999,LINC00999 +expr_PKDCC,PKDCC +expr_UBL4B,UBL4B +expr_ZNF592,ZNF592 +expr_XLOC_007348,XLOC_007348 +expr_ZFHX4-AS1,ZFHX4-AS1 +expr_SLC5A7,SLC5A7 +expr_LOC101927637,LOC101927637 +expr_C1orf111,C1orf111 +expr_MRPL41,MRPL41 +expr_C9orf66,C9orf66 +expr_LOC100128239,LOC100128239 +expr_LTN1,LTN1 +expr_RELL1,RELL1 +expr_ZNF469,ZNF469 +expr_LOC729970,LOC729970 +expr_MB21D1,MB21D1 +expr_PMS2P4,PMS2P4 +expr_FAM19A1,FAM19A1 +expr_LOC340073,LOC340073 +expr_DHRS4-AS1,DHRS4-AS1 +expr_INTU,INTU +expr_HEPACAM2,HEPACAM2 +expr_RFPL1S,RFPL1S +expr_DENND6A,DENND6A +expr_PLCXD3,PLCXD3 +expr_CENPP,CENPP +expr_GOLGA8EP,GOLGA8EP +expr_LINC00883,LINC00883 +expr_PEG3-AS1,PEG3-AS1 +expr_TEX36-AS1,TEX36-AS1 +expr_LYSMD2,LYSMD2 +expr_LINC00342,LINC00342 +expr_H3F3C,H3F3C +expr_AMDHD1,AMDHD1 +expr_ASCL5,ASCL5 +expr_LOC441455,LOC441455 +expr_MORC2-AS1,MORC2-AS1 +expr_TMED7-TICAM2,TMED7-TICAM2 +expr_SOWAHD,SOWAHD +expr_USP46-AS1,USP46-AS1 +expr_PABPC4L,PABPC4L +expr_LOC100287704,LOC100287704 +expr_OLIG3,OLIG3 +expr_RGS22,RGS22 +expr_RBM26-AS1,RBM26-AS1 +expr_LOC644794,LOC644794 +expr_STMND1,STMND1 +expr_SLC38A9,SLC38A9 +expr_NHS,NHS +expr_LINC00461,LINC00461 +expr_LOC644656,LOC644656 +expr_C3orf70,C3orf70 +expr_SIGLEC17P,SIGLEC17P +expr_LHFPL3-AS2,LHFPL3-AS2 +expr_LURAP1,LURAP1 +expr_CADM2,CADM2 +expr_LINC00320,LINC00320 +expr_ICE2,ICE2 +expr_XLOC_010258,XLOC_010258 +expr_FRMPD3,FRMPD3 +expr_MEGF9,MEGF9 +expr_ZNF284,ZNF284 +expr_TEKT5,TEKT5 +expr_SAMD13,SAMD13 +expr_FAM71C,FAM71C +expr_CECR5-AS1,CECR5-AS1 +expr_ANKRD20A9P,ANKRD20A9P +expr_FLJ20021,FLJ20021 +expr_FAM86JP,FAM86JP +expr_AKAP1,AKAP1 +expr_ZYG11A,ZYG11A +expr_BRE,BRE +expr_UNQ6494,UNQ6494 +expr_SPON1,SPON1 +expr_XKR4,XKR4 +expr_LOC388242,LOC388242 +expr_HTATSF1P2,HTATSF1P2 +expr_THOC7,THOC7 +expr_KTN1-AS1,KTN1-AS1 +expr_IQCF6,IQCF6 +expr_LOC284933,LOC284933 +expr_IQCF4,IQCF4 +expr_HERC2P4,HERC2P4 +expr_FOXN4,FOXN4 +expr_F13A1,F13A1 +expr_FOXN2,FOXN2 +expr_ANO2,ANO2 +expr_ACTR3BP2,ACTR3BP2 +expr_MGC34796,MGC34796 +expr_EVPLL,EVPLL +expr_TFAP2A,TFAP2A +expr_NACA2,NACA2 +expr_TTC3P1,TTC3P1 +expr_BMS1P5,BMS1P5 +expr_PCSK9,PCSK9 +expr_SPPL2C,SPPL2C +expr_LINC00925,LINC00925 +expr_FAM189A1,FAM189A1 +expr_MEMO1,MEMO1 +expr_C3P1,C3P1 +expr_OCM2,OCM2 +expr_ARMC12,ARMC12 +expr_LOC100130331,LOC100130331 +expr_ATP6V0E2-AS1,ATP6V0E2-AS1 +expr_OOEP,OOEP +expr_MAP3K9,MAP3K9 +expr_LINC00900,LINC00900 +expr_SPIC,SPIC +expr_LPPR4,LPPR4 +expr_LINC00515,LINC00515 +expr_LAMB2P1,LAMB2P1 +expr_C6orf226,C6orf226 +expr_PPM1D,PPM1D +expr_DKFZp434L192,DKFZp434L192 +expr_C17orf100,C17orf100 +expr_FAM72D,FAM72D +expr_ZNF398,ZNF398 +expr_STAC2,STAC2 +expr_IQCF3,IQCF3 +expr_SKIDA1,SKIDA1 +expr_BEAN1,BEAN1 +expr_LOC202181,LOC202181 +expr_LOC389641,LOC389641 +expr_KIF5C,KIF5C +expr_TPTE2P1,TPTE2P1 +expr_CTXN1,CTXN1 +expr_ERI3,ERI3 +expr_LINC00162,LINC00162 +expr_UBE2E2,UBE2E2 +expr_ECEL1,ECEL1 +expr_POTEKP,POTEKP +expr_USP27X-AS1,USP27X-AS1 +expr_LOC102725134,LOC102725134 +expr_RCAN2,RCAN2 +expr_PGM5-AS1,PGM5-AS1 +expr_FOLH1B,FOLH1B +expr_DSP,DSP +expr_LHFPL3,LHFPL3 +expr_FAM47C,FAM47C +expr_C21orf37,C21orf37 +expr_C12orf56,C12orf56 +expr_KLRF1,KLRF1 +expr_SORCS3-AS1,SORCS3-AS1 +expr_UBR5,UBR5 +expr_ZNF295-AS1,ZNF295-AS1 +expr_ASIC2,ASIC2 +expr_FAM86FP,FAM86FP +expr_TCTEX1D1,TCTEX1D1 +expr_LOC102724631,LOC102724631 +expr_LOC284801,LOC284801 +expr_ABRACL,ABRACL +expr_CBWD2,CBWD2 +expr_FLJ33534,FLJ33534 +expr_TMEM240,TMEM240 +expr_LINC00935,LINC00935 +expr_LINC00221,LINC00221 +expr_LINC00491,LINC00491 +expr_C12orf75,C12orf75 +expr_SGMS1,SGMS1 +expr_VSIG1,VSIG1 +expr_CD8A,CD8A +expr_KIAA1257,KIAA1257 +expr_PRSS38,PRSS38 +expr_ZMAT4,ZMAT4 +expr_LOC101060161,LOC101060161 +expr_IQCF2,IQCF2 +expr_FAM35BP,FAM35BP +expr_CAPN14,CAPN14 +expr_C1orf189,C1orf189 +expr_AGBL2,AGBL2 +expr_HOTAIR,HOTAIR +expr_ANAPC13,ANAPC13 +expr_KRT16P1,KRT16P1 +expr_MSX2P1,MSX2P1 +expr_LOC400043,LOC400043 +expr_TTC8,TTC8 +expr_ANKS3,ANKS3 +expr_POLA1,POLA1 +expr_LOC100289090,LOC100289090 +expr_CT45A5,CT45A5 +expr_TXNRD3,TXNRD3 +expr_RBAK-RBAKDN,RBAK-RBAKDN +expr_PLEKHH3,PLEKHH3 +expr_LBX1-AS1,LBX1-AS1 +expr_LOC399815,LOC399815 +expr_CRISP2,CRISP2 +expr_C9orf135-AS1,C9orf135-AS1 +expr_SELV,SELV +expr_LOC441601,LOC441601 +expr_LOC101927799,LOC101927799 +expr_LINC00857,LINC00857 +expr_RCN2,RCN2 +expr_MEIG1,MEIG1 +expr_ACTL8,ACTL8 +expr_JMY,JMY +expr_LINC00239,LINC00239 +expr_SPDYE5,SPDYE5 +expr_SLC25A52,SLC25A52 +expr_LOC441461,LOC441461 +expr_TMEM170B,TMEM170B +expr_RNF151,RNF151 +expr_DMRTC1,DMRTC1 +expr_CCDC180,CCDC180 +expr_COLCA1,COLCA1 +expr_DLX6-AS1,DLX6-AS1 +expr_LOC728323,LOC728323 +expr_DXO,DXO +expr_ST7-AS1,ST7-AS1 +expr_AARD,AARD +expr_ZNF511,ZNF511 +expr_FUNDC2P2,FUNDC2P2 +expr_SERPINB9P1,SERPINB9P1 +expr_C15orf62,C15orf62 +expr_LOC441052,LOC441052 +expr_CCDC178,CCDC178 +expr_ROPN1,ROPN1 +expr_PHLDB3,PHLDB3 +expr_TCEAL5,TCEAL5 +expr_MNX1-AS1,MNX1-AS1 +expr_YBEY,YBEY +expr_ISM1,ISM1 +expr_TDRD3,TDRD3 +expr_LOC100126784,LOC100126784 +expr_NPIPB6,NPIPB6 +expr_BRD7,BRD7 +expr_C15orf56,C15orf56 +expr_CTXN3,CTXN3 +expr_LINC00520,LINC00520 +expr_DKFZp779M0652,DKFZp779M0652 +expr_FAM86DP,FAM86DP +expr_LONRF2,LONRF2 +expr_FLVCR1-AS1,FLVCR1-AS1 +expr_ATAD2B,ATAD2B +expr_KCTD5,KCTD5 +expr_C10orf90,C10orf90 +expr_SCGB2B2,SCGB2B2 +expr_FLJ31356,FLJ31356 +expr_PRRT1,PRRT1 +expr_TCEAL6,TCEAL6 +expr_ANKRD30BP3,ANKRD30BP3 +expr_PRPS1L1,PRPS1L1 +expr_GLT1D1,GLT1D1 +expr_FMNL2,FMNL2 +expr_SPATA3-AS1,SPATA3-AS1 +expr_FAM218A,FAM218A +expr_C4orf47,C4orf47 +expr_TECPR1,TECPR1 +expr_SUN2,SUN2 +expr_CLEC16A,CLEC16A +expr_CHAC2,CHAC2 +expr_CENPVP2,CENPVP2 +expr_PAQR9,PAQR9 +expr_CCDC172,CCDC172 +expr_DLGAP1-AS4,DLGAP1-AS4 +expr_PALM3,PALM3 +expr_DNAJC24,DNAJC24 +expr_LRRC75B,LRRC75B +expr_NEURL1B,NEURL1B +expr_C2orf80,C2orf80 +expr_SPTSSB,SPTSSB +expr_LOC729911,LOC729911 +expr_HORMAD1,HORMAD1 +expr_RIPPLY1,RIPPLY1 +expr_LOC157740,LOC157740 +expr_UCA1,UCA1 +expr_LINC00608,LINC00608 +expr_CETN4P,CETN4P +expr_CD300E,CD300E +expr_FAM196A,FAM196A +expr_SPDYE8P,SPDYE8P +expr_P2RX6P,P2RX6P +expr_H1FNT,H1FNT +expr_RPS10P7,RPS10P7 +expr_FAM9B,FAM9B +expr_TCTE1,TCTE1 +expr_FAM69C,FAM69C +expr_ZNF30,ZNF30 +expr_SYCE2,SYCE2 +expr_ULK4P1,ULK4P1 +expr_C9,C9 +expr_FAM180A,FAM180A +expr_ZNF667-AS1,ZNF667-AS1 +expr_LOC401176,LOC401176 +expr_FBXO39,FBXO39 +expr_TIGD2,TIGD2 +expr_SHC2,SHC2 +expr_PARD6B,PARD6B +expr_TBC1D30,TBC1D30 +expr_LOC101929541,LOC101929541 +expr_ZNF831,ZNF831 +expr_TMEM17,TMEM17 +expr_SERTAD4-AS1,SERTAD4-AS1 +expr_ARL16,ARL16 +expr_TTI2,TTI2 +expr_TDRD9,TDRD9 +expr_MKRN7P,MKRN7P +expr_NPIPB3,NPIPB3 +expr_E2F7,E2F7 +expr_C1orf53,C1orf53 +expr_EGFL7,EGFL7 +expr_LINC00347,LINC00347 +expr_HEPN1,HEPN1 +expr_LOC100131138,LOC100131138 +expr_PIH1D3,PIH1D3 +expr_CEP19,CEP19 +expr_C17orf105,C17orf105 +expr_HCG27,HCG27 +expr_DMRT2,DMRT2 +expr_TMED8,TMED8 +expr_C20orf202,C20orf202 +expr_LOC100507205,LOC100507205 +expr_C11orf83,C11orf83 +expr_LINC00319,LINC00319 +expr_IRAK1BP1,IRAK1BP1 +expr_FLJ26850,FLJ26850 +expr_CCDC58,CCDC58 +expr_TMEM161B-AS1,TMEM161B-AS1 +expr_TRIM61,TRIM61 +expr_LINC00661,LINC00661 +expr_FLJ90680,FLJ90680 +expr_RIPPLY2,RIPPLY2 +expr_LOC100996404,LOC100996404 +expr_ISX,ISX +expr_SPATA8,SPATA8 +expr_WDR75,WDR75 +expr_LOC645166,LOC645166 +expr_LOC286382,LOC286382 +expr_LOC100506253,LOC100506253 +expr_FAM109B,FAM109B +expr_C6orf132,C6orf132 +expr_LOC440173,LOC440173 +expr_LOC401317,LOC401317 +expr_ELFN2,ELFN2 +expr_LOC100133091,LOC100133091 +expr_PSG5,PSG5 +expr_FBLL1,FBLL1 +expr_ZFAND6,ZFAND6 +expr_HCG26,HCG26 +expr_C16orf78,C16orf78 +expr_MGC70870,MGC70870 +expr_LRRC72,LRRC72 +expr_ARHGEF37,ARHGEF37 +expr_SLC45A1,SLC45A1 +expr_SUMO1P3,SUMO1P3 +expr_SSMEM1,SSMEM1 +expr_C2orf66,C2orf66 +expr_FKBP15,FKBP15 +expr_LOC645195,LOC645195 +expr_COL6A6,COL6A6 +expr_LOC101927764,LOC101927764 +expr_EIF3J-AS1,EIF3J-AS1 +expr_LOC643355,LOC643355 +expr_FAM187B,FAM187B +expr_LOC389834,LOC389834 +expr_UTS2B,UTS2B +expr_NOP14,NOP14 +expr_HAR1A,HAR1A +expr_LOC100129781,LOC100129781 +expr_MIR497HG,MIR497HG +expr_DDX11L2,DDX11L2 +expr_RGS9BP,RGS9BP +expr_LOC100288594,LOC100288594 +expr_LOC220729,LOC220729 +expr_C5orf52,C5orf52 +expr_C1orf101,C1orf101 +expr_C12orf50,C12orf50 +expr_DNAH10,DNAH10 +expr_LOC149703,LOC149703 +expr_FLJ45248,FLJ45248 +expr_CDC26,CDC26 +expr_PRDM10,PRDM10 +expr_SDHAF1,SDHAF1 +expr_LOC389033,LOC389033 +expr_GAS5,GAS5 +expr_TEKT4,TEKT4 +expr_LINC00261,LINC00261 +expr_TM4SF1,TM4SF1 +expr_LOC100270746,LOC100270746 +expr_PTCHD2,PTCHD2 +expr_PRKCQ-AS1,PRKCQ-AS1 +expr_LOC101930608,LOC101930608 +expr_LOC284412,LOC284412 +expr_LINC01366,LINC01366 +expr_XKR5,XKR5 +expr_DPPA5,DPPA5 +expr_HES5,HES5 +expr_AWAT1,AWAT1 +expr_BANF2,BANF2 +expr_MSL3P1,MSL3P1 +expr_BBS12,BBS12 +expr_TSC22D1-AS1,TSC22D1-AS1 +expr_LINC00371,LINC00371 +expr_CCDC114,CCDC114 +expr_TBC1D3C,TBC1D3C +expr_ZFP69,ZFP69 +expr_CDH15,CDH15 +expr_CHIC1,CHIC1 +expr_TNFRSF4,TNFRSF4 +expr_AGPAT2,AGPAT2 +expr_C21orf54,C21orf54 +expr_CHGA,CHGA +expr_TCTN3,TCTN3 +expr_NLRP11,NLRP11 +expr_SEPT14,SEPT14 +expr_ZNF81,ZNF81 +expr_SOGA3,SOGA3 +expr_KIF26A,KIF26A +expr_ABCA17P,ABCA17P +expr_CRADD,CRADD +expr_ADARB2-AS1,ADARB2-AS1 +expr_MAGEA9,MAGEA9 +expr_APCDD1L,APCDD1L +expr_SI,SI +expr_ARRDC5,ARRDC5 +expr_KCNB2,KCNB2 +expr_CCSER1,CCSER1 +expr_RPLP0P2,RPLP0P2 +expr_ZNF620,ZNF620 +expr_TAS2R39,TAS2R39 +expr_OR2M2,OR2M2 +expr_ZNF169,ZNF169 +expr_LOC100131496,LOC100131496 +expr_ATP13A5,ATP13A5 +expr_MGC16275,MGC16275 +expr_ZNF804A,ZNF804A +expr_LOC101928154,LOC101928154 +expr_NKPD1,NKPD1 +expr_UVSSA,UVSSA +expr_HP09025,HP09025 +expr_ANAPC16,ANAPC16 +expr_ERV9-1,ERV9-1 +expr_LINC00282,LINC00282 +expr_LOC100996634,LOC100996634 +expr_DKFZP434K028,DKFZP434K028 +expr_TMEM99,TMEM99 +expr_PCDHGC5,PCDHGC5 +expr_MIRLET7BHG,MIRLET7BHG +expr_RBBP8NL,RBBP8NL +expr_C1orf192,C1orf192 +expr_MYADML,MYADML +expr_BLACAT1,BLACAT1 +expr_FAM216B,FAM216B +expr_MLLT4-AS1,MLLT4-AS1 +expr_FBXL22,FBXL22 +expr_ZDHHC8,ZDHHC8 +expr_FRMD7,FRMD7 +expr_C10orf67,C10orf67 +expr_HFM1,HFM1 +expr_FAM25A,FAM25A +expr_C9orf84,C9orf84 +expr_SPATA7,SPATA7 +expr_FHOD3,FHOD3 +expr_XIRP1,XIRP1 +expr_WDR88,WDR88 +expr_RPRML,RPRML +expr_APOBEC3H,APOBEC3H +expr_WDR93,WDR93 +expr_LINC00944,LINC00944 +expr_LOC440330,LOC440330 +expr_LOC285740,LOC285740 +expr_LOC650293,LOC650293 +expr_FAM19A3,FAM19A3 +expr_PGPEP1L,PGPEP1L +expr_PTDSS2,PTDSS2 +expr_LOC100506797,LOC100506797 +expr_ICE1,ICE1 +expr_LOC284648,LOC284648 +expr_KLHL17,KLHL17 +expr_ZSCAN12P1,ZSCAN12P1 +expr_MSS51,MSS51 +expr_CYP1B1-AS1,CYP1B1-AS1 +expr_FER1L5,FER1L5 +expr_JAZF1,JAZF1 +expr_ZNF740,ZNF740 +expr_LOC158863,LOC158863 +expr_LACE1,LACE1 +expr_LOC100506700,LOC100506700 +expr_NUP210P1,NUP210P1 +expr_ZNF660,ZNF660 +expr_SCARNA17,SCARNA17 +expr_LINC00471,LINC00471 +expr_KIAA1656,KIAA1656 +expr_DDX53,DDX53 +expr_ISLR2,ISLR2 +expr_VN1R4,VN1R4 +expr_SNHG8,SNHG8 +expr_OR10J3,OR10J3 +expr_MAGEB10,MAGEB10 +expr_KRBA1,KRBA1 +expr_FAM170A,FAM170A +expr_SMEK3P,SMEK3P +expr_HEATR5B,HEATR5B +expr_KIRREL3-AS3,KIRREL3-AS3 +expr_CXCR2P1,CXCR2P1 +expr_LOC100133050,LOC100133050 +expr_REXO1,REXO1 +expr_WIPF3,WIPF3 +expr_LOC541467,LOC541467 +expr_LOC283278,LOC283278 +expr_C7orf57,C7orf57 +expr_TRIM66,TRIM66 +expr_SSTR5-AS1,SSTR5-AS1 +expr_CDY2A,CDY2A +expr_C17orf47,C17orf47 +expr_LOC389906,LOC389906 +expr_CCDC39,CCDC39 +expr_NUDT9P1,NUDT9P1 +expr_KIAA1161,KIAA1161 +expr_COL22A1,COL22A1 +expr_PRR18,PRR18 +expr_ZNF628,ZNF628 +expr_CHDC2,CHDC2 +expr_FZD10-AS1,FZD10-AS1 +expr_TTTY2,TTTY2 +expr_THOC3,THOC3 +expr_POLN,POLN +expr_LOC100132831,LOC100132831 +expr_WDR27,WDR27 +expr_LOC285957,LOC285957 +expr_TSACC,TSACC +expr_XKRX,XKRX +expr_BPIFC,BPIFC +expr_CCDC179,CCDC179 +expr_DND1,DND1 +expr_CCZ1B,CCZ1B +expr_ADIG,ADIG +expr_LINC00684,LINC00684 +expr_IGFN1,IGFN1 +expr_FAM47A,FAM47A +expr_C20orf26,C20orf26 +expr_MROH2A,MROH2A +expr_C1orf210,C1orf210 +expr_NUPR1L,NUPR1L +expr_LINC01197,LINC01197 +expr_ZNF182,ZNF182 +expr_IBA57,IBA57 +expr_ZSWIM2,ZSWIM2 +expr_C12orf79,C12orf79 +expr_LOC100133315,LOC100133315 +expr_DCUN1D4,DCUN1D4 +expr_NEUROG2,NEUROG2 +expr_TOB2P1,TOB2P1 +expr_C16orf72,C16orf72 +expr_ALOX12P2,ALOX12P2 +expr_AIM2,AIM2 +expr_INPP1,INPP1 +expr_ERVV-2,ERVV-2 +expr_C15orf65,C15orf65 +expr_C9orf85,C9orf85 +expr_ASB16-AS1,ASB16-AS1 +expr_WDR38,WDR38 +expr_IDH1,IDH1 +expr_C1orf228,C1orf228 +expr_PGAM1,PGAM1 +expr_C1orf95,C1orf95 +expr_LOC389199,LOC389199 +expr_FCHO1,FCHO1 +expr_TAAR6,TAAR6 +expr_ZNF727P,ZNF727P +expr_TTC28-AS1,TTC28-AS1 +expr_KRT17P5,KRT17P5 +expr_LOC101928076,LOC101928076 +expr_ABHD16B,ABHD16B +expr_PIP5K1B,PIP5K1B +expr_LOC145837,LOC145837 +expr_IRF2BPL,IRF2BPL +expr_LSMEM2,LSMEM2 +expr_C1orf127,C1orf127 +expr_ODF3L1,ODF3L1 +expr_LOC374890,LOC374890 +expr_GSX1,GSX1 +expr_ERICH6B,ERICH6B +expr_LINC00950,LINC00950 +expr_LOC253805,LOC253805 +expr_VLDLR-AS1,VLDLR-AS1 +expr_UBLCP1,UBLCP1 +expr_NPAS4,NPAS4 +expr_DKFZP434L187,DKFZP434L187 +expr_LINC00593,LINC00593 +expr_TNN,TNN +expr_TPTE2P3,TPTE2P3 +expr_KRTAP11-1,KRTAP11-1 +expr_LOC400752,LOC400752 +expr_RBM12B,RBM12B +expr_LCA5L,LCA5L +expr_NAALADL2-AS3,NAALADL2-AS3 +expr_C16orf92,C16orf92 +expr_SLC9C2,SLC9C2 +expr_IGSF22,IGSF22 +expr_KRT72,KRT72 +expr_YIPF7,YIPF7 +expr_LOC100132735,LOC100132735 +expr_C9orf129,C9orf129 +expr_KRT28,KRT28 +expr_MTX3,MTX3 +expr_LENG9,LENG9 +expr_LOC284889,LOC284889 +expr_GUF1,GUF1 +expr_LHFPL5,LHFPL5 +expr_HMGCLL1,HMGCLL1 +expr_C14orf183,C14orf183 +expr_LRCOL1,LRCOL1 +expr_LOC388882,LOC388882 +expr_SRGAP2B,SRGAP2B +expr_LOC286297,LOC286297 +expr_PLK5,PLK5 +expr_CCDC105,CCDC105 +expr_DLEU7,DLEU7 +expr_C19orf47,C19orf47 +expr_PI4KAP2,PI4KAP2 +expr_C2CD4A,C2CD4A +expr_C20orf203,C20orf203 +expr_NUP205,NUP205 +expr_C11orf42,C11orf42 +expr_GBAP1,GBAP1 +expr_KANK4,KANK4 +expr_ARMC5,ARMC5 +expr_UNK,UNK +expr_LINC00675,LINC00675 +expr_EFCAB3,EFCAB3 +expr_C10orf111,C10orf111 +expr_ANKRD33,ANKRD33 +expr_C3orf55,C3orf55 +expr_FOXD2-AS1,FOXD2-AS1 +expr_LOC113230,LOC113230 +expr_RASSF10,RASSF10 +expr_C17orf74,C17orf74 +expr_OTOA,OTOA +expr_ITPRIPL1,ITPRIPL1 +expr_PNPLA1,PNPLA1 +expr_LMF2,LMF2 +expr_DAAM2,DAAM2 +expr_VMAC,VMAC +expr_BOLA2B,BOLA2B +expr_TDRD5,TDRD5 +expr_TBX10,TBX10 +expr_DSG4,DSG4 +expr_BPIFB6,BPIFB6 +expr_CCDC38,CCDC38 +expr_TET3,TET3 +expr_ZNF789,ZNF789 +expr_JHDM1D-AS1,JHDM1D-AS1 +expr_USP41,USP41 +expr_LOC101928327,LOC101928327 +expr_SSX1,SSX1 +expr_LYZL2,LYZL2 +expr_C6orf100,C6orf100 +expr_LOC100132005,LOC100132005 +expr_LINC00202-2,LINC00202-2 +expr_SPERT,SPERT +expr_FAM92B,FAM92B +expr_POM121L12,POM121L12 +expr_FAM74A1,FAM74A1 +expr_LANCL3,LANCL3 +expr_FBXO10,FBXO10 +expr_LOC641746,LOC641746 +expr_OST4,OST4 +expr_PHF13,PHF13 +expr_LINC00238,LINC00238 +expr_LRRC63,LRRC63 +expr_GOLGA6L10,GOLGA6L10 +expr_C11orf97,C11orf97 +expr_ZNF33B,ZNF33B +expr_LINC01003,LINC01003 +expr_SENCR,SENCR +expr_FAM86C2P,FAM86C2P +expr_LINC00943,LINC00943 +expr_SCHIP1,SCHIP1 +expr_KRT16P2,KRT16P2 +expr_PBK,PBK +expr_MAP2K4,MAP2K4 +expr_MIG7,MIG7 +expr_JARID2-AS1,JARID2-AS1 +expr_SDE2,SDE2 +expr_SEPT7P9,SEPT7P9 +expr_PRL,PRL +expr_REG3G,REG3G +expr_C9orf92,C9orf92 +expr_TOB1-AS1,TOB1-AS1 +expr_LOC152586,LOC152586 +expr_PCDP1,PCDP1 +expr_C5orf51,C5orf51 +expr_CSNK1A1P1,CSNK1A1P1 +expr_ZDBF2,ZDBF2 +expr_MORN2,MORN2 +expr_BEX5,BEX5 +expr_SPATA42,SPATA42 +expr_TSPAN15,TSPAN15 +expr_LILRB3,LILRB3 +expr_LOC646626,LOC646626 +expr_TIMP4,TIMP4 +expr_KIF9-AS1,KIF9-AS1 +expr_PAGE2,PAGE2 +expr_OTOP2,OTOP2 +expr_LINC00657,LINC00657 +expr_NCAPD3,NCAPD3 +expr_LINC00622,LINC00622 +expr_SYCE1L,SYCE1L +expr_FAM19A4,FAM19A4 +expr_SMIM1,SMIM1 +expr_ECEL1P2,ECEL1P2 +expr_C12orf36,C12orf36 +expr_LINC00669,LINC00669 +expr_LINC00317,LINC00317 +expr_C3orf30,C3orf30 +expr_METTL2A,METTL2A +expr_LOC101926937,LOC101926937 +expr_CMAS,CMAS +expr_TMEM167B,TMEM167B +expr_CYorf17,CYorf17 +expr_ANO8,ANO8 +expr_TTTY7,TTTY7 +expr_TP73-AS1,TP73-AS1 +expr_FLJ32790,FLJ32790 +expr_LOC284837,LOC284837 +expr_C14orf177,C14orf177 +expr_GLB1L3,GLB1L3 +expr_LOC101928504,LOC101928504 +expr_DPPA3,DPPA3 +expr_C11orf96,C11orf96 +expr_TOMM5,TOMM5 +expr_LINC01021,LINC01021 +expr_FAM132A,FAM132A +expr_CCDC168,CCDC168 +expr_MEIOB,MEIOB +expr_LINC00308,LINC00308 +expr_LOC100505478,LOC100505478 +expr_FLJ40536,FLJ40536 +expr_HLA-F-AS1,HLA-F-AS1 +expr_LINC00984,LINC00984 +expr_TMEM200B,TMEM200B +expr_LINC00892,LINC00892 +expr_PTGES2-AS1,PTGES2-AS1 +expr_RGPD1,RGPD1 +expr_C2orf61,C2orf61 +expr_C16orf82,C16orf82 +expr_CT45A1,CT45A1 +expr_IGSF21,IGSF21 +expr_LOC401098,LOC401098 +expr_DTHD1,DTHD1 +expr_ZNF90,ZNF90 +expr_HABP4,HABP4 +expr_FGF14-AS2,FGF14-AS2 +expr_NUTM2B,NUTM2B +expr_KCNG3,KCNG3 +expr_ZFP57,ZFP57 +expr_LPPR5,LPPR5 +expr_KCNK4,KCNK4 +expr_C8orf22,C8orf22 +expr_SIGLECL1,SIGLECL1 +expr_FLJ40288,FLJ40288 +expr_CALHM1,CALHM1 +expr_SLC36A3,SLC36A3 +expr_C10orf107,C10orf107 +expr_CST9,CST9 +expr_LOC100130264,LOC100130264 +expr_LRFN2,LRFN2 +expr_GRM8,GRM8 +expr_LOC400655,LOC400655 +expr_KLHL33,KLHL33 +expr_MIR31HG,MIR31HG +expr_SNHG10,SNHG10 +expr_C2CD4C,C2CD4C +expr_LINC00837,LINC00837 +expr_LINC00671,LINC00671 +expr_LOC100128843,LOC100128843 +expr_ARAP2,ARAP2 +expr_MESTIT1,MESTIT1 +expr_FAM47E,FAM47E +expr_HEY1,HEY1 +expr_FAM213B,FAM213B +expr_FAM153C,FAM153C +expr_FAM153B,FAM153B +expr_SLC25A21-AS1,SLC25A21-AS1 +expr_RPS23,RPS23 +expr_ZNF780B,ZNF780B +expr_C6orf118,C6orf118 +expr_SNHG20,SNHG20 +expr_NRN1L,NRN1L +expr_H2BFXP,H2BFXP +expr_HCG22,HCG22 +expr_CDH13,CDH13 +expr_PM20D2,PM20D2 +expr_CTRB2,CTRB2 +expr_LINC00577,LINC00577 +expr_FAM24A,FAM24A +expr_DPP10-AS1,DPP10-AS1 +expr_LOC100129520,LOC100129520 +expr_KGFLP2,KGFLP2 +expr_CXCL8,CXCL8 +expr_LOC100130815,LOC100130815 +expr_TMCO2,TMCO2 +expr_HLA-DRA,HLA-DRA +expr_LINC00926,LINC00926 +expr_CCDC148-AS1,CCDC148-AS1 +expr_C12orf61,C12orf61 +expr_RAB40AL,RAB40AL +expr_LOC221272,LOC221272 +expr_LOC400756,LOC400756 +expr_MGC32805,MGC32805 +expr_LOC100268168,LOC100268168 +expr_C1orf100,C1orf100 +expr_LOC101060277,LOC101060277 +expr_TPTE2P6,TPTE2P6 +expr_FLJ40448,FLJ40448 +expr_C4orf48,C4orf48 +expr_PCED1B-AS1,PCED1B-AS1 +expr_CXorf27,CXorf27 +expr_LOC100129034,LOC100129034 +expr_USH1G,USH1G +expr_TDRG1,TDRG1 +expr_TMEM105,TMEM105 +expr_LOC100129476,LOC100129476 +expr_TMEM238,TMEM238 +expr_PMS2P9,PMS2P9 +expr_FAM138A,FAM138A +expr_LOC257396,LOC257396 +expr_MCHR2-AS1,MCHR2-AS1 +expr_LOC100130964,LOC100130964 +expr_ERICH1-AS1,ERICH1-AS1 +expr_ZNF876P,ZNF876P +expr_PCDHB19P,PCDHB19P +expr_LOC100996702,LOC100996702 +expr_LOC654780,LOC654780 +expr_ZNF252P-AS1,ZNF252P-AS1 +expr_SLC25A3P1,SLC25A3P1 +expr_LOC100128361,LOC100128361 +expr_LHFPL4,LHFPL4 +expr_FAM92A1P2,FAM92A1P2 +expr_RPL21P44,RPL21P44 +expr_CBX3P2,CBX3P2 +expr_FAM27L,FAM27L +expr_TTTY4C,TTTY4C +expr_CTXN2,CTXN2 +expr_FDPSP2,FDPSP2 +expr_APOBEC3A,APOBEC3A +expr_ETV3L,ETV3L +expr_SHCBP1,SHCBP1 +expr_TEX38,TEX38 +expr_TCHH,TCHH +expr_IGSF5,IGSF5 +expr_FMR1NB,FMR1NB +expr_LOC100240734,LOC100240734 +expr_PTPRK,PTPRK +expr_ZNF233,ZNF233 +expr_FAM225B,FAM225B +expr_THEG5,THEG5 +expr_EFCAB12,EFCAB12 +expr_W96452,W96452 +expr_DNAJA5,DNAJA5 +expr_AI761251,AI761251 +expr_AI810669,AI810669 +expr_TMEM76,TMEM76 +expr_FAM33A,FAM33A +expr_AI768188,AI768188 +expr_C16orf34,C16orf34 +expr_AA526927,AA526927 +expr_N92541,N92541 +expr_MGC17330,MGC17330 +expr_PHACS,PHACS +expr_SBP1,SBP1 +expr_AI675062,AI675062 +expr_FLJ21986,FLJ21986 +expr_FLJ31033,FLJ31033 +expr_W94055,W94055 +expr_H11724,H11724 +expr_CCDC5,CCDC5 +expr_N36085,N36085 +expr_AI862477,AI862477 +expr_TUBA1,TUBA1 +expr_AI167145,AI167145 +expr_AW293500,AW293500 +expr_R40373,R40373 +expr_C2orf11,C2orf11 +expr_AI206317,AI206317 +expr_KIAA0323,KIAA0323 +expr_LBA1,LBA1 +expr_KIAA0367,KIAA0367 +expr_CDC2L2,CDC2L2 +expr_AADACL1,AADACL1 +expr_RP11-484I6.3,RP11-484I6.3 +expr_AL049435,AL049435 +expr_MCFP,MCFP +expr_AL110255,AL110255 +expr_AL133644,AL133644 +expr_C8orf13,C8orf13 +expr_C17orf27,C17orf27 +expr_M55914,M55914 +expr_M94362,M94362 +expr_NM_005887,NM_005887 +expr_NM_006021,NM_006021 +expr_NM_016336,NM_016336 +expr_NIFUN,NIFUN +expr_U79458,U79458 +expr_AA504120,AA504120 +expr_AB007458,AB007458 +expr_SHRM,SHRM +expr_LOC647478,LOC647478 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+expr_ARHGEF7,ARHGEF7 +expr_ARHGEF9,ARHGEF9 +expr_ARID1A,ARID1A +expr_ARID1B,ARID1B +expr_ARID2,ARID2 +expr_ARID3A,ARID3A +expr_ARID4B,ARID4B +expr_ARID5B,ARID5B +expr_ARIH1,ARIH1 +expr_ARIH2,ARIH2 +expr_ARL1,ARL1 +expr_ARL10,ARL10 +expr_ARL11,ARL11 +expr_ARL13B,ARL13B +expr_ARL14EP,ARL14EP +expr_ARL17A,ARL17A +expr_ARL3,ARL3 +expr_ARL4A,ARL4A +expr_ARL4D,ARL4D +expr_ARL5A,ARL5A +expr_ARL5B,ARL5B +expr_ARL6IP1,ARL6IP1 +expr_ARL6IP4,ARL6IP4 +expr_ARL6IP5,ARL6IP5 +expr_ARL8A,ARL8A +expr_ARL8B,ARL8B +expr_ARL9,ARL9 +expr_ARMC1,ARMC1 +expr_ARMC10,ARMC10 +expr_ARMC2,ARMC2 +expr_ARMC4,ARMC4 +expr_ARMC8,ARMC8 +expr_ARMC9,ARMC9 +expr_ARMCX3,ARMCX3 +expr_ARMCX4,ARMCX4 +expr_ARMCX6,ARMCX6 +expr_ARNT,ARNT +expr_ARNTL2,ARNTL2 +expr_ARPC4,ARPC4 +expr_ARPC4-TTLL3,ARPC4-TTLL3 +expr_ARPP19,ARPP19 +expr_ARPP21,ARPP21 +expr_ARRB1,ARRB1 +expr_ARRDC1,ARRDC1 +expr_ARRDC2,ARRDC2 +expr_ARRDC3,ARRDC3 +expr_ARSD,ARSD +expr_ARSG,ARSG +expr_ART3,ART3 +expr_ARV1,ARV1 +expr_ARVCF,ARVCF +expr_ASAH1,ASAH1 +expr_ASAP1,ASAP1 +expr_ASAP1-IT1,ASAP1-IT1 +expr_ASAP2,ASAP2 +expr_ASB1,ASB1 +expr_ASB13,ASB13 +expr_ASB16,ASB16 +expr_ASB4,ASB4 +expr_ASB5,ASB5 +expr_ASB6,ASB6 +expr_ASB7,ASB7 +expr_ASB8,ASB8 +expr_ASCC3,ASCC3 +expr_ASCL2,ASCL2 +expr_ASF1A,ASF1A +expr_ASH1L,ASH1L +expr_ASMTL,ASMTL +expr_ASNS,ASNS +expr_ASPA,ASPA +expr_ASPH,ASPH +expr_ASPHD2,ASPHD2 +expr_ASPM,ASPM +expr_ASRGL1,ASRGL1 +expr_ASTN1,ASTN1 +expr_ASTN2,ASTN2 +expr_ASXL1,ASXL1 +expr_ASXL2,ASXL2 +expr_ASXL3,ASXL3 +expr_ATAD1,ATAD1 +expr_ATAD2,ATAD2 +expr_ATAD3A,ATAD3A +expr_ATAD3B,ATAD3B +expr_ATAD5,ATAD5 +expr_ATAT1,ATAT1 +expr_ATCAY,ATCAY +expr_ATE1,ATE1 +expr_ATF2,ATF2 +expr_ATF3,ATF3 +expr_ATF4,ATF4 +expr_ATF6,ATF6 +expr_ATF6B,ATF6B +expr_ATF7,ATF7 +expr_ATF7IP,ATF7IP +expr_ATF7IP2,ATF7IP2 +expr_ATG10,ATG10 +expr_ATG12,ATG12 +expr_ATG13,ATG13 +expr_ATG16L1,ATG16L1 +expr_ATG2B,ATG2B +expr_ATG3,ATG3 +expr_ATG4B,ATG4B +expr_ATG4C,ATG4C +expr_ATG5,ATG5 +expr_ATG7,ATG7 +expr_ATG9B,ATG9B +expr_ATL2,ATL2 +expr_ATM,ATM +expr_ATMIN,ATMIN +expr_ATN1,ATN1 +expr_ATOH7,ATOH7 +expr_ATOH8,ATOH8 +expr_ATP10A,ATP10A +expr_ATP10B,ATP10B +expr_ATP10D,ATP10D +expr_ATP11A,ATP11A +expr_ATP11B,ATP11B +expr_ATP11C,ATP11C +expr_ATP13A2,ATP13A2 +expr_ATP13A3,ATP13A3 +expr_ATP13A4,ATP13A4 +expr_ATP1A4,ATP1A4 +expr_ATP1B1,ATP1B1 +expr_ATP1B4,ATP1B4 +expr_ATP2A2,ATP2A2 +expr_ATP2A3,ATP2A3 +expr_ATP2B3,ATP2B3 +expr_ATP2B4,ATP2B4 +expr_ATP2C1,ATP2C1 +expr_ATP5D,ATP5D +expr_ATP5E,ATP5E +expr_ATP5F1,ATP5F1 +expr_ATP5G2,ATP5G2 +expr_ATP5G3,ATP5G3 +expr_ATP5H,ATP5H +expr_ATP5I,ATP5I +expr_ATP5J2,ATP5J2 +expr_ATP5L,ATP5L +expr_ATP5S,ATP5S +expr_ATP5SL,ATP5SL +expr_ATP6AP1,ATP6AP1 +expr_ATP6V0A1,ATP6V0A1 +expr_ATP6V0C,ATP6V0C +expr_ATP6V0D2,ATP6V0D2 +expr_ATP6V1A,ATP6V1A +expr_ATP6V1B1,ATP6V1B1 +expr_ATP6V1C1,ATP6V1C1 +expr_ATP6V1C2,ATP6V1C2 +expr_ATP6V1H,ATP6V1H +expr_ATP8A2,ATP8A2 +expr_ATP8B2,ATP8B2 +expr_ATP8B3,ATP8B3 +expr_ATP9A,ATP9A +expr_ATP9B,ATP9B +expr_ATPAF1,ATPAF1 +expr_ATRIP,ATRIP +expr_ATRN,ATRN +expr_ATRNL1,ATRNL1 +expr_ATRX,ATRX +expr_ATXN2,ATXN2 +expr_ATXN2L,ATXN2L +expr_ATXN3,ATXN3 +expr_ATXN7,ATXN7 +expr_ATXN7L1,ATXN7L1 +expr_ATXN7L2,ATXN7L2 +expr_AURKA,AURKA +expr_AURKB,AURKB +expr_AUTS2,AUTS2 +expr_AVIL,AVIL +expr_AVL9,AVL9 +expr_AVPR1A,AVPR1A +expr_AXDND1,AXDND1 +expr_AXIN2,AXIN2 +expr_AZGP1,AZGP1 +expr_AZI2,AZI2 +expr_AZIN2,AZIN2 +expr_B2M,B2M +expr_B3GALNT1,B3GALNT1 +expr_B3GALNT2,B3GALNT2 +expr_B3GALT2,B3GALT2 +expr_B3GALT4,B3GALT4 +expr_B3GALT5,B3GALT5 +expr_B3GALTL,B3GALTL +expr_B3GNT4,B3GNT4 +expr_B3GNT5,B3GNT5 +expr_B3GNT6,B3GNT6 +expr_B3GNT7,B3GNT7 +expr_B3GNT9,B3GNT9 +expr_B4GALNT1,B4GALNT1 +expr_B4GALNT3,B4GALNT3 +expr_B4GALNT4,B4GALNT4 +expr_B4GALT1,B4GALT1 +expr_B4GALT2,B4GALT2 +expr_B4GALT5,B4GALT5 +expr_B4GALT6,B4GALT6 +expr_B9D1,B9D1 +expr_B9D2,B9D2 +expr_BAALC,BAALC +expr_BACE2,BACE2 +expr_BACH1,BACH1 +expr_BAG3,BAG3 +expr_BAG4,BAG4 +expr_BAG5,BAG5 +expr_BAG6,BAG6 +expr_BAGE,BAGE +expr_BAIAP2,BAIAP2 +expr_BAIAP2L2,BAIAP2L2 +expr_BANP,BANP +expr_BAP1,BAP1 +expr_BARHL1,BARHL1 +expr_BAX,BAX +expr_BBC3,BBC3 +expr_BBIP1,BBIP1 +expr_BBS1,BBS1 +expr_BBS10,BBS10 +expr_BBS4,BBS4 +expr_BBS5,BBS5 +expr_BBS7,BBS7 +expr_BBS9,BBS9 +expr_BBX,BBX +expr_BCAM,BCAM +expr_BCAN,BCAN +expr_BCAP31,BCAP31 +expr_BCAR1,BCAR1 +expr_BCAS3,BCAS3 +expr_BCAS4,BCAS4 +expr_BCAT1,BCAT1 +expr_BCAT2,BCAT2 +expr_BCCIP,BCCIP +expr_BCKDHB,BCKDHB +expr_BCKDK,BCKDK +expr_BCL11A,BCL11A +expr_BCL11B,BCL11B +expr_BCL2,BCL2 +expr_BCL2A1,BCL2A1 +expr_BCL2L1,BCL2L1 +expr_BCL2L11,BCL2L11 +expr_BCL2L13,BCL2L13 +expr_BCL2L14,BCL2L14 +expr_BCL6,BCL6 +expr_BCL6B,BCL6B +expr_BCL7A,BCL7A +expr_BCL7B,BCL7B +expr_BCLAF1,BCLAF1 +expr_BCO2,BCO2 +expr_BCOR,BCOR +expr_BCR,BCR +expr_BCRP2,BCRP2 +expr_BDH2,BDH2 +expr_BDKRB1,BDKRB1 +expr_BDNF,BDNF +expr_BDP1,BDP1 +expr_BECN1,BECN1 +expr_BEND7,BEND7 +expr_BEST3,BEST3 +expr_BET1,BET1 +expr_BET1L,BET1L +expr_BFAR,BFAR +expr_BGLAP,BGLAP +expr_BHLHA15,BHLHA15 +expr_BHLHE22,BHLHE22 +expr_BHMT,BHMT +expr_BHMT2,BHMT2 +expr_BICC1,BICC1 +expr_BICD1,BICD1 +expr_BICD2,BICD2 +expr_BID,BID +expr_BIN1,BIN1 +expr_BIN3,BIN3 +expr_BIRC5,BIRC5 +expr_BLM,BLM +expr_BLMH,BLMH +expr_BLOC1S2,BLOC1S2 +expr_BLOC1S5,BLOC1S5 +expr_BLOC1S6,BLOC1S6 +expr_BLZF1,BLZF1 +expr_BMI1,BMI1 +expr_BMP1,BMP1 +expr_BMP2K,BMP2K +expr_BMP7,BMP7 +expr_BMP8B,BMP8B +expr_BMPER,BMPER +expr_BMPR1A,BMPR1A +expr_BMPR1B,BMPR1B +expr_BMPR2,BMPR2 +expr_BMS1,BMS1 +expr_BMS1P20,BMS1P20 +expr_BMS1P6,BMS1P6 +expr_BMX,BMX +expr_BNC2,BNC2 +expr_BNIP3,BNIP3 +expr_BNIP3L,BNIP3L +expr_BOD1,BOD1 +expr_BOD1L1,BOD1L1 +expr_BOLA3,BOLA3 +expr_BOLL,BOLL +expr_BPESC1,BPESC1 +expr_BPI,BPI +expr_BPNT1,BPNT1 +expr_BPTF,BPTF +expr_BRAF,BRAF +expr_BRAT1,BRAT1 +expr_BRCA1,BRCA1 +expr_BRCA2,BRCA2 +expr_BRCC3,BRCC3 +expr_BRD2,BRD2 +expr_BRD3,BRD3 +expr_BRD4,BRD4 +expr_BRF1,BRF1 +expr_BRI3BP,BRI3BP +expr_BRINP1,BRINP1 +expr_BRIP1,BRIP1 +expr_BRIX1,BRIX1 +expr_BRK1,BRK1 +expr_BRMS1L,BRMS1L +expr_BRSK2,BRSK2 +expr_BRWD1,BRWD1 +expr_BRWD3,BRWD3 +expr_BSG,BSG +expr_BSPRY,BSPRY +expr_BTBD3,BTBD3 +expr_BTBD7,BTBD7 +expr_BTBD9,BTBD9 +expr_BTC,BTC +expr_BTD,BTD +expr_BTF3,BTF3 +expr_BTG2,BTG2 +expr_BTG3,BTG3 +expr_BTN2A1,BTN2A1 +expr_BTN2A2,BTN2A2 +expr_BTN2A3P,BTN2A3P +expr_BTN3A1,BTN3A1 +expr_BTN3A2,BTN3A2 +expr_BTNL3,BTNL3 +expr_BTNL9,BTNL9 +expr_BTRC,BTRC +expr_BUB1,BUB1 +expr_BUB3,BUB3 +expr_BVES,BVES +expr_BZRAP1,BZRAP1 +expr_BZW1,BZW1 +expr_C10orf10,C10orf10 +expr_C10orf11,C10orf11 +expr_C10orf118,C10orf118 +expr_C10orf137,C10orf137 +expr_C10orf2,C10orf2 +expr_C10orf32,C10orf32 +expr_C10orf76,C10orf76 +expr_C10orf82,C10orf82 +expr_C11orf1,C11orf1 +expr_C11orf16,C11orf16 +expr_C11orf21,C11orf21 +expr_C11orf30,C11orf30 +expr_C11orf48,C11orf48 +expr_C11orf54,C11orf54 +expr_C11orf57,C11orf57 +expr_C11orf58,C11orf58 +expr_C11orf63,C11orf63 +expr_C11orf71,C11orf71 +expr_C11orf86,C11orf86 +expr_C11orf87,C11orf87 +expr_C11orf88,C11orf88 +expr_C12orf29,C12orf29 +expr_C12orf4,C12orf4 +expr_C12orf40,C12orf40 +expr_C12orf42,C12orf42 +expr_C12orf49,C12orf49 +expr_C12orf5,C12orf5 +expr_C12orf65,C12orf65 +expr_C12orf66,C12orf66 +expr_C14orf1,C14orf1 +expr_C14orf119,C14orf119 +expr_C14orf132,C14orf132 +expr_C14orf159,C14orf159 +expr_C14orf79,C14orf79 +expr_C15orf37,C15orf37 +expr_C15orf38,C15orf38 +expr_C15orf40,C15orf40 +expr_C15orf52,C15orf52 +expr_C15orf57,C15orf57 +expr_C15orf59,C15orf59 +expr_C16orf58,C16orf58 +expr_C16orf70,C16orf70 +expr_C16orf86,C16orf86 +expr_C16orf89,C16orf89 +expr_C16orf93,C16orf93 +expr_C17orf104,C17orf104 +expr_C17orf51,C17orf51 +expr_C17orf53,C17orf53 +expr_C17orf59,C17orf59 +expr_C17orf67,C17orf67 +expr_C17orf75,C17orf75 +expr_C17orf80,C17orf80 +expr_C17orf85,C17orf85 +expr_C18orf25,C18orf25 +expr_C18orf54,C18orf54 +expr_C19orf12,C19orf12 +expr_C19orf25,C19orf25 +expr_C19orf33,C19orf33 +expr_C19orf43,C19orf43 +expr_C19orf66,C19orf66 +expr_C19orf73,C19orf73 +expr_C1D,C1D +expr_C1GALT1,C1GALT1 +expr_C1orf106,C1orf106 +expr_C1orf115,C1orf115 +expr_C1orf116,C1orf116 +expr_C1orf122,C1orf122 +expr_C1orf123,C1orf123 +expr_C1orf131,C1orf131 +expr_C1orf145,C1orf145 +expr_C1orf162,C1orf162 +expr_C1orf168,C1orf168 +expr_C1orf186,C1orf186 +expr_C1orf194,C1orf194 +expr_C1orf198,C1orf198 +expr_C1orf21,C1orf21 +expr_C1orf226,C1orf226 +expr_C1orf27,C1orf27 +expr_C1orf43,C1orf43 +expr_C1orf56,C1orf56 +expr_C1orf61,C1orf61 +expr_C1orf64,C1orf64 +expr_C1orf86,C1orf86 +expr_C1QTNF1,C1QTNF1 +expr_C1QTNF2,C1QTNF2 +expr_C1QTNF3,C1QTNF3 +expr_C1QTNF7,C1QTNF7 +expr_C2,C2 +expr_C20orf112,C20orf112 +expr_C20orf197,C20orf197 +expr_C20orf201,C20orf201 +expr_C20orf24,C20orf24 +expr_C20orf85,C20orf85 +expr_C21orf119,C21orf119 +expr_C21orf128,C21orf128 +expr_C21orf15,C21orf15 +expr_C21orf2,C21orf2 +expr_C21orf58,C21orf58 +expr_C21orf62,C21orf62 +expr_C21orf67,C21orf67 +expr_C21orf88,C21orf88 +expr_C21orf91,C21orf91 +expr_C22orf15,C22orf15 +expr_C22orf23,C22orf23 +expr_C22orf39,C22orf39 +expr_C2CD2,C2CD2 +expr_C2CD2L,C2CD2L +expr_C2CD3,C2CD3 +expr_C2CD4B,C2CD4B +expr_C2CD5,C2CD5 +expr_C2orf27A,C2orf27A +expr_C2orf49,C2orf49 +expr_C2orf68,C2orf68 +expr_C2orf69,C2orf69 +expr_C2orf70,C2orf70 +expr_C2orf72,C2orf72 +expr_C2orf74,C2orf74 +expr_C2orf88,C2orf88 +expr_C3orf14,C3orf14 +expr_C3orf17,C3orf17 +expr_C3orf27,C3orf27 +expr_C3orf35,C3orf35 +expr_C3orf38,C3orf38 +expr_C3orf52,C3orf52 +expr_C3orf58,C3orf58 +expr_C3orf62,C3orf62 +expr_C4orf19,C4orf19 +expr_C4orf27,C4orf27 +expr_C4orf3,C4orf3 +expr_C4orf32,C4orf32 +expr_C5AR1,C5AR1 +expr_C5orf20,C5orf20 +expr_C5orf24,C5orf24 +expr_C5orf27,C5orf27 +expr_C5orf42,C5orf42 +expr_C5orf45,C5orf45 +expr_C5orf47,C5orf47 +expr_C5orf54,C5orf54 +expr_C5orf56,C5orf56 +expr_C6orf1,C6orf1 +expr_C6orf10,C6orf10 +expr_C6orf106,C6orf106 +expr_C6orf123,C6orf123 +expr_C6orf141,C6orf141 +expr_C6orf164,C6orf164 +expr_C6orf165,C6orf165 +expr_C6orf203,C6orf203 +expr_C6orf223,C6orf223 +expr_C6orf25,C6orf25 +expr_C6orf52,C6orf52 +expr_C6orf58,C6orf58 +expr_C6orf62,C6orf62 +expr_C6orf89,C6orf89 +expr_C7,C7 +expr_C7orf34,C7orf34 +expr_C7orf50,C7orf50 +expr_C7orf60,C7orf60 +expr_C8orf17,C8orf17 +expr_C8orf33,C8orf33 +expr_C8orf34,C8orf34 +expr_C8orf37,C8orf37 +expr_C8orf4,C8orf4 +expr_C8orf46,C8orf46 +expr_C8orf88,C8orf88 +expr_C9orf116,C9orf116 +expr_C9orf131,C9orf131 +expr_C9orf135,C9orf135 +expr_C9orf156,C9orf156 +expr_C9orf3,C9orf3 +expr_C9orf37,C9orf37 +expr_C9orf40,C9orf40 +expr_C9orf41,C9orf41 +expr_C9orf47,C9orf47 +expr_C9orf72,C9orf72 +expr_C9orf78,C9orf78 +expr_C9orf9,C9orf9 +expr_C9orf91,C9orf91 +expr_CA12,CA12 +expr_CA13,CA13 +expr_CA2,CA2 +expr_CA5A,CA5A +expr_CA5B,CA5B +expr_CA6,CA6 +expr_CA8,CA8 +expr_CA9,CA9 +expr_CAB39L,CAB39L +expr_CABIN1,CABIN1 +expr_CACNA1B,CACNA1B +expr_CACNA1C,CACNA1C +expr_CACNA1E,CACNA1E +expr_CACNA1G,CACNA1G +expr_CACNA1I,CACNA1I +expr_CACNA2D3,CACNA2D3 +expr_CACNB1,CACNB1 +expr_CACNB2,CACNB2 +expr_CACNB3,CACNB3 +expr_CACNG2,CACNG2 +expr_CACNG5,CACNG5 +expr_CACNG7,CACNG7 +expr_CACNG8,CACNG8 +expr_CACTIN,CACTIN +expr_CACUL1,CACUL1 +expr_CACYBP,CACYBP +expr_CADM1,CADM1 +expr_CADPS,CADPS +expr_CALCA,CALCA +expr_CALCOCO1,CALCOCO1 +expr_CALCOCO2,CALCOCO2 +expr_CALD1,CALD1 +expr_CALM1,CALM1 +expr_CALM3,CALM3 +expr_CALN1,CALN1 +expr_CAMK1D,CAMK1D +expr_CAMK1G,CAMK1G +expr_CAMK2D,CAMK2D +expr_CAMK2G,CAMK2G +expr_CAMK2N1,CAMK2N1 +expr_CAMKK1,CAMKK1 +expr_CAMKK2,CAMKK2 +expr_CAMKMT,CAMKMT +expr_CAMLG,CAMLG +expr_CAMSAP1,CAMSAP1 +expr_CAMTA1,CAMTA1 +expr_CAND1,CAND1 +expr_CANT1,CANT1 +expr_CANX,CANX +expr_CAPN1,CAPN1 +expr_CAPN10,CAPN10 +expr_CAPN12,CAPN12 +expr_CAPN13,CAPN13 +expr_CAPN15,CAPN15 +expr_CAPN8,CAPN8 +expr_CAPRIN1,CAPRIN1 +expr_CAPRIN2,CAPRIN2 +expr_CAPS,CAPS +expr_CAPS2,CAPS2 +expr_CAPZA1,CAPZA1 +expr_CAPZA2,CAPZA2 +expr_CARD11,CARD11 +expr_CARD14,CARD14 +expr_CARD16,CARD16 +expr_CARD8,CARD8 +expr_CARD9,CARD9 +expr_CARF,CARF +expr_CARKD,CARKD +expr_CARS2,CARS2 +expr_CASC10,CASC10 +expr_CASC15,CASC15 +expr_CASC2,CASC2 +expr_CASC3,CASC3 +expr_CASC4,CASC4 +expr_CASC5,CASC5 +expr_CASD1,CASD1 +expr_CASK,CASK +expr_CASKIN1,CASKIN1 +expr_CASKIN2,CASKIN2 +expr_CASP10,CASP10 +expr_CASP2,CASP2 +expr_CASP4,CASP4 +expr_CASP8,CASP8 +expr_CASP9,CASP9 +expr_CAST,CAST +expr_CASZ1,CASZ1 +expr_CAT,CAT +expr_CATSPER2,CATSPER2 +expr_CAV1,CAV1 +expr_CAV2,CAV2 +expr_CAV3,CAV3 +expr_CBFA2T2,CBFA2T2 +expr_CBFB,CBFB +expr_CBL,CBL +expr_CBLB,CBLB +expr_CBLL1,CBLL1 +expr_CBR3,CBR3 +expr_CBR4,CBR4 +expr_CBS,CBS +expr_CBWD5,CBWD5 +expr_CBX1,CBX1 +expr_CBX5,CBX5 +expr_CBX6,CBX6 +expr_CBX7,CBX7 +expr_CC2D1A,CC2D1A +expr_CC2D1B,CC2D1B +expr_CC2D2A,CC2D2A +expr_CC2D2B,CC2D2B +expr_CCAR2,CCAR2 +expr_CCBE1,CCBE1 +expr_CCDC102B,CCDC102B +expr_CCDC108,CCDC108 +expr_CCDC112,CCDC112 +expr_CCDC113,CCDC113 +expr_CCDC115,CCDC115 +expr_CCDC117,CCDC117 +expr_CCDC120,CCDC120 +expr_CCDC121,CCDC121 +expr_CCDC122,CCDC122 +expr_CCDC126,CCDC126 +expr_CCDC127,CCDC127 +expr_CCDC132,CCDC132 +expr_CCDC134,CCDC134 +expr_CCDC144A,CCDC144A +expr_CCDC149,CCDC149 +expr_CCDC15,CCDC15 +expr_CCDC150,CCDC150 +expr_CCDC158,CCDC158 +expr_CCDC171,CCDC171 +expr_CCDC174,CCDC174 +expr_CCDC177,CCDC177 +expr_CCDC181,CCDC181 +expr_CCDC182,CCDC182 +expr_CCDC24,CCDC24 +expr_CCDC25,CCDC25 +expr_CCDC30,CCDC30 +expr_CCDC34,CCDC34 +expr_CCDC36,CCDC36 +expr_CCDC40,CCDC40 +expr_CCDC43,CCDC43 +expr_CCDC47,CCDC47 +expr_CCDC50,CCDC50 +expr_CCDC57,CCDC57 +expr_CCDC59,CCDC59 +expr_CCDC6,CCDC6 +expr_CCDC62,CCDC62 +expr_CCDC66,CCDC66 +expr_CCDC67,CCDC67 +expr_CCDC69,CCDC69 +expr_CCDC7,CCDC7 +expr_CCDC71,CCDC71 +expr_CCDC71L,CCDC71L +expr_CCDC74B,CCDC74B +expr_CCDC80,CCDC80 +expr_CCDC82,CCDC82 +expr_CCDC84,CCDC84 +expr_CCDC85C,CCDC85C +expr_CCDC86,CCDC86 +expr_CCDC88A,CCDC88A +expr_CCDC88B,CCDC88B +expr_CCDC88C,CCDC88C +expr_CCDC90B,CCDC90B +expr_CCDC91,CCDC91 +expr_CCDC93,CCDC93 +expr_CCDC96,CCDC96 +expr_CCL13,CCL13 +expr_CCL2,CCL2 +expr_CCL23,CCL23 +expr_CCL26,CCL26 +expr_CCL3L3,CCL3L3 +expr_CCNB2,CCNB2 +expr_CCND1,CCND1 +expr_CCND2,CCND2 +expr_CCND3,CCND3 +expr_CCNF,CCNF +expr_CCNG2,CCNG2 +expr_CCNJL,CCNJL +expr_CCNK,CCNK +expr_CCNL1,CCNL1 +expr_CCNL2,CCNL2 +expr_CCNO,CCNO +expr_CCNT1,CCNT1 +expr_CCNT2,CCNT2 +expr_CCNY,CCNY +expr_CCNYL1,CCNYL1 +expr_CCP110,CCP110 +expr_CCPG1,CCPG1 +expr_CCR1,CCR1 +expr_CCR2,CCR2 +expr_CCR3,CCR3 +expr_CCRL2,CCRL2 +expr_CCRN4L,CCRN4L +expr_CCSAP,CCSAP +expr_CCT5,CCT5 +expr_CCT6A,CCT6A +expr_CCT6P1,CCT6P1 +expr_CCT8,CCT8 +expr_CD109,CD109 +expr_CD163L1,CD163L1 +expr_CD164,CD164 +expr_CD177,CD177 +expr_CD19,CD19 +expr_CD1A,CD1A +expr_CD1D,CD1D +expr_CD1E,CD1E +expr_CD200R1,CD200R1 +expr_CD209,CD209 +expr_CD22,CD22 +expr_CD244,CD244 +expr_CD274,CD274 +expr_CD276,CD276 +expr_CD2AP,CD2AP +expr_CD2BP2,CD2BP2 +expr_CD300A,CD300A +expr_CD300LF,CD300LF +expr_CD300LG,CD300LG +expr_CD302,CD302 +expr_CD33,CD33 +expr_CD34,CD34 +expr_CD36,CD36 +expr_CD3E,CD3E +expr_CD3EAP,CD3EAP +expr_CD46,CD46 +expr_CD47,CD47 +expr_CD48,CD48 +expr_CD55,CD55 +expr_CD59,CD59 +expr_CD6,CD6 +expr_CD63,CD63 +expr_CD80,CD80 +expr_CD82,CD82 +expr_CD84,CD84 +expr_CD86,CD86 +expr_CD8B,CD8B +expr_CD93,CD93 +expr_CD96,CD96 +expr_CD97,CD97 +expr_CD99,CD99 +expr_CD99L2,CD99L2 +expr_CDADC1,CDADC1 +expr_CDC14A,CDC14A +expr_CDC14B,CDC14B +expr_CDC20,CDC20 +expr_CDC20B,CDC20B +expr_CDC23,CDC23 +expr_CDC25A,CDC25A +expr_CDC25B,CDC25B +expr_CDC34,CDC34 +expr_CDC37L1,CDC37L1 +expr_CDC40,CDC40 +expr_CDC42,CDC42 +expr_CDC42BPA,CDC42BPA +expr_CDC42BPG,CDC42BPG +expr_CDC42EP1,CDC42EP1 +expr_CDC42EP3,CDC42EP3 +expr_CDC42EP4,CDC42EP4 +expr_CDC42SE1,CDC42SE1 +expr_CDC42SE2,CDC42SE2 +expr_CDC5L,CDC5L +expr_CDC6,CDC6 +expr_CDC73,CDC73 +expr_CDCA2,CDCA2 +expr_CDCA3,CDCA3 +expr_CDCA4,CDCA4 +expr_CDCA7,CDCA7 +expr_CDCP1,CDCP1 +expr_CDH11,CDH11 +expr_CDH12,CDH12 +expr_CDH19,CDH19 +expr_CDH22,CDH22 +expr_CDH23,CDH23 +expr_CDH24,CDH24 +expr_CDH26,CDH26 +expr_CDH4,CDH4 +expr_CDH6,CDH6 +expr_CDH7,CDH7 +expr_CDHR1,CDHR1 +expr_CDHR3,CDHR3 +expr_CDHR5,CDHR5 +expr_CDK10,CDK10 +expr_CDK11B,CDK11B +expr_CDK12,CDK12 +expr_CDK13,CDK13 +expr_CDK14,CDK14 +expr_CDK19,CDK19 +expr_CDK2,CDK2 +expr_CDK5R2,CDK5R2 +expr_CDK5RAP1,CDK5RAP1 +expr_CDK5RAP3,CDK5RAP3 +expr_CDK6,CDK6 +expr_CDK8,CDK8 +expr_CDK9,CDK9 +expr_CDKAL1,CDKAL1 +expr_CDKL1,CDKL1 +expr_CDKN1A,CDKN1A +expr_CDKN1B,CDKN1B +expr_CDKN1C,CDKN1C +expr_CDKN2A,CDKN2A +expr_CDKN2AIPNL,CDKN2AIPNL +expr_CDKN2B,CDKN2B +expr_CDON,CDON +expr_CDR2,CDR2 +expr_CDRT1,CDRT1 +expr_CDS1,CDS1 +expr_CDS2,CDS2 +expr_CDSN,CDSN +expr_CDT1,CDT1 +expr_CDV3,CDV3 +expr_CEACAM1,CEACAM1 +expr_CEACAM19,CEACAM19 +expr_CEACAM3,CEACAM3 +expr_CEACAM6,CEACAM6 +expr_CEACAM7,CEACAM7 +expr_CEBPA,CEBPA +expr_CEBPB,CEBPB +expr_CECR1,CECR1 +expr_CEL,CEL +expr_CELF1,CELF1 +expr_CELF2,CELF2 +expr_CELF4,CELF4 +expr_CELSR2,CELSR2 +expr_CEND1,CEND1 +expr_CENPA,CENPA +expr_CENPB,CENPB +expr_CENPBD1,CENPBD1 +expr_CENPBD1P1,CENPBD1P1 +expr_CENPC,CENPC +expr_CENPF,CENPF +expr_CENPI,CENPI +expr_CENPJ,CENPJ +expr_CENPL,CENPL +expr_CENPM,CENPM +expr_CENPN,CENPN +expr_CENPO,CENPO +expr_CENPT,CENPT +expr_CENPW,CENPW +expr_CEP104,CEP104 +expr_CEP112,CEP112 +expr_CEP120,CEP120 +expr_CEP128,CEP128 +expr_CEP135,CEP135 +expr_CEP152,CEP152 +expr_CEP164,CEP164 +expr_CEP170,CEP170 +expr_CEP192,CEP192 +expr_CEP250,CEP250 +expr_CEP290,CEP290 +expr_CEP41,CEP41 +expr_CEP44,CEP44 +expr_CEP57,CEP57 +expr_CEP57L1,CEP57L1 +expr_CEP63,CEP63 +expr_CEP68,CEP68 +expr_CEP70,CEP70 +expr_CEP72,CEP72 +expr_CEP78,CEP78 +expr_CEP85L,CEP85L +expr_CEP89,CEP89 +expr_CEP95,CEP95 +expr_CEP97,CEP97 +expr_CERK,CERK +expr_CERS6,CERS6 +expr_CES2,CES2 +expr_CES3,CES3 +expr_CES5A,CES5A +expr_CFB,CFB +expr_CFH,CFH +expr_CFHR5,CFHR5 +expr_CFI,CFI +expr_CFL1,CFL1 +expr_CFL1P1,CFL1P1 +expr_CFL2,CFL2 +expr_CFLAR,CFLAR +expr_CFTR,CFTR +expr_CGA,CGA +expr_CGGBP1,CGGBP1 +expr_CGN,CGN +expr_CGNL1,CGNL1 +expr_CGRRF1,CGRRF1 +expr_CHAD,CHAD +expr_CHAT,CHAT +expr_CHCHD2,CHCHD2 +expr_CHCHD3,CHCHD3 +expr_CHCHD5,CHCHD5 +expr_CHCHD7,CHCHD7 +expr_CHD2,CHD2 +expr_CHD6,CHD6 +expr_CHD7,CHD7 +expr_CHD8,CHD8 +expr_CHD9,CHD9 +expr_CHDH,CHDH +expr_CHEK1,CHEK1 +expr_CHERP,CHERP +expr_CHGB,CHGB +expr_CHI3L1,CHI3L1 +expr_CHID1,CHID1 +expr_CHKA,CHKA +expr_CHL1,CHL1 +expr_CHM,CHM +expr_CHML,CHML +expr_CHMP1A,CHMP1A +expr_CHMP2B,CHMP2B +expr_CHMP3,CHMP3 +expr_CHMP4A,CHMP4A +expr_CHMP4B,CHMP4B +expr_CHMP5,CHMP5 +expr_CHMP7,CHMP7 +expr_CHP1,CHP1 +expr_CHPF2,CHPF2 +expr_CHPT1,CHPT1 +expr_CHRD,CHRD +expr_CHRDL1,CHRDL1 +expr_CHRDL2,CHRDL2 +expr_CHRM2,CHRM2 +expr_CHRM3,CHRM3 +expr_CHRNA1,CHRNA1 +expr_CHRNA4,CHRNA4 +expr_CHRNB1,CHRNB1 +expr_CHRNB2,CHRNB2 +expr_CHST11,CHST11 +expr_CHST14,CHST14 +expr_CHST8,CHST8 +expr_CHTF18,CHTF18 +expr_CHTOP,CHTOP +expr_CHURC1,CHURC1 +expr_CIAO1,CIAO1 +expr_CIAPIN1,CIAPIN1 +expr_CIB1,CIB1 +expr_CIITA,CIITA +expr_CIRBP,CIRBP +expr_CIRH1A,CIRH1A +expr_CISD1,CISD1 +expr_CISD2,CISD2 +expr_CISH,CISH +expr_CITED4,CITED4 +expr_CIZ1,CIZ1 +expr_CKAP2,CKAP2 +expr_CKAP5,CKAP5 +expr_CKB,CKB +expr_CKLF,CKLF +expr_CKMT1A,CKMT1A +expr_CKS1B,CKS1B +expr_CKS2,CKS2 +expr_CLASP2,CLASP2 +expr_CLASRP,CLASRP +expr_CLCC1,CLCC1 +expr_CLCN3,CLCN3 +expr_CLCN4,CLCN4 +expr_CLCN6,CLCN6 +expr_CLCNKB,CLCNKB +expr_CLDN1,CLDN1 +expr_CLDN11,CLDN11 +expr_CLDN12,CLDN12 +expr_CLDN16,CLDN16 +expr_CLDN3,CLDN3 +expr_CLDN5,CLDN5 +expr_CLDN9,CLDN9 +expr_CLEC10A,CLEC10A +expr_CLEC14A,CLEC14A +expr_CLEC2D,CLEC2D +expr_CLEC4M,CLEC4M +expr_CLEC5A,CLEC5A +expr_CLEC7A,CLEC7A +expr_CLIC2,CLIC2 +expr_CLIC4,CLIC4 +expr_CLIC5,CLIC5 +expr_CLINT1,CLINT1 +expr_CLIP1,CLIP1 +expr_CLIP3,CLIP3 +expr_CLIP4,CLIP4 +expr_CLK1,CLK1 +expr_CLK2,CLK2 +expr_CLK3,CLK3 +expr_CLK4,CLK4 +expr_CLMN,CLMN +expr_CLMP,CLMP +expr_CLN3,CLN3 +expr_CLN5,CLN5 +expr_CLN8,CLN8 +expr_CLOCK,CLOCK +expr_CLP1,CLP1 +expr_CLPX,CLPX +expr_CLRN1,CLRN1 +expr_CLSTN2,CLSTN2 +expr_CLTB,CLTB +expr_CLUH,CLUH +expr_CLVS1,CLVS1 +expr_CLYBL,CLYBL +expr_CMAHP,CMAHP +expr_CMIP,CMIP +expr_CMKLR1,CMKLR1 +expr_CMTM3,CMTM3 +expr_CMTM4,CMTM4 +expr_CMTM6,CMTM6 +expr_CMTM7,CMTM7 +expr_CMTR2,CMTR2 +expr_CMYA5,CMYA5 +expr_CNBP,CNBP +expr_CNDP2,CNDP2 +expr_CNEP1R1,CNEP1R1 +expr_CNGA1,CNGA1 +expr_CNGA4,CNGA4 +expr_CNGB1,CNGB1 +expr_CNIH1,CNIH1 +expr_CNKSR3,CNKSR3 +expr_CNN2,CNN2 +expr_CNNM2,CNNM2 +expr_CNOT1,CNOT1 +expr_CNOT2,CNOT2 +expr_CNOT4,CNOT4 +expr_CNOT6,CNOT6 +expr_CNOT6L,CNOT6L +expr_CNOT7,CNOT7 +expr_CNP,CNP +expr_CNPY2,CNPY2 +expr_CNPY3,CNPY3 +expr_CNR1,CNR1 +expr_CNR2,CNR2 +expr_CNST,CNST +expr_CNTLN,CNTLN +expr_CNTN1,CNTN1 +expr_CNTN2,CNTN2 +expr_CNTN3,CNTN3 +expr_CNTN4,CNTN4 +expr_CNTN5,CNTN5 +expr_CNTNAP1,CNTNAP1 +expr_CNTNAP2,CNTNAP2 +expr_CNTNAP3,CNTNAP3 +expr_CNTNAP4,CNTNAP4 +expr_CNTNAP5,CNTNAP5 +expr_CNTRL,CNTRL +expr_CNTROB,CNTROB +expr_COA3,COA3 +expr_COBL,COBL +expr_COBLL1,COBLL1 +expr_COCH,COCH +expr_COG2,COG2 +expr_COG3,COG3 +expr_COG6,COG6 +expr_COG8,COG8 +expr_COL12A1,COL12A1 +expr_COL13A1,COL13A1 +expr_COL14A1,COL14A1 +expr_COL15A1,COL15A1 +expr_COL17A1,COL17A1 +expr_COL18A1,COL18A1 +expr_COL1A2,COL1A2 +expr_COL20A1,COL20A1 +expr_COL23A1,COL23A1 +expr_COL25A1,COL25A1 +expr_COL27A1,COL27A1 +expr_COL3A1,COL3A1 +expr_COL4A1,COL4A1 +expr_COL4A2,COL4A2 +expr_COL4A3,COL4A3 +expr_COL4A3BP,COL4A3BP +expr_COL4A5,COL4A5 +expr_COL4A6,COL4A6 +expr_COL5A1,COL5A1 +expr_COL5A2,COL5A2 +expr_COL6A1,COL6A1 +expr_COL6A2,COL6A2 +expr_COL6A3,COL6A3 +expr_COL8A1,COL8A1 +expr_COLEC11,COLEC11 +expr_COLQ,COLQ +expr_COMMD1,COMMD1 +expr_COMMD4,COMMD4 +expr_COMMD5,COMMD5 +expr_COMMD6,COMMD6 +expr_COMMD7,COMMD7 +expr_COMP,COMP +expr_COPA,COPA +expr_COPE,COPE +expr_COPRS,COPRS +expr_COPS4,COPS4 +expr_COPS6,COPS6 +expr_COPZ1,COPZ1 +expr_COQ10B,COQ10B +expr_COQ2,COQ2 +expr_COQ5,COQ5 +expr_COQ7,COQ7 +expr_COQ9,COQ9 +expr_CORO1C,CORO1C +expr_CORO2A,CORO2A +expr_CORT,CORT +expr_COTL1,COTL1 +expr_COX11,COX11 +expr_COX15,COX15 +expr_COX17,COX17 +expr_COX18,COX18 +expr_COX19,COX19 +expr_COX20,COX20 +expr_COX4I1,COX4I1 +expr_COX5A,COX5A +expr_COX6A1,COX6A1 +expr_COX6A2,COX6A2 +expr_COX6B2,COX6B2 +expr_COX7A2L,COX7A2L +expr_COX7B,COX7B +expr_CP,CP +expr_CPA4,CPA4 +expr_CPA6,CPA6 +expr_CPD,CPD +expr_CPEB2,CPEB2 +expr_CPEB3,CPEB3 +expr_CPEB4,CPEB4 +expr_CPED1,CPED1 +expr_CPLX1,CPLX1 +expr_CPLX2,CPLX2 +expr_CPM,CPM +expr_CPN2,CPN2 +expr_CPNE3,CPNE3 +expr_CPNE6,CPNE6 +expr_CPNE8,CPNE8 +expr_CPPED1,CPPED1 +expr_CPSF2,CPSF2 +expr_CPSF3L,CPSF3L +expr_CPSF6,CPSF6 +expr_CPT1A,CPT1A +expr_CR1,CR1 +expr_CR2,CR2 +expr_CRABP1,CRABP1 +expr_CRAMP1L,CRAMP1L +expr_CRB1,CRB1 +expr_CRBN,CRBN +expr_CRCP,CRCP +expr_CRCT1,CRCT1 +expr_CREB1,CREB1 +expr_CREB3L3,CREB3L3 +expr_CREB5,CREB5 +expr_CREBBP,CREBBP +expr_CREBL2,CREBL2 +expr_CREM,CREM +expr_CRHR1,CRHR1 +expr_CRHR2,CRHR2 +expr_CRIM1,CRIM1 +expr_CRISPLD2,CRISPLD2 +expr_CRK,CRK +expr_CRKL,CRKL +expr_CRLF3,CRLF3 +expr_CRMP1,CRMP1 +expr_CRNKL1,CRNKL1 +expr_CROCC,CROCC +expr_CROCCP3,CROCCP3 +expr_CRTAP,CRTAP +expr_CRTC1,CRTC1 +expr_CRTC2,CRTC2 +expr_CRTC3,CRTC3 +expr_CRY1,CRY1 +expr_CRY2,CRY2 +expr_CRYAA,CRYAA +expr_CRYAB,CRYAB +expr_CRYBB2,CRYBB2 +expr_CRYBB3,CRYBB3 +expr_CRYBG3,CRYBG3 +expr_CRYGD,CRYGD +expr_CRYGS,CRYGS +expr_CRYZ,CRYZ +expr_CRYZL1,CRYZL1 +expr_CSDC2,CSDC2 +expr_CSDE1,CSDE1 +expr_CSF1,CSF1 +expr_CSF2RA,CSF2RA +expr_CSGALNACT1,CSGALNACT1 +expr_CSGALNACT2,CSGALNACT2 +expr_CSH1,CSH1 +expr_CSH2,CSH2 +expr_CSHL1,CSHL1 +expr_CSK,CSK +expr_CSMD2,CSMD2 +expr_CSNK1A1,CSNK1A1 +expr_CSNK1D,CSNK1D +expr_CSNK1E,CSNK1E +expr_CSNK1G1,CSNK1G1 +expr_CSNK1G2,CSNK1G2 +expr_CSNK1G3,CSNK1G3 +expr_CSNK2A1,CSNK2A1 +expr_CSNK2A2,CSNK2A2 +expr_CSNK2B,CSNK2B +expr_CSPP1,CSPP1 +expr_CSRNP3,CSRNP3 +expr_CSRP1,CSRP1 +expr_CST3,CST3 +expr_CSTA,CSTA +expr_CSTF2T,CSTF2T +expr_CSTF3,CSTF3 +expr_CT47A11,CT47A11 +expr_CTAGE1,CTAGE1 +expr_CTAGE10P,CTAGE10P +expr_CTAGE15,CTAGE15 +expr_CTAGE5,CTAGE5 +expr_CTBP1,CTBP1 +expr_CTBP1-AS2,CTBP1-AS2 +expr_CTBP2,CTBP2 +expr_CTBS,CTBS +expr_CTCF,CTCF +expr_CTDP1,CTDP1 +expr_CTDSP1,CTDSP1 +expr_CTDSP2,CTDSP2 +expr_CTDSPL,CTDSPL +expr_CTDSPL2,CTDSPL2 +expr_CTNNA1,CTNNA1 +expr_CTNNA2,CTNNA2 +expr_CTNNA3,CTNNA3 +expr_CTNNB1,CTNNB1 +expr_CTNND1,CTNND1 +expr_CTNND2,CTNND2 +expr_CTNS,CTNS +expr_CTRL,CTRL +expr_CTSA,CTSA +expr_CTSB,CTSB +expr_CTSC,CTSC +expr_CTSE,CTSE +expr_CTSF,CTSF +expr_CTSK,CTSK +expr_CTSS,CTSS +expr_CTSW,CTSW +expr_CTTNBP2NL,CTTNBP2NL +expr_CUEDC2,CUEDC2 +expr_CUL1,CUL1 +expr_CUL3,CUL3 +expr_CUL4A,CUL4A +expr_CUL4B,CUL4B +expr_CUX1,CUX1 +expr_CUX2,CUX2 +expr_CWC25,CWC25 +expr_CWF19L1,CWF19L1 +expr_CX3CL1,CX3CL1 +expr_CXADR,CXADR +expr_CXCL11,CXCL11 +expr_CXCL12,CXCL12 +expr_CXCL2,CXCL2 +expr_CXCL3,CXCL3 +expr_CXCL5,CXCL5 +expr_CXCR2,CXCR2 +expr_CXCR5,CXCR5 +expr_CXCR6,CXCR6 +expr_CXorf23,CXorf23 +expr_CXorf36,CXorf36 +expr_CXorf38,CXorf38 +expr_CXorf40B,CXorf40B +expr_CXorf56,CXorf56 +expr_CXorf57,CXorf57 +expr_CXXC4,CXXC4 +expr_CXXC5,CXXC5 +expr_CYB561,CYB561 +expr_CYB5A,CYB5A +expr_CYB5D2,CYB5D2 +expr_CYB5R3,CYB5R3 +expr_CYBA,CYBA +expr_CYBB,CYBB +expr_CYBRD1,CYBRD1 +expr_CYCS,CYCS +expr_CYFIP2,CYFIP2 +expr_CYHR1,CYHR1 +expr_CYLD,CYLD +expr_CYP11A1,CYP11A1 +expr_CYP11B1,CYP11B1 +expr_CYP19A1,CYP19A1 +expr_CYP1A2,CYP1A2 +expr_CYP20A1,CYP20A1 +expr_CYP24A1,CYP24A1 +expr_CYP26B1,CYP26B1 +expr_CYP27A1,CYP27A1 +expr_CYP2B6,CYP2B6 +expr_CYP2C19,CYP2C19 +expr_CYP2D6,CYP2D6 +expr_CYP2E1,CYP2E1 +expr_CYP2F1,CYP2F1 +expr_CYP2U1,CYP2U1 +expr_CYP3A43,CYP3A43 +expr_CYP3A5,CYP3A5 +expr_CYP4A11,CYP4A11 +expr_CYP4F11,CYP4F11 +expr_CYP4F2,CYP4F2 +expr_CYP4V2,CYP4V2 +expr_CYP4X1,CYP4X1 +expr_CYP51A1,CYP51A1 +expr_CYR61,CYR61 +expr_CYSLTR1,CYSLTR1 +expr_CYTB,CYTB +expr_CYTH2,CYTH2 +expr_CYTH4,CYTH4 +expr_CYYR1,CYYR1 +expr_D2HGDH,D2HGDH +expr_DAAM1,DAAM1 +expr_DAB2,DAB2 +expr_DAB2IP,DAB2IP +expr_DACH2,DACH2 +expr_DACT1,DACT1 +expr_DACT3,DACT3 +expr_DAD1,DAD1 +expr_DAG1,DAG1 +expr_DAK,DAK +expr_DAOA,DAOA +expr_DAP,DAP +expr_DAPK1,DAPK1 +expr_DAZ2,DAZ2 +expr_DBF4,DBF4 +expr_DBF4B,DBF4B +expr_DBN1,DBN1 +expr_DBNL,DBNL +expr_DBP,DBP +expr_DBT,DBT +expr_DCAF10,DCAF10 +expr_DCAF11,DCAF11 +expr_DCAF12L1,DCAF12L1 +expr_DCAF13,DCAF13 +expr_DCAF4,DCAF4 +expr_DCAF5,DCAF5 +expr_DCAF7,DCAF7 +expr_DCAF8,DCAF8 +expr_DCAKD,DCAKD +expr_DCBLD1,DCBLD1 +expr_DCBLD2,DCBLD2 +expr_DCC,DCC +expr_DCHS2,DCHS2 +expr_DCK,DCK +expr_DCLK1,DCLK1 +expr_DCLRE1B,DCLRE1B +expr_DCLRE1C,DCLRE1C +expr_DCP1A,DCP1A +expr_DCP2,DCP2 +expr_DCT,DCT +expr_DCTD,DCTD +expr_DCTN1,DCTN1 +expr_DCTN2,DCTN2 +expr_DCTN3,DCTN3 +expr_DCTN6,DCTN6 +expr_DCUN1D1,DCUN1D1 +expr_DCUN1D2,DCUN1D2 +expr_DDA1,DDA1 +expr_DDHD1,DDHD1 +expr_DDHD2,DDHD2 +expr_DDR1,DDR1 +expr_DDR2,DDR2 +expr_DDX10,DDX10 +expr_DDX11,DDX11 +expr_DDX17,DDX17 +expr_DDX18,DDX18 +expr_DDX19B,DDX19B +expr_DDX21,DDX21 +expr_DDX24,DDX24 +expr_DDX31,DDX31 +expr_DDX39B,DDX39B +expr_DDX3X,DDX3X +expr_DDX3Y,DDX3Y +expr_DDX42,DDX42 +expr_DDX46,DDX46 +expr_DDX50,DDX50 +expr_DDX52,DDX52 +expr_DDX54,DDX54 +expr_DDX56,DDX56 +expr_DDX6,DDX6 +expr_DDX60,DDX60 +expr_DDX60L,DDX60L +expr_DEAF1,DEAF1 +expr_DEC1,DEC1 +expr_DECR1,DECR1 +expr_DEF8,DEF8 +expr_DEFA6,DEFA6 +expr_DEFB106B,DEFB106B +expr_DEFB119,DEFB119 +expr_DEFB126,DEFB126 +expr_DEGS1,DEGS1 +expr_DENND1A,DENND1A +expr_DENND1B,DENND1B +expr_DENND2A,DENND2A +expr_DENND2C,DENND2C +expr_DENND2D,DENND2D +expr_DENND3,DENND3 +expr_DENND4A,DENND4A +expr_DENND4C,DENND4C +expr_DENND5B,DENND5B +expr_DENR,DENR +expr_DEPDC1,DEPDC1 +expr_DEPDC1B,DEPDC1B +expr_DEPDC4,DEPDC4 +expr_DERL1,DERL1 +expr_DERL3,DERL3 +expr_DESI1,DESI1 +expr_DESI2,DESI2 +expr_DEXI,DEXI +expr_DFFA,DFFA +expr_DFFB,DFFB +expr_DFNB31,DFNB31 +expr_DGAT2,DGAT2 +expr_DGCR8,DGCR8 +expr_DGKA,DGKA +expr_DGKB,DGKB +expr_DGKD,DGKD +expr_DGKE,DGKE +expr_DGKH,DGKH +expr_DGKZ,DGKZ +expr_DHCR24,DHCR24 +expr_DHDDS,DHDDS +expr_DHFR,DHFR +expr_DHFRL1,DHFRL1 +expr_DHRS1,DHRS1 +expr_DHRS13,DHRS13 +expr_DHRS2,DHRS2 +expr_DHRS7B,DHRS7B +expr_DHTKD1,DHTKD1 +expr_DHX30,DHX30 +expr_DHX33,DHX33 +expr_DHX34,DHX34 +expr_DHX57,DHX57 +expr_DHX9,DHX9 +expr_DIAPH1,DIAPH1 +expr_DIAPH2,DIAPH2 +expr_DIAPH3,DIAPH3 +expr_DICER1,DICER1 +expr_DICER1-AS1,DICER1-AS1 +expr_DIDO1,DIDO1 +expr_DIEXF,DIEXF +expr_DIMT1,DIMT1 +expr_DIO2,DIO2 +expr_DIP2A,DIP2A +expr_DIP2B,DIP2B +expr_DIRAS2,DIRAS2 +expr_DIS3,DIS3 +expr_DIS3L2,DIS3L2 +expr_DISC1,DISC1 +expr_DKFZP434F142,DKFZP434F142 +expr_DKK2,DKK2 +expr_DKK3,DKK3 +expr_DLAT,DLAT +expr_DLC1,DLC1 +expr_DLEU2,DLEU2 +expr_DLG1,DLG1 +expr_DLG2,DLG2 +expr_DLG3,DLG3 +expr_DLG4,DLG4 +expr_DLG5,DLG5 +expr_DLGAP4,DLGAP4 +expr_DLL3,DLL3 +expr_DLST,DLST +expr_DLX1,DLX1 +expr_DLX2,DLX2 +expr_DLX3,DLX3 +expr_DMAP1,DMAP1 +expr_DMC1,DMC1 +expr_DMD,DMD +expr_DMRT3,DMRT3 +expr_DMRTB1,DMRTB1 +expr_DMXL1,DMXL1 +expr_DNAH1,DNAH1 +expr_DNAH11,DNAH11 +expr_DNAH12,DNAH12 +expr_DNAH14,DNAH14 +expr_DNAH17,DNAH17 +expr_DNAH2,DNAH2 +expr_DNAH3,DNAH3 +expr_DNAH5,DNAH5 +expr_DNAH6,DNAH6 +expr_DNAH7,DNAH7 +expr_DNAH8,DNAH8 +expr_DNAJA1,DNAJA1 +expr_DNAJA4,DNAJA4 +expr_DNAJB12,DNAJB12 +expr_DNAJB14,DNAJB14 +expr_DNAJB2,DNAJB2 +expr_DNAJB3,DNAJB3 +expr_DNAJB4,DNAJB4 +expr_DNAJB6,DNAJB6 +expr_DNAJC10,DNAJC10 +expr_DNAJC11,DNAJC11 +expr_DNAJC14,DNAJC14 +expr_DNAJC16,DNAJC16 +expr_DNAJC18,DNAJC18 +expr_DNAJC19,DNAJC19 +expr_DNAJC21,DNAJC21 +expr_DNAJC22,DNAJC22 +expr_DNAJC27,DNAJC27 +expr_DNAJC3,DNAJC3 +expr_DNAJC3-AS1,DNAJC3-AS1 +expr_DNAJC30,DNAJC30 +expr_DNAJC4,DNAJC4 +expr_DNAJC6,DNAJC6 +expr_DNAJC8,DNAJC8 +expr_DNALI1,DNALI1 +expr_DNHD1,DNHD1 +expr_DNM1,DNM1 +expr_DNM1L,DNM1L +expr_DNM1P46,DNM1P46 +expr_DNMT3A,DNMT3A +expr_DNPEP,DNPEP +expr_DNTTIP2,DNTTIP2 +expr_DOCK10,DOCK10 +expr_DOCK11,DOCK11 +expr_DOCK2,DOCK2 +expr_DOCK3,DOCK3 +expr_DOCK4,DOCK4 +expr_DOCK5,DOCK5 +expr_DOCK7,DOCK7 +expr_DOCK8,DOCK8 +expr_DOK1,DOK1 +expr_DOK3,DOK3 +expr_DOK4,DOK4 +expr_DOK6,DOK6 +expr_DOLPP1,DOLPP1 +expr_DONSON,DONSON +expr_DOPEY1,DOPEY1 +expr_DOT1L,DOT1L +expr_DPCR1,DPCR1 +expr_DPF3,DPF3 +expr_DPH2,DPH2 +expr_DPH3,DPH3 +expr_DPH3P1,DPH3P1 +expr_DPH5,DPH5 +expr_DPH6,DPH6 +expr_DPH7,DPH7 +expr_DPM3,DPM3 +expr_DPP10,DPP10 +expr_DPP6,DPP6 +expr_DPP8,DPP8 +expr_DPP9,DPP9 +expr_DPT,DPT +expr_DPY19L1,DPY19L1 +expr_DPY19L1P1,DPY19L1P1 +expr_DPY19L2,DPY19L2 +expr_DPY19L2P2,DPY19L2P2 +expr_DPY19L3,DPY19L3 +expr_DPY19L4,DPY19L4 +expr_DPYD,DPYD +expr_DPYS,DPYS +expr_DPYSL2,DPYSL2 +expr_DPYSL3,DPYSL3 +expr_DPYSL5,DPYSL5 +expr_DQX1,DQX1 +expr_DR1,DR1 +expr_DRAM1,DRAM1 +expr_DRAM2,DRAM2 +expr_DRAP1,DRAP1 +expr_DRD4,DRD4 +expr_DRD5,DRD5 +expr_DSC3,DSC3 +expr_DSCR3,DSCR3 +expr_DSCR4,DSCR4 +expr_DSE,DSE +expr_DSEL,DSEL +expr_DST,DST +expr_DSTYK,DSTYK +expr_DTD1,DTD1 +expr_DTD2,DTD2 +expr_DTL,DTL +expr_DTNA,DTNA +expr_DTNB,DTNB +expr_DTNBP1,DTNBP1 +expr_DTWD1,DTWD1 +expr_DTWD2,DTWD2 +expr_DTX1,DTX1 +expr_DTX3,DTX3 +expr_DTX3L,DTX3L +expr_DTYMK,DTYMK +expr_DUOX1,DUOX1 +expr_DUOX2,DUOX2 +expr_DUSP10,DUSP10 +expr_DUSP15,DUSP15 +expr_DUSP16,DUSP16 +expr_DUSP18,DUSP18 +expr_DUSP19,DUSP19 +expr_DUSP2,DUSP2 +expr_DUSP22,DUSP22 +expr_DUSP3,DUSP3 +expr_DUSP5P1,DUSP5P1 +expr_DUSP7,DUSP7 +expr_DUSP8,DUSP8 +expr_DUT,DUT +expr_DVL1,DVL1 +expr_DVL3,DVL3 +expr_DYM,DYM +expr_DYNC1I1,DYNC1I1 +expr_DYNC1I2,DYNC1I2 +expr_DYNC1LI1,DYNC1LI1 +expr_DYNC1LI2,DYNC1LI2 +expr_DYNC2H1,DYNC2H1 +expr_DYNC2LI1,DYNC2LI1 +expr_DYNLL1,DYNLL1 +expr_DYNLL2,DYNLL2 +expr_DYNLRB1,DYNLRB1 +expr_DYNLT1,DYNLT1 +expr_DYNLT3,DYNLT3 +expr_DYRK1A,DYRK1A +expr_DYRK2,DYRK2 +expr_DYRK3,DYRK3 +expr_DYSF,DYSF +expr_DZANK1,DZANK1 +expr_DZIP1,DZIP1 +expr_DZIP1L,DZIP1L +expr_DZIP3,DZIP3 +expr_E2F2,E2F2 +expr_E2F4,E2F4 +expr_E2F6,E2F6 +expr_EAF1,EAF1 +expr_EBF1,EBF1 +expr_EBF3,EBF3 +expr_EBI3,EBI3 +expr_EBNA1BP2,EBNA1BP2 +expr_EBPL,EBPL +expr_ECE1,ECE1 +expr_ECE2,ECE2 +expr_ECH1,ECH1 +expr_ECHDC1,ECHDC1 +expr_ECHDC2,ECHDC2 +expr_ECHDC3,ECHDC3 +expr_ECM2,ECM2 +expr_ECT2,ECT2 +expr_EDA,EDA +expr_EDC3,EDC3 +expr_EDDM3B,EDDM3B +expr_EDEM1,EDEM1 +expr_EDEM2,EDEM2 +expr_EDNRA,EDNRA +expr_EDNRB,EDNRB +expr_EEA1,EEA1 +expr_EEF1A1,EEF1A1 +expr_EEF1B2,EEF1B2 +expr_EEF1D,EEF1D +expr_EEF1E1,EEF1E1 +expr_EEF1G,EEF1G +expr_EEF2K,EEF2K +expr_EEPD1,EEPD1 +expr_EFCAB1,EFCAB1 +expr_EFCAB11,EFCAB11 +expr_EFCAB14,EFCAB14 +expr_EFCAB2,EFCAB2 +expr_EFCAB4B,EFCAB4B +expr_EFCAB6,EFCAB6 +expr_EFCAB7,EFCAB7 +expr_EFHB,EFHB +expr_EFHC1,EFHC1 +expr_EFHC2,EFHC2 +expr_EFHD1,EFHD1 +expr_EFHD2,EFHD2 +expr_EFNA1,EFNA1 +expr_EFNA2,EFNA2 +expr_EFNA5,EFNA5 +expr_EFNB2,EFNB2 +expr_EFNB3,EFNB3 +expr_EFR3B,EFR3B +expr_EFTUD1,EFTUD1 +expr_EGFL6,EGFL6 +expr_EGFL8,EGFL8 +expr_EGFR,EGFR +expr_EGLN1,EGLN1 +expr_EHBP1,EHBP1 +expr_EHD1,EHD1 +expr_EHD2,EHD2 +expr_EHF,EHF +expr_EHMT1,EHMT1 +expr_EHMT2,EHMT2 +expr_EID1,EID1 +expr_EIF1,EIF1 +expr_EIF1AD,EIF1AD +expr_EIF1AX,EIF1AX +expr_EIF1AY,EIF1AY +expr_EIF2A,EIF2A +expr_EIF2AK1,EIF2AK1 +expr_EIF2AK2,EIF2AK2 +expr_EIF2S1,EIF2S1 +expr_EIF2S2,EIF2S2 +expr_EIF3C,EIF3C +expr_EIF3D,EIF3D +expr_EIF3E,EIF3E +expr_EIF3F,EIF3F +expr_EIF3H,EIF3H +expr_EIF3K,EIF3K +expr_EIF3L,EIF3L +expr_EIF3M,EIF3M +expr_EIF4A1,EIF4A1 +expr_EIF4A2,EIF4A2 +expr_EIF4B,EIF4B +expr_EIF4E,EIF4E +expr_EIF4E2,EIF4E2 +expr_EIF4E3,EIF4E3 +expr_EIF4EBP1,EIF4EBP1 +expr_EIF4EBP2,EIF4EBP2 +expr_EIF4G1,EIF4G1 +expr_EIF4G3,EIF4G3 +expr_EIF4H,EIF4H +expr_EIF5,EIF5 +expr_EIF5A,EIF5A +expr_EIF5A2,EIF5A2 +expr_ELAC2,ELAC2 +expr_ELAVL1,ELAVL1 +expr_ELAVL2,ELAVL2 +expr_ELAVL3,ELAVL3 +expr_ELAVL4,ELAVL4 +expr_ELF1,ELF1 +expr_ELF4,ELF4 +expr_ELF5,ELF5 +expr_ELK3,ELK3 +expr_ELK4,ELK4 +expr_ELL,ELL +expr_ELL2,ELL2 +expr_ELL3,ELL3 +expr_ELMO1,ELMO1 +expr_ELMO2,ELMO2 +expr_ELMOD2,ELMOD2 +expr_ELMOD3,ELMOD3 +expr_ELMSAN1,ELMSAN1 +expr_ELN,ELN +expr_ELOVL5,ELOVL5 +expr_ELOVL6,ELOVL6 +expr_ELOVL7,ELOVL7 +expr_ELP2,ELP2 +expr_ELP3,ELP3 +expr_ELP6,ELP6 +expr_EMB,EMB +expr_EMC1,EMC1 +expr_EMC3,EMC3 +expr_EMC4,EMC4 +expr_EMCN,EMCN +expr_EMG1,EMG1 +expr_EMID1,EMID1 +expr_EML4,EML4 +expr_EMP1,EMP1 +expr_EMP2,EMP2 +expr_ENAH,ENAH +expr_ENC1,ENC1 +expr_ENDOD1,ENDOD1 +expr_ENDOU,ENDOU +expr_ENKUR,ENKUR +expr_ENO1,ENO1 +expr_ENOSF1,ENOSF1 +expr_ENOX2,ENOX2 +expr_ENPP1,ENPP1 +expr_ENPP6,ENPP6 +expr_ENSA,ENSA +expr_ENTPD1,ENTPD1 +expr_ENTPD3,ENTPD3 +expr_ENTPD4,ENTPD4 +expr_ENTPD5,ENTPD5 +expr_ENTPD6,ENTPD6 +expr_ENTPD7,ENTPD7 +expr_ENY2,ENY2 +expr_EP300,EP300 +expr_EP400,EP400 +expr_EPAS1,EPAS1 +expr_EPB41,EPB41 +expr_EPB41L1,EPB41L1 +expr_EPB41L4A,EPB41L4A +expr_EPB41L4A-AS1,EPB41L4A-AS1 +expr_EPB41L4A-AS2,EPB41L4A-AS2 +expr_EPB41L4B,EPB41L4B +expr_EPB41L5,EPB41L5 +expr_EPC1,EPC1 +expr_EPDR1,EPDR1 +expr_EPG5,EPG5 +expr_EPHA10,EPHA10 +expr_EPHA3,EPHA3 +expr_EPHA4,EPHA4 +expr_EPHA5,EPHA5 +expr_EPHA7,EPHA7 +expr_EPHA8,EPHA8 +expr_EPHB1,EPHB1 +expr_EPM2A,EPM2A +expr_EPM2AIP1,EPM2AIP1 +expr_EPN3,EPN3 +expr_EPOR,EPOR +expr_EPPK1,EPPK1 +expr_EPS15,EPS15 +expr_EPSTI1,EPSTI1 +expr_EPT1,EPT1 +expr_ERAP1,ERAP1 +expr_ERAP2,ERAP2 +expr_ERBB2,ERBB2 +expr_ERBB3,ERBB3 +expr_ERBB4,ERBB4 +expr_ERC1,ERC1 +expr_ERC2,ERC2 +expr_ERC2-IT1,ERC2-IT1 +expr_ERCC2,ERCC2 +expr_ERCC4,ERCC4 +expr_ERCC6,ERCC6 +expr_ERCC8,ERCC8 +expr_EREG,EREG +expr_ERG,ERG +expr_ERGIC1,ERGIC1 +expr_ERGIC2,ERGIC2 +expr_ERGIC3,ERGIC3 +expr_ERI1,ERI1 +expr_ERI2,ERI2 +expr_ERICH1,ERICH1 +expr_ERICH2,ERICH2 +expr_ERLIN1,ERLIN1 +expr_ERLIN2,ERLIN2 +expr_ERMAP,ERMAP +expr_ERMARD,ERMARD +expr_ERMN,ERMN +expr_ERN1,ERN1 +expr_ERO1L,ERO1L +expr_ERO1LB,ERO1LB +expr_ERP44,ERP44 +expr_ERRFI1,ERRFI1 +expr_ERV3-2,ERV3-2 +expr_ERVK13-1,ERVK13-1 +expr_ERVW-1,ERVW-1 +expr_ESAM,ESAM +expr_ESCO1,ESCO1 +expr_ESD,ESD +expr_ESF1,ESF1 +expr_ESM1,ESM1 +expr_ESPL1,ESPL1 +expr_ESPN,ESPN +expr_ESR1,ESR1 +expr_ESR2,ESR2 +expr_ESRRB,ESRRB +expr_ESRRG,ESRRG +expr_ESYT2,ESYT2 +expr_ESYT3,ESYT3 +expr_ETFA,ETFA +expr_ETFB,ETFB +expr_ETFDH,ETFDH +expr_ETNK1,ETNK1 +expr_ETNK2,ETNK2 +expr_ETS1,ETS1 +expr_ETS2,ETS2 +expr_ETV1,ETV1 +expr_ETV3,ETV3 +expr_ETV4,ETV4 +expr_ETV5,ETV5 +expr_ETV6,ETV6 +expr_EVA1C,EVA1C +expr_EVC,EVC +expr_EVI5,EVI5 +expr_EVL,EVL +expr_EWSR1,EWSR1 +expr_EXD2,EXD2 +expr_EXD3,EXD3 +expr_EXOC1,EXOC1 +expr_EXOC3,EXOC3 +expr_EXOC3L2,EXOC3L2 +expr_EXOC4,EXOC4 +expr_EXOC5,EXOC5 +expr_EXOC6,EXOC6 +expr_EXOC6B,EXOC6B +expr_EXOC7,EXOC7 +expr_EXOC8,EXOC8 +expr_EXOG,EXOG +expr_EXOSC6,EXOSC6 +expr_EXOSC7,EXOSC7 +expr_EXOSC8,EXOSC8 +expr_EXPH5,EXPH5 +expr_EXT1,EXT1 +expr_EXTL3,EXTL3 +expr_EYA2,EYA2 +expr_EYA3,EYA3 +expr_EYS,EYS +expr_EZH2,EZH2 +expr_EZR,EZR +expr_F11-AS1,F11-AS1 +expr_F11R,F11R +expr_F2,F2 +expr_F2RL2,F2RL2 +expr_F2RL3,F2RL3 +expr_F3,F3 +expr_F5,F5 +expr_F7,F7 +expr_F8,F8 +expr_FAAH,FAAH +expr_FABP3,FABP3 +expr_FABP5,FABP5 +expr_FADD,FADD +expr_FADS1,FADS1 +expr_FADS2,FADS2 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+expr_LONRF3,LONRF3 +expr_LOR,LOR +expr_LOX,LOX +expr_LOXHD1,LOXHD1 +expr_LOXL2,LOXL2 +expr_LOXL3,LOXL3 +expr_LOXL4,LOXL4 +expr_LPA,LPA +expr_LPAR3,LPAR3 +expr_LPCAT1,LPCAT1 +expr_LPCAT2,LPCAT2 +expr_LPGAT1,LPGAT1 +expr_LPHN1,LPHN1 +expr_LPIN1,LPIN1 +expr_LPIN2,LPIN2 +expr_LPP,LPP +expr_LPPR2,LPPR2 +expr_LRAT,LRAT +expr_LRCH1,LRCH1 +expr_LRCH3,LRCH3 +expr_LRFN1,LRFN1 +expr_LRFN3,LRFN3 +expr_LRIG2,LRIG2 +expr_LRP10,LRP10 +expr_LRP11,LRP11 +expr_LRP12,LRP12 +expr_LRP2BP,LRP2BP +expr_LRP6,LRP6 +expr_LRP8,LRP8 +expr_LRPAP1,LRPAP1 +expr_LRPPRC,LRPPRC +expr_LRR1,LRR1 +expr_LRRC1,LRRC1 +expr_LRRC14,LRRC14 +expr_LRRC15,LRRC15 +expr_LRRC16A,LRRC16A +expr_LRRC18,LRRC18 +expr_LRRC2,LRRC2 +expr_LRRC20,LRRC20 +expr_LRRC27,LRRC27 +expr_LRRC28,LRRC28 +expr_LRRC31,LRRC31 +expr_LRRC37A2,LRRC37A2 +expr_LRRC37A4P,LRRC37A4P +expr_LRRC37B,LRRC37B +expr_LRRC37BP1,LRRC37BP1 +expr_LRRC38,LRRC38 +expr_LRRC40,LRRC40 +expr_LRRC41,LRRC41 +expr_LRRC42,LRRC42 +expr_LRRC47,LRRC47 +expr_LRRC48,LRRC48 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+expr_MFSD12,MFSD12 +expr_MFSD2A,MFSD2A +expr_MFSD4,MFSD4 +expr_MFSD5,MFSD5 +expr_MFSD8,MFSD8 +expr_MFSD9,MFSD9 +expr_MGA,MGA +expr_MGAT3,MGAT3 +expr_MGAT4A,MGAT4A +expr_MGAT5,MGAT5 +expr_MGAT5B,MGAT5B +expr_MGC10814,MGC10814 +expr_MGC13053,MGC13053 +expr_MGC16142,MGC16142 +expr_MGC21881,MGC21881 +expr_MGC27345,MGC27345 +expr_MGC39584,MGC39584 +expr_MGC45800,MGC45800 +expr_MGEA5,MGEA5 +expr_MGME1,MGME1 +expr_MIA2,MIA2 +expr_MIA3,MIA3 +expr_MIAT,MIAT +expr_MIB1,MIB1 +expr_MICAL2,MICAL2 +expr_MICAL3,MICAL3 +expr_MICALCL,MICALCL +expr_MICALL2,MICALL2 +expr_MICB,MICB +expr_MICU3,MICU3 +expr_MID1,MID1 +expr_MID1IP1,MID1IP1 +expr_MIDN,MIDN +expr_MIEF1,MIEF1 +expr_MIER1,MIER1 +expr_MINA,MINA +expr_MINK1,MINK1 +expr_MIOS,MIOS +expr_MIR17HG,MIR17HG +expr_MIR22HG,MIR22HG +expr_MIR4697HG,MIR4697HG +expr_MIS18BP1,MIS18BP1 +expr_MITF,MITF +expr_MKKS,MKKS +expr_MKL2,MKL2 +expr_MKLN1,MKLN1 +expr_MKNK2,MKNK2 +expr_MKRN1,MKRN1 +expr_MKS1,MKS1 +expr_MKX,MKX +expr_MLEC,MLEC +expr_MLF1,MLF1 +expr_MLKL,MLKL +expr_MLLT1,MLLT1 +expr_MLLT10,MLLT10 +expr_MLLT3,MLLT3 +expr_MLLT4,MLLT4 +expr_MLLT6,MLLT6 +expr_MLN,MLN +expr_MLPH,MLPH +expr_MLX,MLX +expr_MLXIP,MLXIP +expr_MLXIPL,MLXIPL +expr_MLYCD,MLYCD +expr_MMAB,MMAB +expr_MMACHC,MMACHC +expr_MME,MME +expr_MMP12,MMP12 +expr_MMP15,MMP15 +expr_MMP16,MMP16 +expr_MMP19,MMP19 +expr_MMP25,MMP25 +expr_MMP28,MMP28 +expr_MMP9,MMP9 +expr_MMRN2,MMRN2 +expr_MMS19,MMS19 +expr_MMS22L,MMS22L +expr_MNAT1,MNAT1 +expr_MNX1,MNX1 +expr_MOAP1,MOAP1 +expr_MOB1A,MOB1A +expr_MOB3B,MOB3B +expr_MOB3C,MOB3C +expr_MOB4,MOB4 +expr_MOBP,MOBP +expr_MOCOS,MOCOS +expr_MOCS1,MOCS1 +expr_MOGAT2,MOGAT2 +expr_MOGS,MOGS +expr_MON1B,MON1B +expr_MON2,MON2 +expr_MORC2,MORC2 +expr_MORF4L1,MORF4L1 +expr_MORF4L2,MORF4L2 +expr_MORN4,MORN4 +expr_MOSPD2,MOSPD2 +expr_MOV10L1,MOV10L1 +expr_MPC2,MPC2 +expr_MPDU1,MPDU1 +expr_MPDZ,MPDZ +expr_MPEG1,MPEG1 +expr_MPG,MPG +expr_MPHOSPH6,MPHOSPH6 +expr_MPHOSPH8,MPHOSPH8 +expr_MPHOSPH9,MPHOSPH9 +expr_MPL,MPL +expr_MPLKIP,MPLKIP +expr_MPND,MPND +expr_MPP3,MPP3 +expr_MPP5,MPP5 +expr_MPP6,MPP6 +expr_MPP7,MPP7 +expr_MPPE1,MPPE1 +expr_MPPED2,MPPED2 +expr_MPRIP,MPRIP +expr_MPV17L,MPV17L +expr_MPZL1,MPZL1 +expr_MPZL2,MPZL2 +expr_MR1,MR1 +expr_MRAP,MRAP +expr_MRAP2,MRAP2 +expr_MRAS,MRAS +expr_MRE11A,MRE11A +expr_MREG,MREG +expr_MRFAP1,MRFAP1 +expr_MRFAP1L1,MRFAP1L1 +expr_MRGPRF,MRGPRF +expr_MRO,MRO +expr_MROH1,MROH1 +expr_MROH6,MROH6 +expr_MROH8,MROH8 +expr_MRPL10,MRPL10 +expr_MRPL12,MRPL12 +expr_MRPL13,MRPL13 +expr_MRPL2,MRPL2 +expr_MRPL20,MRPL20 +expr_MRPL3,MRPL3 +expr_MRPL30,MRPL30 +expr_MRPL33,MRPL33 +expr_MRPL34,MRPL34 +expr_MRPL35,MRPL35 +expr_MRPL37,MRPL37 +expr_MRPL38,MRPL38 +expr_MRPL42,MRPL42 +expr_MRPL43,MRPL43 +expr_MRPL45,MRPL45 +expr_MRPL46,MRPL46 +expr_MRPL49,MRPL49 +expr_MRPL50,MRPL50 +expr_MRPL52,MRPL52 +expr_MRPL53,MRPL53 +expr_MRPL55,MRPL55 +expr_MRPS10,MRPS10 +expr_MRPS11,MRPS11 +expr_MRPS12,MRPS12 +expr_MRPS16,MRPS16 +expr_MRPS27,MRPS27 +expr_MRPS28,MRPS28 +expr_MRPS30,MRPS30 +expr_MRPS6,MRPS6 +expr_MRRF,MRRF +expr_MS4A6A,MS4A6A +expr_MS4A7,MS4A7 +expr_MSANTD3,MSANTD3 +expr_MSH3,MSH3 +expr_MSI2,MSI2 +expr_MSL1,MSL1 +expr_MSL3,MSL3 +expr_MSMB,MSMB +expr_MSN,MSN +expr_MSR1,MSR1 +expr_MSRA,MSRA +expr_MSRB1,MSRB1 +expr_MSRB3,MSRB3 +expr_MSX1,MSX1 +expr_MSX2,MSX2 +expr_MT1E,MT1E +expr_MT1G,MT1G +expr_MT1X,MT1X +expr_MT2A,MT2A +expr_MT3,MT3 +expr_MTA1,MTA1 +expr_MTA3,MTA3 +expr_MTAP,MTAP +expr_MTBP,MTBP +expr_MTCH1,MTCH1 +expr_MTCH2,MTCH2 +expr_MTDH,MTDH +expr_MTERF,MTERF +expr_MTERFD1,MTERFD1 +expr_MTERFD2,MTERFD2 +expr_MTF1,MTF1 +expr_MTF2,MTF2 +expr_MTFR1,MTFR1 +expr_MTG1,MTG1 +expr_MTG2,MTG2 +expr_MTHFD1,MTHFD1 +expr_MTHFD1L,MTHFD1L +expr_MTHFD2,MTHFD2 +expr_MTHFD2L,MTHFD2L +expr_MTHFR,MTHFR +expr_MTHFSD,MTHFSD +expr_MTL5,MTL5 +expr_MTM1,MTM1 +expr_MTMR1,MTMR1 +expr_MTMR11,MTMR11 +expr_MTMR12,MTMR12 +expr_MTMR14,MTMR14 +expr_MTMR2,MTMR2 +expr_MTMR4,MTMR4 +expr_MTMR6,MTMR6 +expr_MTMR9,MTMR9 +expr_MTMR9LP,MTMR9LP +expr_MTPN,MTPN +expr_MTR,MTR +expr_MTRF1,MTRF1 +expr_MTRF1L,MTRF1L +expr_MTSS1L,MTSS1L +expr_MTURN,MTURN +expr_MTUS2,MTUS2 +expr_MUC12,MUC12 +expr_MUC17,MUC17 +expr_MUC19,MUC19 +expr_MUC2,MUC2 +expr_MUC20,MUC20 +expr_MUC3A,MUC3A +expr_MUC4,MUC4 +expr_MUC5AC,MUC5AC +expr_MUC5B,MUC5B +expr_MUC6,MUC6 +expr_MUM1,MUM1 +expr_MUS81,MUS81 +expr_MUSK,MUSK +expr_MUT,MUT +expr_MUTYH,MUTYH +expr_MVB12B,MVB12B +expr_MVD,MVD +expr_MVK,MVK +expr_MX2,MX2 +expr_MXD1,MXD1 +expr_MXD3,MXD3 +expr_MXD4,MXD4 +expr_MXI1,MXI1 +expr_MXRA7,MXRA7 +expr_MXRA8,MXRA8 +expr_MYADM,MYADM +expr_MYBL1,MYBL1 +expr_MYBL2,MYBL2 +expr_MYC,MYC +expr_MYCBP,MYCBP +expr_MYCBP2,MYCBP2 +expr_MYCL,MYCL +expr_MYCN,MYCN +expr_MYCNOS,MYCNOS +expr_MYCT1,MYCT1 +expr_MYD88,MYD88 +expr_MYEOV2,MYEOV2 +expr_MYH10,MYH10 +expr_MYH11,MYH11 +expr_MYH14,MYH14 +expr_MYH6,MYH6 +expr_MYH7B,MYH7B +expr_MYH9,MYH9 +expr_MYL12B,MYL12B +expr_MYL3,MYL3 +expr_MYL4,MYL4 +expr_MYL6,MYL6 +expr_MYLIP,MYLIP +expr_MYLK,MYLK +expr_MYNN,MYNN +expr_MYO10,MYO10 +expr_MYO15A,MYO15A +expr_MYO15B,MYO15B +expr_MYO16,MYO16 +expr_MYO19,MYO19 +expr_MYO1B,MYO1B +expr_MYO1C,MYO1C +expr_MYO1D,MYO1D +expr_MYO1E,MYO1E +expr_MYO1F,MYO1F +expr_MYO1G,MYO1G +expr_MYO1H,MYO1H +expr_MYO3B,MYO3B +expr_MYO5A,MYO5A +expr_MYO6,MYO6 +expr_MYO7A,MYO7A +expr_MYO9A,MYO9A +expr_MYO9B,MYO9B +expr_MYOF,MYOF +expr_MYOG,MYOG +expr_MYOM1,MYOM1 +expr_MYOM3,MYOM3 +expr_MYOZ2,MYOZ2 +expr_MYOZ3,MYOZ3 +expr_MYPN,MYPN +expr_MYPOP,MYPOP +expr_MYRIP,MYRIP +expr_MYT1L,MYT1L +expr_MZT1,MZT1 +expr_MZT2B,MZT2B +expr_N4BP1,N4BP1 +expr_N4BP2,N4BP2 +expr_N4BP2L2,N4BP2L2 +expr_N4BP3,N4BP3 +expr_NAA15,NAA15 +expr_NAA16,NAA16 +expr_NAA30,NAA30 +expr_NAA35,NAA35 +expr_NAA38,NAA38 +expr_NAA40,NAA40 +expr_NAA50,NAA50 +expr_NAAA,NAAA +expr_NAALAD2,NAALAD2 +expr_NAB1,NAB1 +expr_NAB2,NAB2 +expr_NABP1,NABP1 +expr_NABP2,NABP2 +expr_NACA,NACA +expr_NACC1,NACC1 +expr_NADK,NADK +expr_NADSYN1,NADSYN1 +expr_NAF1,NAF1 +expr_NAGPA,NAGPA +expr_NAGS,NAGS +expr_NAIF1,NAIF1 +expr_NAIP,NAIP +expr_NAMPT,NAMPT +expr_NANP,NANP +expr_NAP1L1,NAP1L1 +expr_NAP1L5,NAP1L5 +expr_NAPEPLD,NAPEPLD +expr_NAPG,NAPG +expr_NAPRT1,NAPRT1 +expr_NAPSA,NAPSA +expr_NASP,NASP +expr_NAT1,NAT1 +expr_NAV1,NAV1 +expr_NAV2,NAV2 +expr_NAV3,NAV3 +expr_NBAS,NBAS +expr_NBEAL1,NBEAL1 +expr_NBEAL2,NBEAL2 +expr_NBN,NBN +expr_NBPF10,NBPF10 +expr_NBPF11,NBPF11 +expr_NBPF3,NBPF3 +expr_NBR2,NBR2 +expr_NCAM1,NCAM1 +expr_NCAM2,NCAM2 +expr_NCAPH2,NCAPH2 +expr_NCBP2,NCBP2 +expr_NCBP2-AS2,NCBP2-AS2 +expr_NCF1,NCF1 +expr_NCKAP5,NCKAP5 +expr_NCKIPSD,NCKIPSD +expr_NCL,NCL +expr_NCLN,NCLN +expr_NCOA2,NCOA2 +expr_NCOA3,NCOA3 +expr_NCOA4,NCOA4 +expr_NCOA5,NCOA5 +expr_NCOA7,NCOA7 +expr_NCOR1,NCOR1 +expr_NCR3,NCR3 +expr_NCRNA00185,NCRNA00185 +expr_NCS1,NCS1 +expr_ND1,ND1 +expr_ND3,ND3 +expr_NDC1,NDC1 +expr_NDC80,NDC80 +expr_NDE1,NDE1 +expr_NDFIP1,NDFIP1 +expr_NDFIP2,NDFIP2 +expr_NDNL2,NDNL2 +expr_NDOR1,NDOR1 +expr_NDRG1,NDRG1 +expr_NDRG2,NDRG2 +expr_NDST1,NDST1 +expr_NDST2,NDST2 +expr_NDUFA1,NDUFA1 +expr_NDUFA10,NDUFA10 +expr_NDUFA2,NDUFA2 +expr_NDUFA4,NDUFA4 +expr_NDUFA4L2,NDUFA4L2 +expr_NDUFA5,NDUFA5 +expr_NDUFA6,NDUFA6 +expr_NDUFA9,NDUFA9 +expr_NDUFAF2,NDUFAF2 +expr_NDUFAF4,NDUFAF4 +expr_NDUFAF5,NDUFAF5 +expr_NDUFB2-AS1,NDUFB2-AS1 +expr_NDUFB7,NDUFB7 +expr_NDUFB9,NDUFB9 +expr_NDUFC2,NDUFC2 +expr_NDUFS1,NDUFS1 +expr_NDUFS4,NDUFS4 +expr_NDUFS7,NDUFS7 +expr_NDUFV3,NDUFV3 +expr_NEAT1,NEAT1 +expr_NEBL,NEBL +expr_NECAB1,NECAB1 +expr_NECAP1,NECAP1 +expr_NECAP2,NECAP2 +expr_NEDD1,NEDD1 +expr_NEDD4,NEDD4 +expr_NEDD4L,NEDD4L +expr_NEDD8,NEDD8 +expr_NEFL,NEFL +expr_NEK1,NEK1 +expr_NEK11,NEK11 +expr_NEK2,NEK2 +expr_NEK3,NEK3 +expr_NEK4,NEK4 +expr_NEK7,NEK7 +expr_NEK8,NEK8 +expr_NEK9,NEK9 +expr_NELFA,NELFA +expr_NELFCD,NELFCD +expr_NELFE,NELFE +expr_NEMF,NEMF +expr_NEO1,NEO1 +expr_NETO1,NETO1 +expr_NETO2,NETO2 +expr_NEU4,NEU4 +expr_NEURL1,NEURL1 +expr_NEUROD2,NEUROD2 +expr_NEUROD4,NEUROD4 +expr_NEXN,NEXN +expr_NF1,NF1 +expr_NF2,NF2 +expr_NFAT5,NFAT5 +expr_NFATC1,NFATC1 +expr_NFATC2,NFATC2 +expr_NFATC2IP,NFATC2IP +expr_NFATC3,NFATC3 +expr_NFE2L1,NFE2L1 +expr_NFE2L3,NFE2L3 +expr_NFIA,NFIA +expr_NFIB,NFIB +expr_NFIC,NFIC +expr_NFIX,NFIX +expr_NFKB1,NFKB1 +expr_NFKBIB,NFKBIB +expr_NFS1,NFS1 +expr_NFX1,NFX1 +expr_NFYA,NFYA +expr_NFYB,NFYB +expr_NFYC,NFYC +expr_NGLY1,NGLY1 +expr_NHLRC2,NHLRC2 +expr_NHLRC3,NHLRC3 +expr_NHP2L1,NHP2L1 +expr_NHSL1,NHSL1 +expr_NIFK-AS1,NIFK-AS1 +expr_NIN,NIN +expr_NIPA1,NIPA1 +expr_NIPAL2,NIPAL2 +expr_NIPAL3,NIPAL3 +expr_NIPBL,NIPBL +expr_NIPSNAP1,NIPSNAP1 +expr_NIPSNAP3B,NIPSNAP3B +expr_NISCH,NISCH +expr_NIT2,NIT2 +expr_NKAIN2,NKAIN2 +expr_NKAPP1,NKAPP1 +expr_NKD1,NKD1 +expr_NKD2,NKD2 +expr_NKIRAS2,NKIRAS2 +expr_NKTR,NKTR +expr_NKX2-1,NKX2-1 +expr_NKX2-3,NKX2-3 +expr_NKX6-3,NKX6-3 +expr_NLGN4Y,NLGN4Y +expr_NLK,NLK +expr_NLN,NLN +expr_NLRC3,NLRC3 +expr_NLRC5,NLRC5 +expr_NLRP1,NLRP1 +expr_NLRP12,NLRP12 +expr_NMB,NMB +expr_NMD3,NMD3 +expr_NME1,NME1 +expr_NME5,NME5 +expr_NME9,NME9 +expr_NMNAT1,NMNAT1 +expr_NMNAT2,NMNAT2 +expr_NMT1,NMT1 +expr_NMT2,NMT2 +expr_NMU,NMU +expr_NNT,NNT +expr_NOB1,NOB1 +expr_NOC2L,NOC2L +expr_NOL10,NOL10 +expr_NOL4,NOL4 +expr_NOL6,NOL6 +expr_NOL7,NOL7 +expr_NOL8,NOL8 +expr_NOL9,NOL9 +expr_NOLC1,NOLC1 +expr_NONO,NONO +expr_NOP56,NOP56 +expr_NOS1,NOS1 +expr_NOSIP,NOSIP +expr_NOTCH2NL,NOTCH2NL +expr_NOTCH4,NOTCH4 +expr_NOV,NOV +expr_NOVA1,NOVA1 +expr_NOX1,NOX1 +expr_NOX4,NOX4 +expr_NPAS2,NPAS2 +expr_NPAS3,NPAS3 +expr_NPAT,NPAT +expr_NPC1L1,NPC1L1 +expr_NPDC1,NPDC1 +expr_NPEPL1,NPEPL1 +expr_NPEPPS,NPEPPS +expr_NPFF,NPFF +expr_NPFFR2,NPFFR2 +expr_NPHP1,NPHP1 +expr_NPHP3,NPHP3 +expr_NPHS1,NPHS1 +expr_NPIPA1,NPIPA1 +expr_NPIPB5,NPIPB5 +expr_NPLOC4,NPLOC4 +expr_NPM1,NPM1 +expr_NPPC,NPPC +expr_NPR3,NPR3 +expr_NPRL2,NPRL2 +expr_NPRL3,NPRL3 +expr_NPTN,NPTN +expr_NPTX1,NPTX1 +expr_NPY5R,NPY5R +expr_NQO1,NQO1 +expr_NR1D1,NR1D1 +expr_NR1D2,NR1D2 +expr_NR1H2,NR1H2 +expr_NR2C1,NR2C1 +expr_NR2C2AP,NR2C2AP +expr_NR2E3,NR2E3 +expr_NR2F1-AS1,NR2F1-AS1 +expr_NR2F2,NR2F2 +expr_NR3C1,NR3C1 +expr_NR4A1,NR4A1 +expr_NR4A3,NR4A3 +expr_NR5A2,NR5A2 +expr_NR6A1,NR6A1 +expr_NRAP,NRAP +expr_NRBP2,NRBP2 +expr_NRDE2,NRDE2 +expr_NREP,NREP +expr_NRG1,NRG1 +expr_NRG2,NRG2 +expr_NRIP2,NRIP2 +expr_NRIP3,NRIP3 +expr_NRN1,NRN1 +expr_NRP1,NRP1 +expr_NRP2,NRP2 +expr_NRSN1,NRSN1 +expr_NRSN2,NRSN2 +expr_NRXN1,NRXN1 +expr_NRXN3,NRXN3 +expr_NSA2,NSA2 +expr_NSD1,NSD1 +expr_NSF,NSF +expr_NSFL1C,NSFL1C +expr_NSMCE4A,NSMCE4A +expr_NSMF,NSMF +expr_NSRP1,NSRP1 +expr_NSUN3,NSUN3 +expr_NSUN4,NSUN4 +expr_NSUN5,NSUN5 +expr_NSUN7,NSUN7 +expr_NT5C1B,NT5C1B +expr_NT5DC1,NT5DC1 +expr_NT5DC3,NT5DC3 +expr_NT5E,NT5E +expr_NTN1,NTN1 +expr_NTN4,NTN4 +expr_NTN5,NTN5 +expr_NTNG1,NTNG1 +expr_NTRK1,NTRK1 +expr_NTRK2,NTRK2 +expr_NTRK3,NTRK3 +expr_NTSR1,NTSR1 +expr_NUB1,NUB1 +expr_NUBPL,NUBPL +expr_NUCB2,NUCB2 +expr_NUCKS1,NUCKS1 +expr_NUDCD1,NUDCD1 +expr_NUDCD3,NUDCD3 +expr_NUDT1,NUDT1 +expr_NUDT10,NUDT10 +expr_NUDT11,NUDT11 +expr_NUDT12,NUDT12 +expr_NUDT13,NUDT13 +expr_NUDT14,NUDT14 +expr_NUDT15,NUDT15 +expr_NUDT16,NUDT16 +expr_NUDT16L1,NUDT16L1 +expr_NUDT16P1,NUDT16P1 +expr_NUDT19,NUDT19 +expr_NUDT21,NUDT21 +expr_NUDT3,NUDT3 +expr_NUDT4,NUDT4 +expr_NUFIP1,NUFIP1 +expr_NUFIP2,NUFIP2 +expr_NUMBL,NUMBL +expr_NUP107,NUP107 +expr_NUP160,NUP160 +expr_NUP188,NUP188 +expr_NUP210,NUP210 +expr_NUP35,NUP35 +expr_NUP43,NUP43 +expr_NUP50,NUP50 +expr_NUP93,NUP93 +expr_NUP98,NUP98 +expr_NUPL1,NUPL1 +expr_NUPR1,NUPR1 +expr_NUS1,NUS1 +expr_NUSAP1,NUSAP1 +expr_NUTF2,NUTF2 +expr_NXNL2,NXNL2 +expr_NXPH3,NXPH3 +expr_NXPH4,NXPH4 +expr_NYAP2,NYAP2 +expr_OAF,OAF +expr_OAS2,OAS2 +expr_OAS3,OAS3 +expr_OAZ1,OAZ1 +expr_OAZ3,OAZ3 +expr_OBFC1,OBFC1 +expr_OBSCN,OBSCN +expr_OBSL1,OBSL1 +expr_OCLN,OCLN +expr_OCRL,OCRL +expr_ODF2,ODF2 +expr_ODF2L,ODF2L +expr_ODF3L2,ODF3L2 +expr_OFCC1,OFCC1 +expr_OFD1,OFD1 +expr_OGDH,OGDH +expr_OGFOD3,OGFOD3 +expr_OGG1,OGG1 +expr_OGT,OGT +expr_OIP5-AS1,OIP5-AS1 +expr_OLA1,OLA1 +expr_OLFM1,OLFM1 +expr_OLFM4,OLFM4 +expr_OLFML2A,OLFML2A +expr_OLFML2B,OLFML2B +expr_OLFML3,OLFML3 +expr_OLIG1,OLIG1 +expr_OMA1,OMA1 +expr_ONECUT2,ONECUT2 +expr_OPA1,OPA1 +expr_OPA3,OPA3 +expr_OPALIN,OPALIN +expr_OPCML,OPCML +expr_OPHN1,OPHN1 +expr_OPRK1,OPRK1 +expr_OPRM1,OPRM1 +expr_OR1F2P,OR1F2P +expr_OR2H1,OR2H1 +expr_OR4N4,OR4N4 +expr_OR51E2,OR51E2 +expr_OR7E156P,OR7E156P +expr_OR7E91P,OR7E91P +expr_ORAI1,ORAI1 +expr_ORAI2,ORAI2 +expr_ORAOV1,ORAOV1 +expr_ORC4,ORC4 +expr_ORC5,ORC5 +expr_ORC6,ORC6 +expr_ORMDL1,ORMDL1 +expr_ORMDL2,ORMDL2 +expr_ORMDL3,ORMDL3 +expr_OS9,OS9 +expr_OSBP,OSBP +expr_OSBP2,OSBP2 +expr_OSBPL10,OSBPL10 +expr_OSBPL11,OSBPL11 +expr_OSBPL1A,OSBPL1A +expr_OSBPL2,OSBPL2 +expr_OSBPL3,OSBPL3 +expr_OSBPL6,OSBPL6 +expr_OSBPL8,OSBPL8 +expr_OSBPL9,OSBPL9 +expr_OSCAR,OSCAR +expr_OSGEPL1,OSGEPL1 +expr_OSGIN2,OSGIN2 +expr_OSMR,OSMR +expr_OSR2,OSR2 +expr_OSTCP1,OSTCP1 +expr_OSTM1,OSTM1 +expr_OTOGL,OTOGL +expr_OTUB1,OTUB1 +expr_OTUB2,OTUB2 +expr_OTUD1,OTUD1 +expr_OTUD3,OTUD3 +expr_OTUD4,OTUD4 +expr_OTUD5,OTUD5 +expr_OTUD7A,OTUD7A +expr_OTUD7B,OTUD7B +expr_OTX1,OTX1 +expr_OVCA2,OVCA2 +expr_OVOL1,OVOL1 +expr_OVOL2,OVOL2 +expr_OXCT1,OXCT1 +expr_OXCT2,OXCT2 +expr_OXGR1,OXGR1 +expr_OXNAD1,OXNAD1 +expr_OXR1,OXR1 +expr_OXSR1,OXSR1 +expr_OXTR,OXTR +expr_P2RX5,P2RX5 +expr_P2RX7,P2RX7 +expr_P2RY10,P2RY10 +expr_P2RY13,P2RY13 +expr_P4HA2,P4HA2 +expr_P4HA3,P4HA3 +expr_P4HB,P4HB +expr_P4HTM,P4HTM +expr_PA2G4,PA2G4 +expr_PABPC1,PABPC1 +expr_PABPC1L,PABPC1L +expr_PABPN1,PABPN1 +expr_PACRGL,PACRGL +expr_PACS1,PACS1 +expr_PACS2,PACS2 +expr_PACSIN1,PACSIN1 +expr_PACSIN2,PACSIN2 +expr_PACSIN3,PACSIN3 +expr_PADI2,PADI2 +expr_PADI4,PADI4 +expr_PAF1,PAF1 +expr_PAFAH1B1,PAFAH1B1 +expr_PAFAH1B2,PAFAH1B2 +expr_PAFAH2,PAFAH2 +expr_PAG1,PAG1 +expr_PAGR1,PAGR1 +expr_PAH,PAH +expr_PAICS,PAICS +expr_PAIP1,PAIP1 +expr_PAIP2B,PAIP2B +expr_PAK2,PAK2 +expr_PAK3,PAK3 +expr_PALM2,PALM2 +expr_PALM2-AKAP2,PALM2-AKAP2 +expr_PALMD,PALMD +expr_PAM,PAM +expr_PANK2,PANK2 +expr_PANK3,PANK3 +expr_PANX1,PANX1 +expr_PANX2,PANX2 +expr_PAPD4,PAPD4 +expr_PAPD5,PAPD5 +expr_PAPLN,PAPLN +expr_PAPOLA,PAPOLA +expr_PAPOLG,PAPOLG +expr_PAPPA,PAPPA +expr_PAPPA2,PAPPA2 +expr_PAPSS2,PAPSS2 +expr_PAQR3,PAQR3 +expr_PAQR4,PAQR4 +expr_PAQR5,PAQR5 +expr_PAQR7,PAQR7 +expr_PAQR8,PAQR8 +expr_PARD3,PARD3 +expr_PARD3B,PARD3B +expr_PARD6G,PARD6G +expr_PARK2,PARK2 +expr_PARM1,PARM1 +expr_PARN,PARN +expr_PARP10,PARP10 +expr_PARP11,PARP11 +expr_PARP14,PARP14 +expr_PARP3,PARP3 +expr_PARP4,PARP4 +expr_PARP8,PARP8 +expr_PARPBP,PARPBP +expr_PARS2,PARS2 +expr_PARVA,PARVA +expr_PARVG,PARVG +expr_PASK,PASK +expr_PATZ1,PATZ1 +expr_PAX3,PAX3 +expr_PAX4,PAX4 +expr_PAX5,PAX5 +expr_PAX7,PAX7 +expr_PAX8,PAX8 +expr_PAX8-AS1,PAX8-AS1 +expr_PAX9,PAX9 +expr_PAXBP1,PAXBP1 +expr_PBDC1,PBDC1 +expr_PBLD,PBLD +expr_PBRM1,PBRM1 +expr_PBX1,PBX1 +expr_PBX2,PBX2 +expr_PBXIP1,PBXIP1 +expr_PCBD2,PCBD2 +expr_PCBP1,PCBP1 +expr_PCBP1-AS1,PCBP1-AS1 +expr_PCBP2,PCBP2 +expr_PCCB,PCCB +expr_PCDH1,PCDH1 +expr_PCDH10,PCDH10 +expr_PCDH11Y,PCDH11Y +expr_PCDH15,PCDH15 +expr_PCDH17,PCDH17 +expr_PCDH7,PCDH7 +expr_PCDH8,PCDH8 +expr_PCDH9,PCDH9 +expr_PCDHB12,PCDHB12 +expr_PCDHB13,PCDHB13 +expr_PCDHB2,PCDHB2 +expr_PCDHB9,PCDHB9 +expr_PCDHGA7,PCDHGA7 +expr_PCDHGA8,PCDHGA8 +expr_PCF11,PCF11 +expr_PCGF3,PCGF3 +expr_PCGF5,PCGF5 +expr_PCID2,PCID2 +expr_PCK1,PCK1 +expr_PCK2,PCK2 +expr_PCLO,PCLO +expr_PCM1,PCM1 +expr_PCMT1,PCMT1 +expr_PCMTD1,PCMTD1 +expr_PCNT,PCNT +expr_PCNXL2,PCNXL2 +expr_PCNXL3,PCNXL3 +expr_PCNXL4,PCNXL4 +expr_PCP4L1,PCP4L1 +expr_PCSK1,PCSK1 +expr_PCSK1N,PCSK1N +expr_PCSK5,PCSK5 +expr_PCSK6,PCSK6 +expr_PCSK7,PCSK7 +expr_PCYOX1,PCYOX1 +expr_PCYT1A,PCYT1A +expr_PCYT1B,PCYT1B +expr_PCYT2,PCYT2 +expr_PDAP1,PDAP1 +expr_PDCD2,PDCD2 +expr_PDCD4,PDCD4 +expr_PDCD6IP,PDCD6IP +expr_PDCD7,PDCD7 +expr_PDCL,PDCL +expr_PDCL3,PDCL3 +expr_PDDC1,PDDC1 +expr_PDE11A,PDE11A +expr_PDE12,PDE12 +expr_PDE1A,PDE1A +expr_PDE1C,PDE1C +expr_PDE2A,PDE2A +expr_PDE3A,PDE3A +expr_PDE4A,PDE4A +expr_PDE4B,PDE4B +expr_PDE4C,PDE4C +expr_PDE4D,PDE4D +expr_PDE4DIP,PDE4DIP +expr_PDE5A,PDE5A +expr_PDE6B,PDE6B +expr_PDE7A,PDE7A +expr_PDE9A,PDE9A +expr_PDGFC,PDGFC +expr_PDGFRA,PDGFRA +expr_PDGFRB,PDGFRB +expr_PDIA3,PDIA3 +expr_PDIA4,PDIA4 +expr_PDIA6,PDIA6 +expr_PDK1,PDK1 +expr_PDK2,PDK2 +expr_PDK3,PDK3 +expr_PDK4,PDK4 +expr_PDLIM2,PDLIM2 +expr_PDLIM3,PDLIM3 +expr_PDLIM5,PDLIM5 +expr_PDLIM7,PDLIM7 +expr_PDP2,PDP2 +expr_PDPK1,PDPK1 +expr_PDPN,PDPN +expr_PDPR,PDPR +expr_PDS5A,PDS5A +expr_PDS5B,PDS5B +expr_PDSS1,PDSS1 +expr_PDX1,PDX1 +expr_PDXDC1,PDXDC1 +expr_PDXDC2P,PDXDC2P +expr_PDXK,PDXK +expr_PDYN,PDYN +expr_PDZD3,PDZD3 +expr_PDZD7,PDZD7 +expr_PDZD8,PDZD8 +expr_PDZK1IP1,PDZK1IP1 +expr_PDZRN3,PDZRN3 +expr_PDZRN4,PDZRN4 +expr_PEA15,PEA15 +expr_PEAK1,PEAK1 +expr_PEAR1,PEAR1 +expr_PELO,PELO +expr_PENK,PENK +expr_PER1,PER1 +expr_PER2,PER2 +expr_PER3,PER3 +expr_PES1,PES1 +expr_PEX10,PEX10 +expr_PEX11B,PEX11B +expr_PEX12,PEX12 +expr_PEX13,PEX13 +expr_PEX14,PEX14 +expr_PEX19,PEX19 +expr_PEX3,PEX3 +expr_PEX5,PEX5 +expr_PEX5L,PEX5L +expr_PFAS,PFAS +expr_PFDN1,PFDN1 +expr_PFDN2,PFDN2 +expr_PFDN5,PFDN5 +expr_PFKFB2,PFKFB2 +expr_PFKFB3,PFKFB3 +expr_PFKL,PFKL +expr_PFKP,PFKP +expr_PFN1,PFN1 +expr_PFN2,PFN2 +expr_PGA3,PGA3 +expr_PGAM5,PGAM5 +expr_PGAP1,PGAP1 +expr_PGAP3,PGAP3 +expr_PGBD4,PGBD4 +expr_PGC,PGC +expr_PGGT1B,PGGT1B +expr_PGK1,PGK1 +expr_PGLS,PGLS +expr_PGLYRP4,PGLYRP4 +expr_PGM2,PGM2 +expr_PGM2L1,PGM2L1 +expr_PGM3,PGM3 +expr_PGM5,PGM5 +expr_PGP,PGP +expr_PGPEP1,PGPEP1 +expr_PGR,PGR +expr_PGRMC2,PGRMC2 +expr_PGS1,PGS1 +expr_PHACTR1,PHACTR1 +expr_PHACTR2,PHACTR2 +expr_PHACTR4,PHACTR4 +expr_PHAX,PHAX +expr_PHB,PHB +expr_PHC1,PHC1 +expr_PHC2,PHC2 +expr_PHC3,PHC3 +expr_PHF10,PHF10 +expr_PHF14,PHF14 +expr_PHF19,PHF19 +expr_PHF2,PHF2 +expr_PHF20,PHF20 +expr_PHF20L1,PHF20L1 +expr_PHF21A,PHF21A +expr_PHF23,PHF23 +expr_PHF6,PHF6 +expr_PHF8,PHF8 +expr_PHGDH,PHGDH +expr_PHIP,PHIP +expr_PHKA1,PHKA1 +expr_PHKG1,PHKG1 +expr_PHKG2,PHKG2 +expr_PHLDA1,PHLDA1 +expr_PHLDB2,PHLDB2 +expr_PHLPP1,PHLPP1 +expr_PHPT1,PHPT1 +expr_PHRF1,PHRF1 +expr_PHTF1,PHTF1 +expr_PHTF2,PHTF2 +expr_PHYHD1,PHYHD1 +expr_PHYHIPL,PHYHIPL +expr_PHYKPL,PHYKPL +expr_PI4K2A,PI4K2A +expr_PI4KA,PI4KA +expr_PI4KB,PI4KB +expr_PIANP,PIANP +expr_PIAS1,PIAS1 +expr_PIAS2,PIAS2 +expr_PIAS3,PIAS3 +expr_PIAS4,PIAS4 +expr_PICALM,PICALM +expr_PIEZO2,PIEZO2 +expr_PIF1,PIF1 +expr_PIFO,PIFO +expr_PIGA,PIGA +expr_PIGG,PIGG +expr_PIGH,PIGH +expr_PIGK,PIGK +expr_PIGL,PIGL +expr_PIGQ,PIGQ +expr_PIGR,PIGR +expr_PIGT,PIGT +expr_PIGU,PIGU +expr_PIGW,PIGW +expr_PIGX,PIGX +expr_PIGY,PIGY +expr_PIK3C3,PIK3C3 +expr_PIK3CA,PIK3CA +expr_PIK3CD,PIK3CD +expr_PIK3CG,PIK3CG +expr_PIK3IP1,PIK3IP1 +expr_PIK3R1,PIK3R1 +expr_PIK3R3,PIK3R3 +expr_PIK3R5,PIK3R5 +expr_PIKFYVE,PIKFYVE +expr_PILRB,PILRB +expr_PIM2,PIM2 +expr_PIN1P1,PIN1P1 +expr_PINX1,PINX1 +expr_PIP4K2A,PIP4K2A +expr_PIP4K2B,PIP4K2B +expr_PIP5K1A,PIP5K1A +expr_PIP5K1C,PIP5K1C +expr_PIR,PIR +expr_PITPNA,PITPNA +expr_PITPNB,PITPNB +expr_PITPNC1,PITPNC1 +expr_PITPNM2,PITPNM2 +expr_PITRM1,PITRM1 +expr_PIWIL2,PIWIL2 +expr_PKD1,PKD1 +expr_PKD1L1,PKD1L1 +expr_PKD1L2,PKD1L2 +expr_PKD2,PKD2 +expr_PKD2L2,PKD2L2 +expr_PKHD1,PKHD1 +expr_PKIG,PKIG +expr_PKLR,PKLR +expr_PKM,PKM +expr_PKMYT1,PKMYT1 +expr_PKN2,PKN2 +expr_PKNOX1,PKNOX1 +expr_PKP2,PKP2 +expr_PLA1A,PLA1A +expr_PLA2G12A,PLA2G12A +expr_PLA2G16,PLA2G16 +expr_PLA2G2D,PLA2G2D +expr_PLA2G2F,PLA2G2F +expr_PLA2G3,PLA2G3 +expr_PLA2G4C,PLA2G4C +expr_PLA2R1,PLA2R1 +expr_PLAA,PLAA +expr_PLAC4,PLAC4 +expr_PLAC8,PLAC8 +expr_PLAGL1,PLAGL1 +expr_PLAUR,PLAUR +expr_PLB1,PLB1 +expr_PLCB1,PLCB1 +expr_PLCB2,PLCB2 +expr_PLCH1,PLCH1 +expr_PLCH2,PLCH2 +expr_PLCL1,PLCL1 +expr_PLCL2,PLCL2 +expr_PLCXD1,PLCXD1 +expr_PLD1,PLD1 +expr_PLD3,PLD3 +expr_PLD4,PLD4 +expr_PLEKHA1,PLEKHA1 +expr_PLEKHA2,PLEKHA2 +expr_PLEKHA3,PLEKHA3 +expr_PLEKHA4,PLEKHA4 +expr_PLEKHA5,PLEKHA5 +expr_PLEKHA6,PLEKHA6 +expr_PLEKHA7,PLEKHA7 +expr_PLEKHB1,PLEKHB1 +expr_PLEKHB2,PLEKHB2 +expr_PLEKHF1,PLEKHF1 +expr_PLEKHG3,PLEKHG3 +expr_PLEKHG4B,PLEKHG4B +expr_PLEKHH2,PLEKHH2 +expr_PLEKHJ1,PLEKHJ1 +expr_PLEKHM1,PLEKHM1 +expr_PLEKHM3,PLEKHM3 +expr_PLEKHS1,PLEKHS1 +expr_PLG,PLG +expr_PLGLB1,PLGLB1 +expr_PLIN5,PLIN5 +expr_PLK1,PLK1 +expr_PLK1S1,PLK1S1 +expr_PLK4,PLK4 +expr_PLN,PLN +expr_PLOD2,PLOD2 +expr_PLRG1,PLRG1 +expr_PLVAP,PLVAP +expr_PLXDC1,PLXDC1 +expr_PLXNA1,PLXNA1 +expr_PLXNA2,PLXNA2 +expr_PLXNA4,PLXNA4 +expr_PLXNB1,PLXNB1 +expr_PLXNB2,PLXNB2 +expr_PLXNC1,PLXNC1 +expr_PLXND1,PLXND1 +expr_PMEL,PMEL +expr_PMEPA1,PMEPA1 +expr_PML,PML +expr_PMP2,PMP2 +expr_PMS1,PMS1 +expr_PMS2,PMS2 +expr_PMS2P1,PMS2P1 +expr_PMS2P5,PMS2P5 +expr_PMVK,PMVK +expr_PNISR,PNISR +expr_PNKD,PNKD +expr_PNLIPRP1,PNLIPRP1 +expr_PNMA2,PNMA2 +expr_PNMA3,PNMA3 +expr_PNMA6A,PNMA6A +expr_PNMAL1,PNMAL1 +expr_PNN,PNN +expr_PNPLA4,PNPLA4 +expr_PNPLA7,PNPLA7 +expr_PNPLA8,PNPLA8 +expr_PNPO,PNPO +expr_PNPT1,PNPT1 +expr_PNRC1,PNRC1 +expr_POC1A,POC1A +expr_PODNL1,PODNL1 +expr_POF1B,POF1B +expr_POFUT1,POFUT1 +expr_POFUT2,POFUT2 +expr_POGK,POGK +expr_POGLUT1,POGLUT1 +expr_POGZ,POGZ +expr_POLB,POLB +expr_POLD1,POLD1 +expr_POLD3,POLD3 +expr_POLD4,POLD4 +expr_POLE,POLE +expr_POLE2,POLE2 +expr_POLE4,POLE4 +expr_POLH,POLH +expr_POLK,POLK +expr_POLM,POLM +expr_POLQ,POLQ +expr_POLR1A,POLR1A +expr_POLR1B,POLR1B +expr_POLR1D,POLR1D +expr_POLR1E,POLR1E +expr_POLR2A,POLR2A +expr_POLR2D,POLR2D +expr_POLR2F,POLR2F +expr_POLR2J,POLR2J +expr_POLR2K,POLR2K +expr_POLR2L,POLR2L +expr_POLR3A,POLR3A +expr_POLR3B,POLR3B +expr_POLR3D,POLR3D +expr_POLR3H,POLR3H +expr_POLR3K,POLR3K +expr_POLRMT,POLRMT +expr_POM121,POM121 +expr_POM121L1P,POM121L1P +expr_POM121L8P,POM121L8P +expr_POMGNT2,POMGNT2 +expr_POMT1,POMT1 +expr_POMZP3,POMZP3 +expr_PON1,PON1 +expr_POP1,POP1 +expr_POPDC2,POPDC2 +expr_POR,POR +expr_POT1,POT1 +expr_POTED,POTED +expr_POTEE,POTEE +expr_POTEG,POTEG +expr_POTEI,POTEI +expr_POU1F1,POU1F1 +expr_POU2AF1,POU2AF1 +expr_POU2F1,POU2F1 +expr_POU2F2,POU2F2 +expr_POU3F1,POU3F1 +expr_POU5F1,POU5F1 +expr_PP7080,PP7080 +expr_PPA2,PPA2 +expr_PPAN,PPAN +expr_PPAPDC1B,PPAPDC1B +expr_PPARA,PPARA +expr_PPARBP,PPARBP +expr_PPARD,PPARD +expr_PPARGC1A,PPARGC1A +expr_PPARGC1B,PPARGC1B +expr_PPAT,PPAT +expr_PPCDC,PPCDC +expr_PPCS,PPCS +expr_PPFIA1,PPFIA1 +expr_PPFIBP1,PPFIBP1 +expr_PPFIBP2,PPFIBP2 +expr_PPHLN1,PPHLN1 +expr_PPIA,PPIA +expr_PPIAL4A,PPIAL4A +expr_PPIC,PPIC +expr_PPID,PPID +expr_PPIE,PPIE +expr_PPIF,PPIF +expr_PPIG,PPIG +expr_PPIH,PPIH +expr_PPIL2,PPIL2 +expr_PPIL6,PPIL6 +expr_PPM1A,PPM1A +expr_PPM1B,PPM1B +expr_PPM1E,PPM1E +expr_PPM1F,PPM1F +expr_PPM1H,PPM1H +expr_PPM1K,PPM1K +expr_PPM1L,PPM1L +expr_PPME1,PPME1 +expr_PPOX,PPOX +expr_PPP1CA,PPP1CA +expr_PPP1CB,PPP1CB +expr_PPP1CC,PPP1CC +expr_PPP1R11,PPP1R11 +expr_PPP1R12A,PPP1R12A +expr_PPP1R12B,PPP1R12B +expr_PPP1R14B,PPP1R14B +expr_PPP1R16A,PPP1R16A +expr_PPP1R16B,PPP1R16B +expr_PPP1R1A,PPP1R1A +expr_PPP1R1C,PPP1R1C +expr_PPP1R2,PPP1R2 +expr_PPP1R21,PPP1R21 +expr_PPP1R37,PPP1R37 +expr_PPP1R3B,PPP1R3B +expr_PPP1R3F,PPP1R3F +expr_PPP1R8,PPP1R8 +expr_PPP1R9A,PPP1R9A +expr_PPP1R9B,PPP1R9B +expr_PPP2CA,PPP2CA +expr_PPP2CB,PPP2CB +expr_PPP2R1B,PPP2R1B +expr_PPP2R2A,PPP2R2A +expr_PPP2R2C,PPP2R2C +expr_PPP2R2D,PPP2R2D +expr_PPP2R3A,PPP2R3A +expr_PPP2R5A,PPP2R5A +expr_PPP2R5C,PPP2R5C +expr_PPP2R5E,PPP2R5E +expr_PPP3CA,PPP3CA +expr_PPP3R1,PPP3R1 +expr_PPP3R2,PPP3R2 +expr_PPP4R1,PPP4R1 +expr_PPP4R1L,PPP4R1L +expr_PPP4R2,PPP4R2 +expr_PPP4R4,PPP4R4 +expr_PPP6C,PPP6C +expr_PPP6R1,PPP6R1 +expr_PPP6R2,PPP6R2 +expr_PPP6R3,PPP6R3 +expr_PPT1,PPT1 +expr_PQLC1,PQLC1 +expr_PQLC2,PQLC2 +expr_PRAC1,PRAC1 +expr_PRAME,PRAME +expr_PRAMEF1,PRAMEF1 +expr_PRC1,PRC1 +expr_PRCP,PRCP +expr_PRDM11,PRDM11 +expr_PRDM15,PRDM15 +expr_PRDM16,PRDM16 +expr_PRDM2,PRDM2 +expr_PRDM6,PRDM6 +expr_PRDM9,PRDM9 +expr_PRDX2,PRDX2 +expr_PRDX5,PRDX5 +expr_PRELID1,PRELID1 +expr_PRELID2,PRELID2 +expr_PREPL,PREPL +expr_PREX2,PREX2 +expr_PRIM2,PRIM2 +expr_PRIMA1,PRIMA1 +expr_PRKAA2,PRKAA2 +expr_PRKAB2,PRKAB2 +expr_PRKACA,PRKACA +expr_PRKACB,PRKACB +expr_PRKAG2,PRKAG2 +expr_PRKAR1A,PRKAR1A +expr_PRKAR1B,PRKAR1B +expr_PRKAR2A,PRKAR2A +expr_PRKCA,PRKCA +expr_PRKCB,PRKCB +expr_PRKCDBP,PRKCDBP +expr_PRKCE,PRKCE +expr_PRKCH,PRKCH +expr_PRKCI,PRKCI +expr_PRKCZ,PRKCZ +expr_PRKD1,PRKD1 +expr_PRKD3,PRKD3 +expr_PRKDC,PRKDC +expr_PRKG1,PRKG1 +expr_PRKRIP1,PRKRIP1 +expr_PRKRIR,PRKRIR +expr_PRKX,PRKX +expr_PRKY,PRKY +expr_PRLR,PRLR +expr_PRMT2,PRMT2 +expr_PRMT5,PRMT5 +expr_PRMT7,PRMT7 +expr_PRND,PRND +expr_PRNP,PRNP +expr_PRNT,PRNT +expr_PROM1,PROM1 +expr_PROS1,PROS1 +expr_PROSC,PROSC +expr_PROSER1,PROSER1 +expr_PROSER2,PROSER2 +expr_PROSER2-AS1,PROSER2-AS1 +expr_PROSER3,PROSER3 +expr_PROX1,PROX1 +expr_PRPF31,PRPF31 +expr_PRPF38A,PRPF38A +expr_PRPF38B,PRPF38B +expr_PRPF4B,PRPF4B +expr_PRPF8,PRPF8 +expr_PRPS1,PRPS1 +expr_PRPS2,PRPS2 +expr_PRR11,PRR11 +expr_PRR13,PRR13 +expr_PRR14L,PRR14L +expr_PRR15,PRR15 +expr_PRR16,PRR16 +expr_PRR24,PRR24 +expr_PRR3,PRR3 +expr_PRR5,PRR5 +expr_PRR5L,PRR5L +expr_PRR7,PRR7 +expr_PRRC1,PRRC1 +expr_PRRC2A,PRRC2A +expr_PRRC2B,PRRC2B +expr_PRRC2C,PRRC2C +expr_PRRG1,PRRG1 +expr_PRRG4,PRRG4 +expr_PRRX2,PRRX2 +expr_PRSS12,PRSS12 +expr_PRSS2,PRSS2 +expr_PRSS21,PRSS21 +expr_PRSS23,PRSS23 +expr_PRSS33,PRSS33 +expr_PRTFDC1,PRTFDC1 +expr_PRTG,PRTG +expr_PRUNE,PRUNE +expr_PRUNE2,PRUNE2 +expr_PRX,PRX +expr_PSAP,PSAP +expr_PSAT1,PSAT1 +expr_PSCA,PSCA +expr_PSD3,PSD3 +expr_PSEN1,PSEN1 +expr_PSEN2,PSEN2 +expr_PSG11,PSG11 +expr_PSG8,PSG8 +expr_PSG9,PSG9 +expr_PSIP1,PSIP1 +expr_PSMA6,PSMA6 +expr_PSMA7,PSMA7 +expr_PSMB1,PSMB1 +expr_PSMB2,PSMB2 +expr_PSMC1,PSMC1 +expr_PSMC3,PSMC3 +expr_PSMC4,PSMC4 +expr_PSMC6,PSMC6 +expr_PSMD1,PSMD1 +expr_PSMD11,PSMD11 +expr_PSMD12,PSMD12 +expr_PSMD14,PSMD14 +expr_PSMD2,PSMD2 +expr_PSMD3,PSMD3 +expr_PSMD4,PSMD4 +expr_PSMD5,PSMD5 +expr_PSMD5-AS1,PSMD5-AS1 +expr_PSMD7,PSMD7 +expr_PSMD8,PSMD8 +expr_PSMD9,PSMD9 +expr_PSME1,PSME1 +expr_PSME3,PSME3 +expr_PSMF1,PSMF1 +expr_PSMG2,PSMG2 +expr_PSMG3-AS1,PSMG3-AS1 +expr_PSORS1C1,PSORS1C1 +expr_PSORS1C2,PSORS1C2 +expr_PSPC1,PSPC1 +expr_PSPH,PSPH +expr_PSTPIP2,PSTPIP2 +expr_PTAFR,PTAFR +expr_PTBP3,PTBP3 +expr_PTCD2,PTCD2 +expr_PTCH1,PTCH1 +expr_PTCHD1,PTCHD1 +expr_PTDSS1,PTDSS1 +expr_PTEN,PTEN +expr_PTF1A,PTF1A +expr_PTGER3,PTGER3 +expr_PTGER4,PTGER4 +expr_PTGER4P2-CDK2AP2P2,PTGER4P2-CDK2AP2P2 +expr_PTGES3,PTGES3 +expr_PTGES3L-AARSD1,PTGES3L-AARSD1 +expr_PTGFR,PTGFR +expr_PTGIR,PTGIR +expr_PTGIS,PTGIS +expr_PTGR2,PTGR2 +expr_PTGS1,PTGS1 +expr_PTGS2,PTGS2 +expr_PTH2R,PTH2R +expr_PTHLH,PTHLH +expr_PTK2,PTK2 +expr_PTMA,PTMA +expr_PTN,PTN +expr_PTOV1,PTOV1 +expr_PTP4A1,PTP4A1 +expr_PTP4A2,PTP4A2 +expr_PTPLAD1,PTPLAD1 +expr_PTPLAD2,PTPLAD2 +expr_PTPLB,PTPLB +expr_PTPMT1,PTPMT1 +expr_PTPN11,PTPN11 +expr_PTPN14,PTPN14 +expr_PTPN18,PTPN18 +expr_PTPN2,PTPN2 +expr_PTPN21,PTPN21 +expr_PTPN22,PTPN22 +expr_PTPN23,PTPN23 +expr_PTPN3,PTPN3 +expr_PTPN4,PTPN4 +expr_PTPN7,PTPN7 +expr_PTPRB,PTPRB +expr_PTPRC,PTPRC +expr_PTPRE,PTPRE +expr_PTPRF,PTPRF +expr_PTPRG,PTPRG +expr_PTPRJ,PTPRJ +expr_PTPRN2,PTPRN2 +expr_PTPRO,PTPRO +expr_PTPRS,PTPRS +expr_PTPRT,PTPRT +expr_PTPRU,PTPRU +expr_PTPRZ1,PTPRZ1 +expr_PTRF,PTRF +expr_PTTG1,PTTG1 +expr_PTTG1IP,PTTG1IP +expr_PTX3,PTX3 +expr_PUF60,PUF60 +expr_PUM1,PUM1 +expr_PUM2,PUM2 +expr_PURA,PURA +expr_PURB,PURB +expr_PURG,PURG +expr_PUS1,PUS1 +expr_PUS10,PUS10 +expr_PUS7,PUS7 +expr_PUS7L,PUS7L +expr_PVR,PVR +expr_PVRL1,PVRL1 +expr_PVRL2,PVRL2 +expr_PVRL3,PVRL3 +expr_PWP1,PWP1 +expr_PWWP2A,PWWP2A +expr_PXDN,PXDN +expr_PXK,PXK +expr_PXMP2,PXMP2 +expr_PXN,PXN +expr_PYCR1,PYCR1 +expr_PYCR2,PYCR2 +expr_PYCRL,PYCRL +expr_PYGB,PYGB +expr_PYGM,PYGM +expr_PYGO1,PYGO1 +expr_PYHIN1,PYHIN1 +expr_PYROXD1,PYROXD1 +expr_QARS,QARS +expr_QDPR,QDPR +expr_QKI,QKI +expr_QPCT,QPCT +expr_QPRT,QPRT +expr_QRICH1,QRICH1 +expr_QRSL1,QRSL1 +expr_QSER1,QSER1 +expr_QSOX2,QSOX2 +expr_R3HDM2,R3HDM2 +expr_RAB10,RAB10 +expr_RAB11A,RAB11A +expr_RAB11FIP1,RAB11FIP1 +expr_RAB11FIP2,RAB11FIP2 +expr_RAB11FIP4,RAB11FIP4 +expr_RAB12,RAB12 +expr_RAB14,RAB14 +expr_RAB18,RAB18 +expr_RAB1A,RAB1A +expr_RAB1B,RAB1B +expr_RAB21,RAB21 +expr_RAB22A,RAB22A +expr_RAB23,RAB23 +expr_RAB24,RAB24 +expr_RAB27A,RAB27A +expr_RAB27B,RAB27B +expr_RAB28,RAB28 +expr_RAB2A,RAB2A +expr_RAB30,RAB30 +expr_RAB31,RAB31 +expr_RAB32,RAB32 +expr_RAB33B,RAB33B +expr_RAB35,RAB35 +expr_RAB39B,RAB39B +expr_RAB3B,RAB3B +expr_RAB3C,RAB3C +expr_RAB3D,RAB3D +expr_RAB3GAP1,RAB3GAP1 +expr_RAB3GAP2,RAB3GAP2 +expr_RAB3IP,RAB3IP +expr_RAB43,RAB43 +expr_RAB4A,RAB4A +expr_RAB4B,RAB4B +expr_RAB5A,RAB5A +expr_RAB5B,RAB5B +expr_RAB5C,RAB5C +expr_RAB6A,RAB6A +expr_RAB6B,RAB6B +expr_RAB7B,RAB7B +expr_RAB8A,RAB8A +expr_RAB8B,RAB8B +expr_RAB9B,RAB9B +expr_RABEP1,RABEP1 +expr_RABGAP1,RABGAP1 +expr_RABGAP1L,RABGAP1L +expr_RABGEF1,RABGEF1 +expr_RABGGTB,RABGGTB +expr_RABIF,RABIF +expr_RABL2A,RABL2A +expr_RABL3,RABL3 +expr_RABL6,RABL6 +expr_RAC1,RAC1 +expr_RAC2,RAC2 +expr_RACGAP1,RACGAP1 +expr_RAD17,RAD17 +expr_RAD21,RAD21 +expr_RAD23B,RAD23B +expr_RAD50,RAD50 +expr_RAD51B,RAD51B +expr_RAD51D,RAD51D +expr_RAD54B,RAD54B +expr_RAD9A,RAD9A +expr_RADIL,RADIL +expr_RAE1,RAE1 +expr_RAF1,RAF1 +expr_RAG1,RAG1 +expr_RAI1,RAI1 +expr_RAI2,RAI2 +expr_RALA,RALA +expr_RALB,RALB +expr_RALBP1,RALBP1 +expr_RALGAPA1,RALGAPA1 +expr_RALGAPA2,RALGAPA2 +expr_RALGDS,RALGDS +expr_RALGPS1,RALGPS1 +expr_RALGPS2,RALGPS2 +expr_RAMP2-AS1,RAMP2-AS1 +expr_RAN,RAN +expr_RANBP2,RANBP2 +expr_RANBP3,RANBP3 +expr_RANBP3L,RANBP3L +expr_RANBP9,RANBP9 +expr_RANGRF,RANGRF +expr_RAP1GAP,RAP1GAP +expr_RAP1GAP2,RAP1GAP2 +expr_RAP1GDS1,RAP1GDS1 +expr_RAP2A,RAP2A +expr_RAP2B,RAP2B +expr_RAP2C,RAP2C +expr_RAPGEF1,RAPGEF1 +expr_RAPGEF2,RAPGEF2 +expr_RAPGEF3,RAPGEF3 +expr_RAPGEF4,RAPGEF4 +expr_RAPGEF6,RAPGEF6 +expr_RAPH1,RAPH1 +expr_RARA,RARA +expr_RARB,RARB +expr_RARG,RARG +expr_RARRES1,RARRES1 +expr_RARRES3,RARRES3 +expr_RARS2,RARS2 +expr_RASA2,RASA2 +expr_RASA4,RASA4 +expr_RASAL2,RASAL2 +expr_RASD1,RASD1 +expr_RASD2,RASD2 +expr_RASEF,RASEF +expr_RASGEF1A,RASGEF1A +expr_RASGEF1B,RASGEF1B +expr_RASGRF1,RASGRF1 +expr_RASGRP1,RASGRP1 +expr_RASGRP4,RASGRP4 +expr_RASIP1,RASIP1 +expr_RASL11B,RASL11B +expr_RASL12,RASL12 +expr_RASSF1,RASSF1 +expr_RASSF2,RASSF2 +expr_RASSF3,RASSF3 +expr_RASSF4,RASSF4 +expr_RASSF5,RASSF5 +expr_RASSF7,RASSF7 +expr_RASSF8,RASSF8 +expr_RAVER1,RAVER1 +expr_RAVER2,RAVER2 +expr_RAX2,RAX2 +expr_RB1,RB1 +expr_RBAK,RBAK +expr_RBBP4,RBBP4 +expr_RBBP5,RBBP5 +expr_RBBP6,RBBP6 +expr_RBBP9,RBBP9 +expr_RBFOX1,RBFOX1 +expr_RBL1,RBL1 +expr_RBL2,RBL2 +expr_RBM14,RBM14 +expr_RBM15B,RBM15B +expr_RBM17,RBM17 +expr_RBM18,RBM18 +expr_RBM19,RBM19 +expr_RBM22,RBM22 +expr_RBM23,RBM23 +expr_RBM24,RBM24 +expr_RBM25,RBM25 +expr_RBM26,RBM26 +expr_RBM27,RBM27 +expr_RBM33,RBM33 +expr_RBM34,RBM34 +expr_RBM38,RBM38 +expr_RBM4,RBM4 +expr_RBM41,RBM41 +expr_RBM43,RBM43 +expr_RBM45,RBM45 +expr_RBM47,RBM47 +expr_RBM5,RBM5 +expr_RBM8A,RBM8A +expr_RBMS1,RBMS1 +expr_RBMS3,RBMS3 +expr_RBMX,RBMX +expr_RBMX2,RBMX2 +expr_RBMXL1,RBMXL1 +expr_RBMY1B,RBMY1B +expr_RBPJ,RBPJ +expr_RBPMS,RBPMS +expr_RC3H1,RC3H1 +expr_RC3H2,RC3H2 +expr_RCAN3,RCAN3 +expr_RCBTB1,RCBTB1 +expr_RCC1,RCC1 +expr_RCC2,RCC2 +expr_RCCD1,RCCD1 +expr_RCN1,RCN1 +expr_RCOR1,RCOR1 +expr_RCOR2,RCOR2 +expr_RCOR3,RCOR3 +expr_RCSD1,RCSD1 +expr_RDH10,RDH10 +expr_RECK,RECK +expr_RECQL,RECQL +expr_RECQL5,RECQL5 +expr_REEP3,REEP3 +expr_REEP5,REEP5 +expr_REG4,REG4 +expr_RELA,RELA +expr_RELL2,RELL2 +expr_RELT,RELT +expr_REN,REN +expr_REPIN1,REPIN1 +expr_REPS2,REPS2 +expr_RER1,RER1 +expr_RERE,RERE +expr_RERG,RERG +expr_REST,REST +expr_RET,RET +expr_REV1,REV1 +expr_REV3L,REV3L +expr_REXO2,REXO2 +expr_RFC1,RFC1 +expr_RFC3,RFC3 +expr_RFC4,RFC4 +expr_RFESD,RFESD +expr_RFFL,RFFL +expr_RFK,RFK +expr_RFNG,RFNG +expr_RFT1,RFT1 +expr_RFWD2,RFWD2 +expr_RFX1,RFX1 +expr_RFX2,RFX2 +expr_RFX3,RFX3 +expr_RFX4,RFX4 +expr_RGCC,RGCC +expr_RGMA,RGMA +expr_RGMB,RGMB +expr_RGMB-AS1,RGMB-AS1 +expr_RGP1,RGP1 +expr_RGPD5,RGPD5 +expr_RGR,RGR +expr_RGS11,RGS11 +expr_RGS12,RGS12 +expr_RGS14,RGS14 +expr_RGS16,RGS16 +expr_RGS3,RGS3 +expr_RGS4,RGS4 +expr_RGS5,RGS5 +expr_RGS6,RGS6 +expr_RGSL1,RGSL1 +expr_RHBDD1,RHBDD1 +expr_RHBDF2,RHBDF2 +expr_RHBDL2,RHBDL2 +expr_RHD,RHD +expr_RHNO1,RHNO1 +expr_RHO,RHO +expr_RHOA,RHOA +expr_RHOC,RHOC +expr_RHOF,RHOF +expr_RHOJ,RHOJ +expr_RHOQ,RHOQ +expr_RHOT1,RHOT1 +expr_RHOU,RHOU +expr_RHOV,RHOV +expr_RHOXF2,RHOXF2 +expr_RHPN1,RHPN1 +expr_RIBC1,RIBC1 +expr_RIC3,RIC3 +expr_RIC8A,RIC8A +expr_RIC8B,RIC8B +expr_RICTOR,RICTOR +expr_RIF1,RIF1 +expr_RIIAD1,RIIAD1 +expr_RILP,RILP +expr_RIMBP2,RIMBP2 +expr_RIMBP3,RIMBP3 +expr_RIMKLA,RIMKLA +expr_RIMKLB,RIMKLB +expr_RIMS1,RIMS1 +expr_RIMS2,RIMS2 +expr_RIMS4,RIMS4 +expr_RIN2,RIN2 +expr_RIN3,RIN3 +expr_RIOK1,RIOK1 +expr_RIOK2,RIOK2 +expr_RIOK3,RIOK3 +expr_RIPK2,RIPK2 +expr_RIPK4,RIPK4 +expr_RIT1,RIT1 +expr_RLTPR,RLTPR +expr_RMDN1,RMDN1 +expr_RMDN2,RMDN2 +expr_RMDN3,RMDN3 +expr_RMND1,RMND1 +expr_RMND5A,RMND5A +expr_RMND5B,RMND5B +expr_RNASE1,RNASE1 +expr_RNASE2,RNASE2 +expr_RNASEH1,RNASEH1 +expr_RNASEH2A,RNASEH2A +expr_RNASEH2C,RNASEH2C +expr_RNASET2,RNASET2 +expr_RNF10,RNF10 +expr_RNF114,RNF114 +expr_RNF115,RNF115 +expr_RNF121,RNF121 +expr_RNF125,RNF125 +expr_RNF128,RNF128 +expr_RNF13,RNF13 +expr_RNF135,RNF135 +expr_RNF138,RNF138 +expr_RNF14,RNF14 +expr_RNF141,RNF141 +expr_RNF144A,RNF144A +expr_RNF145,RNF145 +expr_RNF146,RNF146 +expr_RNF152,RNF152 +expr_RNF157,RNF157 +expr_RNF165,RNF165 +expr_RNF166,RNF166 +expr_RNF167,RNF167 +expr_RNF168,RNF168 +expr_RNF17,RNF17 +expr_RNF170,RNF170 +expr_RNF175,RNF175 +expr_RNF183,RNF183 +expr_RNF185,RNF185 +expr_RNF19A,RNF19A +expr_RNF2,RNF2 +expr_RNF207,RNF207 +expr_RNF213,RNF213 +expr_RNF215,RNF215 +expr_RNF216,RNF216 +expr_RNF216P1,RNF216P1 +expr_RNF217,RNF217 +expr_RNF220,RNF220 +expr_RNF32,RNF32 +expr_RNF34,RNF34 +expr_RNF38,RNF38 +expr_RNF4,RNF4 +expr_RNF41,RNF41 +expr_RNF5,RNF5 +expr_RNF6,RNF6 +expr_RNF8,RNF8 +expr_RNFT1,RNFT1 +expr_RNFT2,RNFT2 +expr_RNH1,RNH1 +expr_RNMT,RNMT +expr_RNPC3,RNPC3 +expr_RNPEP,RNPEP +expr_RNPS1,RNPS1 +expr_ROBO1,ROBO1 +expr_ROBO2,ROBO2 +expr_ROBO3,ROBO3 +expr_ROBO4,ROBO4 +expr_ROCK1,ROCK1 +expr_ROCK2,ROCK2 +expr_ROPN1L,ROPN1L +expr_ROR1,ROR1 +expr_ROR2,ROR2 +expr_RORA,RORA +expr_RORB,RORB +expr_RORC,RORC +expr_RP1,RP1 +expr_RP2,RP2 +expr_RP9,RP9 +expr_RPAIN,RPAIN +expr_RPE,RPE +expr_RPF1,RPF1 +expr_RPGR,RPGR +expr_RPGRIP1L,RPGRIP1L +expr_RPL10,RPL10 +expr_RPL10A,RPL10A +expr_RPL12,RPL12 +expr_RPL13,RPL13 +expr_RPL13A,RPL13A +expr_RPL14,RPL14 +expr_RPL15,RPL15 +expr_RPL17,RPL17 +expr_RPL18,RPL18 +expr_RPL18A,RPL18A +expr_RPL21,RPL21 +expr_RPL22,RPL22 +expr_RPL23,RPL23 +expr_RPL23A,RPL23A +expr_RPL23AP32,RPL23AP32 +expr_RPL23AP7,RPL23AP7 +expr_RPL24,RPL24 +expr_RPL26,RPL26 +expr_RPL26L1,RPL26L1 +expr_RPL27A,RPL27A +expr_RPL28,RPL28 +expr_RPL29,RPL29 +expr_RPL3,RPL3 +expr_RPL30,RPL30 +expr_RPL31,RPL31 +expr_RPL32P3,RPL32P3 +expr_RPL34,RPL34 +expr_RPL35,RPL35 +expr_RPL36A,RPL36A +expr_RPL37,RPL37 +expr_RPL37A,RPL37A +expr_RPL39,RPL39 +expr_RPL5,RPL5 +expr_RPL6,RPL6 +expr_RPL7,RPL7 +expr_RPL7A,RPL7A +expr_RPL7L1,RPL7L1 +expr_RPL9,RPL9 +expr_RPLP0,RPLP0 +expr_RPLP1,RPLP1 +expr_RPN1,RPN1 +expr_RPP14,RPP14 +expr_RPP30,RPP30 +expr_RPP40,RPP40 +expr_RPRD1A,RPRD1A +expr_RPRD1B,RPRD1B +expr_RPS10,RPS10 +expr_RPS13,RPS13 +expr_RPS14,RPS14 +expr_RPS15,RPS15 +expr_RPS15A,RPS15A +expr_RPS17,RPS17 +expr_RPS19,RPS19 +expr_RPS2,RPS2 +expr_RPS21,RPS21 +expr_RPS25,RPS25 +expr_RPS26,RPS26 +expr_RPS27,RPS27 +expr_RPS27A,RPS27A +expr_RPS28,RPS28 +expr_RPS29,RPS29 +expr_RPS2P32,RPS2P32 +expr_RPS3,RPS3 +expr_RPS3A,RPS3A +expr_RPS4X,RPS4X +expr_RPS5,RPS5 +expr_RPS6KA3,RPS6KA3 +expr_RPS6KA5,RPS6KA5 +expr_RPS6KA6,RPS6KA6 +expr_RPS6KB1,RPS6KB1 +expr_RPS6KL1,RPS6KL1 +expr_RPS7,RPS7 +expr_RPS9,RPS9 +expr_RPSA,RPSA +expr_RPUSD4,RPUSD4 +expr_RQCD1,RQCD1 +expr_RRAD,RRAD +expr_RRAGC,RRAGC +expr_RRAGD,RRAGD +expr_RRAS,RRAS +expr_RREB1,RREB1 +expr_RRM2,RRM2 +expr_RRM2B,RRM2B +expr_RRN3,RRN3 +expr_RRP1,RRP1 +expr_RRP15,RRP15 +expr_RRP1B,RRP1B +expr_RRP7A,RRP7A +expr_RRP7B,RRP7B +expr_RS1,RS1 +expr_RSAD1,RSAD1 +expr_RSAD2,RSAD2 +expr_RSF1,RSF1 +expr_RSL1D1,RSL1D1 +expr_RSL24D1,RSL24D1 +expr_RSPH3,RSPH3 +expr_RSPH4A,RSPH4A +expr_RSPH6A,RSPH6A +expr_RSPH9,RSPH9 +expr_RSPO1,RSPO1 +expr_RSPO2,RSPO2 +expr_RSPO3,RSPO3 +expr_RSRC1,RSRC1 +expr_RSRC2,RSRC2 +expr_RSU1,RSU1 +expr_RTCA,RTCA +expr_RTCB,RTCB +expr_RTF1,RTF1 +expr_RTFDC1,RTFDC1 +expr_RTKN2,RTKN2 +expr_RTN3,RTN3 +expr_RTN4RL1,RTN4RL1 +expr_RTN4RL2,RTN4RL2 +expr_RTP1,RTP1 +expr_RTTN,RTTN +expr_RUFY2,RUFY2 +expr_RUFY3,RUFY3 +expr_RUNDC1,RUNDC1 +expr_RUNX1,RUNX1 +expr_RUNX1T1,RUNX1T1 +expr_RUNX2,RUNX2 +expr_RUVBL1,RUVBL1 +expr_RWDD4,RWDD4 +expr_RXFP1,RXFP1 +expr_RXRA,RXRA +expr_RYBP,RYBP +expr_RYR1,RYR1 +expr_S100A11,S100A11 +expr_S100A8,S100A8 +expr_S100PBP,S100PBP +expr_S1PR2,S1PR2 +expr_S1PR5,S1PR5 +expr_SAA2,SAA2 +expr_SACS,SACS +expr_SAE1,SAE1 +expr_SAFB,SAFB +expr_SAFB2,SAFB2 +expr_SAMD1,SAMD1 +expr_SAMD12,SAMD12 +expr_SAMD14,SAMD14 +expr_SAMD3,SAMD3 +expr_SAMD4A,SAMD4A +expr_SAMD4B,SAMD4B +expr_SAMD8,SAMD8 +expr_SAMD9,SAMD9 +expr_SAP130,SAP130 +expr_SAP18,SAP18 +expr_SAP30BP,SAP30BP +expr_SAP30L,SAP30L +expr_SAR1A,SAR1A +expr_SAR1B,SAR1B +expr_SARDH,SARDH +expr_SARNP,SARNP +expr_SARS,SARS +expr_SART3,SART3 +expr_SASH1,SASH1 +expr_SASH3,SASH3 +expr_SAT1,SAT1 +expr_SATB1,SATB1 +expr_SATB2,SATB2 +expr_SAV1,SAV1 +expr_SAYSD1,SAYSD1 +expr_SBDS,SBDS +expr_SBF2,SBF2 +expr_SBNO1,SBNO1 +expr_SBSPON,SBSPON +expr_SC5D,SC5D +expr_SCAF1,SCAF1 +expr_SCAF11,SCAF11 +expr_SCAF8,SCAF8 +expr_SCAI,SCAI +expr_SCAMP1,SCAMP1 +expr_SCAMP4,SCAMP4 +expr_SCAND1,SCAND1 +expr_SCAND2P,SCAND2P +expr_SCAND3,SCAND3 +expr_SCAPER,SCAPER +expr_SCARA3,SCARA3 +expr_SCARA5,SCARA5 +expr_SCARB1,SCARB1 +expr_SCARB2,SCARB2 +expr_SCARF2,SCARF2 +expr_SCD,SCD +expr_SCD5,SCD5 +expr_SCFD1,SCFD1 +expr_SCG3,SCG3 +expr_SCIMP,SCIMP +expr_SCLT1,SCLT1 +expr_SCLY,SCLY +expr_SCML1,SCML1 +expr_SCML2,SCML2 +expr_SCML4,SCML4 +expr_SCN11A,SCN11A +expr_SCN2B,SCN2B +expr_SCN3A,SCN3A +expr_SCN3B,SCN3B +expr_SCN5A,SCN5A +expr_SCN7A,SCN7A +expr_SCN8A,SCN8A +expr_SCN9A,SCN9A +expr_SCNM1,SCNM1 +expr_SCNN1B,SCNN1B +expr_SCNN1G,SCNN1G +expr_SCOC,SCOC +expr_SCP2,SCP2 +expr_SCRN2,SCRN2 +expr_SCRN3,SCRN3 +expr_SCRT1,SCRT1 +expr_SCUBE2,SCUBE2 +expr_SCYL1,SCYL1 +expr_SCYL2,SCYL2 +expr_SCYL3,SCYL3 +expr_SDAD1,SDAD1 +expr_SDC1,SDC1 +expr_SDC4,SDC4 +expr_SDCBP,SDCBP +expr_SDCCAG8,SDCCAG8 +expr_SDF2,SDF2 +expr_SDHA,SDHA +expr_SDHAP1,SDHAP1 +expr_SDHD,SDHD +expr_SDK1,SDK1 +expr_SDK2,SDK2 +expr_SDR16C5,SDR16C5 +expr_SDR42E1,SDR42E1 +expr_SDR9C7,SDR9C7 +expr_SDS,SDS +expr_SDSL,SDSL +expr_SEC11A,SEC11A +expr_SEC13,SEC13 +expr_SEC14L1,SEC14L1 +expr_SEC14L2,SEC14L2 +expr_SEC14L3,SEC14L3 +expr_SEC16B,SEC16B +expr_SEC22A,SEC22A +expr_SEC22C,SEC22C +expr_SEC23A,SEC23A +expr_SEC23B,SEC23B +expr_SEC23IP,SEC23IP +expr_SEC24A,SEC24A +expr_SEC24D,SEC24D +expr_SEC31A,SEC31A +expr_SEC61A2,SEC61A2 +expr_SEC61B,SEC61B +expr_SEC62,SEC62 +expr_SEC63,SEC63 +expr_SECISBP2,SECISBP2 +expr_SECISBP2L,SECISBP2L +expr_SECTM1,SECTM1 +expr_SEH1L,SEH1L +expr_SEL1L,SEL1L +expr_SEL1L3,SEL1L3 +expr_SELENBP1,SELENBP1 +expr_SELK,SELK +expr_SELO,SELO +expr_SEMA3A,SEMA3A +expr_SEMA3B,SEMA3B +expr_SEMA3D,SEMA3D +expr_SEMA3E,SEMA3E +expr_SEMA3F,SEMA3F +expr_SEMA4C,SEMA4C +expr_SEMA4D,SEMA4D +expr_SEMA4F,SEMA4F +expr_SEMA5A,SEMA5A +expr_SEMA6A,SEMA6A +expr_SEMA6D,SEMA6D +expr_SENP1,SENP1 +expr_SENP2,SENP2 +expr_SENP3,SENP3 +expr_SENP5,SENP5 +expr_SENP6,SENP6 +expr_SENP7,SENP7 +expr_SEPHS1,SEPHS1 +expr_SEPN1,SEPN1 +expr_SEPSECS,SEPSECS +expr_SEPT10,SEPT10 +expr_SEPT11,SEPT11 +expr_SEPT2,SEPT2 +expr_SEPT3,SEPT3 +expr_SEPT5,SEPT5 +expr_SEPT6,SEPT6 +expr_SEPT7,SEPT7 +expr_SEPT7P2,SEPT7P2 +expr_SEPT8,SEPT8 +expr_SEPT9,SEPT9 +expr_SERBP1,SERBP1 +expr_SERF1B,SERF1B +expr_SERF2,SERF2 +expr_SERGEF,SERGEF +expr_SERHL2,SERHL2 +expr_SERINC2,SERINC2 +expr_SERINC3,SERINC3 +expr_SERINC4,SERINC4 +expr_SERINC5,SERINC5 +expr_SERP1,SERP1 +expr_SERPINA3,SERPINA3 +expr_SERPINA5,SERPINA5 +expr_SERPINB1,SERPINB1 +expr_SERPINB13,SERPINB13 +expr_SERPINB2,SERPINB2 +expr_SERPINB5,SERPINB5 +expr_SERPINB6,SERPINB6 +expr_SERPINB8,SERPINB8 +expr_SERPINB9,SERPINB9 +expr_SERPIND1,SERPIND1 +expr_SERPINE1,SERPINE1 +expr_SERPING1,SERPING1 +expr_SERTAD2,SERTAD2 +expr_SERTAD4,SERTAD4 +expr_SESN1,SESN1 +expr_SESN2,SESN2 +expr_SESN3,SESN3 +expr_SET,SET +expr_SETBP1,SETBP1 +expr_SETD2,SETD2 +expr_SETD4,SETD4 +expr_SETD5,SETD5 +expr_SETD7,SETD7 +expr_SETD8,SETD8 +expr_SETDB1,SETDB1 +expr_SETDB2,SETDB2 +expr_SETMAR,SETMAR +expr_SETX,SETX +expr_SEZ6,SEZ6 +expr_SEZ6L,SEZ6L +expr_SEZ6L2,SEZ6L2 +expr_SF1,SF1 +expr_SF3A1,SF3A1 +expr_SF3A3,SF3A3 +expr_SF3B1,SF3B1 +expr_SF3B3,SF3B3 +expr_SFI1,SFI1 +expr_SFMBT2,SFMBT2 +expr_SFRP1,SFRP1 +expr_SFRP2,SFRP2 +expr_SFT2D3,SFT2D3 +expr_SFTA2,SFTA2 +expr_SFTPA1,SFTPA1 +expr_SFTPB,SFTPB +expr_SFTPC,SFTPC +expr_SFXN1,SFXN1 +expr_SFXN3,SFXN3 +expr_SFXN4,SFXN4 +expr_SFXN5,SFXN5 +expr_SGCD,SGCD +expr_SGIP1,SGIP1 +expr_SGK2,SGK2 +expr_SGOL1,SGOL1 +expr_SGPL1,SGPL1 +expr_SGPP2,SGPP2 +expr_SGSM1,SGSM1 +expr_SGSM3,SGSM3 +expr_SGTA,SGTA +expr_SGTB,SGTB +expr_SH2B3,SH2B3 +expr_SH2D1A,SH2D1A +expr_SH2D1B,SH2D1B +expr_SH2D4B,SH2D4B +expr_SH2D5,SH2D5 +expr_SH3BGRL2,SH3BGRL2 +expr_SH3BP1,SH3BP1 +expr_SH3BP2,SH3BP2 +expr_SH3BP4,SH3BP4 +expr_SH3BP5,SH3BP5 +expr_SH3D19,SH3D19 +expr_SH3D21,SH3D21 +expr_SH3GL1,SH3GL1 +expr_SH3GLB2,SH3GLB2 +expr_SH3KBP1,SH3KBP1 +expr_SH3PXD2A,SH3PXD2A +expr_SH3PXD2B,SH3PXD2B +expr_SH3RF1,SH3RF1 +expr_SH3TC2,SH3TC2 +expr_SH3YL1,SH3YL1 +expr_SHANK2,SHANK2 +expr_SHARPIN,SHARPIN +expr_SHB,SHB +expr_SHC1,SHC1 +expr_SHC3,SHC3 +expr_SHC4,SHC4 +expr_SHE,SHE +expr_SHF,SHF +expr_SHISA2,SHISA2 +expr_SHISA5,SHISA5 +expr_SHISA7,SHISA7 +expr_SHISA9,SHISA9 +expr_SHMT1,SHMT1 +expr_SHMT2,SHMT2 +expr_SHOX,SHOX +expr_SHOX2,SHOX2 +expr_SHPRH,SHPRH +expr_SHQ1,SHQ1 +expr_SHROOM1,SHROOM1 +expr_SIAE,SIAE +expr_SIGLEC1,SIGLEC1 +expr_SIGLEC11,SIGLEC11 +expr_SIGLEC5,SIGLEC5 +expr_SIGLEC6,SIGLEC6 +expr_SIGLEC7,SIGLEC7 +expr_SIK1,SIK1 +expr_SIK3,SIK3 +expr_SIKE1,SIKE1 +expr_SIM2,SIM2 +expr_SIMC1,SIMC1 +expr_SIN3A,SIN3A +expr_SIPA1L1,SIPA1L1 +expr_SIPA1L3,SIPA1L3 +expr_SIRPA,SIRPA +expr_SIRPB1,SIRPB1 +expr_SIRPD,SIRPD +expr_SIRPG,SIRPG +expr_SIRT3,SIRT3 +expr_SIRT5,SIRT5 +expr_SIX4,SIX4 +expr_SKA1,SKA1 +expr_SKA2,SKA2 +expr_SKI,SKI +expr_SKIL,SKIL +expr_SKP1,SKP1 +expr_SLA,SLA +expr_SLAIN2,SLAIN2 +expr_SLAMF1,SLAMF1 +expr_SLAMF8,SLAMF8 +expr_SLC10A7,SLC10A7 +expr_SLC11A1,SLC11A1 +expr_SLC11A2,SLC11A2 +expr_SLC12A1,SLC12A1 +expr_SLC12A2,SLC12A2 +expr_SLC12A3,SLC12A3 +expr_SLC12A7,SLC12A7 +expr_SLC12A9,SLC12A9 +expr_SLC13A1,SLC13A1 +expr_SLC14A1,SLC14A1 +expr_SLC14A2,SLC14A2 +expr_SLC15A1,SLC15A1 +expr_SLC15A4,SLC15A4 +expr_SLC16A1,SLC16A1 +expr_SLC16A12,SLC16A12 +expr_SLC16A14,SLC16A14 +expr_SLC16A6,SLC16A6 +expr_SLC16A7,SLC16A7 +expr_SLC17A8,SLC17A8 +expr_SLC19A3,SLC19A3 +expr_SLC1A1,SLC1A1 +expr_SLC1A2,SLC1A2 +expr_SLC1A3,SLC1A3 +expr_SLC1A4,SLC1A4 +expr_SLC1A7,SLC1A7 +expr_SLC20A1,SLC20A1 +expr_SLC22A11,SLC22A11 +expr_SLC22A16,SLC22A16 +expr_SLC22A17,SLC22A17 +expr_SLC22A18,SLC22A18 +expr_SLC22A23,SLC22A23 +expr_SLC22A3,SLC22A3 +expr_SLC22A4,SLC22A4 +expr_SLC22A7,SLC22A7 +expr_SLC22A9,SLC22A9 +expr_SLC23A2,SLC23A2 +expr_SLC23A3,SLC23A3 +expr_SLC24A1,SLC24A1 +expr_SLC24A2,SLC24A2 +expr_SLC24A3,SLC24A3 +expr_SLC25A12,SLC25A12 +expr_SLC25A13,SLC25A13 +expr_SLC25A23,SLC25A23 +expr_SLC25A25,SLC25A25 +expr_SLC25A26,SLC25A26 +expr_SLC25A27,SLC25A27 +expr_SLC25A28,SLC25A28 +expr_SLC25A29,SLC25A29 +expr_SLC25A33,SLC25A33 +expr_SLC25A36,SLC25A36 +expr_SLC25A37,SLC25A37 +expr_SLC25A40,SLC25A40 +expr_SLC25A42,SLC25A42 +expr_SLC25A43,SLC25A43 +expr_SLC25A45,SLC25A45 +expr_SLC25A5,SLC25A5 +expr_SLC25A51,SLC25A51 +expr_SLC26A1,SLC26A1 +expr_SLC26A10,SLC26A10 +expr_SLC26A6,SLC26A6 +expr_SLC26A7,SLC26A7 +expr_SLC27A1,SLC27A1 +expr_SLC28A3,SLC28A3 +expr_SLC29A2,SLC29A2 +expr_SLC29A3,SLC29A3 +expr_SLC2A1,SLC2A1 +expr_SLC2A10,SLC2A10 +expr_SLC2A13,SLC2A13 +expr_SLC2A2,SLC2A2 +expr_SLC2A3,SLC2A3 +expr_SLC2A4,SLC2A4 +expr_SLC2A4RG,SLC2A4RG +expr_SLC2A5,SLC2A5 +expr_SLC2A8,SLC2A8 +expr_SLC2A9,SLC2A9 +expr_SLC30A1,SLC30A1 +expr_SLC30A2,SLC30A2 +expr_SLC30A4,SLC30A4 +expr_SLC30A5,SLC30A5 +expr_SLC30A6,SLC30A6 +expr_SLC30A7,SLC30A7 +expr_SLC31A1,SLC31A1 +expr_SLC34A2,SLC34A2 +expr_SLC35A1,SLC35A1 +expr_SLC35A2,SLC35A2 +expr_SLC35A3,SLC35A3 +expr_SLC35B4,SLC35B4 +expr_SLC35C2,SLC35C2 +expr_SLC35D1,SLC35D1 +expr_SLC35E1,SLC35E1 +expr_SLC35E2,SLC35E2 +expr_SLC35E3,SLC35E3 +expr_SLC35F5,SLC35F5 +expr_SLC35F6,SLC35F6 +expr_SLC35G1,SLC35G1 +expr_SLC35G2,SLC35G2 +expr_SLC36A4,SLC36A4 +expr_SLC37A3,SLC37A3 +expr_SLC38A1,SLC38A1 +expr_SLC38A10,SLC38A10 +expr_SLC38A2,SLC38A2 +expr_SLC38A3,SLC38A3 +expr_SLC38A4,SLC38A4 +expr_SLC38A7,SLC38A7 +expr_SLC39A11,SLC39A11 +expr_SLC39A14,SLC39A14 +expr_SLC39A3,SLC39A3 +expr_SLC39A4,SLC39A4 +expr_SLC39A6,SLC39A6 +expr_SLC3A2,SLC3A2 +expr_SLC40A1,SLC40A1 +expr_SLC41A1,SLC41A1 +expr_SLC43A2,SLC43A2 +expr_SLC43A3,SLC43A3 +expr_SLC44A1,SLC44A1 +expr_SLC44A2,SLC44A2 +expr_SLC44A4,SLC44A4 +expr_SLC44A5,SLC44A5 +expr_SLC46A1,SLC46A1 +expr_SLC46A3,SLC46A3 +expr_SLC47A1,SLC47A1 +expr_SLC48A1,SLC48A1 +expr_SLC4A1,SLC4A1 +expr_SLC4A10,SLC4A10 +expr_SLC4A11,SLC4A11 +expr_SLC4A3,SLC4A3 +expr_SLC4A4,SLC4A4 +expr_SLC4A5,SLC4A5 +expr_SLC4A7,SLC4A7 +expr_SLC4A8,SLC4A8 +expr_SLC51A,SLC51A +expr_SLC5A12,SLC5A12 +expr_SLC5A6,SLC5A6 +expr_SLC6A1,SLC6A1 +expr_SLC6A13,SLC6A13 +expr_SLC6A14,SLC6A14 +expr_SLC6A15,SLC6A15 +expr_SLC6A2,SLC6A2 +expr_SLC6A20,SLC6A20 +expr_SLC6A4,SLC6A4 +expr_SLC6A6,SLC6A6 +expr_SLC6A8,SLC6A8 +expr_SLC7A1,SLC7A1 +expr_SLC7A11,SLC7A11 +expr_SLC7A14,SLC7A14 +expr_SLC7A5,SLC7A5 +expr_SLC7A6,SLC7A6 +expr_SLC7A6OS,SLC7A6OS +expr_SLC8A1,SLC8A1 +expr_SLC8A2,SLC8A2 +expr_SLC8A3,SLC8A3 +expr_SLC9A1,SLC9A1 +expr_SLC9A2,SLC9A2 +expr_SLC9A3R1,SLC9A3R1 +expr_SLC9A6,SLC9A6 +expr_SLC9A8,SLC9A8 +expr_SLC9A9,SLC9A9 +expr_SLC9B1,SLC9B1 +expr_SLC9B2,SLC9B2 +expr_SLCO1A2,SLCO1A2 +expr_SLCO3A1,SLCO3A1 +expr_SLCO4C1,SLCO4C1 +expr_SLCO5A1,SLCO5A1 +expr_SLFN13,SLFN13 +expr_SLFN5,SLFN5 +expr_SLFNL1,SLFNL1 +expr_SLIT1,SLIT1 +expr_SLIT3,SLIT3 +expr_SLITRK1,SLITRK1 +expr_SLITRK2,SLITRK2 +expr_SLITRK4,SLITRK4 +expr_SLK,SLK +expr_SLMAP,SLMAP +expr_SLMO2,SLMO2 +expr_SLPI,SLPI +expr_SLTM,SLTM +expr_SLU7,SLU7 +expr_SMA4,SMA4 +expr_SMAD1,SMAD1 +expr_SMAD2,SMAD2 +expr_SMAD3,SMAD3 +expr_SMAD9,SMAD9 +expr_SMAGP,SMAGP +expr_SMAP1,SMAP1 +expr_SMAP2,SMAP2 +expr_SMARCA2,SMARCA2 +expr_SMARCA4,SMARCA4 +expr_SMARCA5,SMARCA5 +expr_SMARCC1,SMARCC1 +expr_SMARCC2,SMARCC2 +expr_SMARCD1,SMARCD1 +expr_SMARCE1,SMARCE1 +expr_SMC1A,SMC1A +expr_SMC2,SMC2 +expr_SMC4,SMC4 +expr_SMC5,SMC5 +expr_SMCHD1,SMCHD1 +expr_SMDT1,SMDT1 +expr_SMEK1,SMEK1 +expr_SMEK2,SMEK2 +expr_SMG1,SMG1 +expr_SMG1P1,SMG1P1 +expr_SMG6,SMG6 +expr_SMG7-AS1,SMG7-AS1 +expr_SMG8,SMG8 +expr_SMIM10,SMIM10 +expr_SMIM11,SMIM11 +expr_SMIM12,SMIM12 +expr_SMIM13,SMIM13 +expr_SMIM14,SMIM14 +expr_SMIM15,SMIM15 +expr_SMIM4,SMIM4 +expr_SMIM7,SMIM7 +expr_SMIM8,SMIM8 +expr_SMOC1,SMOC1 +expr_SMPD3,SMPD3 +expr_SMPD4,SMPD4 +expr_SMPDL3A,SMPDL3A +expr_SMS,SMS +expr_SMU1,SMU1 +expr_SMUG1,SMUG1 +expr_SMURF1,SMURF1 +expr_SMURF2,SMURF2 +expr_SMYD3,SMYD3 +expr_SMYD4,SMYD4 +expr_SNAI2,SNAI2 +expr_SNAP29,SNAP29 +expr_SNAPC4,SNAPC4 +expr_SNAPC5,SNAPC5 +expr_SNCA,SNCA +expr_SND1-IT1,SND1-IT1 +expr_SNED1,SNED1 +expr_SNF8,SNF8 +expr_SNHG17,SNHG17 +expr_SNHG7,SNHG7 +expr_SNIP1,SNIP1 +expr_SNN,SNN +expr_SNRK,SNRK +expr_SNRNP35,SNRNP35 +expr_SNRNP40,SNRNP40 +expr_SNRNP48,SNRNP48 +expr_SNRNP70,SNRNP70 +expr_SNRPA,SNRPA +expr_SNRPA1,SNRPA1 +expr_SNRPB,SNRPB +expr_SNRPB2,SNRPB2 +expr_SNRPC,SNRPC +expr_SNRPD1,SNRPD1 +expr_SNRPE,SNRPE +expr_SNRPF,SNRPF +expr_SNTA1,SNTA1 +expr_SNTB1,SNTB1 +expr_SNTG1,SNTG1 +expr_SNUPN,SNUPN +expr_SNX10,SNX10 +expr_SNX12,SNX12 +expr_SNX13,SNX13 +expr_SNX15,SNX15 +expr_SNX16,SNX16 +expr_SNX17,SNX17 +expr_SNX18,SNX18 +expr_SNX19,SNX19 +expr_SNX2,SNX2 +expr_SNX20,SNX20 +expr_SNX21,SNX21 +expr_SNX25,SNX25 +expr_SNX27,SNX27 +expr_SNX29,SNX29 +expr_SNX3,SNX3 +expr_SNX31,SNX31 +expr_SNX5,SNX5 +expr_SNX8,SNX8 +expr_SNX9,SNX9 +expr_SOAT1,SOAT1 +expr_SOCS1,SOCS1 +expr_SOCS2,SOCS2 +expr_SOCS3,SOCS3 +expr_SOCS4,SOCS4 +expr_SOCS5,SOCS5 +expr_SOCS6,SOCS6 +expr_SOCS7,SOCS7 +expr_SOD1,SOD1 +expr_SOD2,SOD2 +expr_SOGA1,SOGA1 +expr_SOHLH1,SOHLH1 +expr_SOHLH2,SOHLH2 +expr_SON,SON +expr_SORBS1,SORBS1 +expr_SORBS2,SORBS2 +expr_SORD,SORD +expr_SORT1,SORT1 +expr_SOWAHA,SOWAHA +expr_SOX1,SOX1 +expr_SOX10,SOX10 +expr_SOX11,SOX11 +expr_SOX12,SOX12 +expr_SOX14,SOX14 +expr_SOX17,SOX17 +expr_SOX2,SOX2 +expr_SOX21,SOX21 +expr_SOX3,SOX3 +expr_SOX4,SOX4 +expr_SOX5,SOX5 +expr_SOX6,SOX6 +expr_SOX7,SOX7 +expr_SOX8,SOX8 +expr_SP1,SP1 +expr_SP100,SP100 +expr_SP140,SP140 +expr_SP140L,SP140L +expr_SP2,SP2 +expr_SP3,SP3 +expr_SP5,SP5 +expr_SPACA5,SPACA5 +expr_SPACA6P,SPACA6P +expr_SPAG1,SPAG1 +expr_SPAG11B,SPAG11B +expr_SPAG16,SPAG16 +expr_SPAG17,SPAG17 +expr_SPAG6,SPAG6 +expr_SPAG9,SPAG9 +expr_SPANXA1,SPANXA1 +expr_SPAST,SPAST +expr_SPATA13,SPATA13 +expr_SPATA18,SPATA18 +expr_SPATA2,SPATA2 +expr_SPATA20,SPATA20 +expr_SPATA24,SPATA24 +expr_SPATA31E1,SPATA31E1 +expr_SPATA33,SPATA33 +expr_SPATA5L1,SPATA5L1 +expr_SPATA6,SPATA6 +expr_SPATA9,SPATA9 +expr_SPDYA,SPDYA +expr_SPDYE1,SPDYE1 +expr_SPDYE2,SPDYE2 +expr_SPDYE3,SPDYE3 +expr_SPECC1,SPECC1 +expr_SPECC1L,SPECC1L +expr_SPEF1,SPEF1 +expr_SPEF2,SPEF2 +expr_SPEG,SPEG +expr_SPEM1,SPEM1 +expr_SPEN,SPEN +expr_SPG11,SPG11 +expr_SPG20,SPG20 +expr_SPG7,SPG7 +expr_SPHKAP,SPHKAP +expr_SPIB,SPIB +expr_SPICE1,SPICE1 +expr_SPIDR,SPIDR +expr_SPIN1,SPIN1 +expr_SPIN2B,SPIN2B +expr_SPIN3,SPIN3 +expr_SPIN4,SPIN4 +expr_SPIRE1,SPIRE1 +expr_SPN,SPN +expr_SPNS1,SPNS1 +expr_SPNS2,SPNS2 +expr_SPOCD1,SPOCD1 +expr_SPOCK2,SPOCK2 +expr_SPOP,SPOP +expr_SPOPL,SPOPL +expr_SPPL2B,SPPL2B +expr_SPPL3,SPPL3 +expr_SPRED1,SPRED1 +expr_SPRED2,SPRED2 +expr_SPRN,SPRN +expr_SPRR1A,SPRR1A +expr_SPRTN,SPRTN +expr_SPRY3,SPRY3 +expr_SPRYD7,SPRYD7 +expr_SPSB1,SPSB1 +expr_SPSB3,SPSB3 +expr_SPTB,SPTB +expr_SPTBN1,SPTBN1 +expr_SPTBN4,SPTBN4 +expr_SPTLC1,SPTLC1 +expr_SPTLC2,SPTLC2 +expr_SPTLC3,SPTLC3 +expr_SPTY2D1,SPTY2D1 +expr_SPX,SPX +expr_SQLE,SQLE +expr_SQRDL,SQRDL +expr_SRA1,SRA1 +expr_SRCIN1,SRCIN1 +expr_SREBF1,SREBF1 +expr_SREBF2,SREBF2 +expr_SREK1,SREK1 +expr_SREK1IP1,SREK1IP1 +expr_SRF,SRF +expr_SRGAP1,SRGAP1 +expr_SRGAP3,SRGAP3 +expr_SRGN,SRGN +expr_SRI,SRI +expr_SRM,SRM +expr_SRP19,SRP19 +expr_SRP68,SRP68 +expr_SRP72,SRP72 +expr_SRP9,SRP9 +expr_SRPK2,SRPK2 +expr_SRPK3,SRPK3 +expr_SRPR,SRPR +expr_SRRD,SRRD +expr_SRRM1,SRRM1 +expr_SRRM2,SRRM2 +expr_SRRM3,SRRM3 +expr_SRSF1,SRSF1 +expr_SRSF10,SRSF10 +expr_SRSF12,SRSF12 +expr_SRSF4,SRSF4 +expr_SRSF6,SRSF6 +expr_SRSF7,SRSF7 +expr_SRSF8,SRSF8 +expr_SRXN1,SRXN1 +expr_SS18,SS18 +expr_SS18L1,SS18L1 +expr_SSB,SSB +expr_SSBP1,SSBP1 +expr_SSBP2,SSBP2 +expr_SSBP3,SSBP3 +expr_SSBP4,SSBP4 +expr_SSFA2,SSFA2 +expr_SSH1,SSH1 +expr_SSH2,SSH2 +expr_SSH3,SSH3 +expr_SSNA1,SSNA1 +expr_SSR1,SSR1 +expr_SSR2,SSR2 +expr_SSR3,SSR3 +expr_SSTR1,SSTR1 +expr_SSTR2,SSTR2 +expr_SSU72,SSU72 +expr_SSX2,SSX2 +expr_SSX4B,SSX4B +expr_SSX7,SSX7 +expr_ST13,ST13 +expr_ST18,ST18 +expr_ST3GAL1,ST3GAL1 +expr_ST3GAL2,ST3GAL2 +expr_ST3GAL3,ST3GAL3 +expr_ST3GAL4,ST3GAL4 +expr_ST3GAL5,ST3GAL5 +expr_ST3GAL6,ST3GAL6 +expr_ST6GAL1,ST6GAL1 +expr_ST6GAL2,ST6GAL2 +expr_ST6GALNAC2,ST6GALNAC2 +expr_ST7,ST7 +expr_ST7L,ST7L +expr_ST8SIA1,ST8SIA1 +expr_ST8SIA2,ST8SIA2 +expr_ST8SIA3,ST8SIA3 +expr_ST8SIA4,ST8SIA4 +expr_ST8SIA5,ST8SIA5 +expr_STAB1,STAB1 +expr_STAC,STAC +expr_STAG2,STAG2 +expr_STAG3,STAG3 +expr_STAG3L2,STAG3L2 +expr_STAG3L3,STAG3L3 +expr_STAG3L4,STAG3L4 +expr_STAM2,STAM2 +expr_STAMBP,STAMBP +expr_STARD13,STARD13 +expr_STARD3,STARD3 +expr_STARD5,STARD5 +expr_STARD6,STARD6 +expr_STARD9,STARD9 +expr_STAT1,STAT1 +expr_STAT3,STAT3 +expr_STAT4,STAT4 +expr_STAT5A,STAT5A +expr_STAT5B,STAT5B +expr_STAU2,STAU2 +expr_STBD1,STBD1 +expr_STC2,STC2 +expr_STEAP1,STEAP1 +expr_STEAP3,STEAP3 +expr_STIM2,STIM2 +expr_STIP1,STIP1 +expr_STK11,STK11 +expr_STK11IP,STK11IP +expr_STK16,STK16 +expr_STK17A,STK17A +expr_STK17B,STK17B +expr_STK24,STK24 +expr_STK25,STK25 +expr_STK3,STK3 +expr_STK32A,STK32A +expr_STK32B,STK32B +expr_STK35,STK35 +expr_STK38,STK38 +expr_STK38L,STK38L +expr_STK39,STK39 +expr_STK4,STK4 +expr_STMN1,STMN1 +expr_STMN2,STMN2 +expr_STMN3,STMN3 +expr_STOM,STOM +expr_STOML1,STOML1 +expr_STON1-GTF2A1L,STON1-GTF2A1L +expr_STON2,STON2 +expr_STOX1,STOX1 +expr_STOX2,STOX2 +expr_STRA13,STRA13 +expr_STRADB,STRADB +expr_STRAP,STRAP +expr_STRBP,STRBP +expr_STRIP2,STRIP2 +expr_STRN,STRN +expr_STRN3,STRN3 +expr_STT3B,STT3B +expr_STX10,STX10 +expr_STX11,STX11 +expr_STX16,STX16 +expr_STX18,STX18 +expr_STX1A,STX1A +expr_STX4,STX4 +expr_STX6,STX6 +expr_STXBP1,STXBP1 +expr_STXBP2,STXBP2 +expr_STXBP3,STXBP3 +expr_STXBP4,STXBP4 +expr_STXBP5,STXBP5 +expr_STXBP5L,STXBP5L +expr_STXBP6,STXBP6 +expr_STYX,STYX +expr_SUB1,SUB1 +expr_SUCLA2,SUCLA2 +expr_SUCNR1,SUCNR1 +expr_SUFU,SUFU +expr_SUGP2,SUGP2 +expr_SUGT1,SUGT1 +expr_SULT1B1,SULT1B1 +expr_SULT2A1,SULT2A1 +expr_SULT4A1,SULT4A1 +expr_SUMO2,SUMO2 +expr_SUMO3,SUMO3 +expr_SUN1,SUN1 +expr_SUN5,SUN5 +expr_SUPT16H,SUPT16H +expr_SUPT3H,SUPT3H +expr_SUPT4H1,SUPT4H1 +expr_SUPT6H,SUPT6H +expr_SUPT7L,SUPT7L +expr_SURF4,SURF4 +expr_SURF6,SURF6 +expr_SUSD4,SUSD4 +expr_SUV39H2,SUV39H2 +expr_SUV420H1,SUV420H1 +expr_SUZ12,SUZ12 +expr_SV2A,SV2A +expr_SVEP1,SVEP1 +expr_SVIL,SVIL +expr_SWAP70,SWAP70 +expr_SYCP1,SYCP1 +expr_SYCP2,SYCP2 +expr_SYF2,SYF2 +expr_SYN1,SYN1 +expr_SYNCRIP,SYNCRIP +expr_SYNE1,SYNE1 +expr_SYNE2,SYNE2 +expr_SYNGR1,SYNGR1 +expr_SYNGR2,SYNGR2 +expr_SYNJ1,SYNJ1 +expr_SYNJ2,SYNJ2 +expr_SYNJ2BP,SYNJ2BP +expr_SYNPO,SYNPO +expr_SYNPO2,SYNPO2 +expr_SYNRG,SYNRG +expr_SYPL1,SYPL1 +expr_SYT11,SYT11 +expr_SYT12,SYT12 +expr_SYT15,SYT15 +expr_SYT5,SYT5 +expr_SYT6,SYT6 +expr_SYT9,SYT9 +expr_SYTL1,SYTL1 +expr_SYTL2,SYTL2 +expr_SYTL3,SYTL3 +expr_SYTL5,SYTL5 +expr_SYVN1,SYVN1 +expr_SZRD1,SZRD1 +expr_SZT2,SZT2 +expr_TAB3,TAB3 +expr_TAC1,TAC1 +expr_TACC1,TACC1 +expr_TACC2,TACC2 +expr_TADA2A,TADA2A +expr_TADA2B,TADA2B +expr_TADA3,TADA3 +expr_TAF1,TAF1 +expr_TAF15,TAF15 +expr_TAF1C,TAF1C +expr_TAF2,TAF2 +expr_TAF3,TAF3 +expr_TAF5L,TAF5L +expr_TAF8,TAF8 +expr_TAF9,TAF9 +expr_TAF9B,TAF9B +expr_TAGAP,TAGAP +expr_TAGLN,TAGLN +expr_TAGLN2,TAGLN2 +expr_TAL1,TAL1 +expr_TALDO1,TALDO1 +expr_TAMM41,TAMM41 +expr_TANC1,TANC1 +expr_TANC2,TANC2 +expr_TANGO2,TANGO2 +expr_TANK,TANK +expr_TAOK1,TAOK1 +expr_TAOK2,TAOK2 +expr_TAOK3,TAOK3 +expr_TAP2,TAP2 +expr_TAPBP,TAPBP +expr_TAPT1,TAPT1 +expr_TAPT1-AS1,TAPT1-AS1 +expr_TARDBP,TARDBP +expr_TAS1R1,TAS1R1 +expr_TAS2R19,TAS2R19 +expr_TAT,TAT +expr_TATDN1,TATDN1 +expr_TBC1D1,TBC1D1 +expr_TBC1D12,TBC1D12 +expr_TBC1D13,TBC1D13 +expr_TBC1D14,TBC1D14 +expr_TBC1D16,TBC1D16 +expr_TBC1D20,TBC1D20 +expr_TBC1D22A,TBC1D22A +expr_TBC1D23,TBC1D23 +expr_TBC1D24,TBC1D24 +expr_TBC1D25,TBC1D25 +expr_TBC1D2B,TBC1D2B +expr_TBC1D32,TBC1D32 +expr_TBC1D5,TBC1D5 +expr_TBC1D8,TBC1D8 +expr_TBC1D8B,TBC1D8B +expr_TBC1D9,TBC1D9 +expr_TBC1D9B,TBC1D9B +expr_TBCC,TBCC +expr_TBCD,TBCD +expr_TBKBP1,TBKBP1 +expr_TBL1XR1,TBL1XR1 +expr_TBPL1,TBPL1 +expr_TBRG1,TBRG1 +expr_TBRG4,TBRG4 +expr_TBX1,TBX1 +expr_TBX19,TBX19 +expr_TBX3,TBX3 +expr_TBX5,TBX5 +expr_TBX5-AS1,TBX5-AS1 +expr_TBXA2R,TBXA2R +expr_TBXAS1,TBXAS1 +expr_TCAIM,TCAIM +expr_TCEA1,TCEA1 +expr_TCEA3,TCEA3 +expr_TCEAL7,TCEAL7 +expr_TCEANC,TCEANC +expr_TCEANC2,TCEANC2 +expr_TCEB1,TCEB1 +expr_TCEB2,TCEB2 +expr_TCEB3,TCEB3 +expr_TCF12,TCF12 +expr_TCF15,TCF15 +expr_TCF19,TCF19 +expr_TCF25,TCF25 +expr_TCF3,TCF3 +expr_TCF4,TCF4 +expr_TCF7L2,TCF7L2 +expr_TCFL5,TCFL5 +expr_TCL6,TCL6 +expr_TCOF1,TCOF1 +expr_TCP1,TCP1 +expr_TCP10L,TCP10L +expr_TCTA,TCTA +expr_TCTE3,TCTE3 +expr_TCTN1,TCTN1 +expr_TDG,TDG +expr_TDGF1,TDGF1 +expr_TDH,TDH +expr_TDRD10,TDRD10 +expr_TDRD12,TDRD12 +expr_TDRKH,TDRKH +expr_TEAD1,TEAD1 +expr_TEAD3,TEAD3 +expr_TEC,TEC +expr_TECPR2,TECPR2 +expr_TECTA,TECTA +expr_TEDDM1,TEDDM1 +expr_TEF,TEF +expr_TEFM,TEFM +expr_TEKT4P2,TEKT4P2 +expr_TENM3,TENM3 +expr_TEP1,TEP1 +expr_TERF1,TERF1 +expr_TES,TES +expr_TESK1,TESK1 +expr_TET1,TET1 +expr_TET2,TET2 +expr_TEX14,TEX14 +expr_TEX261,TEX261 +expr_TEX33,TEX33 +expr_TEX35,TEX35 +expr_TF,TF +expr_TFAM,TFAM +expr_TFCP2,TFCP2 +expr_TFDP1,TFDP1 +expr_TFDP2,TFDP2 +expr_TFEC,TFEC +expr_TFF1,TFF1 +expr_TFF3,TFF3 +expr_TFG,TFG +expr_TFPI,TFPI +expr_TFPI2,TFPI2 +expr_TFRC,TFRC +expr_TGFB2,TGFB2 +expr_TGFB3,TGFB3 +expr_TGFBR2,TGFBR2 +expr_TGFBRAP1,TGFBRAP1 +expr_TGM2,TGM2 +expr_TGM4,TGM4 +expr_TGOLN2,TGOLN2 +expr_TH,TH +expr_THADA,THADA +expr_THAP2,THAP2 +expr_THAP3,THAP3 +expr_THAP5,THAP5 +expr_THAP6,THAP6 +expr_THAP7-AS1,THAP7-AS1 +expr_THAP8,THAP8 +expr_THAP9-AS1,THAP9-AS1 +expr_THBS1,THBS1 +expr_THBS2,THBS2 +expr_THBS4,THBS4 +expr_THEM4,THEM4 +expr_THEMIS2,THEMIS2 +expr_THG1L,THG1L +expr_THOC2,THOC2 +expr_THOC5,THOC5 +expr_THPO,THPO +expr_THRA,THRA +expr_THRAP3,THRAP3 +expr_THRSP,THRSP +expr_THSD1,THSD1 +expr_THSD4,THSD4 +expr_THSD7A,THSD7A +expr_THSD7B,THSD7B +expr_THUMPD1,THUMPD1 +expr_TIA1,TIA1 +expr_TICAM1,TICAM1 +expr_TICRR,TICRR +expr_TIFA,TIFA +expr_TIGD1,TIGD1 +expr_TIGD6,TIGD6 +expr_TIMELESS,TIMELESS +expr_TIMM17B,TIMM17B +expr_TIMM21,TIMM21 +expr_TIMM23,TIMM23 +expr_TIMM8A,TIMM8A +expr_TIMP2,TIMP2 +expr_TINAGL1,TINAGL1 +expr_TINCR,TINCR +expr_TIPIN,TIPIN +expr_TIPRL,TIPRL +expr_TIRAP,TIRAP +expr_TJP1,TJP1 +expr_TJP2,TJP2 +expr_TK1,TK1 +expr_TK2,TK2 +expr_TLDC1,TLDC1 +expr_TLE3,TLE3 +expr_TLE4,TLE4 +expr_TLE6,TLE6 +expr_TLK1,TLK1 +expr_TLK2,TLK2 +expr_TLL1,TLL1 +expr_TLL2,TLL2 +expr_TLN1,TLN1 +expr_TLN2,TLN2 +expr_TLR4,TLR4 +expr_TLR6,TLR6 +expr_TLR7,TLR7 +expr_TLX2,TLX2 +expr_TM2D2,TM2D2 +expr_TM2D3,TM2D3 +expr_TM7SF2,TM7SF2 +expr_TM7SF3,TM7SF3 +expr_TM9SF2,TM9SF2 +expr_TM9SF3,TM9SF3 +expr_TM9SF4,TM9SF4 +expr_TMA7,TMA7 +expr_TMBIM1,TMBIM1 +expr_TMBIM6,TMBIM6 +expr_TMC1,TMC1 +expr_TMC2,TMC2 +expr_TMC6,TMC6 +expr_TMC8,TMC8 +expr_TMCC1,TMCC1 +expr_TMCC2,TMCC2 +expr_TMCC3,TMCC3 +expr_TMCO1,TMCO1 +expr_TMCO3,TMCO3 +expr_TMED10,TMED10 +expr_TMED2,TMED2 +expr_TMED4,TMED4 +expr_TMED5,TMED5 +expr_TMEFF2,TMEFF2 +expr_TMEM102,TMEM102 +expr_TMEM106A,TMEM106A +expr_TMEM106B,TMEM106B +expr_TMEM107,TMEM107 +expr_TMEM108,TMEM108 +expr_TMEM109,TMEM109 +expr_TMEM123,TMEM123 +expr_TMEM127,TMEM127 +expr_TMEM131,TMEM131 +expr_TMEM132B,TMEM132B +expr_TMEM135,TMEM135 +expr_TMEM140,TMEM140 +expr_TMEM150A,TMEM150A +expr_TMEM150C,TMEM150C +expr_TMEM154,TMEM154 +expr_TMEM155,TMEM155 +expr_TMEM158,TMEM158 +expr_TMEM159,TMEM159 +expr_TMEM161B,TMEM161B +expr_TMEM164,TMEM164 +expr_TMEM165,TMEM165 +expr_TMEM167A,TMEM167A +expr_TMEM169,TMEM169 +expr_TMEM170A,TMEM170A +expr_TMEM179,TMEM179 +expr_TMEM18,TMEM18 +expr_TMEM182,TMEM182 +expr_TMEM184C,TMEM184C +expr_TMEM185A,TMEM185A +expr_TMEM185B,TMEM185B +expr_TMEM19,TMEM19 +expr_TMEM191B,TMEM191B +expr_TMEM192,TMEM192 +expr_TMEM194A,TMEM194A +expr_TMEM198B,TMEM198B +expr_TMEM199,TMEM199 +expr_TMEM2,TMEM2 +expr_TMEM200A,TMEM200A +expr_TMEM200C,TMEM200C +expr_TMEM209,TMEM209 +expr_TMEM217,TMEM217 +expr_TMEM220,TMEM220 +expr_TMEM223,TMEM223 +expr_TMEM229A,TMEM229A +expr_TMEM230,TMEM230 +expr_TMEM231,TMEM231 +expr_TMEM232,TMEM232 +expr_TMEM234,TMEM234 +expr_TMEM237,TMEM237 +expr_TMEM239,TMEM239 +expr_TMEM242,TMEM242 +expr_TMEM245,TMEM245 +expr_TMEM246,TMEM246 +expr_TMEM248,TMEM248 +expr_TMEM25,TMEM25 +expr_TMEM259,TMEM259 +expr_TMEM26,TMEM26 +expr_TMEM261,TMEM261 +expr_TMEM30A,TMEM30A +expr_TMEM30B,TMEM30B +expr_TMEM33,TMEM33 +expr_TMEM35,TMEM35 +expr_TMEM38A,TMEM38A +expr_TMEM38B,TMEM38B +expr_TMEM39A,TMEM39A +expr_TMEM41B,TMEM41B +expr_TMEM44,TMEM44 +expr_TMEM45A,TMEM45A +expr_TMEM50A,TMEM50A +expr_TMEM50B,TMEM50B +expr_TMEM56,TMEM56 +expr_TMEM61,TMEM61 +expr_TMEM64,TMEM64 +expr_TMEM68,TMEM68 +expr_TMEM74,TMEM74 +expr_TMEM80,TMEM80 +expr_TMEM86A,TMEM86A +expr_TMEM86B,TMEM86B +expr_TMEM87A,TMEM87A +expr_TMEM87B,TMEM87B +expr_TMEM8B,TMEM8B +expr_TMEM92,TMEM92 +expr_TMEM97,TMEM97 +expr_TMEM98,TMEM98 +expr_TMEM9B,TMEM9B +expr_TMLHE,TMLHE +expr_TMOD3,TMOD3 +expr_TMPO,TMPO +expr_TMPRSS12,TMPRSS12 +expr_TMPRSS13,TMPRSS13 +expr_TMPRSS3,TMPRSS3 +expr_TMPRSS6,TMPRSS6 +expr_TMSB4X,TMSB4X +expr_TMTC1,TMTC1 +expr_TMTC3,TMTC3 +expr_TMTC4,TMTC4 +expr_TMUB1,TMUB1 +expr_TMUB2,TMUB2 +expr_TMX2,TMX2 +expr_TMX3,TMX3 +expr_TMX4,TMX4 +expr_TNC,TNC +expr_TNF,TNF +expr_TNFAIP2,TNFAIP2 +expr_TNFAIP3,TNFAIP3 +expr_TNFAIP8,TNFAIP8 +expr_TNFAIP8L1,TNFAIP8L1 +expr_TNFAIP8L3,TNFAIP8L3 +expr_TNFRSF10B,TNFRSF10B +expr_TNFRSF11A,TNFRSF11A +expr_TNFRSF11B,TNFRSF11B +expr_TNFRSF12A,TNFRSF12A +expr_TNFRSF19,TNFRSF19 +expr_TNFRSF1A,TNFRSF1A +expr_TNFRSF21,TNFRSF21 +expr_TNFSF13,TNFSF13 +expr_TNFSF15,TNFSF15 +expr_TNFSF9,TNFSF9 +expr_TNIK,TNIK +expr_TNIP1,TNIP1 +expr_TNK2,TNK2 +expr_TNKS,TNKS +expr_TNNI3K,TNNI3K +expr_TNNT2,TNNT2 +expr_TNNT3,TNNT3 +expr_TNP2,TNP2 +expr_TNPO1,TNPO1 +expr_TNPO2,TNPO2 +expr_TNRC18,TNRC18 +expr_TNRC6A,TNRC6A +expr_TNRC6B,TNRC6B +expr_TNRC6C,TNRC6C +expr_TNS1,TNS1 +expr_TNS3,TNS3 +expr_TNXB,TNXB +expr_TOB2,TOB2 +expr_TOE1,TOE1 +expr_TOLLIP,TOLLIP +expr_TOM1L1,TOM1L1 +expr_TOM1L2,TOM1L2 +expr_TOMM20,TOMM20 +expr_TOMM34,TOMM34 +expr_TOMM40,TOMM40 +expr_TOMM7,TOMM7 +expr_TONSL,TONSL +expr_TOR1AIP1,TOR1AIP1 +expr_TOR1AIP2,TOR1AIP2 +expr_TOR2A,TOR2A +expr_TOR3A,TOR3A +expr_TOR4A,TOR4A +expr_TOX,TOX +expr_TOX3,TOX3 +expr_TP53AIP1,TP53AIP1 +expr_TP53BP1,TP53BP1 +expr_TP53I11,TP53I11 +expr_TP53I13,TP53I13 +expr_TP53INP1,TP53INP1 +expr_TP53RK,TP53RK +expr_TP53TG1,TP53TG1 +expr_TP53TG3,TP53TG3 +expr_TP63,TP63 +expr_TP73,TP73 +expr_TPBG,TPBG +expr_TPCN1,TPCN1 +expr_TPD52,TPD52 +expr_TPD52L3,TPD52L3 +expr_TPGS2,TPGS2 +expr_TPH1,TPH1 +expr_TPH2,TPH2 +expr_TPI1,TPI1 +expr_TPM1,TPM1 +expr_TPM2,TPM2 +expr_TPM3,TPM3 +expr_TPM4,TPM4 +expr_TPMT,TPMT +expr_TPR,TPR +expr_TPRKB,TPRKB +expr_TPT1,TPT1 +expr_TPT1-AS1,TPT1-AS1 +expr_TPTE,TPTE +expr_TRA2A,TRA2A +expr_TRA2B,TRA2B +expr_TRABD,TRABD +expr_TRABD2A,TRABD2A +expr_TRABD2B,TRABD2B +expr_TRAF1,TRAF1 +expr_TRAF3,TRAF3 +expr_TRAF3IP1,TRAF3IP1 +expr_TRAF3IP2,TRAF3IP2 +expr_TRAF3IP3,TRAF3IP3 +expr_TRAF6,TRAF6 +expr_TRAF7,TRAF7 +expr_TRAK1,TRAK1 +expr_TRAK2,TRAK2 +expr_TRAM1,TRAM1 +expr_TRAM1L1,TRAM1L1 +expr_TRAM2,TRAM2 +expr_TRANK1,TRANK1 +expr_TRAPPC11,TRAPPC11 +expr_TRAPPC12,TRAPPC12 +expr_TRAPPC2L,TRAPPC2L +expr_TRAPPC3L,TRAPPC3L +expr_TRAPPC5,TRAPPC5 +expr_TRAPPC6B,TRAPPC6B +expr_TRDMT1,TRDMT1 +expr_TRDN,TRDN +expr_TREM2,TREM2 +expr_TREML1,TREML1 +expr_TREML2,TREML2 +expr_TRERF1,TRERF1 +expr_TRIB1,TRIB1 +expr_TRIB2,TRIB2 +expr_TRIB3,TRIB3 +expr_TRIL,TRIL +expr_TRIM10,TRIM10 +expr_TRIM11,TRIM11 +expr_TRIM13,TRIM13 +expr_TRIM14,TRIM14 +expr_TRIM15,TRIM15 +expr_TRIM16L,TRIM16L +expr_TRIM2,TRIM2 +expr_TRIM22,TRIM22 +expr_TRIM23,TRIM23 +expr_TRIM25,TRIM25 +expr_TRIM26,TRIM26 +expr_TRIM27,TRIM27 +expr_TRIM29,TRIM29 +expr_TRIM32,TRIM32 +expr_TRIM33,TRIM33 +expr_TRIM34,TRIM34 +expr_TRIM35,TRIM35 +expr_TRIM36,TRIM36 +expr_TRIM37,TRIM37 +expr_TRIM38,TRIM38 +expr_TRIM4,TRIM4 +expr_TRIM40,TRIM40 +expr_TRIM41,TRIM41 +expr_TRIM42,TRIM42 +expr_TRIM44,TRIM44 +expr_TRIM45,TRIM45 +expr_TRIM46,TRIM46 +expr_TRIM5,TRIM5 +expr_TRIM52,TRIM52 +expr_TRIM58,TRIM58 +expr_TRIM59,TRIM59 +expr_TRIM6,TRIM6 +expr_TRIM62,TRIM62 +expr_TRIM64,TRIM64 +expr_TRIM65,TRIM65 +expr_TRIM69,TRIM69 +expr_TRIM7,TRIM7 +expr_TRIM72,TRIM72 +expr_TRIM9,TRIM9 +expr_TRIO,TRIO +expr_TRIOBP,TRIOBP +expr_TRIP11,TRIP11 +expr_TRIP12,TRIP12 +expr_TRIP13,TRIP13 +expr_TRIP6,TRIP6 +expr_TRIQK,TRIQK +expr_TRMT11,TRMT11 +expr_TRMT112,TRMT112 +expr_TRMT13,TRMT13 +expr_TRMT1L,TRMT1L +expr_TRMT2A,TRMT2A +expr_TRMT44,TRMT44 +expr_TRMT6,TRMT6 +expr_TRMT61A,TRMT61A +expr_TRMU,TRMU +expr_TRNAU1AP,TRNAU1AP +expr_TRNP1,TRNP1 +expr_TRNT1,TRNT1 +expr_TROVE2,TROVE2 +expr_TRPA1,TRPA1 +expr_TRPC1,TRPC1 +expr_TRPM2,TRPM2 +expr_TRPM3,TRPM3 +expr_TRPM6,TRPM6 +expr_TRPM7,TRPM7 +expr_TRPV1,TRPV1 +expr_TRPV3,TRPV3 +expr_TRPV5,TRPV5 +expr_TSC22D1,TSC22D1 +expr_TSC22D2,TSC22D2 +expr_TSC22D4,TSC22D4 +expr_TSEN15,TSEN15 +expr_TSEN2,TSEN2 +expr_TSEN54,TSEN54 +expr_TSHB,TSHB +expr_TSHR,TSHR +expr_TSHZ2,TSHZ2 +expr_TSN,TSN +expr_TSNARE1,TSNARE1 +expr_TSNAX,TSNAX +expr_TSPAN10,TSPAN10 +expr_TSPAN14,TSPAN14 +expr_TSPAN2,TSPAN2 +expr_TSPAN32,TSPAN32 +expr_TSPAN33,TSPAN33 +expr_TSPAN4,TSPAN4 +expr_TSPAN5,TSPAN5 +expr_TSPAN6,TSPAN6 +expr_TSPAN9,TSPAN9 +expr_TSPEAR,TSPEAR +expr_TSPY26P,TSPY26P +expr_TSPYL1,TSPYL1 +expr_TSPYL2,TSPYL2 +expr_TSPYL5,TSPYL5 +expr_TSPYL6,TSPYL6 +expr_TSR1,TSR1 +expr_TSTD2,TSTD2 +expr_TTBK2,TTBK2 +expr_TTC12,TTC12 +expr_TTC14,TTC14 +expr_TTC17,TTC17 +expr_TTC19,TTC19 +expr_TTC22,TTC22 +expr_TTC23,TTC23 +expr_TTC23L,TTC23L +expr_TTC26,TTC26 +expr_TTC28,TTC28 +expr_TTC3,TTC3 +expr_TTC30A,TTC30A +expr_TTC33,TTC33 +expr_TTC37,TTC37 +expr_TTC38,TTC38 +expr_TTC39A,TTC39A +expr_TTC39C,TTC39C +expr_TTC40,TTC40 +expr_TTC5,TTC5 +expr_TTC7A,TTC7A +expr_TTC7B,TTC7B +expr_TTC9,TTC9 +expr_TTC9C,TTC9C +expr_TTF2,TTF2 +expr_TTI1,TTI1 +expr_TTL,TTL +expr_TTLL6,TTLL6 +expr_TTLL7,TTLL7 +expr_TTN,TTN +expr_TTPAL,TTPAL +expr_TTTY14,TTTY14 +expr_TTTY9A,TTTY9A +expr_TTYH1,TTYH1 +expr_TTYH2,TTYH2 +expr_TUB,TUB +expr_TUBA1C,TUBA1C +expr_TUBA3D,TUBA3D +expr_TUBA4A,TUBA4A +expr_TUBB,TUBB +expr_TUBB1,TUBB1 +expr_TUBB2A,TUBB2A +expr_TUBB3,TUBB3 +expr_TUBB4A,TUBB4A +expr_TUBB4B,TUBB4B +expr_TUBB6,TUBB6 +expr_TUBB8,TUBB8 +expr_TUBG1,TUBG1 +expr_TUBGCP3,TUBGCP3 +expr_TUG1,TUG1 +expr_TULP3,TULP3 +expr_TUSC1,TUSC1 +expr_TUSC2,TUSC2 +expr_TUSC3,TUSC3 +expr_TUSC5,TUSC5 +expr_TVP23C-CDRT4,TVP23C-CDRT4 +expr_TWF1,TWF1 +expr_TWIST1,TWIST1 +expr_TWISTNB,TWISTNB +expr_TWSG1,TWSG1 +expr_TXK,TXK +expr_TXLNA,TXLNA +expr_TXLNG,TXLNG +expr_TXLNGY,TXLNGY +expr_TXN,TXN +expr_TXNDC11,TXNDC11 +expr_TXNDC9,TXNDC9 +expr_TXNL1,TXNL1 +expr_TXNL4A,TXNL4A +expr_TXNL4B,TXNL4B +expr_TXNRD2,TXNRD2 +expr_TYK2,TYK2 +expr_TYMP,TYMP +expr_TYR,TYR +expr_TYW1,TYW1 +expr_TYW3,TYW3 +expr_TYW5,TYW5 +expr_U2AF1,U2AF1 +expr_U2AF1L4,U2AF1L4 +expr_U2SURP,U2SURP +expr_UACA,UACA +expr_UAP1,UAP1 +expr_UBA1,UBA1 +expr_UBA52,UBA52 +expr_UBA6,UBA6 +expr_UBAP1L,UBAP1L +expr_UBAP2L,UBAP2L +expr_UBB,UBB +expr_UBC,UBC +expr_UBE2B,UBE2B +expr_UBE2C,UBE2C +expr_UBE2D1,UBE2D1 +expr_UBE2D2,UBE2D2 +expr_UBE2D3,UBE2D3 +expr_UBE2E3,UBE2E3 +expr_UBE2F,UBE2F +expr_UBE2G1,UBE2G1 +expr_UBE2G2,UBE2G2 +expr_UBE2H,UBE2H +expr_UBE2I,UBE2I +expr_UBE2J1,UBE2J1 +expr_UBE2J2,UBE2J2 +expr_UBE2K,UBE2K +expr_UBE2L3,UBE2L3 +expr_UBE2N,UBE2N +expr_UBE2O,UBE2O +expr_UBE2Q1,UBE2Q1 +expr_UBE2Q2,UBE2Q2 +expr_UBE2QL1,UBE2QL1 +expr_UBE2S,UBE2S +expr_UBE2V1,UBE2V1 +expr_UBE2W,UBE2W +expr_UBE2Z,UBE2Z +expr_UBE3A,UBE3A +expr_UBE3C,UBE3C +expr_UBE3D,UBE3D +expr_UBFD1,UBFD1 +expr_UBL3,UBL3 +expr_UBL4A,UBL4A +expr_UBOX5,UBOX5 +expr_UBQLN1,UBQLN1 +expr_UBR1,UBR1 +expr_UBR2,UBR2 +expr_UBR3,UBR3 +expr_UBR4,UBR4 +expr_UBR7,UBR7 +expr_UBTD2,UBTD2 +expr_UBTF,UBTF +expr_UBXN1,UBXN1 +expr_UBXN10,UBXN10 +expr_UBXN11,UBXN11 +expr_UBXN2A,UBXN2A +expr_UBXN2B,UBXN2B +expr_UBXN4,UBXN4 +expr_UBXN6,UBXN6 +expr_UBXN7,UBXN7 +expr_UCHL5,UCHL5 +expr_UCP3,UCP3 +expr_UEVLD,UEVLD +expr_UFM1,UFM1 +expr_UG0898H09,UG0898H09 +expr_UGCG,UGCG +expr_UGDH,UGDH +expr_UGGT1,UGGT1 +expr_UGGT2,UGGT2 +expr_UGT1A6,UGT1A6 +expr_UGT2B10,UGT2B10 +expr_UGT2B17,UGT2B17 +expr_UGT2B4,UGT2B4 +expr_UGT3A1,UGT3A1 +expr_UGT8,UGT8 +expr_UHMK1,UHMK1 +expr_UHRF1,UHRF1 +expr_UHRF1BP1,UHRF1BP1 +expr_UHRF2,UHRF2 +expr_ULBP2,ULBP2 +expr_ULK1,ULK1 +expr_ULK2,ULK2 +expr_ULK3,ULK3 +expr_ULK4,ULK4 +expr_UMPS,UMPS +expr_UNC119,UNC119 +expr_UNC13A,UNC13A +expr_UNC13D,UNC13D +expr_UNC45A,UNC45A +expr_UNC45B,UNC45B +expr_UNC5C,UNC5C +expr_UNC79,UNC79 +expr_UNC80,UNC80 +expr_UNC93A,UNC93A +expr_UNKL,UNKL +expr_UPF3A,UPF3A +expr_UPF3B,UPF3B +expr_UPK2,UPK2 +expr_UPP1,UPP1 +expr_UPRT,UPRT +expr_UQCC1,UQCC1 +expr_UQCR10,UQCR10 +expr_UQCR11,UQCR11 +expr_UQCRFS1,UQCRFS1 +expr_UQCRH,UQCRH +expr_URB1,URB1 +expr_URM1,URM1 +expr_UROC1,UROC1 +expr_UROS,UROS +expr_USB1,USB1 +expr_USE1,USE1 +expr_USF2,USF2 +expr_USH1C,USH1C +expr_USH2A,USH2A +expr_USHBP1,USHBP1 +expr_USP10,USP10 +expr_USP12,USP12 +expr_USP14,USP14 +expr_USP15,USP15 +expr_USP18,USP18 +expr_USP2,USP2 +expr_USP21,USP21 +expr_USP22,USP22 +expr_USP24,USP24 +expr_USP25,USP25 +expr_USP29,USP29 +expr_USP3,USP3 +expr_USP30,USP30 +expr_USP31,USP31 +expr_USP32,USP32 +expr_USP32P1,USP32P1 +expr_USP33,USP33 +expr_USP34,USP34 +expr_USP36,USP36 +expr_USP37,USP37 +expr_USP4,USP4 +expr_USP40,USP40 +expr_USP42,USP42 +expr_USP46,USP46 +expr_USP47,USP47 +expr_USP48,USP48 +expr_USP49,USP49 +expr_USP53,USP53 +expr_USP54,USP54 +expr_USP6,USP6 +expr_USP6NL,USP6NL +expr_USP7,USP7 +expr_USPL1,USPL1 +expr_UTP11L,UTP11L +expr_UTP14A,UTP14A +expr_UTP15,UTP15 +expr_UTP23,UTP23 +expr_UTRN,UTRN +expr_UTS2,UTS2 +expr_UTY,UTY +expr_VAC14,VAC14 +expr_VAMP2,VAMP2 +expr_VAMP3,VAMP3 +expr_VAMP4,VAMP4 +expr_VANGL1,VANGL1 +expr_VAPA,VAPA +expr_VARS2,VARS2 +expr_VASH1,VASH1 +expr_VASH2,VASH2 +expr_VAT1,VAT1 +expr_VAV2,VAV2 +expr_VAV3,VAV3 +expr_VCL,VCL +expr_VCP,VCP +expr_VCPIP1,VCPIP1 +expr_VCX2,VCX2 +expr_VDAC1,VDAC1 +expr_VDAC2,VDAC2 +expr_VDAC3,VDAC3 +expr_VEGFA,VEGFA +expr_VEGFB,VEGFB +expr_VEZF1,VEZF1 +expr_VGLL1,VGLL1 +expr_VGLL2,VGLL2 +expr_VGLL3,VGLL3 +expr_VGLL4,VGLL4 +expr_VHL,VHL +expr_VIL1,VIL1 +expr_VIM,VIM +expr_VIMP,VIMP +expr_VIPR2,VIPR2 +expr_VMA21,VMA21 +expr_VMP1,VMP1 +expr_VNN1,VNN1 +expr_VNN3,VNN3 +expr_VPRBP,VPRBP +expr_VPREB3,VPREB3 +expr_VPS11,VPS11 +expr_VPS13A,VPS13A +expr_VPS13B,VPS13B +expr_VPS13C,VPS13C +expr_VPS13D,VPS13D +expr_VPS26B,VPS26B +expr_VPS29,VPS29 +expr_VPS35,VPS35 +expr_VPS37A,VPS37A +expr_VPS37C,VPS37C +expr_VPS39,VPS39 +expr_VPS41,VPS41 +expr_VPS45,VPS45 +expr_VPS4B,VPS4B +expr_VPS53,VPS53 +expr_VPS54,VPS54 +expr_VPS8,VPS8 +expr_VRK2,VRK2 +expr_VSIG10,VSIG10 +expr_VSIG10L,VSIG10L +expr_VSTM2A,VSTM2A +expr_VSTM4,VSTM4 +expr_VTA1,VTA1 +expr_VTI1A,VTI1A +expr_VTI1B,VTI1B +expr_VWA1,VWA1 +expr_VWA3B,VWA3B +expr_VWA5A,VWA5A +expr_VWA5B2,VWA5B2 +expr_VWA8,VWA8 +expr_VWDE,VWDE +expr_VWF,VWF +expr_WAC,WAC +expr_WAC-AS1,WAC-AS1 +expr_WAPAL,WAPAL +expr_WASF2,WASF2 +expr_WASH1,WASH1 +expr_WASH5P,WASH5P +expr_WBP1L,WBP1L +expr_WBP2,WBP2 +expr_WBP4,WBP4 +expr_WBSCR16,WBSCR16 +expr_WBSCR22,WBSCR22 +expr_WDFY2,WDFY2 +expr_WDFY3,WDFY3 +expr_WDFY3-AS2,WDFY3-AS2 +expr_WDFY4,WDFY4 +expr_WDHD1,WDHD1 +expr_WDR1,WDR1 +expr_WDR13,WDR13 +expr_WDR17,WDR17 +expr_WDR19,WDR19 +expr_WDR20,WDR20 +expr_WDR25,WDR25 +expr_WDR26,WDR26 +expr_WDR3,WDR3 +expr_WDR31,WDR31 +expr_WDR33,WDR33 +expr_WDR36,WDR36 +expr_WDR4,WDR4 +expr_WDR43,WDR43 +expr_WDR49,WDR49 +expr_WDR52,WDR52 +expr_WDR55,WDR55 +expr_WDR62,WDR62 +expr_WDR65,WDR65 +expr_WDR66,WDR66 +expr_WDR72,WDR72 +expr_WDR73,WDR73 +expr_WDR74,WDR74 +expr_WDR77,WDR77 +expr_WDR78,WDR78 +expr_WDR82,WDR82 +expr_WDR83OS,WDR83OS +expr_WDR89,WDR89 +expr_WDR90,WDR90 +expr_WDR92,WDR92 +expr_WDR96,WDR96 +expr_WDTC1,WDTC1 +expr_WEE2-AS1,WEE2-AS1 +expr_WFDC10B,WFDC10B +expr_WFDC2,WFDC2 +expr_WFDC5,WFDC5 +expr_WFDC8,WFDC8 +expr_WFIKKN2,WFIKKN2 +expr_WHAMM,WHAMM +expr_WHSC1,WHSC1 +expr_WHSC1L1,WHSC1L1 +expr_WIBG,WIBG +expr_WIF1,WIF1 +expr_WIPF1,WIPF1 +expr_WIPF2,WIPF2 +expr_WIPI2,WIPI2 +expr_WISP1,WISP1 +expr_WNK1,WNK1 +expr_WNK2,WNK2 +expr_WNK3,WNK3 +expr_WNK4,WNK4 +expr_WNT10A,WNT10A +expr_WNT11,WNT11 +expr_WNT4,WNT4 +expr_WNT6,WNT6 +expr_WNT7B,WNT7B +expr_WRNIP1,WRNIP1 +expr_WSB2,WSB2 +expr_WTAP,WTAP +expr_WWC1,WWC1 +expr_WWC2,WWC2 +expr_WWC3,WWC3 +expr_WWOX,WWOX +expr_WWP2,WWP2 +expr_WWTR1,WWTR1 +expr_XAB2,XAB2 +expr_XAF1,XAF1 +expr_XBP1,XBP1 +expr_XG,XG +expr_XIRP2,XIRP2 +expr_XKR6,XKR6 +expr_XLOC_014512,XLOC_014512 +expr_XPNPEP1,XPNPEP1 +expr_XPNPEP2,XPNPEP2 +expr_XPNPEP3,XPNPEP3 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+expr_ZNF275,ZNF275 +expr_ZNF276,ZNF276 +expr_ZNF277,ZNF277 +expr_ZNF283,ZNF283 +expr_ZNF286A,ZNF286A +expr_ZNF292,ZNF292 +expr_ZNF302,ZNF302 +expr_ZNF304,ZNF304 +expr_ZNF311,ZNF311 +expr_ZNF318,ZNF318 +expr_ZNF320,ZNF320 +expr_ZNF322,ZNF322 +expr_ZNF326,ZNF326 +expr_ZNF331,ZNF331 +expr_ZNF333,ZNF333 +expr_ZNF337,ZNF337 +expr_ZNF33A,ZNF33A +expr_ZNF341,ZNF341 +expr_ZNF343,ZNF343 +expr_ZNF346,ZNF346 +expr_ZNF347,ZNF347 +expr_ZNF362,ZNF362 +expr_ZNF365,ZNF365 +expr_ZNF367,ZNF367 +expr_ZNF37A,ZNF37A +expr_ZNF37BP,ZNF37BP +expr_ZNF385B,ZNF385B +expr_ZNF385D,ZNF385D +expr_ZNF395,ZNF395 +expr_ZNF396,ZNF396 +expr_ZNF397,ZNF397 +expr_ZNF407,ZNF407 +expr_ZNF410,ZNF410 +expr_ZNF414,ZNF414 +expr_ZNF419,ZNF419 +expr_ZNF429,ZNF429 +expr_ZNF430,ZNF430 +expr_ZNF431,ZNF431 +expr_ZNF432,ZNF432 +expr_ZNF445,ZNF445 +expr_ZNF446,ZNF446 +expr_ZNF449,ZNF449 +expr_ZNF45,ZNF45 +expr_ZNF451,ZNF451 +expr_ZNF462,ZNF462 +expr_ZNF467,ZNF467 +expr_ZNF468,ZNF468 +expr_ZNF471,ZNF471 +expr_ZNF473,ZNF473 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b/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_metadata_clean.csv @@ -0,0 +1,988 @@ +patient_id,sample_id,gsm,platform,tissue,HR,HER2,MP,pCR,treatment_arm,adjustment_method +100899,ISPY2_100899,GSM5825900,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +102011,ISPY2_102011,GSM5825901,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +102212,ISPY2_102212,GSM5825902,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +103693,ISPY2_103693,GSM5825903,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +103939,ISPY2_103939,GSM5825904,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +104268,ISPY2_104268,GSM5825905,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +104384,ISPY2_104384,GSM5825906,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +105286,ISPY2_105286,GSM5825907,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +105513,ISPY2_105513,GSM5825908,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +109623,ISPY2_109623,GSM5825912,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +109874,ISPY2_109874,GSM5825913,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +111004,ISPY2_111004,GSM5825915,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +111344,ISPY2_111344,GSM5825917,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +111646,ISPY2_111646,GSM5825918,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +114087,ISPY2_114087,GSM5825922,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +115638,ISPY2_115638,GSM5825923,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +115987,ISPY2_115987,GSM5825924,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +116165,ISPY2_116165,GSM5825925,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +116603,ISPY2_116603,GSM5825926,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +117707,ISPY2_117707,GSM5825928,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +118307,ISPY2_118307,GSM5825929,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +119928,ISPY2_119928,GSM5825930,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +120422,ISPY2_120422,GSM5825932,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +122287,ISPY2_122287,GSM5825933,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,1,T-DM1 + Pertuzumab,ComBat Adjust +122579,ISPY2_122579,GSM5825934,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,Linear Adjustment Factor +123660,ISPY2_123660,GSM5825936,GPL20078,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +125130,ISPY2_125130,GSM5825937,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,T-DM1 + Pertuzumab,ComBat Adjust +125418,ISPY2_125418,GSM5825939,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +127791,ISPY2_127791,GSM5825941,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +128051,ISPY2_128051,GSM5825942,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,T-DM1 + Pertuzumab,ComBat Adjust +128675,ISPY2_128675,GSM5825943,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel,Linear Adjustment Factor +130580,ISPY2_130580,GSM5825946,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +130892,ISPY2_130892,GSM5825947,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + MK-2206,ComBat Adjust +131595,ISPY2_131595,GSM5825948,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +131961,ISPY2_131961,GSM5825949,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,T-DM1 + Pertuzumab,ComBat Adjust +132463,ISPY2_132463,GSM5825950,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +133650,ISPY2_133650,GSM5825951,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +136536,ISPY2_136536,GSM5825953,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel,ComBat Adjust +138027,ISPY2_138027,GSM5825954,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +138425,ISPY2_138425,GSM5825955,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,T-DM1 + Pertuzumab,ComBat Adjust +139973,ISPY2_139973,GSM5825958,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +142688,ISPY2_142688,GSM5825960,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,Linear Adjustment Factor +144302,ISPY2_144302,GSM5825961,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +145777,ISPY2_145777,GSM5825963,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +146033,ISPY2_146033,GSM5825964,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +146987,ISPY2_146987,GSM5825965,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +147139,ISPY2_147139,GSM5825966,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +148357,ISPY2_148357,GSM5825967,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +149654,ISPY2_149654,GSM5825968,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +150547,ISPY2_150547,GSM5825969,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +151980,ISPY2_151980,GSM5825972,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +152090,ISPY2_152090,GSM5825973,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel,ComBat Adjust +152197,ISPY2_152197,GSM5825974,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +153327,ISPY2_153327,GSM5825975,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +156163,ISPY2_156163,GSM5825979,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +157270,ISPY2_157270,GSM5825980,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +159284,ISPY2_159284,GSM5825982,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,Linear Adjustment Factor +162562,ISPY2_162562,GSM5825985,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + Trastuzumab,ComBat Adjust +164468,ISPY2_164468,GSM5825986,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +165925,ISPY2_165925,GSM5825987,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +167271,ISPY2_167271,GSM5825990,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,T-DM1 + Pertuzumab,ComBat Adjust +168044,ISPY2_168044,GSM5825991,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +169918,ISPY2_169918,GSM5825993,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +172168,ISPY2_172168,GSM5825994,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +172366,ISPY2_172366,GSM5825996,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +174904,ISPY2_174904,GSM5825998,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +177795,ISPY2_177795,GSM5825999,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +179369,ISPY2_179369,GSM5826002,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +179568,ISPY2_179568,GSM5826003,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +180663,ISPY2_180663,GSM5826005,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +181442,ISPY2_181442,GSM5826006,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,Linear Adjustment Factor +182346,ISPY2_182346,GSM5826008,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +188700,ISPY2_188700,GSM5826012,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +194024,ISPY2_194024,GSM5826015,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +196024,ISPY2_196024,GSM5826016,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +196064,ISPY2_196064,GSM5826017,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +199115,ISPY2_199115,GSM5826020,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +199960,ISPY2_199960,GSM5826021,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +200222,ISPY2_200222,GSM5826022,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +201831,ISPY2_201831,GSM5826023,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +202535,ISPY2_202535,GSM5826025,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +203060,ISPY2_203060,GSM5826028,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +204939,ISPY2_204939,GSM5826030,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +208303,ISPY2_208303,GSM5826032,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +208650,ISPY2_208650,GSM5826033,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,T-DM1 + Pertuzumab,ComBat Adjust +209397,ISPY2_209397,GSM5826034,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +209967,ISPY2_209967,GSM5826035,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +212307,ISPY2_212307,GSM5826037,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +213328,ISPY2_213328,GSM5826038,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel,Linear Adjustment Factor +213672,ISPY2_213672,GSM5826039,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +213913,ISPY2_213913,GSM5826040,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,T-DM1 + Pertuzumab,ComBat Adjust +215932,ISPY2_215932,GSM5826041,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,0,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +218249,ISPY2_218249,GSM5826042,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,Linear Adjustment Factor +218503,ISPY2_218503,GSM5826043,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +219545,ISPY2_219545,GSM5826044,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +220471,ISPY2_220471,GSM5826045,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,0,Paclitaxel + Trastuzumab,ComBat Adjust +220925,ISPY2_220925,GSM5826047,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,0,T-DM1 + Pertuzumab,ComBat Adjust +221375,ISPY2_221375,GSM5826048,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +221686,ISPY2_221686,GSM5826049,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +223030,ISPY2_223030,GSM5826051,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +227055,ISPY2_227055,GSM5826054,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,0,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +228192,ISPY2_228192,GSM5826057,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + AMG-386,ComBat Adjust +229328,ISPY2_229328,GSM5826060,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +231633,ISPY2_231633,GSM5826062,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +233191,ISPY2_233191,GSM5826063,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +235995,ISPY2_235995,GSM5826068,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +236470,ISPY2_236470,GSM5826069,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +237158,ISPY2_237158,GSM5826070,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +239910,ISPY2_239910,GSM5826073,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +240035,ISPY2_240035,GSM5826074,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +240432,ISPY2_240432,GSM5826075,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +240957,ISPY2_240957,GSM5826076,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +241705,ISPY2_241705,GSM5826077,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +241998,ISPY2_241998,GSM5826078,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +242370,ISPY2_242370,GSM5826079,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +247641,ISPY2_247641,GSM5826083,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,Linear Adjustment Factor +250274,ISPY2_250274,GSM5826085,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,T-DM1 + Pertuzumab,ComBat Adjust +252748,ISPY2_252748,GSM5826086,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel,ComBat Adjust +253531,ISPY2_253531,GSM5826087,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,T-DM1 + Pertuzumab,ComBat Adjust +254060,ISPY2_254060,GSM5826088,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +254273,ISPY2_254273,GSM5826089,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,T-DM1 + Pertuzumab,ComBat Adjust +255577,ISPY2_255577,GSM5826093,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,Linear Adjustment Factor +257735,ISPY2_257735,GSM5826094,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,Linear Adjustment Factor +259899,ISPY2_259899,GSM5826096,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +261304,ISPY2_261304,GSM5826097,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +263143,ISPY2_263143,GSM5826099,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +264305,ISPY2_264305,GSM5826100,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +266509,ISPY2_266509,GSM5826102,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,1,Paclitaxel + AMG 386,ComBat Adjust +266840,ISPY2_266840,GSM5826103,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +268937,ISPY2_268937,GSM5826105,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,T-DM1 + Pertuzumab,ComBat Adjust +269899,ISPY2_269899,GSM5826106,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + Ganetespib,ComBat Adjust +273691,ISPY2_273691,GSM5826107,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +275034,ISPY2_275034,GSM5826109,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,1,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +275626,ISPY2_275626,GSM5826110,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +277888,ISPY2_277888,GSM5826112,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + Ganitumab,ComBat Adjust +279902,ISPY2_279902,GSM5826113,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + Ganetespib,ComBat Adjust +280375,ISPY2_280375,GSM5826114,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +282777,ISPY2_282777,GSM5826117,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +283070,ISPY2_283070,GSM5826118,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +284443,ISPY2_284443,GSM5826120,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +285339,ISPY2_285339,GSM5826122,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +287961,ISPY2_287961,GSM5826125,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +289107,ISPY2_289107,GSM5826126,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +289420,ISPY2_289420,GSM5826127,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +290413,ISPY2_290413,GSM5826128,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +293142,ISPY2_293142,GSM5826130,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +294265,ISPY2_294265,GSM5826132,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + MK-2206,ComBat Adjust +294739,ISPY2_294739,GSM5826133,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel,ComBat Adjust +296123,ISPY2_296123,GSM5826134,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +296841,ISPY2_296841,GSM5826135,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +299840,ISPY2_299840,GSM5826138,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,Linear Adjustment Factor +299962,ISPY2_299962,GSM5826139,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +300724,ISPY2_300724,GSM5826140,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +301289,ISPY2_301289,GSM5826141,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +301665,ISPY2_301665,GSM5826142,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +301968,ISPY2_301968,GSM5826143,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +303685,ISPY2_303685,GSM5826144,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +306401,ISPY2_306401,GSM5826147,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +309830,ISPY2_309830,GSM5826149,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +311316,ISPY2_311316,GSM5826150,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,T-DM1 + Pertuzumab,ComBat Adjust +311455,ISPY2_311455,GSM5826151,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,Linear Adjustment Factor +313243,ISPY2_313243,GSM5826152,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel,ComBat Adjust +313672,ISPY2_313672,GSM5826153,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +317131,ISPY2_317131,GSM5826155,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +317402,ISPY2_317402,GSM5826156,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +317641,ISPY2_317641,GSM5826157,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + MK-2206,ComBat Adjust +318293,ISPY2_318293,GSM5826158,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +318407,ISPY2_318407,GSM5826159,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +319324,ISPY2_319324,GSM5826162,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +320538,ISPY2_320538,GSM5826163,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +323721,ISPY2_323721,GSM5826164,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +324021,ISPY2_324021,GSM5826165,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +326202,ISPY2_326202,GSM5826166,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +326433,ISPY2_326433,GSM5826167,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +327917,ISPY2_327917,GSM5826170,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +328160,ISPY2_328160,GSM5826171,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +329076,ISPY2_329076,GSM5826172,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +329941,ISPY2_329941,GSM5826173,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,T-DM1 + Pertuzumab,ComBat Adjust +330134,ISPY2_330134,GSM5826174,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +332655,ISPY2_332655,GSM5826176,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + MK-2206,ComBat Adjust +333145,ISPY2_333145,GSM5826177,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +335536,ISPY2_335536,GSM5826179,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +341238,ISPY2_341238,GSM5826181,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +342142,ISPY2_342142,GSM5826182,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +342959,ISPY2_342959,GSM5826183,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,1,Paclitaxel + MK-2206,ComBat Adjust +342996,ISPY2_342996,GSM5826184,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +343898,ISPY2_343898,GSM5826185,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +345460,ISPY2_345460,GSM5826186,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +345483,ISPY2_345483,GSM5826187,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +345907,ISPY2_345907,GSM5826189,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +347516,ISPY2_347516,GSM5826190,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +349330,ISPY2_349330,GSM5826193,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +353318,ISPY2_353318,GSM5826196,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,Linear Adjustment Factor +355292,ISPY2_355292,GSM5826197,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +355942,ISPY2_355942,GSM5826198,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +356399,ISPY2_356399,GSM5826199,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel,Linear Adjustment Factor +356431,ISPY2_356431,GSM5826200,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,T-DM1 + Pertuzumab,ComBat Adjust +356684,ISPY2_356684,GSM5826201,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,0,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +357034,ISPY2_357034,GSM5826203,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +361701,ISPY2_361701,GSM5826205,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +362150,ISPY2_362150,GSM5826206,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +363669,ISPY2_363669,GSM5826208,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +366120,ISPY2_366120,GSM5826209,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,0,T-DM1 + Pertuzumab,ComBat Adjust +369040,ISPY2_369040,GSM5826211,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,Linear Adjustment Factor +371528,ISPY2_371528,GSM5826212,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +375342,ISPY2_375342,GSM5826217,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +375954,ISPY2_375954,GSM5826219,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +376676,ISPY2_376676,GSM5826220,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +377460,ISPY2_377460,GSM5826221,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +378885,ISPY2_378885,GSM5826223,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +380972,ISPY2_380972,GSM5826226,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +383456,ISPY2_383456,GSM5826228,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + AMG 386,ComBat Adjust +384830,ISPY2_384830,GSM5826229,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +391942,ISPY2_391942,GSM5826232,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +395249,ISPY2_395249,GSM5826234,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +396723,ISPY2_396723,GSM5826236,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,T-DM1 + Pertuzumab,ComBat Adjust +397505,ISPY2_397505,GSM5826237,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,1,T-DM1 + Pertuzumab,ComBat Adjust +399478,ISPY2_399478,GSM5826238,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +401215,ISPY2_401215,GSM5826239,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +402384,ISPY2_402384,GSM5826241,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +407539,ISPY2_407539,GSM5826244,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +408692,ISPY2_408692,GSM5826245,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel,ComBat Adjust +409288,ISPY2_409288,GSM5826246,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +410083,ISPY2_410083,GSM5826247,GPL20078,Breast cancer biopsy (pre-treatment),0,1,0,1,T-DM1 + Pertuzumab,ComBat Adjust +411008,ISPY2_411008,GSM5826248,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +411806,ISPY2_411806,GSM5826250,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +411950,ISPY2_411950,GSM5826251,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +412772,ISPY2_412772,GSM5826252,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +413211,ISPY2_413211,GSM5826253,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,T-DM1 + Pertuzumab,ComBat Adjust +413961,ISPY2_413961,GSM5826254,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +414256,ISPY2_414256,GSM5826255,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +414844,ISPY2_414844,GSM5826257,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel,ComBat Adjust +414971,ISPY2_414971,GSM5826258,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + MK-2206,ComBat Adjust +416434,ISPY2_416434,GSM5826260,GPL20078,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +417474,ISPY2_417474,GSM5826261,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +418593,ISPY2_418593,GSM5826263,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +419590,ISPY2_419590,GSM5826264,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +421829,ISPY2_421829,GSM5826266,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,Linear Adjustment Factor +421917,ISPY2_421917,GSM5826267,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +422454,ISPY2_422454,GSM5826270,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +423979,ISPY2_423979,GSM5826272,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,Linear Adjustment Factor +424541,ISPY2_424541,GSM5826273,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,Linear Adjustment Factor +425173,ISPY2_425173,GSM5826274,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +429220,ISPY2_429220,GSM5826277,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +430441,ISPY2_430441,GSM5826278,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +431061,ISPY2_431061,GSM5826279,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +432114,ISPY2_432114,GSM5826280,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +435279,ISPY2_435279,GSM5826282,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +436371,ISPY2_436371,GSM5826284,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel,Linear Adjustment Factor +437162,ISPY2_437162,GSM5826285,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,T-DM1 + Pertuzumab,ComBat Adjust +439489,ISPY2_439489,GSM5826287,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +442669,ISPY2_442669,GSM5826289,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +442981,ISPY2_442981,GSM5826290,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +446263,ISPY2_446263,GSM5826293,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +452703,ISPY2_452703,GSM5826296,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +453596,ISPY2_453596,GSM5826297,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +454808,ISPY2_454808,GSM5826298,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +455828,ISPY2_455828,GSM5826299,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel,ComBat Adjust +456432,ISPY2_456432,GSM5826300,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +456506,ISPY2_456506,GSM5826301,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +458196,ISPY2_458196,GSM5826302,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,Linear Adjustment Factor +459311,ISPY2_459311,GSM5826303,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +460642,ISPY2_460642,GSM5826304,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +460812,ISPY2_460812,GSM5826306,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +462581,ISPY2_462581,GSM5826308,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +462582,ISPY2_462582,GSM5826309,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +462605,ISPY2_462605,GSM5826310,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +464547,ISPY2_464547,GSM5826311,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,1,T-DM1 + Pertuzumab,ComBat Adjust +465008,ISPY2_465008,GSM5826312,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +466267,ISPY2_466267,GSM5826313,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +467622,ISPY2_467622,GSM5826314,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +467686,ISPY2_467686,GSM5826315,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +472799,ISPY2_472799,GSM5826316,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +473365,ISPY2_473365,GSM5826317,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +473468,ISPY2_473468,GSM5826318,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +473505,ISPY2_473505,GSM5826319,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +474874,ISPY2_474874,GSM5826320,GPL20078,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +477994,ISPY2_477994,GSM5826322,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +478055,ISPY2_478055,GSM5826323,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,Linear Adjustment Factor +478655,ISPY2_478655,GSM5826325,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +483667,ISPY2_483667,GSM5826327,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +483910,ISPY2_483910,GSM5826328,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +484894,ISPY2_484894,GSM5826330,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,Linear Adjustment Factor +485637,ISPY2_485637,GSM5826331,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +489194,ISPY2_489194,GSM5826332,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +490023,ISPY2_490023,GSM5826335,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +490805,ISPY2_490805,GSM5826336,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,T-DM1 + Pertuzumab,ComBat Adjust +491779,ISPY2_491779,GSM5826338,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,1,T-DM1 + Pertuzumab,ComBat Adjust +492612,ISPY2_492612,GSM5826339,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,Linear Adjustment Factor +493472,ISPY2_493472,GSM5826340,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +493519,ISPY2_493519,GSM5826341,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +493775,ISPY2_493775,GSM5826342,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +494022,ISPY2_494022,GSM5826343,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,0,T-DM1 + Pertuzumab,ComBat Adjust +494296,ISPY2_494296,GSM5826344,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +494946,ISPY2_494946,GSM5826345,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +497010,ISPY2_497010,GSM5826348,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +498024,ISPY2_498024,GSM5826349,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +498985,ISPY2_498985,GSM5826350,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +500826,ISPY2_500826,GSM5826351,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +501303,ISPY2_501303,GSM5826352,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + Trastuzumab,ComBat Adjust +502486,ISPY2_502486,GSM5826353,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,Linear Adjustment Factor +503034,ISPY2_503034,GSM5826354,GPL20078,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +504838,ISPY2_504838,GSM5826355,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,ComBat Adjust +506623,ISPY2_506623,GSM5826356,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +507249,ISPY2_507249,GSM5826358,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +509012,ISPY2_509012,GSM5826359,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +510543,ISPY2_510543,GSM5826360,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +515281,ISPY2_515281,GSM5826364,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +515284,ISPY2_515284,GSM5826365,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +516763,ISPY2_516763,GSM5826367,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +516834,ISPY2_516834,GSM5826368,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +517870,ISPY2_517870,GSM5826370,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +518000,ISPY2_518000,GSM5826371,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +518576,ISPY2_518576,GSM5826372,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,1,Paclitaxel + Ganetespib,ComBat Adjust +520986,ISPY2_520986,GSM5826376,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + MK-2206,ComBat Adjust +521860,ISPY2_521860,GSM5826377,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +522140,ISPY2_522140,GSM5826378,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +524170,ISPY2_524170,GSM5826379,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +527581,ISPY2_527581,GSM5826381,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +528479,ISPY2_528479,GSM5826382,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +528833,ISPY2_528833,GSM5826383,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +530095,ISPY2_530095,GSM5826384,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +531988,ISPY2_531988,GSM5826386,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +532183,ISPY2_532183,GSM5826387,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +535415,ISPY2_535415,GSM5826388,GPL20078,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +535569,ISPY2_535569,GSM5826389,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,0,T-DM1 + Pertuzumab,ComBat Adjust +535779,ISPY2_535779,GSM5826390,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +536253,ISPY2_536253,GSM5826391,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,T-DM1 + Pertuzumab,ComBat Adjust +539876,ISPY2_539876,GSM5826393,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +539904,ISPY2_539904,GSM5826394,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +542392,ISPY2_542392,GSM5826397,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +543795,ISPY2_543795,GSM5826398,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +547405,ISPY2_547405,GSM5826399,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +547892,ISPY2_547892,GSM5826400,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +550157,ISPY2_550157,GSM5826402,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel,ComBat Adjust +550421,ISPY2_550421,GSM5826403,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +551795,ISPY2_551795,GSM5826404,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +552549,ISPY2_552549,GSM5826406,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +553012,ISPY2_553012,GSM5826407,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +554577,ISPY2_554577,GSM5826409,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +555214,ISPY2_555214,GSM5826410,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +559021,ISPY2_559021,GSM5826411,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +559263,ISPY2_559263,GSM5826412,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +563681,ISPY2_563681,GSM5826413,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +564701,ISPY2_564701,GSM5826416,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +567201,ISPY2_567201,GSM5826418,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +567907,ISPY2_567907,GSM5826419,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +568953,ISPY2_568953,GSM5826421,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +570685,ISPY2_570685,GSM5826424,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +570966,ISPY2_570966,GSM5826425,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,0,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +571276,ISPY2_571276,GSM5826426,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +571995,ISPY2_571995,GSM5826427,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +572016,ISPY2_572016,GSM5826428,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +572793,ISPY2_572793,GSM5826432,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +573605,ISPY2_573605,GSM5826434,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +574091,ISPY2_574091,GSM5826437,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +575457,ISPY2_575457,GSM5826439,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +580541,ISPY2_580541,GSM5826442,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +581180,ISPY2_581180,GSM5826444,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,Linear Adjustment Factor +584561,ISPY2_584561,GSM5826446,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +586091,ISPY2_586091,GSM5826447,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +586207,ISPY2_586207,GSM5826448,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +587604,ISPY2_587604,GSM5826450,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +587691,ISPY2_587691,GSM5826451,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,T-DM1 + Pertuzumab,ComBat Adjust +589502,ISPY2_589502,GSM5826452,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + Ganetespib,ComBat Adjust +590299,ISPY2_590299,GSM5826454,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +591079,ISPY2_591079,GSM5826455,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +591810,ISPY2_591810,GSM5826457,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + MK-2206,ComBat Adjust +597873,ISPY2_597873,GSM5826462,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +597907,ISPY2_597907,GSM5826463,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +598835,ISPY2_598835,GSM5826465,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,0,T-DM1 + Pertuzumab,ComBat Adjust +601489,ISPY2_601489,GSM5826467,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +602451,ISPY2_602451,GSM5826468,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +604199,ISPY2_604199,GSM5826470,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +604326,ISPY2_604326,GSM5826471,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +607843,ISPY2_607843,GSM5826475,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +609151,ISPY2_609151,GSM5826476,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +609642,ISPY2_609642,GSM5826477,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +613961,ISPY2_613961,GSM5826480,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +614434,ISPY2_614434,GSM5826482,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +616994,ISPY2_616994,GSM5826484,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel,Linear Adjustment Factor +618240,ISPY2_618240,GSM5826485,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +618717,ISPY2_618717,GSM5826486,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +618860,ISPY2_618860,GSM5826487,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +621179,ISPY2_621179,GSM5826488,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +622315,ISPY2_622315,GSM5826490,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +622688,ISPY2_622688,GSM5826491,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +623569,ISPY2_623569,GSM5826493,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +624777,ISPY2_624777,GSM5826494,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,T-DM1 + Pertuzumab,ComBat Adjust +625854,ISPY2_625854,GSM5826496,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +628788,ISPY2_628788,GSM5826500,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +628823,ISPY2_628823,GSM5826501,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +629371,ISPY2_629371,GSM5826503,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +629606,ISPY2_629606,GSM5826505; GSM5826504,GPL20078; GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,Linear Adjustment Factor +631299,ISPY2_631299,GSM5826507,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +631337,ISPY2_631337,GSM5826508,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +635632,ISPY2_635632,GSM5826510,GPL20078,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +636424,ISPY2_636424,GSM5826512,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,Linear Adjustment Factor +637051,ISPY2_637051,GSM5826513,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +637566,ISPY2_637566,GSM5826514,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +639663,ISPY2_639663,GSM5826516,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +640043,ISPY2_640043,GSM5826517,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +641697,ISPY2_641697,GSM5826521,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +641977,ISPY2_641977,GSM5826522,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +644186,ISPY2_644186,GSM5826523,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,Linear Adjustment Factor +644609,ISPY2_644609,GSM5826524,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +646600,ISPY2_646600,GSM5826526,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +649198,ISPY2_649198,GSM5826527,GPL20078,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +651145,ISPY2_651145,GSM5826529,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +651401,ISPY2_651401,GSM5826530,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +652480,ISPY2_652480,GSM5826532,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +653325,ISPY2_653325,GSM5826533,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +653927,ISPY2_653927,GSM5826534,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel,ComBat Adjust +654021,ISPY2_654021,GSM5826535,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +654064,ISPY2_654064,GSM5826536,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +655128,ISPY2_655128,GSM5826538,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +655795,ISPY2_655795,GSM5826540,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel,Linear Adjustment Factor +658541,ISPY2_658541,GSM5826541,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel,Linear Adjustment Factor +660534,ISPY2_660534,GSM5826542,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +661730,ISPY2_661730,GSM5826544,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +663144,ISPY2_663144,GSM5826545,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +663197,ISPY2_663197,GSM5826546,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +664111,ISPY2_664111,GSM5826548,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + MK-2206,ComBat Adjust +664658,ISPY2_664658,GSM5826549,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +666147,ISPY2_666147,GSM5826550,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +666715,ISPY2_666715,GSM5826552,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +668752,ISPY2_668752,GSM5826553,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +674897,ISPY2_674897,GSM5826555,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +676365,ISPY2_676365,GSM5826557,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +676630,ISPY2_676630,GSM5826558,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +677910,ISPY2_677910,GSM5826559,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +679787,ISPY2_679787,GSM5826561,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +683173,ISPY2_683173,GSM5826563,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +683457,ISPY2_683457,GSM5826565,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +683896,ISPY2_683896,GSM5826566,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +685182,ISPY2_685182,GSM5826567,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +685795,ISPY2_685795,GSM5826569,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +687288,ISPY2_687288,GSM5826570,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,T-DM1 + Pertuzumab,ComBat Adjust +687733,ISPY2_687733,GSM5826571,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +688291,ISPY2_688291,GSM5826572,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +688955,ISPY2_688955,GSM5826573,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel,ComBat Adjust +689076,ISPY2_689076,GSM5826574,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +689188,ISPY2_689188,GSM5826575,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +689452,ISPY2_689452,GSM5826576,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +689480,ISPY2_689480,GSM5826577,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +690089,ISPY2_690089,GSM5826578,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +690410,ISPY2_690410,GSM5826579,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +691753,ISPY2_691753,GSM5826580,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +692885,ISPY2_692885,GSM5826581,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +695521,ISPY2_695521,GSM5826582,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +700549,ISPY2_700549,GSM5826586,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +701790,ISPY2_701790,GSM5826587,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +703401,ISPY2_703401,GSM5826588,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,Linear Adjustment Factor +703455,ISPY2_703455,GSM5826589,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +705381,ISPY2_705381,GSM5826590,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,T-DM1 + Pertuzumab,ComBat Adjust +706169,ISPY2_706169,GSM5826591,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +706418,ISPY2_706418,GSM5826592,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,T-DM1 + Pertuzumab,ComBat Adjust +706639,ISPY2_706639,GSM5826593,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +711476,ISPY2_711476,GSM5826597,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel,ComBat Adjust +712276,ISPY2_712276,GSM5826598,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + MK-2206,ComBat Adjust +712785,ISPY2_712785,GSM5826599,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +712917,ISPY2_712917,GSM5826600,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +719713,ISPY2_719713,GSM5826602,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +721099,ISPY2_721099,GSM5826604,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +724293,ISPY2_724293,GSM5826606,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,T-DM1 + Pertuzumab,ComBat Adjust +724384,ISPY2_724384,GSM5826607,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +726940,ISPY2_726940,GSM5826611,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,ComBat Adjust +727255,ISPY2_727255,GSM5826612,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,0,T-DM1 + Pertuzumab,ComBat Adjust +727804,ISPY2_727804,GSM5826613,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + MK-2206,ComBat Adjust +728149,ISPY2_728149,GSM5826614,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,T-DM1 + Pertuzumab,ComBat Adjust +728287,ISPY2_728287,GSM5826616,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +729732,ISPY2_729732,GSM5826619,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +732137,ISPY2_732137,GSM5826620,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +733276,ISPY2_733276,GSM5826621,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +734997,ISPY2_734997,GSM5826623,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel,ComBat Adjust +735673,ISPY2_735673,GSM5826624,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,Linear Adjustment Factor +736721,ISPY2_736721,GSM5826625,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +738041,ISPY2_738041,GSM5826626,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +741535,ISPY2_741535,GSM5826627,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +745633,ISPY2_745633,GSM5826629,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +748583,ISPY2_748583,GSM5826632,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +748611,ISPY2_748611,GSM5826633,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel,ComBat Adjust +752372,ISPY2_752372,GSM5826635,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +752469,ISPY2_752469,GSM5826636,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +753109,ISPY2_753109,GSM5826637,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + MK-2206,ComBat Adjust +755914,ISPY2_755914,GSM5826638,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + MK-2206,ComBat Adjust +759418,ISPY2_759418,GSM5826640,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +760011,ISPY2_760011,GSM5826641,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,T-DM1 + Pertuzumab,ComBat Adjust +760901,ISPY2_760901,GSM5826642,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +765773,ISPY2_765773,GSM5826644,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +767081,ISPY2_767081,GSM5826647,GPL20078,Breast cancer biopsy (pre-treatment),0,1,0,1,T-DM1 + Pertuzumab,ComBat Adjust +767934,ISPY2_767934,GSM5826648,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel,ComBat Adjust +768214,ISPY2_768214,GSM5826649,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +769972,ISPY2_769972,GSM5826650,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +771151,ISPY2_771151,GSM5826651,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +774840,ISPY2_774840,GSM5826654,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +778527,ISPY2_778527,GSM5826657,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + MK-2206,ComBat Adjust +779739,ISPY2_779739,GSM5826658,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +780272,ISPY2_780272,GSM5826659,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +781642,ISPY2_781642,GSM5826661,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +783427,ISPY2_783427,GSM5826663,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel,ComBat Adjust +783764,ISPY2_783764,GSM5826665,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +783771,ISPY2_783771,GSM5826666,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel,Linear Adjustment Factor +786003,ISPY2_786003,GSM5826667,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,1,T-DM1 + Pertuzumab,ComBat Adjust +786480,ISPY2_786480,GSM5826668,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +786753,ISPY2_786753,GSM5826669,GPL20078,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +787415,ISPY2_787415,GSM5826670,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +788149,ISPY2_788149,GSM5826671,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +790397,ISPY2_790397,GSM5826674,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,T-DM1 + Pertuzumab,ComBat Adjust +791321,ISPY2_791321,GSM5826676,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +792181,ISPY2_792181,GSM5826678,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +792412,ISPY2_792412,GSM5826679,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +793155,ISPY2_793155,GSM5826680,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +793684,ISPY2_793684,GSM5826681,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +794128,ISPY2_794128,GSM5826682,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +795996,ISPY2_795996,GSM5826684,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +796558,ISPY2_796558,GSM5826685,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,ComBat Adjust +797499,ISPY2_797499,GSM5826687,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,T-DM1 + Pertuzumab,ComBat Adjust +797639,ISPY2_797639,GSM5826688,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +798604,ISPY2_798604,GSM5826689,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +799149,ISPY2_799149,GSM5826690,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +800447,ISPY2_800447,GSM5826691,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +801641,ISPY2_801641,GSM5826693,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +802105,ISPY2_802105,GSM5826694,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +802308,ISPY2_802308,GSM5826695,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +803677,ISPY2_803677,GSM5826698,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +804233,ISPY2_804233,GSM5826699,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +804979,ISPY2_804979,GSM5826700,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +805136,ISPY2_805136,GSM5826701,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,0,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +808714,ISPY2_808714,GSM5826702,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +810965,ISPY2_810965,GSM5826705,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +815493,ISPY2_815493,GSM5826709,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +820348,ISPY2_820348,GSM5826711,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel,ComBat Adjust +820807,ISPY2_820807,GSM5826712,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + Ganitumab,ComBat Adjust +823618,ISPY2_823618,GSM5826713,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +824234,ISPY2_824234,GSM5826714,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Trastuzumab,ComBat Adjust +824350,ISPY2_824350,GSM5826715,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,T-DM1 + Pertuzumab,ComBat Adjust +824512,ISPY2_824512,GSM5826716,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +825363,ISPY2_825363,GSM5826717,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +829491,ISPY2_829491,GSM5826719,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +830486,ISPY2_830486,GSM5826720,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +830958,ISPY2_830958,GSM5826721,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +831702,ISPY2_831702,GSM5826722,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,T-DM1 + Pertuzumab,ComBat Adjust +831848,ISPY2_831848,GSM5826723,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,T-DM1 + Pertuzumab,ComBat Adjust +832056,ISPY2_832056,GSM5826724,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +834418,ISPY2_834418,GSM5826726,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +839274,ISPY2_839274,GSM5826731,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +841336,ISPY2_841336,GSM5826733,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,Linear Adjustment Factor +843554,ISPY2_843554,GSM5826734,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +845079,ISPY2_845079,GSM5826735,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,1,T-DM1 + Pertuzumab,ComBat Adjust +845147,ISPY2_845147,GSM5826736,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +845783,ISPY2_845783,GSM5826738,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +846156,ISPY2_846156,GSM5826739,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +847272,ISPY2_847272,GSM5826740,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +847753,ISPY2_847753,GSM5826741,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +848003,ISPY2_848003,GSM5826742,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +848371,ISPY2_848371,GSM5826743,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +851223,ISPY2_851223,GSM5826746,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +851488,ISPY2_851488,GSM5826747,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +856159,ISPY2_856159,GSM5826748,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +857165,ISPY2_857165,GSM5826749,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +860243,ISPY2_860243,GSM5826751,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +860901,ISPY2_860901,GSM5826752,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +861745,ISPY2_861745,GSM5826753,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +862244,ISPY2_862244,GSM5826754,GPL20078,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +863161,ISPY2_863161,GSM5826755,GPL20078,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +865416,ISPY2_865416,GSM5826756,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,T-DM1 + Pertuzumab,ComBat Adjust +866660,ISPY2_866660,GSM5826757,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +870077,ISPY2_870077,GSM5826758,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +873686,ISPY2_873686,GSM5826760,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +875089,ISPY2_875089,GSM5826761,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +877463,ISPY2_877463,GSM5826763,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +879224,ISPY2_879224,GSM5826764,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,ComBat Adjust +882538,ISPY2_882538,GSM5826765,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +882553,ISPY2_882553,GSM5826766,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +884011,ISPY2_884011,GSM5826769,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +884266,ISPY2_884266,GSM5826770,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +885871,ISPY2_885871,GSM5826772,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +887594,ISPY2_887594,GSM5826773,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + MK-2206,ComBat Adjust +889721,ISPY2_889721,GSM5826776,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,T-DM1 + Pertuzumab,ComBat Adjust +890372,ISPY2_890372,GSM5826777,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +892390,ISPY2_892390,GSM5826780,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +893874,ISPY2_893874,GSM5826781,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +894673,ISPY2_894673,GSM5826784,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +895653,ISPY2_895653,GSM5826785,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +896621,ISPY2_896621,GSM5826786,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +896852,ISPY2_896852,GSM5826787,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,T-DM1 + Pertuzumab,ComBat Adjust +896939,ISPY2_896939,GSM5826788,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +898618,ISPY2_898618,GSM5826789,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +899381,ISPY2_899381,GSM5826790,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel,Linear Adjustment Factor +899692,ISPY2_899692,GSM5826791,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel,ComBat Adjust +900959,ISPY2_900959,GSM5826792,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +901705,ISPY2_901705,GSM5826793,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +901807,ISPY2_901807,GSM5826794,GPL20078,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,ComBat Adjust +905264,ISPY2_905264,GSM5826797,GPL20078,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +906795,ISPY2_906795,GSM5826799,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,0,Paclitaxel + Trastuzumab,ComBat Adjust +910188,ISPY2_910188,GSM5826800,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +912836,ISPY2_912836,GSM5826802,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +913527,ISPY2_913527,GSM5826804,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +914968,ISPY2_914968,GSM5826805,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +916586,ISPY2_916586,GSM5826806,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +917762,ISPY2_917762,GSM5826808,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +918979,ISPY2_918979,GSM5826809,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +922872,ISPY2_922872,GSM5826812,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,Linear Adjustment Factor +923968,ISPY2_923968,GSM5826813,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + AMG 386,ComBat Adjust +924071,ISPY2_924071,GSM5826814,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +924868,ISPY2_924868,GSM5826816,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +924895,ISPY2_924895,GSM5826817,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +928170,ISPY2_928170,GSM5826819,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +928446,ISPY2_928446,GSM5826820,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +928815,ISPY2_928815,GSM5826821,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +929391,ISPY2_929391,GSM5826822,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +929980,ISPY2_929980,GSM5826823,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +930903,ISPY2_930903,GSM5826826,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganetespib,ComBat Adjust +934906,ISPY2_934906,GSM5826829,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,Linear Adjustment Factor +935460,ISPY2_935460,GSM5826830,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,Linear Adjustment Factor +938719,ISPY2_938719,GSM5826831,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel,ComBat Adjust +940186,ISPY2_940186,GSM5826832,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + Ganetespib,ComBat Adjust +941926,ISPY2_941926,GSM5826834,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +943633,ISPY2_943633,GSM5826836,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +943879,ISPY2_943879,GSM5826837,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +947398,ISPY2_947398,GSM5826841,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,T-DM1 + Pertuzumab,ComBat Adjust +949444,ISPY2_949444,GSM5826842,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +950131,ISPY2_950131,GSM5826843,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel,Linear Adjustment Factor +950742,ISPY2_950742,GSM5826844,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +953885,ISPY2_953885,GSM5826846,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,0,T-DM1 + Pertuzumab,ComBat Adjust +955035,ISPY2_955035,GSM5826847,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +960029,ISPY2_960029,GSM5826851,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +960490,ISPY2_960490,GSM5826852,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +962153,ISPY2_962153,GSM5826855,GPL20078,Breast cancer biopsy (pre-treatment),1,1,1,0,Paclitaxel + AMG 386 + Trastuzumab,ComBat Adjust +962664,ISPY2_962664,GSM5826857,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel,Linear Adjustment Factor +963303,ISPY2_963303,GSM5826859,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +963604,ISPY2_963604,GSM5826860,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +965265,ISPY2_965265,GSM5826861,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +966016,ISPY2_966016,GSM5826862,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + Ganitumab,ComBat Adjust +970839,ISPY2_970839,GSM5826863,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel,ComBat Adjust +971492,ISPY2_971492,GSM5826864,GPL20078,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +974181,ISPY2_974181,GSM5826867,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +981461,ISPY2_981461,GSM5826869,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,T-DM1 + Pertuzumab,ComBat Adjust +981664,ISPY2_981664,GSM5826870,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +982086,ISPY2_982086,GSM5826871,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +982505,ISPY2_982505,GSM5826872,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +983841,ISPY2_983841,GSM5826873,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganetespib,ComBat Adjust +986734,ISPY2_986734,GSM5826874,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +987728,ISPY2_987728,GSM5826875,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +987914,ISPY2_987914,GSM5826876,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +987995,ISPY2_987995,GSM5826877,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +988665,ISPY2_988665,GSM5826879,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganetespib,ComBat Adjust +990443,ISPY2_990443,GSM5826880,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Pembrolizumab,Linear Adjustment Factor +991818,ISPY2_991818,GSM5826881,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +992609,ISPY2_992609,GSM5826882,GPL20078,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +995480,ISPY2_995480,GSM5826884,GPL20078,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +999264,ISPY2_999264,GSM5826886,GPL20078,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + Pertuzumab + Trastuzumab,ComBat Adjust +999733,ISPY2_999733,GSM5826887,GPL20078,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + MK-2206,ComBat Adjust +107700,ISPY2_107700,GSM5825909,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +108939,ISPY2_108939,GSM5825910,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +108969,ISPY2_108969,GSM5825911,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +109980,ISPY2_109980,GSM5825914,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +111038,ISPY2_111038,GSM5825916,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +111674,ISPY2_111674,GSM5825919,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +111881,ISPY2_111881,GSM5825920,GPL30493,Breast cancer biopsy (pre-treatment),1,1,1,1,Paclitaxel + Neratinib,ComBat Adjust +112606,ISPY2_112606,GSM5825921,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +117424,ISPY2_117424,GSM5825927,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Neratinib,ComBat Adjust +120001,ISPY2_120001,GSM5825931,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + Neratinib,ComBat Adjust +122795,ISPY2_122795,GSM5825935,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +125385,ISPY2_125385,GSM5825938,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +127675,ISPY2_127675,GSM5825940,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + Neratinib,ComBat Adjust +129837,ISPY2_129837,GSM5825944,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +129973,ISPY2_129973,GSM5825945,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +134526,ISPY2_134526,GSM5825952,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Neratinib,ComBat Adjust +139137,ISPY2_139137,GSM5825956,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +139771,ISPY2_139771,GSM5825957,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Neratinib,ComBat Adjust +141782,ISPY2_141782,GSM5825959,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +145513,ISPY2_145513,GSM5825962,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +151230,ISPY2_151230,GSM5825970,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +151481,ISPY2_151481,GSM5825971,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,ComBat Adjust +153880,ISPY2_153880,GSM5825976,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +154293,ISPY2_154293,GSM5825977,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +155171,ISPY2_155171,GSM5825978,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +157463,ISPY2_157463,GSM5825981,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +159352,ISPY2_159352,GSM5825983,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +160120,ISPY2_160120,GSM5825984,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +166412,ISPY2_166412,GSM5825988,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +166782,ISPY2_166782,GSM5825989,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +169536,ISPY2_169536,GSM5825992,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +172283,ISPY2_172283,GSM5825995,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +174903,ISPY2_174903,GSM5825997,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +178649,ISPY2_178649,GSM5826000,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Neratinib,ComBat Adjust +178815,ISPY2_178815,GSM5826001,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Neratinib,ComBat Adjust +180027,ISPY2_180027,GSM5826004,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +181819,ISPY2_181819,GSM5826007,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel,ComBat Adjust +183831,ISPY2_183831,GSM5826009,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + MK-2206,ComBat Adjust +188091,ISPY2_188091,GSM5826010,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +188511,ISPY2_188511,GSM5826011,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +190224,ISPY2_190224,GSM5826013,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +192548,ISPY2_192548,GSM5826014,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +197942,ISPY2_197942,GSM5826018,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,ComBat Adjust +198891,ISPY2_198891,GSM5826019,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +201873,ISPY2_201873,GSM5826024,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +202539,ISPY2_202539,GSM5826026,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel,ComBat Adjust +202956,ISPY2_202956,GSM5826027,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Neratinib,ComBat Adjust +203254,ISPY2_203254,GSM5826029,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +208265,ISPY2_208265,GSM5826031,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +211408,ISPY2_211408,GSM5826036,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +220664,ISPY2_220664,GSM5826046,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Neratinib,ComBat Adjust +222135,ISPY2_222135,GSM5826050,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +223526,ISPY2_223526,GSM5826052,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Neratinib,ComBat Adjust +225836,ISPY2_225836,GSM5826053,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + Neratinib,ComBat Adjust +227832,ISPY2_227832,GSM5826055,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +227881,ISPY2_227881,GSM5826056,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +228340,ISPY2_228340,GSM5826058,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +229144,ISPY2_229144,GSM5826059,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +229824,ISPY2_229824,GSM5826061,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +233832,ISPY2_233832,GSM5826064,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +233962,ISPY2_233962,GSM5826065,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Neratinib,ComBat Adjust +234272,ISPY2_234272,GSM5826066,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +234723,ISPY2_234723,GSM5826067,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +238790,ISPY2_238790,GSM5826071,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +239061,ISPY2_239061,GSM5826072,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +243836,ISPY2_243836,GSM5826080,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + Neratinib,ComBat Adjust +245655,ISPY2_245655,GSM5826081,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +246134,ISPY2_246134,GSM5826082,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +248255,ISPY2_248255,GSM5826084,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +255078,ISPY2_255078,GSM5826090,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +255388,ISPY2_255388,GSM5826091,GPL30493,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +255535,ISPY2_255535,GSM5826092,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +259206,ISPY2_259206,GSM5826095,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +262131,ISPY2_262131,GSM5826098,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +264678,ISPY2_264678,GSM5826101,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +267306,ISPY2_267306,GSM5826104,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +273745,ISPY2_273745,GSM5826108,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +277848,ISPY2_277848,GSM5826111,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +282082,ISPY2_282082,GSM5826115,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel,ComBat Adjust +282644,ISPY2_282644,GSM5826116,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +284355,ISPY2_284355,GSM5826119,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +284593,ISPY2_284593,GSM5826121,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +286984,ISPY2_286984,GSM5826123,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +287300,ISPY2_287300,GSM5826124,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +291515,ISPY2_291515,GSM5826129,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +294176,ISPY2_294176,GSM5826131,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Neratinib,ComBat Adjust +298101,ISPY2_298101,GSM5826136,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +299364,ISPY2_299364,GSM5826137,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +303947,ISPY2_303947,GSM5826145,GPL30493,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + Neratinib,ComBat Adjust +306127,ISPY2_306127,GSM5826146,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +307659,ISPY2_307659,GSM5826148,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +316996,ISPY2_316996,GSM5826154,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +318438,ISPY2_318438,GSM5826160,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,ComBat Adjust +318569,ISPY2_318569,GSM5826161,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +327133,ISPY2_327133,GSM5826168,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +327142,ISPY2_327142,GSM5826169,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Neratinib,ComBat Adjust +331192,ISPY2_331192,GSM5826175,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +335091,ISPY2_335091,GSM5826178,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Trastuzumab,ComBat Adjust +340186,ISPY2_340186,GSM5826180,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +345574,ISPY2_345574,GSM5826188,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +348009,ISPY2_348009,GSM5826191,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +349225,ISPY2_349225,GSM5826192,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +349639,ISPY2_349639,GSM5826194,GPL30493,Breast cancer biopsy (pre-treatment),1,1,1,1,Paclitaxel + Neratinib,ComBat Adjust +350331,ISPY2_350331,GSM5826195,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +357017,ISPY2_357017,GSM5826202,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +360937,ISPY2_360937,GSM5826204,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +362993,ISPY2_362993,GSM5826207,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,ComBat Adjust +367682,ISPY2_367682,GSM5826210,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +373346,ISPY2_373346,GSM5826213,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +373672,ISPY2_373672,GSM5826214,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,ComBat Adjust +374106,ISPY2_374106,GSM5826215,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +374121,ISPY2_374121,GSM5826216,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +375455,ISPY2_375455,GSM5826218,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +378401,ISPY2_378401,GSM5826222,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,1,Paclitaxel + AMG 386,ComBat Adjust +380239,ISPY2_380239,GSM5826224,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +380769,ISPY2_380769,GSM5826225,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +382853,ISPY2_382853,GSM5826227,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + Trastuzumab,ComBat Adjust +386664,ISPY2_386664,GSM5826230,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +388581,ISPY2_388581,GSM5826231,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +395076,ISPY2_395076,GSM5826233,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel,ComBat Adjust +395379,ISPY2_395379,GSM5826235,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +402265,ISPY2_402265,GSM5826240,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +405717,ISPY2_405717,GSM5826242,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,ComBat Adjust +406190,ISPY2_406190,GSM5826243,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +411684,ISPY2_411684,GSM5826249,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +414286,ISPY2_414286,GSM5826256,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +415039,ISPY2_415039,GSM5826259,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +417654,ISPY2_417654,GSM5826262,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Neratinib,ComBat Adjust +420523,ISPY2_420523,GSM5826265,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +422013,ISPY2_422013,GSM5826268,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +422450,ISPY2_422450,GSM5826269,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + Neratinib,ComBat Adjust +423619,ISPY2_423619,GSM5826271,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Neratinib,ComBat Adjust +426106,ISPY2_426106,GSM5826275,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +427321,ISPY2_427321,GSM5826276,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +433144,ISPY2_433144,GSM5826281,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,1,Paclitaxel,ComBat Adjust +435313,ISPY2_435313,GSM5826283,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +437968,ISPY2_437968,GSM5826286,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +442637,ISPY2_442637,GSM5826288,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +443444,ISPY2_443444,GSM5826291,GPL30493,Breast cancer biopsy (pre-treatment),0,1,1,0,Paclitaxel + Neratinib,ComBat Adjust +443708,ISPY2_443708,GSM5826292,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +451482,ISPY2_451482,GSM5826294,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +451816,ISPY2_451816,GSM5826295,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +460776,ISPY2_460776,GSM5826305,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel,ComBat Adjust +461824,ISPY2_461824,GSM5826307,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +477816,ISPY2_477816,GSM5826321,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +478484,ISPY2_478484,GSM5826324,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + Neratinib,ComBat Adjust +479417,ISPY2_479417,GSM5826326,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +484867,ISPY2_484867,GSM5826329,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +489504,ISPY2_489504,GSM5826333,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel,ComBat Adjust +489973,ISPY2_489973,GSM5826334,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +491526,ISPY2_491526,GSM5826337,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +495440,ISPY2_495440,GSM5826346,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +496205,ISPY2_496205,GSM5826347,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + AMG 386,ComBat Adjust +507198,ISPY2_507198,GSM5826357,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +511851,ISPY2_511851,GSM5826361,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +515105,ISPY2_515105,GSM5826362,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +515141,ISPY2_515141,GSM5826363,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,1,Paclitaxel + AMG 386,ComBat Adjust +515565,ISPY2_515565,GSM5826366,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +517446,ISPY2_517446,GSM5826369,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +519738,ISPY2_519738,GSM5826373,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +520258,ISPY2_520258,GSM5826374,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel,ComBat Adjust +520471,ISPY2_520471,GSM5826375,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + Ganitumab,ComBat Adjust +527320,ISPY2_527320,GSM5826380,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,ComBat Adjust +531672,ISPY2_531672,GSM5826385,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +539291,ISPY2_539291,GSM5826392,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +540539,ISPY2_540539,GSM5826395,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +541165,ISPY2_541165,GSM5826396,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +549172,ISPY2_549172,GSM5826401,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,ComBat Adjust +552313,ISPY2_552313,GSM5826405,GPL30493,Breast cancer biopsy (pre-treatment),0,1,1,1,Paclitaxel + Neratinib,ComBat Adjust +553141,ISPY2_553141,GSM5826408,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +563856,ISPY2_563856,GSM5826414,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Neratinib,ComBat Adjust +564234,ISPY2_564234,GSM5826415,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +566011,ISPY2_566011,GSM5826417,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +568331,ISPY2_568331,GSM5826420,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +570148,ISPY2_570148,GSM5826422,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +570380,ISPY2_570380,GSM5826423,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +572235,ISPY2_572235,GSM5826429,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +572444,ISPY2_572444,GSM5826430,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Neratinib,ComBat Adjust +572731,ISPY2_572731,GSM5826431,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +573586,ISPY2_573586,GSM5826433,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +573881,ISPY2_573881,GSM5826435,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Neratinib,ComBat Adjust +573919,ISPY2_573919,GSM5826436,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +575372,ISPY2_575372,GSM5826438,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +578975,ISPY2_578975,GSM5826440,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,1,Paclitaxel + MK-2206,ComBat Adjust +579881,ISPY2_579881,GSM5826441,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +580632,ISPY2_580632,GSM5826443,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +581648,ISPY2_581648,GSM5826445,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,ComBat Adjust +587388,ISPY2_587388,GSM5826449,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +590220,ISPY2_590220,GSM5826453,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + MK-2206,ComBat Adjust +591180,ISPY2_591180,GSM5826456,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +592535,ISPY2_592535,GSM5826458,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +596079,ISPY2_596079,GSM5826459,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + Trastuzumab,ComBat Adjust +596458,ISPY2_596458,GSM5826460,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +597253,ISPY2_597253,GSM5826461,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +598798,ISPY2_598798,GSM5826464,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +600536,ISPY2_600536,GSM5826466,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +602943,ISPY2_602943,GSM5826469,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel,ComBat Adjust +604380,ISPY2_604380,GSM5826472,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +605713,ISPY2_605713,GSM5826473,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +607047,ISPY2_607047,GSM5826474,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + AMG 386,ComBat Adjust +611662,ISPY2_611662,GSM5826478,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +613188,ISPY2_613188,GSM5826479,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +614044,ISPY2_614044,GSM5826481,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,ComBat Adjust +615873,ISPY2_615873,GSM5826483,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel,ComBat Adjust +622078,ISPY2_622078,GSM5826489,GPL30493,Breast cancer biopsy (pre-treatment),0,1,1,0,Paclitaxel + Neratinib,ComBat Adjust +623086,ISPY2_623086,GSM5826492,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +625800,ISPY2_625800,GSM5826495,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +627118,ISPY2_627118,GSM5826497,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +627981,ISPY2_627981,GSM5826498,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,1,Paclitaxel,ComBat Adjust +628692,ISPY2_628692,GSM5826499,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Neratinib,ComBat Adjust +629210,ISPY2_629210,GSM5826502,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Neratinib,ComBat Adjust +630758,ISPY2_630758,GSM5826506,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +632408,ISPY2_632408,GSM5826509,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +635862,ISPY2_635862,GSM5826511,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +637752,ISPY2_637752,GSM5826515,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +640463,ISPY2_640463,GSM5826518,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +640927,ISPY2_640927,GSM5826519,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + Neratinib,ComBat Adjust +641246,ISPY2_641246,GSM5826520,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +646233,ISPY2_646233,GSM5826525,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +650589,ISPY2_650589,GSM5826528,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +651541,ISPY2_651541,GSM5826531,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Neratinib,ComBat Adjust +654956,ISPY2_654956,GSM5826537,GPL30493,Breast cancer biopsy (pre-treatment),0,1,1,0,Paclitaxel + Neratinib,ComBat Adjust +655703,ISPY2_655703,GSM5826539,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +660915,ISPY2_660915,GSM5826543,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +663467,ISPY2_663467,GSM5826547,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +666450,ISPY2_666450,GSM5826551,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +672734,ISPY2_672734,GSM5826554,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Ganitumab,ComBat Adjust +676048,ISPY2_676048,GSM5826556,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +677915,ISPY2_677915,GSM5826560,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel,ComBat Adjust +680881,ISPY2_680881,GSM5826562,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + MK-2206,ComBat Adjust +683374,ISPY2_683374,GSM5826564,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +685753,ISPY2_685753,GSM5826568,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +697098,ISPY2_697098,GSM5826583,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Neratinib,ComBat Adjust +697871,ISPY2_697871,GSM5826584,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +698094,ISPY2_698094,GSM5826585,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +706943,ISPY2_706943,GSM5826594,GPL30493,Breast cancer biopsy (pre-treatment),0,1,1,0,Paclitaxel + Neratinib,ComBat Adjust +708387,ISPY2_708387,GSM5826595,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +709559,ISPY2_709559,GSM5826596,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +714205,ISPY2_714205,GSM5826601,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +720065,ISPY2_720065,GSM5826603,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +723918,ISPY2_723918,GSM5826605,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +725455,ISPY2_725455,GSM5826608,GPL30493,Breast cancer biopsy (pre-treatment),0,1,1,0,Paclitaxel + Trastuzumab,ComBat Adjust +726091,ISPY2_726091,GSM5826609,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + Neratinib,ComBat Adjust +726381,ISPY2_726381,GSM5826610,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +728182,ISPY2_728182,GSM5826615,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +728714,ISPY2_728714,GSM5826617,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +729270,ISPY2_729270,GSM5826618,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +733962,ISPY2_733962,GSM5826622,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +742477,ISPY2_742477,GSM5826628,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +746265,ISPY2_746265,GSM5826630,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Neratinib,ComBat Adjust +746731,ISPY2_746731,GSM5826631,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +749097,ISPY2_749097,GSM5826634,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +756412,ISPY2_756412,GSM5826639,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +765671,ISPY2_765671,GSM5826643,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,1,Paclitaxel + AMG 386,ComBat Adjust +766301,ISPY2_766301,GSM5826645,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +766967,ISPY2_766967,GSM5826646,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + Ganitumab,ComBat Adjust +771443,ISPY2_771443,GSM5826652,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +771813,ISPY2_771813,GSM5826653,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +775346,ISPY2_775346,GSM5826655,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +778020,ISPY2_778020,GSM5826656,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +781335,ISPY2_781335,GSM5826660,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +782334,ISPY2_782334,GSM5826662,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +783578,ISPY2_783578,GSM5826664,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +789497,ISPY2_789497,GSM5826672,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +790070,ISPY2_790070,GSM5826673,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +790722,ISPY2_790722,GSM5826675,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +791944,ISPY2_791944,GSM5826677,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +794428,ISPY2_794428,GSM5826683,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel,ComBat Adjust +797427,ISPY2_797427,GSM5826686,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +800710,ISPY2_800710,GSM5826692,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel,ComBat Adjust +802778,ISPY2_802778,GSM5826696,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +803514,ISPY2_803514,GSM5826697,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +809037,ISPY2_809037,GSM5826703,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +809649,ISPY2_809649,GSM5826704,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + Trastuzumab,ComBat Adjust +812089,ISPY2_812089,GSM5826706,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + Neratinib,ComBat Adjust +814299,ISPY2_814299,GSM5826707,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +815421,ISPY2_815421,GSM5826708,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +819622,ISPY2_819622,GSM5826710,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +828199,ISPY2_828199,GSM5826718,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Neratinib,ComBat Adjust +833536,ISPY2_833536,GSM5826725,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +835137,ISPY2_835137,GSM5826727,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +835658,ISPY2_835658,GSM5826728,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,1,Paclitaxel + Neratinib,ComBat Adjust +836114,ISPY2_836114,GSM5826729,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + AMG 386,ComBat Adjust +836983,ISPY2_836983,GSM5826730,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +840501,ISPY2_840501,GSM5826732,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,1,Paclitaxel + AMG 386,ComBat Adjust +845663,ISPY2_845663,GSM5826737,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +849605,ISPY2_849605,GSM5826744,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +851180,ISPY2_851180,GSM5826745,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +859699,ISPY2_859699,GSM5826750,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Trastuzumab,ComBat Adjust +872188,ISPY2_872188,GSM5826759,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +876511,ISPY2_876511,GSM5826762,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +883696,ISPY2_883696,GSM5826767,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +883886,ISPY2_883886,GSM5826768,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +885590,ISPY2_885590,GSM5826771,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +889049,ISPY2_889049,GSM5826774,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + Trastuzumab,ComBat Adjust +889225,ISPY2_889225,GSM5826775,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +890414,ISPY2_890414,GSM5826778,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,1,Paclitaxel,ComBat Adjust +891645,ISPY2_891645,GSM5826779,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +894128,ISPY2_894128,GSM5826782,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + AMG 386,ComBat Adjust +894491,ISPY2_894491,GSM5826783,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +903880,ISPY2_903880,GSM5826795,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +904269,ISPY2_904269,GSM5826796,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +906042,ISPY2_906042,GSM5826798,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel,ComBat Adjust +910706,ISPY2_910706,GSM5826801,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +913225,ISPY2_913225,GSM5826803,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +916645,ISPY2_916645,GSM5826807,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel,ComBat Adjust +920479,ISPY2_920479,GSM5826810,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +922433,ISPY2_922433,GSM5826811,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +924812,ISPY2_924812,GSM5826815,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +925691,ISPY2_925691,GSM5826818,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +930172,ISPY2_930172,GSM5826824,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +930853,ISPY2_930853,GSM5826825,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,1,Paclitaxel + AMG 386,ComBat Adjust +932200,ISPY2_932200,GSM5826827,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel,ComBat Adjust +934459,ISPY2_934459,GSM5826828,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +941191,ISPY2_941191,GSM5826833,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + Neratinib,ComBat Adjust +942017,ISPY2_942017,GSM5826835,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel,ComBat Adjust +944419,ISPY2_944419,GSM5826838,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +944536,ISPY2_944536,GSM5826839,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +946927,ISPY2_946927,GSM5826840,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +953262,ISPY2_953262,GSM5826845,GPL30493,Breast cancer biopsy (pre-treatment),1,0,1,0,Paclitaxel + Neratinib,ComBat Adjust +955953,ISPY2_955953,GSM5826848,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +957408,ISPY2_957408,GSM5826849,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +959366,ISPY2_959366,GSM5826850,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +960963,ISPY2_960963,GSM5826853,GPL30493,Breast cancer biopsy (pre-treatment),1,1,0,0,Paclitaxel + MK-2206 + Trastuzumab,ComBat Adjust +961350,ISPY2_961350,GSM5826854,GPL30493,Breast cancer biopsy (pre-treatment),0,1,0,1,Paclitaxel + Neratinib,ComBat Adjust +962472,ISPY2_962472,GSM5826856,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + AMG 386,ComBat Adjust +962827,ISPY2_962827,GSM5826858,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +972307,ISPY2_972307,GSM5826865,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +973837,ISPY2_973837,GSM5826866,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + Ganitumab,ComBat Adjust +974618,ISPY2_974618,GSM5826868,GPL30493,Breast cancer biopsy (pre-treatment),0,0,0,1,Paclitaxel + AMG 386,ComBat Adjust +988443,ISPY2_988443,GSM5826878,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +994987,ISPY2_994987,GSM5826883,GPL30493,Breast cancer biopsy (pre-treatment),1,0,0,0,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust +997702,ISPY2_997702,GSM5826885,GPL30493,Breast cancer biopsy (pre-treatment),0,0,1,1,Paclitaxel + ABT 888 + Carboplatin,ComBat Adjust diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_preprocessing_summary.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_preprocessing_summary.md new file mode 100644 index 00000000..91b0d8a9 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_preprocessing_summary.md @@ -0,0 +1,42 @@ +# GSE194040 preprocessing summary + +Run timestamp: 2026-07-19T15:11:24 + +## Environment provenance +- This existing processed dataset was produced in the environment recorded by `logs/gse194040_session_info.json`: CPython 3.12.13 on 64-bit Windows, pandas 3.0.1, and NumPy 2.3.5. +- It has not been regenerated under the current prediction/testing lock, which specifies pandas 2.2.2 and NumPy 2.5.1. + +## Input files +- Expression: `GSE194040_ISPY2ResID_AgilentGeneExp_990_FrshFrzn_meanCol_geneLevel_n988.txt.gz`; SHA-1 `f84873f85a5ba8ca4a357a414e0b847532ed74d6` +- Series matrix: `GSE194040-GPL20078_series_matrix.txt.gz`; SHA-1 `6fdf48178aeb1a1394ae5718b1e13d026987ed86` +- Series matrix: `GSE194040-GPL30493_series_matrix.txt.gz`; SHA-1 `27a7ad81e2e7ffa42b9f9382928f43ff39312069` +- Source accession: `https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE194040` + +The downloaded archives are intentionally excluded from the submission and are +recreated by `scripts/preprocess_gse194040.py`. + +## Structure confirmed +- The expression file has genes as rows and ISPY2 numeric sample/patient IDs as columns. +- The matrix was transposed and duplicate patient/sample IDs were aggregated by the mean expression value to enforce one row per patient. +- Clinical labels were parsed from GEO `Sample_characteristics_ch1` fields and merged by numeric ISPY2 patient ID. + +## Final dataset +- Rows/patients: 987 +- Columns: 19143 +- Gene-expression features retained: 19134 of 19134 +- Genes removed for missingness > 20.00%: 0 +- Genes removed for near-zero variance <= 1e-08: 0 +- Remaining missing expression values: 2831 + +## Leakage note +- Filtering here is outcome-independent QC only: missingness and near-zero variance do not use pCR labels. +- Scaling, imputation, model-based feature selection, hyperparameter tuning, and train/test splits should be fit inside each training fold only. + +## Main outputs +- `data_processed/gse194040_ml_ready_pcr_expression.csv` (intentionally excluded; + SHA-1 `714aacadbdbfecbc882662ad36f578afc398201c`; SHA-256 + `4f00b3fdf4006129ed31835763dfc906245da1c6d383546a7fe354d5069de78a`) +- `data_processed/gse194040_data_dictionary.csv` +- `data_processed/gse194040_gene_feature_manifest.csv` +- `results/tables/gse194040_qc_summary.csv` +- `results/tables/gse194040_gene_feature_qc.csv` diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_removed_gene_features.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_removed_gene_features.csv new file mode 100644 index 00000000..8b137891 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/data_processed/gse194040_removed_gene_features.csv @@ -0,0 +1 @@ + diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_bco_pipeline_documentation.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_bco_pipeline_documentation.md new file mode 100644 index 00000000..065d54e0 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_bco_pipeline_documentation.md @@ -0,0 +1,111 @@ +# BCO companion documentation: GSE194040 exploratory pooled pCR classifier + +This Markdown file is the human-readable companion to `bco/gse194040_pcr_pipeline_bco_v1.json`. The JSON is the schema-validated IEEE 2791 object; this file is retained for project review and operational context. + +## Overview and usability domains + +The workflow prepares the public GSE194040/I-SPY2 expression data and applies an exploratory pooled binary classifier for pathological complete response (`pCR`). It supports reproducible research evaluation and validated one-row inference with the frozen scikit-learn pipeline. The submitted frozen artifact is the historical three-step `imputer` → `scaler` → `classifier` pipeline, not a binary produced by the corrected current training script. + +It is not a treatment-selection model, does not estimate treatment effects or treatment-arm benefit, and does not output calibrated clinical probabilities or individualized clinical risk. It has one internal locked test split and no external validation. + +## Provenance domain + +- Source accession: NCBI GEO `GSE194040`. +- Expression input: `GSE194040_ISPY2ResID_AgilentGeneExp_990_FrshFrzn_meanCol_geneLevel_n988.txt.gz`. +- Metadata inputs: `GSE194040-GPL20078_series_matrix.txt.gz` and `GSE194040-GPL30493_series_matrix.txt.gz`. +- The downloaded archives are intentionally excluded and are fetched from + NCBI GEO by the included preprocessing script. +- Sole package contributor: Rhea Charles, George Washington University HIVE Lab; role: PredictMod Volunteer; email: `riocx1997@gmail.com`; ORCID: none provided. The BCO contribution field uses the schema-supported PAV term `contributedBy`. +- BCO license: CC BY 4.0. This identifies the BCO document license and does not assert a repository software license. +- Submitted trained-model license: CC BY 4.0 under the PredictMod User Guide. +- PredictMod repository source-code license: MIT. Original GSE194040 data remain + governed separately by NCBI GEO and the original submitters' terms. + +The expression data are treated as submitter-normalized, log2-transformed, gene-level, platform-harmonized, and batch-adjusted. Local preprocessing does not repeat normalization, probe collapse, or ComBat correction. + +## Execution domain + +### Step 1: preprocessing + +```powershell +python scripts\preprocess_gse194040.py +``` + +The script parses GEO inputs, transposes expression to patient rows, extracts `pCR`, `HR`, `HER2`, `MP`, treatment arm, platform, and accession metadata, merges on normalized patient identifiers, and averages the one duplicated cross-platform patient. It retains all 19,134 gene columns. Full-cohort missingness and variance are descriptive QC only; no gene is removed before the locked split. + +Historical primary output: +`data_processed/gse194040_ml_ready_pcr_expression.csv` (987 patients, 19,143 +columns, 19,134 expression features). The 124.73 MiB CSV is intentionally +excluded and can be recreated from the documented source inputs. + +### Step 2: corrected future retraining + +```powershell +python scripts\train_gse194040_models.py ` + --split results\tables\gse194040_train_test_split.csv ` + --cv-folds 3 ` + --n-jobs 1 ` + --output-dir results\evaluation\gse194040_retraining_ +``` + +The current script reads, but never rewrites, the saved 789/198 train/test membership. Only `expr_*` columns are model features. Its corrected Elastic Net pipeline is `missingness` → `imputer` → `variance` → `scaler` → `classifier`; supervised feature selection or PCA is included for the model families that use those steps. All fitted transformations and estimators are learned within each training fold. Five prespecified model families are compared on training CV, and a future selected model is evaluated on the locked test membership after selection. + +The submitted `models/gse194040_best_model.joblib` predates that correction and contains only `imputer` → `scaler` → `classifier`. The corrected current script did not produce that submitted binary. No retraining or replacement was performed because the leakage audit found that the added missingness and variance filters retained all 19,134 features in the historical training data and exact CV folds. + +Non-empty output directories are rejected. Future runs write model, metrics, plots, session versions, and convergence status under a new versioned directory. Those future artifacts will use the corrected pipeline. The historical files under `models/`, `results/tables/`, and `results/figures/` remain the submitted canonical artifacts. + +Convergence warnings are not globally suppressed. The frozen selected Elastic Net estimator reports 495 fitted iterations against `max_iter=1500`, so its recorded status is `converged_before_max_iter`; this was read from the existing model without refitting. + +### Step 3: single-patient inference + +```powershell +python scripts\predict_gse194040_single_patient.py input.csv output.csv +``` + +The CSV must have exactly one patient row, unique columns, and every model-required expression gene. The script loads the historical three-step frozen pipeline, aligns its 19,134 required features, and applies its fitted imputer, scaler, and classifier without retraining. It rejects unsupported formats, zero or multiple rows, duplicate columns, nonnumeric or infinite values, all-missing expression, more than 20% missing expression, and missing required genes. It writes no prediction on validation failure. Successful output contains a predicted class and `predicted_pCR_score`/`predicted_non_pCR_score`, explicitly uncalibrated model scores. + +## Parametric domain + +- Locked split: `results/tables/gse194040_train_test_split.csv`. +- Random state: 42. +- Training CV folds: 3. +- Search-level parallelism: `--n-jobs`; default 1, with nested Random Forest jobs fixed at 1. +- Training-fold maximum gene missingness: 20%. +- Training-fold variance threshold: `1e-8`. +- Logistic maximum iterations: 1500 for sparse candidates. +- Selected model parameters: `classifier__C=0.03`, `classifier__l1_ratio=0.8`. +- Single-patient maximum missingness: 20% after all required genes are present. + +## Input/output and checksums + +The JSON BCO includes IEEE-schema `sha1_checksum` values for raw GEO inputs, the +historical excluded ML-ready dataset, locked split, scripts, exact lockfile, +frozen model, canonical metrics, and current example prediction. Included +package files use intended final GitHub `blob/main` URLs; excluded GEO inputs +use their NCBI HTTPS download URLs, and the excluded derived dataset uses a +content-addressed SHA-1 URN. A separate reproducibility manifest records +SHA-256 values for protected included artifacts and the excluded dataset. + +Important outputs include: + +- `models/gse194040_best_model.joblib` +- `results/tables/gse194040_cv_model_comparison.csv` +- `results/tables/gse194040_final_test_metrics.csv` +- `results/figures/gse194040_final_roc_curve.png` +- `results/figures/gse194040_final_confusion_matrix.png` +- `results/tables/gse194040_single_patient_prediction_example_v2_uncalibrated_score.csv` + +## Error domain and verified empirical results + +Canonical locked-test point estimates remain unchanged: ROC AUC 0.790578, accuracy 0.727273, sensitivity 0.718750, specificity 0.731343, precision 0.560976, and F1 0.630137. The versioned locked evaluation reports PR-AUC 0.583637 and a bootstrap ROC-AUC 95% interval of 0.728491–0.852047. Held-out diagnostics report Brier score 0.186545, calibration intercept -0.637415, and calibration slope 1.335254. No calibration mapping was fitted or applied. + +The main empirical risks are the single internal split, modest sample size, high-dimensional expression space, subgroup instability, and lack of external validation. Algorithmic reproducibility is controlled with exact versions and seeds, but hardware/BLAS differences may still cause small floating-point variation. + +## BCO JSON and validation + +- IEEE 2791 object: `bco/gse194040_pcr_pipeline_bco_v1.json` +- Official schema snapshot: `schemas/ieee-2791-v1.4/` +- Validator: `scripts/validate_gse194040_bco.py` +- Saved result: `results/validation/gse194040_bco_validation_v1_20260719.json` + +The saved validation used JSON Schema Draft 7 through `jsonschema==4.26.0` and returned `valid` with zero errors. diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_calibration_analysis.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_calibration_analysis.md new file mode 100644 index 00000000..4a657bda --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_calibration_analysis.md @@ -0,0 +1,81 @@ +# GSE194040 Locked Held-Out Evaluation + +This analysis evaluates discrimination, classification uncertainty, and calibration of the already selected Elastic Net model on the saved held-out test split. It is a post-hoc diagnostic and does not alter the trained model or the original discrimination and classification results. + +## Reproduce + +```powershell +python scripts\analyze_gse194040_calibration.py +``` + +The script reads: + +- `models/gse194040_best_model.joblib` +- `data_processed/gse194040_ml_ready_pcr_expression.csv` +- `results/tables/gse194040_train_test_split.csv` + +The current default output directory is versioned and protected against overwrite: + +```text +results/evaluation/gse194040_locked_test_evaluation_v2_20260719/ +``` + +The original `results/calibration/gse194040_heldout_calibration_v1_20260719/` directory remains unchanged. To perform another run, supply a new versioned directory with `--output-dir`. + +## Evaluation Design + +- The saved test membership reconstructs 198 patients: 64 pCR and 134 non-pCR. +- The selected model is loaded exactly as saved and is not refit or tuned. +- The raw class-1 `predict_proba` values are analyzed as uncalibrated pCR model scores. +- The frozen model's class predictions and class-1 scores are calculated once. +- Recomputed ROC AUC, accuracy, sensitivity, specificity, precision, and F1 must match the canonical `gse194040_final_test_metrics.csv` values within `1e-12`, or the script fails without saving results. +- PR-AUC is reported as average precision. +- Confidence intervals use a paired patient-level nonparametric bootstrap: each replicate resamples the observed label, frozen class prediction, and frozen score together. +- The default bootstrap uses 2,000 replicates and NumPy random seed `20260719`. +- No model fitting, calibration fitting, threshold selection, or parameter tuning occurs within the bootstrap. +- The diagnostic intercept/slope regression is not saved and is never applied to patient scores. +- The original AUC, threshold, classifications, and performance result files remain unchanged. + +## Definitions + +- **Brier score:** mean squared error between the binary pCR outcome and the model score; lower is better. +- **Calibration intercept:** intercept from a diagnostic logistic regression of held-out outcomes on the logit of the frozen model score. An ideal value is 0. +- **Calibration slope:** coefficient from that same diagnostic regression. An ideal value is 1. +- **Calibration curve:** observed pCR rate versus mean predicted pCR model score in ten equal-frequency held-out bins. +- **Observed versus predicted rate:** overall and bin-level difference between observed pCR frequency and mean model score. +- **PR-AUC:** average precision, which summarizes precision over recall thresholds using the frozen held-out scores. +- **Bootstrap 95% CI:** 2.5th and 97.5th percentiles of the paired patient-level bootstrap estimates. + +## Results + +| Diagnostic | Held-out result | +|---|---:| +| Patients | 198 | +| Observed pCR cases | 64 | +| PR-AUC (average precision) | 0.583637 | +| ROC AUC (95% CI) | 0.790578 (0.728491–0.852047) | +| Accuracy (95% CI) | 0.727273 (0.666667–0.787879) | +| Sensitivity (95% CI) | 0.718750 (0.612903–0.830508) | +| Specificity (95% CI) | 0.731343 (0.653839–0.805561) | +| Precision (95% CI) | 0.560976 (0.458321–0.670592) | +| F1 (95% CI) | 0.630137 (0.537313–0.716981) | +| Brier score | 0.186545 | +| Calibration intercept | -0.637415 | +| Calibration slope | 1.335254 | +| Mean predicted pCR model score | 0.448139 | +| Observed pCR rate | 0.323232 | +| Observed minus predicted rate | -0.124906 | + +The original ROC AUC and classification point estimates are unchanged. The overall negative observed-minus-predicted difference indicates that the model score is higher on average than the observed pCR rate in this test set. These internal diagnostics do not establish that the scores are clinical probabilities and do not replace external validation. + +## Outputs + +- `gse194040_locked_test_point_metrics_v2.csv` +- `gse194040_locked_test_bootstrap_95ci_v2.csv` +- `gse194040_locked_test_predictions_v2.csv` +- `gse194040_heldout_calibration_metrics_v2.csv` +- `gse194040_heldout_calibration_curve_v2.csv` +- `gse194040_observed_vs_predicted_pcr_rates_v2.csv` +- `gse194040_heldout_calibration_plot_v2.png` +- `gse194040_locked_test_evaluation_summary_v2.md` +- `gse194040_locked_test_evaluation_session_v2.json` diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_clinical_model_comparison.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_clinical_model_comparison.md new file mode 100644 index 00000000..81daa617 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_clinical_model_comparison.md @@ -0,0 +1,100 @@ +# GSE194040 Clinical and Expression Model Comparison + +This analysis compares a clinical baseline, the existing expression model, and a clinical-plus-expression model on the same saved GSE194040 split. It is an internal single-split comparison and does not replace or revise the canonical expression-model results. + +## Models + +### Clinical baseline + +- Variables: `HR`, `HER2`, `MP`, and `treatment_arm`. +- Binary variables are imputed within each training fold and standardized. +- Treatment arm is imputed and one-hot encoded within each training fold with unknown-category handling. +- Class-weighted logistic regression is tuned over L1/L2 penalties and `C` values 0.01, 0.1, 1, and 10. + +The training-only 3-fold stratified CV selected L2 logistic regression with `C=0.01`: + +- Mean CV ROC AUC: 0.719828 +- Mean CV PR-AUC (average precision): 0.558122 + +### Existing expression model + +The existing protected locked-test predictions are reused directly. The model is not refit and the canonical model or performance files are not modified. + +### Clinical plus expression + +The combined model is methodologically feasible because expression and clinical preprocessing can be contained in one pipeline and fitted independently inside every training CV fold. The model uses: + +- All 19,134 expression features with fold-specific median imputation and standardization. +- `HR`, `HER2`, and `MP` with fold-specific preprocessing. +- Fold-specific one-hot encoding of treatment arm. +- Class-weighted Elastic Net logistic regression tuned over the same `C` and `l1_ratio` grid used for the original expression candidate. + +Training-only CV selected `C=0.03` and `l1_ratio=0.8`: + +- Mean CV ROC AUC: 0.758801 +- Mean CV PR-AUC (average precision): 0.574776 + +## Locked-Test Procedure + +The saved membership contains 789 training patients and 198 locked test patients, including 64 pCR cases. Pipeline specifications and hyperparameter grids were finalized before test scoring. Both new best estimators were refit on all saved training patients, saved as new versioned models, and used for one locked-test scoring pass. + +The existing expression predictions must reproduce all six canonical classification/discrimination metrics within `1e-12` before the comparison proceeds. Test outcomes are used only for final evaluation and diagnostic calibration analysis. + +## Locked-Test Results + +PR-AUC is average precision. Brier score is lower-is-better. Calibration intercept and slope have ideal values of 0 and 1, respectively. All 95% confidence intervals use 2,000 paired patient-level nonparametric percentile bootstrap replicates with base seed `20260719` and deterministic model-specific seeds. + +| Model | ROC AUC (95% CI) | PR-AUC (95% CI) | Brier score (95% CI) | Calibration intercept (95% CI) | Calibration slope (95% CI) | +|---|---:|---:|---:|---:|---:| +| Clinical baseline | 0.705 (0.632–0.779) | 0.491 (0.383–0.623) | 0.218 (0.204–0.232) | -0.673 (-1.017–-0.370) | 1.678 (1.071–2.503) | +| Existing expression model | 0.791 (0.724–0.853) | 0.584 (0.471–0.715) | 0.187 (0.165–0.209) | -0.637 (-0.992–-0.292) | 1.335 (0.946–1.867) | +| Clinical plus expression | 0.789 (0.717–0.852) | 0.581 (0.467–0.713) | 0.187 (0.166–0.211) | -0.635 (-0.991–-0.293) | 1.324 (0.909–1.864) | + +Mean predicted pCR scores were 0.474865 for the clinical baseline, 0.448139 for the existing expression model, and 0.447904 for the combined model, compared with an observed pCR rate of 0.323232. These are uncalibrated model scores, not clinical probabilities. + +## Paired Discrimination Comparisons + +Positive differences favor model A. The intervals resample the same patients for both models. + +| Model A | Model B | Metric | Difference, A−B (95% CI) | +|---|---|---|---:| +| Clinical baseline | Existing expression | ROC AUC | -0.085 (-0.160–-0.017) | +| Clinical baseline | Existing expression | PR-AUC | -0.093 (-0.207–0.014) | +| Clinical plus expression | Existing expression | ROC AUC | -0.001 (-0.005–0.002) | +| Clinical plus expression | Existing expression | PR-AUC | -0.002 (-0.012–0.004) | +| Clinical plus expression | Clinical baseline | ROC AUC | 0.084 (0.016–0.158) | +| Clinical plus expression | Clinical baseline | PR-AUC | 0.091 (-0.020–0.197) | + +The expression and combined models have nearly identical locked-test discrimination and calibration. Adding the available clinical variables did not produce a detectable improvement over the existing expression model in this test sample. The clinical baseline had lower ROC AUC; its paired ROC AUC difference from the expression model excluded zero, while its PR-AUC difference did not. + +## Calibration Limits + +Calibration intercept and slope are diagnostic regressions fitted only to summarize held-out behavior. They are not saved or applied as calibration mappings. None of the score fields should be described as clinical probabilities. External validation and prospective clinical-utility assessment remain necessary. + +## Reproduce + +```powershell +python scripts\train_evaluate_gse194040_clinical_models.py +``` + +The default output directory is versioned and protected against overwrite: + +```text +results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/ +``` + +To repeat the analysis, specify a new versioned `--output-dir` rather than replacing this result. + +## Outputs + +- `gse194040_clinical_baseline_model_v1.joblib` +- `gse194040_clinical_plus_expression_model_v1.joblib` +- `gse194040_clinical_models_training_cv_results_v1.csv` +- `gse194040_model_comparison_locked_test_predictions_v1.csv` +- `gse194040_model_comparison_locked_test_metrics_v1.csv` +- `gse194040_model_comparison_bootstrap_95ci_v1.csv` +- `gse194040_model_comparison_pairwise_differences_v1.csv` +- `gse194040_model_comparison_calibration_curve_v1.csv` +- `gse194040_model_comparison_calibration_plot_v1.png` +- `gse194040_clinical_expression_comparison_summary_v1.md` +- `gse194040_clinical_expression_comparison_session_v1.json` diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_preprocessing_leakage_audit.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_preprocessing_leakage_audit.md new file mode 100644 index 00000000..2d63923d --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_preprocessing_leakage_audit.md @@ -0,0 +1,55 @@ +# GSE194040 Preprocessing Leakage Audit + +## Finding + +The original `preprocess_gse194040.py` calculated feature missingness and population variance using all 987 labeled patients before the train/test split. Although these rules do not use pCR labels, their selected feature set was informed by the locked test covariates and should instead be learned from training data. + +The original training pipeline was otherwise correctly structured: + +- Median imputation was inside every sklearn pipeline. +- Standardization was inside all models that required scaling. +- Supervised `SelectKBest(f_classif)` was inside the Random Forest and calibrated Linear SVM pipelines. +- PCA was inside the PCA-logistic pipeline. +- Hyperparameter tuning and model fitting occurred inside training-set cross-validation. + +Dataset normalization, log2 transformation, gene-level collapsing, and platform/batch adjustment were performed by the GEO data submitters before publication and are not parameters learned by this project from the locked test set. + +## Impact Check Before Editing + +The current 19,134-feature dataset and saved split were checked at the historical thresholds: missingness greater than 20% and variance at or below `1e-8`. + +| Scope | Failing missingness | Failing variance | Maximum missingness | Minimum variance | +|---|---:|---:|---:|---:| +| Full cohort | 0 | 0 | 6.2817% | 0.074928 | +| Saved training set | 0 | 0 | 5.8302% | 0.074767 | +| CV training fold 1 | 0 | 0 | 5.1331% | 0.071076 | +| CV training fold 2 | 0 | 0 | 6.2738% | 0.077398 | +| CV training fold 3 | 0 | 0 | 6.6540% | 0.073395 | + +Thus, the historical filters retained every gene, and the corrected filters also retain every gene in the saved training set and each exact CV training fold. The current dataset, CV inputs, and verified results were not affected. + +## Correction + +`preprocess_gse194040.py` now performs structural preparation and descriptive QC only. It retains every expression feature and does not remove all-expression-missing patients before splitting. Missingness and variance thresholds are recorded only as downstream pipeline settings. + +`train_gse194040_models.py` now places transformations in this order: + +1. Training-fit missingness filter. +2. Training-fit median imputation. +3. Training-fit variance filter. +4. Standardization where applicable. +5. Supervised feature selection or PCA where applicable. +6. Classifier fitting. + +All steps are cloned and fitted independently inside each CV training fold. The corrected script reads the existing saved split rather than regenerating or overwriting it, and defaults to a new protected versioned output directory. + +## Retraining Decision + +No retraining or new locked-test evaluation was performed because relocating the filters is an identity operation on the current full training set and all CV folds. Re-evaluating the locked test would add no corrected information. The existing trained model and verified performance results remain the authoritative outputs. + +If future data or thresholds cause either filter to remove features, run the corrected script with a new versioned `--output-dir`; those outputs must remain separate from the canonical results. + +## Versioned Audit Artifacts + +- `results/evaluation/gse194040_preprocessing_leakage_audit_v1_20260719/gse194040_preprocessing_filter_impact_v1.json` +- `results/evaluation/gse194040_preprocessing_leakage_audit_v1_20260719/gse194040_preprocessing_leakage_audit_summary_v1.md` diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_reproducibility.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_reproducibility.md new file mode 100644 index 00000000..f1e2b5e1 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_reproducibility.md @@ -0,0 +1,62 @@ +# GSE194040 reproducibility record + +## Historical preprocessing environment + +The historical `data_processed/gse194040_ml_ready_pcr_expression.csv` was +produced by the preprocessing run recorded in +`logs/gse194040_session_info.json`. That record identifies CPython 3.12.13 on +64-bit Windows, pandas 3.0.1, and NumPy 2.3.5. The processed dataset was not +regenerated during package preparation and is intentionally excluded from the +submission. These versions remain its historical artifact-producing provenance +even though they differ from the current lock. The included preprocessing +script downloads the three public GEO inputs and recreates the table. + +## Current prediction and testing environment + +The supported environment for loading the frozen model, running prediction, +validating the BCO, and executing the automated tests is CPython 3.12.13 on +64-bit Windows. `requirements.txt` exactly pins direct dependencies, +`requirements-lock.txt` freezes all installed transitive packages, and +`environment.yml` records Python 3.12.13 and pip 25.0.1. + +```powershell +python -m venv .venv +.\.venv\Scripts\python -m pip install -r requirements-lock.txt +.\.venv\Scripts\python -m pip check +.\.venv\Scripts\python -m pytest -q +``` + +The clean verification environment used NumPy 2.5.1, pandas 2.2.2, SciPy 1.18.0, scikit-learn 1.9.0, joblib 1.5.3, matplotlib 3.11.1, pytest 9.1.1, jsonschema 4.26.0, and referencing 0.37.0. No `python_packages` directory was on `sys.path`; all project scripts are independent of that ignored legacy folder. + +The current lock is also intended for future versioned preprocessing and +training runs, but it is not claimed to be the environment that produced the +existing processed dataset. The machine and library details, explicit +historical/current environment roles, lockfile SHA-256, checksums for included +canonical artifacts, checksums and dimensions for intentionally excluded +recreatable data, CPU count, and fitted model iteration status are saved in +`results/reproducibility/gse194040_reproducibility_manifest_v1_20260719.json`. + +## Warning and convergence policy + +The training script no longer installs any global warning filters. Scikit-learn convergence warnings remain visible. Each future versioned training run writes `logs/gse194040_model_convergence_status.json` for every selected model-family estimator and includes the selected model status in its metadata. + +The frozen canonical Elastic Net model was inspected without refitting. Its fitted Logistic Regression reports `n_iter_=[495]` with `max_iter=1500`, recorded as `converged_before_max_iter`. The two frozen clinical-comparison estimators are also recorded in the reproducibility manifest. + +## CPU/resource policy + +`train_gse194040_models.py` and `train_evaluate_gse194040_clinical_models.py` accept `--n-jobs`. They reject zero and values below -1. `GridSearchCV` owns parallelism; the nested Random Forest uses one job, avoiding an unrequested second all-core pool. The default is one job. + +## Output protection + +The canonical model, split, metrics, and figures are not rewritten. Training and analysis scripts reject non-empty output directories and require a new versioned location for reruns. The files modified during this work were copied first to `backups/20260719_final_repro_bco_verification/`. + +## Verification commands and results + +- Current submission suite: 41 automated tests. +- BCO validation: `valid`, zero errors; saved at `results/validation/gse194040_bco_validation_v1_20260719.json`. +- Canonical hash audit: all seven included protected SHA-256 values matched. + The excluded processed table retains its historical SHA-1/SHA-256 values, + dimensions (987 rows, 19,143 columns, 19,134 expression features), and source + archive SHA-1 values in the reproducibility manifest and BCO. + +The full model was not retrained. This preserves the locked methodology and verified results; the existing estimator’s convergence status was read directly from the saved artifact. diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_single_patient_prediction_usage.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_single_patient_prediction_usage.md new file mode 100644 index 00000000..b9563255 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_single_patient_prediction_usage.md @@ -0,0 +1,40 @@ +# GSE194040 Single-Patient pCR Prediction + +Use `scripts/predict_gse194040_single_patient.py` to score one patient/sample row with the saved Elastic Net pCR model. + +## Command + +```powershell +python ` + scripts\predict_gse194040_single_patient.py ` + examples\gse194040_single_patient_input_example.csv ` + results\tables\gse194040_single_patient_prediction_example_v2_uncalibrated_score.csv +``` + +The script loads: + +```text +models/gse194040_best_model.joblib +``` + +## Input Format + +The input CSV must contain exactly one row and all `expr_*` gene-expression feature columns used during training. Extra metadata columns are ignored, though `sample_id` and `patient_id` are copied to the output when present. + +The target column `pCR` should not be included for real prediction. If present, it is ignored because only `expr_*` model features are used. + +## Output Columns + +- `sample_id`, when present in input +- `patient_id`, when present in input +- `predicted_pCR_class`: predicted class, where `1` means predicted pCR and `0` means predicted non-pCR +- `predicted_pCR_score`: uncalibrated model score for class `1` +- `predicted_non_pCR_score`: uncalibrated model score for class `0` + +These scores are the saved classifier's raw `predict_proba` outputs, renamed to prevent clinical overinterpretation. They are bounded between 0 and 1 and sum to 1, but the model has not undergone probability calibration or external validation. Do not interpret them as clinical probabilities, individualized risks, treatment-response probabilities, or treatment-effect estimates. + +The canonical example output is `results/tables/gse194040_single_patient_prediction_example_v2_uncalibrated_score.csv`. Its versioned filename and score-based column names make the uncalibrated status explicit. + +## Leakage Note + +The saved sklearn pipeline contains the imputer, scaler, and Elastic Net classifier fitted on the final training set only. This prediction script only aligns columns and calls the saved pipeline; it does not refit preprocessing on the input patient. diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_subgroup_evaluation.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_subgroup_evaluation.md new file mode 100644 index 00000000..12001317 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/docs/gse194040_subgroup_evaluation.md @@ -0,0 +1,59 @@ +# GSE194040 Locked Test Subgroup Evaluation + +This analysis describes frozen-model performance within prespecified clinical and treatment metadata groups on the existing 198-patient locked test set. It uses the versioned locked predictions and does not load, retrain, recalibrate, or tune the model. + +## Reproduce + +```powershell +python scripts\analyze_gse194040_subgroups.py +``` + +The script reads: + +- `results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_predictions_v2.csv` +- `results/tables/gse194040_train_test_split.csv` +- `data_processed/gse194040_ml_ready_pcr_expression.csv` +- `results/tables/gse194040_final_test_metrics.csv` + +Before subgroup estimation, sample membership and outcomes must agree across the locked predictions, saved split, and processed data. The six overall discrimination and classification metrics must also reproduce the canonical metrics within `1e-12`. + +## Reporting Rules + +- HR/HER2 groups are the four combinations of the saved binary `HR` and `HER2` fields. +- MP groups are reported as the saved `MP=0` and `MP=1` encodings. +- Treatment arms are estimated only when n≥10 with at least three pCR and three non-pCR patients. +- Any estimated subgroup with n<30 is explicitly marked `exploratory_small_sample`. +- Groups that do not meet the reporting rule retain sample and outcome counts, but performance estimates are left blank. +- ROC AUC, sensitivity, and specificity 95% confidence intervals use 2,000 paired patient-level nonparametric percentile bootstrap replicates with base seed `20260719`. A deterministic group-specific seed derived from that base seed makes every group reproducible and order-independent. + +## Results + +| Family | Subgroup | n | pCR | ROC AUC (95% CI) | Sensitivity (95% CI) | Specificity (95% CI) | Status | +|---|---|---:|---:|---:|---:|---:|---| +| HR/HER2 | HR-/HER2- | 66 | 28 | 0.696 (0.563–0.820) | 0.750 (0.576–0.913) | 0.605 (0.444–0.758) | Reported | +| HR/HER2 | HR-/HER2+ | 15 | 6 | 0.519 (0.178–0.852) | 0.833 (0.500–1.000) | 0.111 (0.000–0.364) | Exploratory | +| HR/HER2 | HR+/HER2- | 74 | 13 | 0.812 (0.659–0.938) | 0.385 (0.125–0.667) | 0.918 (0.845–0.983) | Reported | +| HR/HER2 | HR+/HER2+ | 43 | 17 | 0.855 (0.723–0.960) | 0.882 (0.714–1.000) | 0.692 (0.517–0.862) | Reported | +| MP status | MP=0 | 119 | 25 | 0.818 (0.712–0.915) | 0.680 (0.484–0.864) | 0.830 (0.747–0.903) | Reported | +| MP status | MP=1 | 79 | 39 | 0.658 (0.531–0.774) | 0.744 (0.605–0.875) | 0.500 (0.343–0.659) | Reported | +| Treatment | Paclitaxel | 40 | 8 | 0.750 (0.513–0.928) | 0.750 (0.400–1.000) | 0.750 (0.586–0.893) | Reported | +| Treatment | Paclitaxel + ABT 888 + Carboplatin | 15 | 5 | 0.700 (0.385–0.940) | 0.800 (0.333–1.000) | 0.600 (0.273–0.900) | Exploratory | +| Treatment | Paclitaxel + AMG 386 | 15 | 6 | 0.907 (0.727–1.000) | 0.500 (0.000–1.000) | 1.000 (1.000–1.000) | Exploratory | +| Treatment | Paclitaxel + Ganetespib | 11 | 3 | 0.667 (0.000–1.000) | 0.667 (0.000–1.000) | 0.875 (0.600–1.000) | Exploratory | +| Treatment | Paclitaxel + Ganitumab | 18 | 4 | 0.875 (0.667–1.000) | 0.750 (0.000–1.000) | 0.786 (0.545–1.000) | Exploratory | +| Treatment | Paclitaxel + MK-2206 | 15 | 4 | 0.773 (0.429–1.000) | 0.500 (0.000–1.000) | 0.909 (0.700–1.000) | Exploratory | +| Treatment | Paclitaxel + Neratinib | 31 | 12 | 0.693 (0.504–0.863) | 0.667 (0.385–0.917) | 0.526 (0.300–0.750) | Reported | +| Treatment | Paclitaxel + Pembrolizumab | 15 | 6 | 0.907 (0.700–1.000) | 0.667 (0.250–1.000) | 0.889 (0.625–1.000) | Exploratory | +| Treatment | T-DM1 + Pertuzumab | 12 | 7 | 1.000 (1.000–1.000) | 1.000 (1.000–1.000) | 1.000 (1.000–1.000) | Exploratory | + +Treatment arms not estimated were Paclitaxel + AMG 386 + Trastuzumab (n=5, pCR=1), Paclitaxel + MK-2206 + Trastuzumab (n=5, pCR=1), Paclitaxel + Pertuzumab + Trastuzumab (n=9, pCR=4), and Paclitaxel + Trastuzumab (n=7, pCR=3). + +## Interpretation Limits + +These are internal descriptive subgroup estimates from one locked test split. Many intervals are wide, and apparent differences between subgroups can reflect sampling variation. The analysis does not test interactions, estimate treatment effects, establish treatment-arm superiority, or provide external validation. Perfect estimates in very small groups are especially unstable and remain explicitly exploratory. + +## Versioned Outputs + +- `results/evaluation/gse194040_locked_test_subgroups_v1_20260719/gse194040_locked_test_subgroup_metrics_v1.csv` +- `results/evaluation/gse194040_locked_test_subgroups_v1_20260719/gse194040_locked_test_subgroup_summary_v1.md` +- `results/evaluation/gse194040_locked_test_subgroups_v1_20260719/gse194040_locked_test_subgroup_session_v1.json` diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/environment.yml b/flask_backend/models/gse194040_pcr_expression_elastic_net/environment.yml new file mode 100644 index 00000000..160cd328 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/environment.yml @@ -0,0 +1,8 @@ +name: gse194040-pcr +channels: + - conda-forge +dependencies: + - python=3.12.13 + - pip=25.0.1 + - pip: + - -r requirements-lock.txt diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/examples/gse194040_single_patient_input_example.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/examples/gse194040_single_patient_input_example.csv new file mode 100644 index 00000000..16493270 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/examples/gse194040_single_patient_input_example.csv @@ -0,0 +1,2 @@ +sample_id,patient_id,HR,HER2,MP,treatment_arm,gsm,platform,expr_FAM174B,expr_SV2B,expr_RBPMS2,expr_AVEN,expr_PRM1,expr_ESRP2,expr_CDH16,expr_NELL2,expr_DECR2,expr_PPP4C,expr_IL34,expr_NTN3,expr_KAT8,expr_VKORC1,expr_ROGDI,expr_PSMB3,expr_LPO,expr_MGAT4C,expr_PNMT,expr_ZBTB4,expr_SERPINF1,expr_HELZ,expr_MAPK7,expr_PMP22,expr_SKAP1,expr_SLC25A39,expr_PNPLA2,expr_ZFP3,expr_SPNS3,expr_NOTUM,expr_KRTAP9-3,expr_KRTAP3-2,expr_KRT34,expr_OR1E1,expr_SPATA22,expr_COPZ2,expr_GRP,expr_NARS,expr_MYO5B,expr_C18orf21,expr_EML2,expr_ZNF285,expr_KRI1,expr_ATG4D,expr_ZNF426,expr_CYP2S1,expr_B3GNT8,expr_LINC00467,expr_C3,expr_EVI5L,expr_CCDC130,expr_ZNF442,expr_MAST1,expr_KLK11,expr_KCNC3,expr_IZUMO2,expr_RPS11,expr_CHMP6,expr_FGF21,expr_SPACA4,expr_ZNF565,expr_ZNF667,expr_KIR3DL2,expr_PTPRH,expr_CLC,expr_HDGFRP2,expr_PLIN3,expr_PRSS50,expr_MRPL54,expr_FUT5,expr_KISS1R,expr_SLC5A5,expr_SYDE1,expr_ZNF14,expr_ACOX2,expr_LPAR2,expr_FBN3,expr_ZFP36L2,expr_MARCO,expr_CXCR4,expr_ARPC2,expr_CPO,expr_MSH6,expr_SNRPG,expr_MARCH7,expr_MRPL19,expr_LHCGR,expr_BANK1,expr_CHST10,expr_NGEF,expr_CCT7,expr_CCT4,expr_ASTL,expr_FBLN7,expr_MSH2,expr_CTLA4,expr_PDE6D,expr_WISP2,expr_MATN4,expr_WFDC6,expr_DEFB129,expr_SNPH,expr_SMOX,expr_NAA20,expr_TMPRSS15,expr_MFAP2,expr_PWP2,expr_RSPH1,expr_DGCR14,expr_RAB36,expr_CRYBA4,expr_CTPS2,expr_YWHAH,expr_TOM1,expr_RBFOX2,expr_MAFF,expr_PNRC2,expr_DUSP23,expr_PIGM,expr_CFHR3,expr_KTI12,expr_TMEM59,expr_S100A7,expr_OCLM,expr_LCK,expr_RGS8,expr_OSCP1,expr_PLA2G5,expr_UBIAD1,expr_CYP2J2,expr_SELL,expr_HMGCS2,expr_ANXA9,expr_YY1AP1,expr_NES,expr_HSPB7,expr_OVGP1,expr_FCER1A,expr_LRRC8C,expr_BRINP3,expr_TTC13,expr_AURKAIP1,expr_UFC1,expr_B4GALT3,expr_AKR7A3,expr_CYP4Z1,expr_SUCO,expr_S100A3,expr_SYT2,expr_RPS6KC1,expr_ZMYM4,expr_TMEM69,expr_ELF3,expr_DDIT4,expr_MGMT,expr_ECHS1,expr_DNAJC9,expr_GHITM,expr_DUX4,expr_PIK3AP1,expr_ALOX5,expr_DUSP13,expr_CDK2AP2,expr_PRR34,expr_CORO1B,expr_SCT,expr_GYLTL1B,expr_NDUFS5,expr_VPS51,expr_CDCA5,expr_PELI3,expr_STT3A,expr_IL18,expr_ZBTB16,expr_TREH,expr_CHRM4,expr_SPA17,expr_EIF4G2,expr_MS4A5,expr_BEST1,expr_ROM1,expr_ATL3,expr_MRPL23,expr_HPGDS,expr_OR51G1,expr_TFDP3,expr_CAPN5,expr_GLI1,expr_ZNF84,expr_EIF2B1,expr_CCT2,expr_MAP3K12,expr_TESPA1,expr_GRASP,expr_KRT73,expr_SLCO1B3,expr_TAS2R14,expr_WBP11,expr_PLCZ1,expr_POC1B,expr_VAMP1,expr_TMEM116,expr_ATF1,expr_GPRC5D,expr_FGF6,expr_APPL2,expr_FGF9,expr_BIVM,expr_FRY,expr_TRPC4,expr_C1QTNF9B,expr_BTF3P11,expr_METRNL,expr_DIO3,expr_EXOC3L4,expr_AK7,expr_SERPINA11,expr_NFKBIA,expr_JAG2,expr_CMTM5,expr_RNASE7,expr_AKAP5,expr_SIX6,expr_KTN1,expr_L2HGDH,expr_FOS,expr_GSTZ1,expr_FOXN3-AS2,expr_SLC25A47,expr_FLJ10038,expr_CPEB1,expr_SEMA7A,expr_THAP10,expr_ENPP7,expr_NDN,expr_OAZ2,expr_CYTL1,expr_DNM1P35,expr_LCMT2,expr_CMC2,expr_GALNS,expr_WFDC1,expr_IGSF6,expr_DDX28,expr_CA7,expr_CMTM1,expr_PLCG2,expr_TBL3,expr_RAB11FIP3,expr_LUC7L,expr_CORO1A,expr_SULT1A2,expr_SIAH1,expr_PRSS27,expr_BBS2,expr_EMC8,expr_PMFBP1,expr_FUS,expr_ORAI3,expr_PPL,expr_CHST6,expr_ACSM1,expr_MRPS23,expr_TMEM11,expr_TCAP,expr_TNK1,expr_RPA1,expr_KIF2B,expr_RNF112,expr_RCVRN,expr_MEOX1,expr_ATP1A1,expr_SLC13A2,expr_CORO6,expr_LOC728392,expr_HES7,expr_KRTAP9-8,expr_KRTAP3-1,expr_KRT31,expr_OR3A3,expr_CEP76,expr_TRAPPC8,expr_NPC1,expr_ATP8B1,expr_SERPINB12,expr_PPP2R1A,expr_ZNF324,expr_ERCC1,expr_ZNF112,expr_CD79A,expr_TMEM190,expr_C19orf44,expr_FIZ1,expr_RGL3,expr_VRK3,expr_FUT1,expr_SULT2B1,expr_TMEM160,expr_NCR1,expr_SLC7A10,expr_TJP3,expr_PSG6,expr_GRIN3B,expr_RAB3A,expr_FXYD1,expr_TSSK6,expr_COX6B1,expr_OR7C2,expr_CYP4F12,expr_PPAP2C,expr_GJA4,expr_NDUFA7,expr_ADAMTS10,expr_NR2F6,expr_ZNF571,expr_DARS,expr_WDR35,expr_MARS2,expr_REG1P,expr_DDX1,expr_B3GALT1,expr_ANKLE2,expr_FAM136A,expr_WDSUB1,expr_EVA1A,expr_FSHR,expr_DOLK,expr_RNF181,expr_TLR1,expr_ALLC,expr_FHL2,expr_CNOT11,expr_YPEL5,expr_KCNK12,expr_TRIM54,expr_RPN2,expr_SALL4,expr_PLBD2,expr_EBF4,expr_AVP,expr_BFSP1,expr_NAPB,expr_RALY,expr_RBM39,expr_LAMA5,expr_GRIK1,expr_SLC5A3,expr_RIPPLY3,expr_PCP4,expr_C21orf33,expr_GSC2,expr_THAP7,expr_CHEK2,expr_STAC3,expr_NCF4,expr_SBF1,expr_LRIG1,expr_RNF7,expr_ZBTB11,expr_NR1I2,expr_LPHN3,expr_SYN2,expr_GHSR,expr_ITIH4,expr_ILDR1,expr_PSMD6,expr_CCDC54,expr_NICN1,expr_ADAMTS7,expr_FOXL2,expr_EIF2B5,expr_WDR53,expr_SLC12A8,expr_MGST2,expr_CTSO,expr_MSMO1,expr_HERC5,expr_ACTA1,expr_ACSL1,expr_CSN1S1,expr_METTL14,expr_ZNF185,expr_NDNF,expr_TACR3,expr_CWH43,expr_SLC9A7,expr_CHIC2,expr_PPWD1,expr_APBB3,expr_PCDHB1,expr_CLPTM1L,expr_UNC5A,expr_GIN1,expr_CDKL3,expr_SKIV2L2,expr_ZNF300,expr_PORCN,expr_DUSP1,expr_PRKAA1,expr_MYOT,expr_LECT2,expr_CSF1R,expr_CENPH,expr_AKAP4,expr_COX7C,expr_CNOT8,expr_TERT,expr_TSPYL4,expr_SLC17A5,expr_GSTA4,expr_FOXF2,expr_MPC1,expr_PSMB9,expr_YIPF3,expr_BMP15,expr_HIST1H3A,expr_HIST1H2BI,expr_HIST1H2BB,expr_OR2B2,expr_ZBTB12,expr_ZBTB22,expr_SPDEF,expr_COQ3,expr_TBC1D7,expr_TMEM14C,expr_ARG1,expr_MRS2,expr_SLC22A2,expr_SRRT,expr_MOSPD3,expr_SAP25,expr_WBSCR17,expr_CYTH3,expr_NXPH1,expr_STYXL1,expr_SHH,expr_ABCB5,expr_RUNDC3B,expr_RAMP3,expr_MRPL32,expr_PARP12,expr_SPAM1,expr_DLD,expr_ZNHIT1,expr_ZSCAN21,expr_CTHRC1,expr_OTUD6B,expr_CDH17,expr_MAK16,expr_KCNK9,expr_LRRC6,expr_GPR34,expr_IDO1,expr_MFHAS1,expr_DEFA5,expr_GSDMD,expr_KIAA0196,expr_NKRF,expr_AGO2,expr_DGAT1,expr_FIBCD1,expr_INSL4,expr_MMGT1,expr_DNAJB5,expr_GABBR2,expr_TMOD1,expr_DBH,expr_OBP2A,expr_RMI1,expr_FBXW5,expr_GTF3C5,expr_TEX10,expr_PJA1,expr_GGTA1P,expr_CCL21,expr_NUDT2,expr_FAM102A,expr_HDHD3,expr_MAGEE2,expr_ADK,expr_F8A1,expr_ABO,expr_CNOT10,expr_FOXE3,expr_PTP4A3,expr_CRIP2,expr_S1PR3,expr_LCMT1,expr_CST1,expr_HNRNPH2,expr_GPC5,expr_ADAMTS17,expr_CMC4,expr_SVOP,expr_PLXNA3,expr_AR,expr_FTO,expr_FGF3,expr_CRLF2,expr_TCEAL8,expr_SPARCL1,expr_GRIP1,expr_CNNM3,expr_C17orf70,expr_FAAH2,expr_ATP6AP2,expr_MAGEA11,expr_SLC34A3,expr_PDGFA,expr_HPRT1,expr_USP19,expr_ZBED2,expr_KATNA1,expr_NACC2,expr_VCY,expr_TTTY13,expr_TM4SF20,expr_PRY2,expr_PHEX,expr_LDOC1,expr_SSX3,expr_CCDC22,expr_GPKOW,expr_UBQLN2,expr_TSPAN7,expr_POU3F4,expr_RBBP7,expr_PRDX4,expr_ASB11,expr_PGRMC1,expr_CXCR3,expr_P2RY4,expr_CDX4,expr_XAGE3,expr_NXF5,expr_OPN1LW,expr_RGN,expr_MAGEE1,expr_TBL1Y,expr_MTPAP,expr_SPRR2G,expr_ANKRD13C,expr_SERPINC1,expr_MIIP,expr_HDAC1,expr_ARHGEF16,expr_ASAP3,expr_CYP4B1,expr_PARP1,expr_MECR,expr_MRPS15,expr_FHL3,expr_PLA2G2E,expr_ANGPTL7,expr_HSPA6,expr_MAEL,expr_RGS2,expr_TMEM9,expr_PTGFRN,expr_TRIM63,expr_ACTN2,expr_TMEM125,expr_IPO13,expr_EIF2B3,expr_CRABP2,expr_ZZZ3,expr_RAB25,expr_LAMTOR5,expr_ACKR1,expr_NGF,expr_CRNN,expr_VPS72,expr_HAX1,expr_FCN3,expr_AGT,expr_BCL10,expr_EIF2D,expr_AKR7A2,expr_CMPK1,expr_GSTM1,expr_RGL1,expr_FUCA1,expr_TNFSF18,expr_S100A5,expr_PADI1,expr_UBE2T,expr_LCE3D,expr_JMJD4,expr_OR2C3,expr_SHISA4,expr_ARHGAP21,expr_HPS6,expr_PSD,expr_PCGF6,expr_SLC16A9,expr_ECD,expr_LRIT1,expr_FANK1,expr_SYCE1,expr_C10orf12,expr_CCAR1,expr_ZNF485,expr_COMTD1,expr_CEP55,expr_MINPP1,expr_PHYH,expr_KCNK18,expr_MRPL21,expr_ZNF684,expr_SPI1,expr_DPP3,expr_PDE3B,expr_DDI1,expr_MSANTD4,expr_COLCA2,expr_IFT46,expr_MDK,expr_NRGN,expr_WT1,expr_MS4A1,expr_CPSF7,expr_INCENP,expr_IGF2-AS,expr_SPRR2D,expr_USP1,expr_LGALS9,expr_OMP,expr_USP35,expr_SLC6A5,expr_SRSF11,expr_OR51B2,expr_PIWIL1,expr_LINC01089,expr_LALBA,expr_C12orf10,expr_ATG101,expr_PLA2G4A,expr_KRT2,expr_SLCO1C1,expr_PRB4,expr_PRB3,expr_A2M,expr_ART4,expr_LAG3,expr_HMGB4,expr_GPN3,expr_ZFAND4,expr_BSDC1,expr_FGF23,expr_PRDM4,expr_DNAJC15,expr_ERCC5,expr_RXFP2,expr_MIPEP,expr_HABP2,expr_SERPINA6,expr_FAM181A,expr_MIXL1,expr_WASH2P,expr_IL25,expr_TPPP2,expr_DHRS7,expr_OPRD1,expr_SOS2,expr_FKBP3,expr_JDP2,expr_AHSA1,expr_GZMB,expr_TDP1,expr_HDC,expr_HYPK,expr_CORO2B,expr_MTFMT,expr_LYSMD4,expr_UBL7,expr_LARP6,expr_CLN6,expr_MTMR10,expr_CPLX3,expr_CHRM5,expr_TGM7,expr_BAHD1,expr_GCSH,expr_APRT,expr_KATNB1,expr_ATP2C2,expr_EXTL2,expr_UQCRC2,expr_C16orf54,expr_DPEP2,expr_LRRC36,expr_COL11A1,expr_HSD17B2,expr_SPATA2L,expr_RPL3L,expr_NDUFB10,expr_HS3ST2,expr_ZG16B,expr_FOXF1,expr_ZFHX3,expr_BCL7C,expr_FAHD1,expr_DNAJA3,expr_C17orf62,expr_LRRN2,expr_TVP23B,expr_SLFN12,expr_CLTC,expr_SOST,expr_C1QL3,expr_ABCA8,expr_C1orf112,expr_HOXB1,expr_FOXN1,expr_ASGR1,expr_SLC16A13,expr_DERL2,expr_TOP2A,expr_KRTAP1-5,expr_KRT37,expr_PRR15L,expr_GREB1L,expr_NKG7,expr_PPP1R13L,expr_VASP,expr_KEAP1,expr_CD70,expr_TIMM44,expr_RETN,expr_ASF1B,expr_DNASE2,expr_ECSIT,expr_KLK9,expr_ATF5,expr_TEAD2,expr_EMP3,expr_URI1,expr_DPF1,expr_RHPN2,expr_S1PR4,expr_HMG20B,expr_CFD,expr_KCNN1,expr_EPHX3,expr_FXYD7,expr_SUGP1,expr_NDUFA13,expr_UPK1A,expr_GUCA2A,expr_MIER2,expr_CD320,expr_BABAM1,expr_ABCG5,expr_SLC39A10,expr_GPD2,expr_NLRC4,expr_SLC6A9,expr_TTC32,expr_GCKR,expr_NUDT5,expr_ANKZF1,expr_CNNM4,expr_REG3A,expr_IGFBP2,expr_PRDX1,expr_CEBPZ,expr_SP110,expr_BAZ2B,expr_RTKN,expr_RRNAD1,expr_KCNS3,expr_RNF149,expr_STARD7,expr_HOXD1,expr_EDAR,expr_MTX2,expr_PELI1,expr_SOWAHC,expr_PPDPF,expr_TP53TG5,expr_WFDC3,expr_TMEM51,expr_TFAP2C,expr_TMEM74B,expr_C20orf141,expr_TASP1,expr_RRBP1,expr_CST11,expr_RPS24,expr_TRIT1,expr_ASIP,expr_KCNE2,expr_MCM3AP,expr_SLC25A1,expr_KCNC4,expr_SLC7A4,expr_CHI3L2,expr_UPB1,expr_TFIP11,expr_GAL3ST1,expr_HMOX1,expr_CSF2RB,expr_LGALS2,expr_APOBEC3C,expr_TTLL1,expr_PKDREJ,expr_CSRNP1,expr_PODXL2,expr_TOP2B,expr_HESX1,expr_GPR87,expr_ASTE1,expr_LYZL4,expr_HACL1,expr_TMEM43,expr_CAMK1,expr_RAD18,expr_TNFSF10,expr_TWF2,expr_TMEM89,expr_CYB561D2,expr_TBCCD1,expr_SEMA5B,expr_DNAJB8,expr_ACTRT3,expr_C1orf74,expr_CD200,expr_WFS1,expr_SPON2,expr_GPM6A,expr_GUCY1B3,expr_PPBP,expr_SAP30,expr_MUC7,expr_HS3ST1,expr_SORCS2,expr_CXCL13,expr_OCIAD2,expr_ANXA3,expr_SRD5A3,expr_ENOPH1,expr_TRAPPC13,expr_PCDHB15,expr_SMA5,expr_C5orf28,expr_SEPP1,expr_SNCB,expr_POU4F3,expr_TSLP,expr_FAM46B,expr_C5orf30,expr_KIF3A,expr_GCNT4,expr_DDX41,expr_NMUR2,expr_XRCC4,expr_CCNB1,expr_NDUFS6,expr_MRPL22,expr_NUP153,expr_HDAC2,expr_MRPS18A,expr_DLK2,expr_MCOLN3,expr_GUCA1A,expr_HIST1H1C,expr_ZSCAN9,expr_TRIM31,expr_C6orf48,expr_C6orf47,expr_PFDN6,expr_DAXX,expr_CLPSL2,expr_LTV1,expr_FLJ13744,expr_PAK1IP1,expr_VNN2,expr_RTN4IP1,expr_CALU,expr_SMARCD3,expr_TAF6,expr_TFR2,expr_BRI3,expr_GNAI1,expr_NUPL2,expr_ABCB4,expr_CCM2,expr_OR6W1P,expr_OR2A9P,expr_SLC26A3,expr_SUMF2,expr_FZD6,expr_TEX15,expr_PDP1,expr_PRMT6,expr_KCNQ3,expr_TRIM55,expr_CHRNB3,expr_NUDT18,expr_PRDM14,expr_CHRAC1,expr_RPS6,expr_IPPK,expr_GLDC,expr_JAK2,expr_NPR2,expr_TBC1D2,expr_TDRD7,expr_CACFD1,expr_LCN1,expr_IDNK,expr_CAAP1,expr_CCL19,expr_UBAP1,expr_EXOSC3,expr_LRSAM1,expr_TGFBR1,expr_P2RX2,expr_MRPL14,expr_LOXL1,expr_CALML5,expr_ITGAM,expr_DHX8,expr_BCMO1,expr_HTR3C,expr_ZNF718,expr_PTPN9,expr_S100A14,expr_QSOX1,expr_MED24,expr_SCMH1,expr_LRP1,expr_KISS1,expr_KCNH4,expr_RAC3,expr_NUP133,expr_BAI1,expr_SLC26A11,expr_OR10G8,expr_CNN1,expr_LDB2,expr_TP53BP2,expr_OR52A1,expr_IGSF1,expr_ANKRD30A,expr_TRAPPC1,expr_DOHH,expr_C1R,expr_CDR1,expr_PPEF1,expr_PKD2L1,expr_TNMD,expr_GABRA3,expr_ASB9,expr_TMEM255A,expr_INGX,expr_NAP1L2,expr_NAP1L3,expr_CASP7,expr_HCFC1,expr_ZCCHC12,expr_RBM10,expr_C1QC,expr_MAST2,expr_OR10J5,expr_RLF,expr_KCNK1,expr_SPRR2C,expr_CTH,expr_MFN2,expr_HPCA,expr_TNKS2,expr_CLSPN,expr_CSF3R,expr_RNF186,expr_HLX,expr_CHIT1,expr_FCGR3B,expr_ADCY10,expr_BARHL2,expr_FBXL15,expr_ADAM30,expr_SH3BGRL3,expr_TIE1,expr_AS3MT,expr_APOA1BP,expr_ISG20L2,expr_CROCCP2,expr_RSG1,expr_KCNA10,expr_CASQ2,expr_CD5L,expr_TMOD4,expr_PGD,expr_PGBD5,expr_PRAMEF8,expr_DNASE2B,expr_ATPIF1,expr_IL10,expr_CAPZB,expr_INTS3,expr_ARPC5,expr_TNFSF4,expr_TNFRSF25,expr_PADI3,expr_KIF21B,expr_TNFRSF14,expr_RAB29,expr_TIMM17A,expr_THNSL1,expr_CUBN,expr_PANK1,expr_SEMA4G,expr_PPRC1,expr_USMG5,expr_CLRN3,expr_DNAJC1,expr_TUBGCP2,expr_PRPF18,expr_DNAJC12,expr_FRAT1,expr_SMNDC1,expr_LGI1,expr_NODAL,expr_H2AFY2,expr_MRGPRD,expr_NDUFV1,expr_MYBPC3,expr_KDM4D,expr_MTNR1B,expr_DPF2,expr_MRC1,expr_SIPA1,expr_CCS,expr_CCDC87,expr_BBOX1,expr_DCUN1D5,expr_TRPC6,expr_LAYN,expr_PTS,expr_NNMT,expr_TMPRSS4,expr_TRAPPC4,expr_ZNF202,expr_OR8D1,expr_CYP2C9,expr_CTR9,expr_OR5F1,expr_P2RX3,expr_MS4A12,expr_SCGB1D1,expr_EML3,expr_FRAT2,expr_ZNF214,expr_TIMM10B,expr_PAMR1,expr_STK33,expr_WEE1,expr_CLNS1A,expr_ASCC1,expr_CCDC81,expr_OR51B4,expr_RPL41,expr_ITGA7,expr_TUBA1B,expr_HELLS,expr_NCKAP1L,expr_KRT1,expr_FICD,expr_SLCO1B1,expr_PRB1,expr_KLRC3,expr_ATP2B1,expr_SCNN1A,expr_PTMS,expr_MYBPC1,expr_FAM222A,expr_TRIAP1,expr_LRRK2,expr_CLEC12A,expr_FBXO18,expr_IL26,expr_C12orf45,expr_TRAFD1,expr_MED4,expr_ENOX1,expr_TBATA,expr_TUBA3C,expr_KDELC1,expr_SLC25A15,expr_PSTK,expr_SPRY2,expr_DYNC1H1,expr_ARG2,expr_ERH,expr_SERPINA10,expr_EAPP,expr_GRK5,expr_SLC39A2,expr_OR11H12,expr_LGALS3,expr_VCPKMT,expr_BATF,expr_SLIRP,expr_GZMH,expr_NYNRIN,expr_USP8,expr_WDR76,expr_SPESP1,expr_C11orf24,expr_TARSL2,expr_OCA2,expr_MYZAP,expr_NEIL1,expr_LRRC49,expr_CALML4,expr_IDH2,expr_FAH,expr_TRPM1,expr_PLEKHO2,expr_TGM5,expr_HAUS2,expr_PPP1R14D,expr_CLCN7,expr_SETD6,expr_CCDC135,expr_DPEP3,expr_TSNAXIP1,expr_SLC9A5,expr_VPS9D1,expr_CDH5,expr_MRPL28,expr_IL4R,expr_PALB2,expr_TIGD7,expr_ZNF75A,expr_DDX19A,expr_ZNF689,expr_SETD1A,expr_VASN,expr_TERF2IP,expr_RAB40B,expr_PPP1R1B,expr_ALDH3A2,expr_DHRS7C,expr_SLFN11,expr_HCRT,expr_UTP18,expr_LYZL6,expr_IFT20,expr_ASGR2,expr_ENO3,expr_WNT3,expr_GUCY2D,expr_LLGL1,expr_OR1A2,expr_TTR,expr_SERPINB11,expr_NDUFV2,expr_LIM2,expr_ZNF701,expr_MZF1,expr_KRTAP5-9,expr_CDC37,expr_ICAM4,expr_OR7D4,expr_SHKBP1,expr_CIB3,expr_TSEN34,expr_GBP6,expr_GIPC1,expr_RTBDN,expr_C19orf80,expr_ELOF1,expr_PUS3,expr_TBC1D17,expr_SLC6A16,expr_DKKL1,expr_KCNJ14,expr_QPCTL,expr_ZNF536,expr_KIR2DS2,expr_BARX2,expr_GZMM,expr_CCDC94,expr_TEX101,expr_MOB3A,expr_C19orf24,expr_MMP10,expr_ELANE,expr_CASP12,expr_ZBTB32,expr_ACSBG2,expr_CYP4F8,expr_THEG,expr_ZNF569,expr_DIRC1,expr_GBX2,expr_HES6,expr_NR4A2,expr_TTC27,expr_SPATS2L,expr_MPP4,expr_CHPF,expr_LRRTM1,expr_SMARCAL1,expr_THUMPD2,expr_PQLC3,expr_FANCL,expr_VAX2,expr_C2orf81,expr_C2orf47,expr_GPR45,expr_BMP10,expr_PRADC1,expr_SNRNP200,expr_RPIA,expr_PIGF,expr_ACKR3,expr_MAPRE3,expr_C20orf195,expr_TPD52L2,expr_MANBAL,expr_DNTTIP1,expr_TNNC2,expr_EXT2,expr_SNAI1,expr_ANKRD60,expr_SDCBP2,expr_ADRA1D,expr_OR8G1,expr_VSX1,expr_MYOZ1,expr_BPIFA3,expr_SPAG4,expr_CNBD2,expr_LINC00158,expr_RTN4R,expr_AKR1E2,expr_SNRPD3,expr_TPST2,expr_C22orf31,expr_ZMAT5,expr_EIF4ENIF1,expr_MCM5,expr_MPST,expr_APOBEC3D,expr_C22orf46,expr_CELSR1,expr_SCO2,expr_MSL2,expr_OR8J1,expr_OXSM,expr_SIDT1,expr_PIK3R4,expr_NXPE3,expr_NCEH1,expr_TLR9,expr_GLT8D1,expr_UQCRC1,expr_SLC22A14,expr_TRH,expr_MANF,expr_SERPINI2,expr_CLCN2,expr_NRROS,expr_CMSS1,expr_DGKQ,expr_SPCS3,expr_OR1S2,expr_ELF2,expr_UCHL1,expr_ANK2,expr_TBCK,expr_TMEM144,expr_MND1,expr_DMP1,expr_PCDHB14,expr_ZNF131,expr_CDHR2,expr_ZFP2,expr_TCERG1,expr_SLC25A46,expr_INTS5,expr_RASGRF2,expr_CSF2,expr_GZMA,expr_IRX1,expr_PJA2,expr_GPX3,expr_CAPSL,expr_ETF1,expr_CDK7,expr_NXF1,expr_DROSHA,expr_SLC29A1,expr_CYP39A1,expr_CRISP1,expr_PREP,expr_CCDC167,expr_HIST1H3C,expr_LSP1,expr_HIST1H1T,expr_NKAPL,expr_MOG,expr_GPANK1,expr_KIFC1,expr_PPIL1,expr_USP45,expr_TBX18,expr_CDYL,expr_ULBP3,expr_EPB41L2,expr_SLC18B1,expr_MAP3K5,expr_FABP7,expr_DCDC2,expr_PDS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xpr_DEFB4A,expr_PEBP4,expr_PPAPDC3,expr_KIAA2026,expr_SPATA6L,expr_HINT2,expr_CTNNAL1,expr_PTGR1,expr_KRT25,expr_REXO4,expr_MAMDC2,expr_IFNA16,expr_LINGO2,expr_INVS,expr_KRTAP4-12,expr_ZDHHC12,expr_AQP7,expr_C9orf16,expr_USP26,expr_DUX3,expr_TMCO4,expr_TOP3A,expr_OR1D5,expr_UGT1A8,expr_FAM212A,expr_ESRRA,expr_LOC100131532,expr_SCN10A,expr_AGTRAP,expr_NOC4L,expr_GPS1,expr_SLC16A3,expr_ALPK2,expr_UMOD,expr_ARRB2,expr_CBLN2,expr_ZNF521,expr_SCRIB,expr_SLC16A5,expr_GAST,expr_ADAM15,expr_PTPRM,expr_SLC25A30,expr_BFSP2,expr_ANGPTL4,expr_TOPBP1,expr_SPRR1B,expr_ELAC1,expr_UXT,expr_PHKA2,expr_TBX22,expr_FOXP3,expr_GPR50,expr_GABRE,expr_C1GALT1C1,expr_SLC7A3,expr_MAGED4B,expr_IKBKG,expr_ARHGAP4,expr_BEX1,expr_MID2,expr_KLHL13,expr_TTTY11,expr_GALE,expr_TSPAN1,expr_CDC42EP2,expr_ZFP69B,expr_ZNF256,expr_MROH7,expr_ACP6,expr_ANGPTL3,expr_PRG4,expr_C1orf94,expr_COL16A1,expr_TRAPPC2P1,expr_LEFTY1,expr_KCTD3,expr_PPP1R15B,expr_SLC19A2,expr_DCAF6,expr_GLRX2,expr_AUNIP,expr_ECM1,expr_ZMYND12,expr_ZNF296,expr_SH2D2A,expr_GRIK5,expr_CCT3,expr_LRIF1,expr_BATF3,expr_AP4B1,expr_GLMN,expr_PAFAH1B3,expr_NR0B2,expr_C1orf159,expr_FCER1G,expr_SMPDL3B,expr_ABCA4,expr_EPS8L3,expr_SNAPIN,expr_CD2,expr_OR7E24,expr_MOV10,expr_ZNF438,expr_ASAH2,expr_ZDHHC6,expr_ANKRD1,expr_CYP2A6,expr_GBF1,expr_PDCD11,expr_OGDHL,expr_PPA1,expr_PTPLA,expr_CYP2C8,expr_PLXDC2,expr_ANKRD22,expr_GTF2F1,expr_ADIRF,expr_GDI2,expr_OLAH,expr_PALD1,expr_TIAL1,expr_UBTD1,expr_TMEM134,expr_ARFGAP2,expr_RAB38,expr_FKBP2,expr_POLA2,expr_PC,expr_SYT13,expr_PNPLA6,expr_MMP3,expr_ARHGAP42,expr_CWF19L2,expr_HSPB2,expr_ALX4,expr_MRVI1,expr_PRKCG,expr_MS4A3,expr_SYT7,expr_SCGB2A2,expr_SLC22A10,expr_CCDC106,expr_MRGPRX4,expr_HPX,expr_CCKBR,expr_ARNTL,expr_MRPL48,expr_NUMA1,expr_FBXW9,expr_TSKU,expr_KCTD14,expr_PIP4K2C,expr_MANSC1,expr_BEST2,expr_MYO1A,expr_DHH,expr_WNT10B,expr_HOXC5,expr_CEP83,expr_BIN2,expr_ZNF20,expr_PTPN6,expr_KLK1,expr_UTP20,expr_MYL2,expr_HSPB8,expr_VDR,expr_ACTR6,expr_STAB2,expr_MYBPC2,expr_CRYL1,expr_TSKS,expr_DOCK9,expr_ARGLU1,expr_MRPS31,expr_CPT1C,expr_SERPINE3,expr_SRP54,expr_IPO4,expr_DHRS4,expr_RNASE3,expr_PARP2,expr_SLC35F4,expr_NID2,expr_PRPF39,expr_C14orf169,expr_ACYP1,expr_VIPAS39,expr_SDR39U1,expr_LRFN5,expr_BCL2L10,expr_ATP8B4,expr_STRC,expr_PARP6,expr_PARP16,expr_RLBP1,expr_MTHFS,expr_CYP1A1,expr_MAP1A,expr_EHD4,expr_BUB1B,expr_BAIAP3,expr_MRPS34,expr_ZNF382,expr_ECI1,expr_WFIKKN1,expr_RHBDF1,expr_SYT17,expr_FAM57B,expr_OR2C1,expr_MT1HL1,expr_MMP2,expr_RBM4B,expr_ATXN1L,expr_NLRP7,expr_PEMT,expr_SOX15,expr_PSMC5,expr_MMD,expr_MFAP4,expr_DNAH9,expr_RCE1,expr_C17orf64,expr_LRP3,expr_TOB1,expr_DLX4,expr_TBC1D3F,expr_ATP5G1,expr_UTP6,expr_PPY2,expr_PIPOX,expr_CLDN7,expr_ELP5,expr_FAM215B,expr_ZSWIM7,expr_GID4,expr_TBX2,expr_ADNP2,expr_DSG1,expr_WDR7,expr_CHAMP1,expr_SIGLEC12,expr_ZBTB45,expr_APOE,expr_ZNF225,expr_ICAM3,expr_MRPL4,expr_FCER2,expr_ZNF580,expr_C19orf57,expr_PNKP,expr_LIN7B,expr_LMTK3,expr_SYNGR4,expr_C5AR2,expr_FKRP,expr_CCDC8,expr_NLRP4,expr_DAPK3,expr_LOC100129935,expr_MPV17L2,expr_LRRC25,expr_ILVBL,expr_HAMP,expr_TMEM161A,expr_RFXANK,expr_LIN37,expr_PRODH2,expr_PRAM1,expr_GDF15,expr_ZNF208,expr_DAZAP1,expr_POLR2E,expr_CRYGA,expr_SF3B6,expr_NRBP1,expr_ATG9A,expr_CRYBA2,expr_TNP1,expr_CDKL4,expr_IWS1,expr_DAPL1,expr_TNFAIP6,expr_CAPG,expr_LYG1,expr_MSTN,expr_DDX49,expr_PHOSPHO2,expr_HOXD13,expr_ODC1,expr_EMILIN1,expr_TAF1B,expr_LINC00029,expr_DSN1,expr_ACTR5,expr_SEMG1,expr_ZSWIM3,expr_NEURL2,expr_PFDN4,expr_SPO11,expr_RBCK1,expr_FLRT3,expr_POLR3F,expr_XRN2,expr_PDRG1,expr_AAR2,expr_GABPA,expr_RCAN1,expr_FAM3B,expr_OR7A5,expr_UFD1L,expr_TMEM191A,expr_RASL10A,expr_OSM,expr_TBC1D10A,expr_C22orf24,expr_APOL5,expr_LGALS1,expr_PCSK4,expr_ZNF555,expr_RIBC2,expr_BRD1,expr_EFCC1,expr_ITGB5,expr_HTR1F,expr_MFSD1,expr_AMOTL2,expr_SS18L2,expr_TRMT10C,expr_IL17RC,expr_RTP4,expr_PCBP4,expr_TNNC1,expr_TRMT1,expr_LTF,expr_DNAJB11,expr_DNAJC13,expr_SERPINI1,expr_CPS1-IT1,expr_GPR160,expr_PTH1R,expr_PDIA5,expr_PPEF2,expr_LINC01101,expr_IDUA,expr_VEGFC,expr_SCRG1,expr_IGJ,expr_IL21,expr_TMA16,expr_C4orf17,expr_CD38,expr_GC,expr_C4orf29,expr_PITX2,expr_ARAP3,expr_PCDHB11,expr_IL17B,expr_CARTPT,expr_KLHL30,expr_GDF9,expr_TMEM218,expr_PRPF40A,expr_SLC36A1,expr_F12,expr_MAPK9,expr_TBCA,expr_FBXL21,expr_B3GAT2,expr_FAM184A,expr_RWDD1,expr_KCNQ5,expr_TMEM63B,expr_GPR111,expr_IL17F,expr_DLL1,expr_FRS3,expr_PFN4,expr_HIST1H2BG,expr_DHX16,expr_SKIV2L,expr_IP6K3,expr_LINC00574,expr_TMEM45B,expr_VOPP1,expr_TXNDC5,expr_TAAR9,expr_IL22RA2,expr_WASF1,expr_TINAG,expr_MAS1,expr_FNDC4,expr_CPA1,expr_C7orf69,expr_EPHB4,expr_BAIAP2L1,expr_HERPUD2,expr_C7orf26,expr_SLC29A4,expr_TSPAN13,expr_RBM28,expr_CROT,expr_ZPBP,expr_NCAPG2,expr_CCDC146,expr_PLOD3,expr_KLF10,expr_PTK2B,expr_FBXO16,expr_ZNF16,expr_RPS20,expr_CA1,expr_ZHX2,expr_C8orf44,expr_ADRB3,expr_SH2D4A,expr_NPM2,expr_DEFB103B,expr_CYP7B1,expr_MMP1,expr_CPSF1,expr_RRAGA,expr_NINJ1,expr_ERMP1,expr_IKBKAP,expr_OR13C4,expr_SLC2A6,expr_TNFSF8,expr_DMRT1,expr_TRAF2,expr_SH3GL2,expr_STX17,expr_RPP25L,expr_UBE2R2,expr_TRUB2,expr_LCN2,expr_FRMPD1,expr_ORM1,expr_AGFG1,expr_HTR2B,expr_GPR17,expr_ANXA4,expr_TRPC2,expr_DGKI,expr_PKP4,expr_RILPL1,expr_DNAI2,expr_ZNF608,expr_ADCY8,expr_RIT2,expr_OPLAH,expr_TMEM57,expr_RNPEPL1,expr_PMCHL1,expr_CST5,expr_RNF208,expr_TRAIP,expr_NTAN1,expr_IL36G,expr_FUT7,expr_SNAI3,expr_LOC642533,expr_SMYD2,expr_KCNH8,expr_CCL20,expr_ASPHD1,expr_PACRG,expr_ZNF692,expr_TSGA10,expr_NSDHL,expr_ELK1,expr_ITM2A,expr_EBP,expr_USP27X,expr_CCNB3,expr_MORC4,expr_EDA2R,expr_ACRC,expr_ABCB7,expr_H2AFB2,expr_MPP1,expr_NXF3,expr_MAL,expr_WDR44,expr_USP11,expr_TMSB4Y,expr_TTTY6,expr_GPN1,expr_TRIM43,expr_KLHL41,expr_CRIPT,expr_C11orf52,expr_IAH1,expr_CASQ1,expr_MRGBP,expr_NKAIN4,expr_UCKL1,expr_MAFB,expr_GDAP1L1,expr_ZNF335,expr_CSE1L,expr_BCAS1,expr_EDN3,expr_PCED1A,expr_NKX2-2,expr_DEFB118,expr_TIAM1,expr_IFNAR1,expr_KCNJ15,expr_MX1,expr_DNMT3L,expr_SLC37A1,expr_ZNF74,expr_DPAGT1,expr_DDT,expr_SLC5A1,expr_PVALB,expr_TMEM184B,expr_DNAL4,expr_NFAM1,expr_PNPLA3,expr_FBXL2,expr_CPA3,expr_IMPG2,expr_NLGN1,expr_MRPS25,expr_RPL32,expr_ATP2B2,expr_OR8B8,expr_RAD54L2,expr_ITIH1,expr_PAX6,expr_XCR1,expr_DLEC1,expr_UBA5,expr_SLC41A3,expr_PDCD10,expr_B3GAT1,expr_EPHA6,expr_SLITRK3,expr_CAMK2N2,expr_TIMMDC1,expr_CXCL9,expr_PTPN13,expr_MMRN1,expr_PTTG2,expr_PI4K2B,expr_LAP3,expr_OR5AK2,expr_FAT4,expr_TKTL2,expr_GBA3,expr_CLGN,expr_ABCG2,expr_TMPRSS11E,expr_SLC25A31,expr_PAPD7,expr_MCCC2,expr_OR2V2,expr_RASA1,expr_MIER3,expr_BRD9,expr_SNCAIP,expr_ARSI,expr_MS4A2,expr_GABRB2,expr_HNRNPAB,expr_SNX24,expr_GSPT2,expr_ZP1,expr_TTC1,expr_C5orf46,expr_REEP2,expr_RPF2,expr_SLC35B2,expr_SDHAF2,expr_EXO5,expr_TBP,expr_TREM1,expr_CUL7,expr_OR2J2,expr_MDC1,expr_STK19,expr_DDAH2,expr_HLA-DQB2,expr_ITPR3,expr_SRPK1,expr_SF3B5,expr_HIVEP1,expr_BMP6,expr_VIP,expr_CTGF,expr_SGK1,expr_HEBP2,expr_TAB2,expr_GMNN,expr_BMP5,expr_KCNJ11,expr_SLC13A4,expr_INS,expr_NPSR1,expr_IGF2BP3,expr_ANKMY2,expr_FPGT,expr_EPHB2,expr_PITHD1,expr_MKNK1,expr_TXNDC12,expr_MAGOH,expr_HILPDA,expr_YIPF1,expr_NTPCR,expr_AGL,expr_GPR146,expr_PEX1,expr_TMEM63A,expr_LBR,expr_CNIH4,expr_TRAPPC3,expr_CELA3B,expr_MUL1,expr_FBXO44,expr_GRM3,expr_MARC2,expr_PIK3C2B,expr_FCGR3A,expr_TGFBR3,expr_NOTCH2,expr_SRGAP2,expr_CEP85,expr_NID1,expr_TAS2R4,expr_GBA,expr_THBS3,expr_UBQLN4,expr_GSTK1,expr_CADM3,expr_SLC26A9,expr_UBE4B,expr_DISP1,expr_SDF4,expr_SSX2IP,expr_DDAH1,expr_TAS2R3,expr_IFI6,expr_JUN,expr_AMPD2,expr_LAMC1,expr_SMG7,expr_S100A2,expr_S100A6,expr_GPR22,expr_TRAF5,expr_PPAP2B,expr_CEP350,expr_CDK18,expr_PPM1J,expr_LMOD1,expr_ARPC1B,expr_ZEB1,expr_GUCY2GP,expr_ITIH2,expr_NFKB2,expr_GSTO2,expr_CALHM2,expr_PRAP1,expr_ADO,expr_MAP2K1,expr_ZNF503,expr_NOC3L,expr_RNLS,expr_ABLIM1,expr_PTPN20B,expr_SHOC2,expr_KIAA1598,expr_MCMBP,expr_TSSC4,expr_GSTP1,expr_SLC35C1,expr_JRKL,expr_PLEKHF2,expr_TEX40,expr_CTTN,expr_CYP2R1,expr_ACRV1,expr_CASP1,expr_CUL5,expr_RDX,expr_USP28,expr_UBE4A,expr_CA3,expr_APOC3,expr_APOA1,expr_IMMP1L,expr_FSHB,expr_TMEM216,expr_MTA2,expr_TAF10,expr_SMPD1,expr_HBB,expr_CREBZF,expr_NEU3,expr_LSM1,expr_BAZ2A,expr_NCOR2,expr_SSPN,expr_ITPR2,expr_FZD10,expr_GALNT6,expr_KRT85,expr_KLRD1,expr_RHOBTB2,expr_MGP,expr_ALG10,expr_ZNF384,expr_NOP2,expr_TIGD5,expr_LPAR5,expr_AACS,expr_LZTS1,expr_PRKAB1,expr_NPBWR1,expr_TXNRD1,expr_VEZT,expr_NANOG,expr_CLEC12B,expr_ASIC1,expr_BRF2,expr_SLC41A2,expr_FGL1,expr_LCP1,expr_PCDH20,expr_POU4F1,expr_F10,expr_MMP26,expr_DHRS12,expr_ATP7B,expr_PPP1R13B,expr_C14orf2,expr_ASB2,expr_SLC7A8,expr_ABHD4,expr_METTL17,expr_RNASE4,expr_TMEM260,expr_KLHL28,expr_EML1,expr_FAM166B,expr_PPIP5K1,expr_BTBD1,expr_APH1B,expr_ITGA11,expr_NIPSNAP3A,expr_AEN,expr_ANP32B,expr_SNAP23,expr_TELO2,expr_HSDL1,expr_CDH1,expr_TMEM208,expr_NOL3,expr_FANCA,expr_SURF1,expr_C16orf13,expr_CLEC18B,expr_PHKB,expr_APIP,expr_CYB5B,expr_CES1,expr_HP,expr_HSD3B7,expr_PAM16,expr_WDR59,expr_ADAMTSL2,expr_SEPT4,expr_RAD51C,expr_WDR45B,expr_IFNA10,expr_SHBG,expr_FGF11,expr_NLGN2,expr_C8G,expr_GH1,expr_CD79B,expr_ALDH3A1,expr_TEKT3,expr_MAP3K14,expr_PPY,expr_HIGD1B,expr_NBR1,expr_CCL8,expr_CA10,expr_ABCC3,expr_CDK20,expr_COL1A1,expr_DUSP14,expr_CCL4,expr_CCL16,expr_ACADVL,expr_ARL17B,expr_OR4C3,expr_TNS4,expr_KRTAP9-4,expr_TRPV2,expr_CTIF,expr_PMAIP1,expr_SEC11C,expr_SYT4,expr_FAM219A,expr_METTL4,expr_DDX58,expr_FPR3,expr_SIGLEC10,expr_WDR34,expr_ZNF137P,expr_ASCL3,expr_APOC2,expr_SPTAN1,expr_AXL,expr_LONP1,expr_LILRB2,expr_AUH,expr_LENG1,expr_NDUFA3,expr_SHANK1,expr_EMC10,expr_GYS1,expr_PGLYRP1,expr_PTPDC1,expr_EPS8L1,expr_ATP6V1G1,expr_MAP2K2,expr_SIRT6,expr_RPS16,expr_GMFG,expr_SEMA6B,expr_PALM,expr_GDF1,expr_CYP4F3,expr_LAIR2,expr_ZNF91,expr_FSTL3,expr_TMPRSS9,expr_COLGALT1,expr_CCNE1,expr_CACNB4,expr_PDHB,expr_FZD7,expr_PPM1G,expr_NEUROD1,expr_CYP1B1,expr_PLEK,expr_TRIM68,expr_NMUR1,expr_MYO7B,expr_CYC1,expr_GPC1,expr_RETSAT,expr_GNLY,expr_SMC6,expr_VSNL1,expr_HOXD8,expr_LIMS1,expr_SLC17A9,expr_MYL9,expr_PI3,expr_ADA,expr_PCIF1,expr_EPPIN-WFDC6,expr_SEPT1,expr_ZNF217,expr_SNAP25,expr_CSTL1,expr_PCMTD2,expr_MYT1,expr_GINS1,expr_LGI3,expr_COX4I2,expr_CALB2,expr_GSS,expr_EIF6,expr_NRIP1,expr_OLIG2,expr_DSCAM,expr_CECR2,expr_DDIT3,expr_RFPL1,expr_SMTN,expr_KDELR3,expr_MCHR1,expr_RBX1,expr_PMM1,expr_SCUBE1,expr_TCTEX1D2,expr_MLC1,expr_UBP1,expr_GTF2E1,expr_ZNF35,expr_UBA3,expr_ABHD6,expr_PLS1,expr_WNT5A,expr_BCHE,expr_UBA7,expr_NFKBIZ,expr_DAZL,expr_GALNT15,expr_THUMPD3,expr_CCR9,expr_SACM1L,expr_LARS2,expr_NAT6,expr_IFT122,expr_SEC61A1,expr_ACAD11,expr_TRAT1,expr_FSTL1,expr_GRK4,expr_TACC3,expr_TMEM126B,expr_GRSF1,expr_HTN3,expr_UGT2A1,expr_UGT2B11,expr_PSAPL1,expr_OCIAD1,expr_PALLD,expr_ZGRF1,expr_MTTP,expr_PHOX2B,expr_TWIST2,expr_FBXL5,expr_SMARCAD1,expr_ARSJ,expr_MKRN3,expr_BASP1,expr_F2R,expr_RNF44,expr_PPP2R2B,expr_PPIP5K2,expr_IL4,expr_UQCRQ,expr_CXCL14,expr_PAIP2,expr_LAMB2,expr_SPINK7,expr_ATP6V0E1,expr_SPINK1,expr_EGR1,expr_COL10A1,expr_MARCKS,expr_ENPP5,expr_GPR119,expr_SPCS2,expr_EXOC2,expr_GLO1,expr_PRPH2,expr_TOMM6,expr_HIST1H4C,expr_ZKSCAN8,expr_GPX5,expr_MAS1L,expr_AIF1,expr_RPS18,expr_CUTA,expr_SIM1,expr_HIVEP2,expr_SNAP91,expr_EDN1,expr_PID1,expr_JARID2,expr_FCGBP,expr_PERP,expr_CITED2,expr_PODXL,expr_ZC3HC1,expr_CPA5,expr_ATP6V0A4,expr_WDR91,expr_SFRP4,expr_BAZ1B,expr_LIMK1,expr_CLIP2,expr_ARHGAP10,expr_CCL24,expr_RAPGEF5,expr_PON3,expr_AHR,expr_FAM49A,expr_POLR2J2,expr_COA1,expr_CTTNBP2,expr_DUS4L,expr_ZNF117,expr_NCALD,expr_CLU,expr_LEPROTL1,expr_CCNE2,expr_CYP11B2,expr_UNC5D,expr_EGR3,expr_CNGB3,expr_EXOSC2,expr_CHD3,expr_UCK1,expr_ASPN,expr_RLN2,expr_ZBTB5,expr_GNE,expr_RUSC2,expr_FAM206A,expr_SUSD1,expr_FKTN,expr_DNLZ,expr_NR5A1,expr_NEK6,expr_MIR600HG,expr_C9orf24,expr_USP20,expr_CTPS1,expr_DPM2,expr_SLC31A2,expr_MAGEC1,expr_TRO,expr_VSIG4,expr_KDM6A,expr_FHL1,expr_AK6,expr_MAGEB1,expr_ATG4A,expr_USP9X,expr_AFF2,expr_CABP5,expr_GDPD2,expr_PCDH11X,expr_MAGEA8,expr_ACSL4,expr_CAPN6,expr_TAF7L,expr_TSC22D3,expr_ATP7A,expr_SHROOM2,expr_TSTD1,expr_SPHAR,expr_OR51Q1,expr_PRG2,expr_KLRC4,expr_CYB5R2,expr_SERPINA1,expr_CAPN3,expr_JMJD7,expr_LCAT,expr_ZSCAN32,expr_NARF,expr_CCL14,expr_ITGAE,expr_GPS2,expr_SPAG7,expr_SERTAD1,expr_LHB,expr_EMR3,expr_GLB1L,expr_EIF5B,expr_TNFRSF6B,expr_CPNE1,expr_GNB1L,expr_CPT1B,expr_TREX1,expr_FGF2,expr_FAM198B,expr_PCDHGC3,expr_PCDHAC2,expr_PDCD6,expr_ABCC10,expr_ZNF3,expr_DMTN,expr_CLTA,expr_TREX2,expr_SAGE1,expr_CSPG4,expr_SLC23A1,expr_PLEC,expr_BNC1,expr_MYL6B,expr_KLRC2,expr_GRAMD3,expr_TBC1D10B,expr_CFP,expr_XIAP,expr_FATE1,expr_MED21,expr_FAM155B,expr_VAMP7,expr_ARMCX1,expr_CTAG2,expr_BEX2,expr_PAGE5,expr_NDUFB11,expr_TSPY3,expr_TAC3,expr_SH3GLB1,expr_TTC4,expr_NRD1,expr_BSND,expr_GJA8,expr_S100A9,expr_RHEBL1,expr_IFI44,expr_PDC,expr_ZSCAN20,expr_DDN,expr_HSPG2,expr_PINK1,expr_MAD2L2,expr_TSPAN19,expr_GADD45A,expr_LINC00260,expr_RXRG,expr_PKP1,expr_EXO1,expr_CNKSR1,expr_MLLT11,expr_ELOVL1,expr_PRCC,expr_SEMA4A,expr_HOXC6,expr_CHIAP2,expr_OR6N1,expr_OR10T2,expr_TATDN3,expr_RPAP2,expr_SLC39A1,expr_CTNNBIP1,expr_AMY1C,expr_PLEKHN1,expr_MCOLN2,expr_USF1,expr_WDR47,expr_ITGB3BP,expr_MYOC,expr_ATP6V1G3,expr_CELA1,expr_DAB1,expr_POLR3GL,expr_GJB4,expr_CAPN2,expr_FAM188A,expr_MAT1A,expr_TLX1,expr_C10orf54,expr_PNLIPRP2,expr_C10orf128,expr_PLAU,expr_DKK1,expr_TACR2,expr_SLC39A12,expr_PYROXD2,expr_CCNJ,expr_RRP12,expr_MMP21,expr_OPN4,expr_FAM208B,expr_C10orf88,expr_IDI2-AS1,expr_SLC17A6,expr_C3AR1,expr_ALDH3B2,expr_RPS6KB2,expr_MUC15,expr_SLC39A13,expr_ANKRD49,expr_EFEMP2,expr_DHCR7,expr_LRRC4C,expr_TMEM5,expr_CSRP3,expr_NFRKB,expr_MMP8,expr_NXPE1,expr_PHLDB1,expr_ACCS,expr_ELP4,expr_THYN1,expr_OR8U1,expr_TMEM132A,expr_TMEM138,expr_COPS7A,expr_STX5,expr_ABCC8,expr_TNNI2,expr_FAM160A2,expr_PTH,expr_CD44,expr_ST5,expr_OR51D1,expr_P2RY2,expr_C1S,expr_LIPT2,expr_KCNE3,expr_NARS2,expr_TSPAN31,expr_CDK4,expr_HACE1,expr_SELT,expr_RNF123,expr_CAND2,expr_HSPBAP1,expr_FAM20C,expr_HGD,expr_PRIM1,expr_GCK,expr_SGK223,expr_HYAL4,expr_ANKRD7,expr_CD72,expr_IFNA2,expr_ABHD5,expr_HSD17B6,expr_CAMK4,expr_HIST1H1B,expr_LOC101928710,expr_PLS3,expr_PSMB8,expr_GPX1,expr_LOC100509445,expr_TSGA13,expr_MRPS35,expr_PCAT4,expr_WRN,expr_FKBP6,expr_BRPF1,expr_SLC26A2,expr_ISOC1,expr_ANAPC10,expr_HCG9,expr_IL13,expr_SYNDIG1,expr_MAMLD1,expr_PDHA1,expr_SGCB,expr_SNTG2,expr_NELL1,expr_FKBP11,expr_GTF2H4,expr_LINC00852,expr_SNCG,expr_SEC16A,expr_HMCES,expr_SCGN,expr_CHRNA2,expr_COLEC10,expr_PCOLCE,expr_HOXC9,expr_GPR84,expr_ABCF1,expr_COMT,expr_NXT1,expr_WDR45,expr_GPC2,expr_PRSS57,expr_TECRL,expr_KRT81,expr_DCTN4,expr_SLC25A3,expr_FILIP1L,expr_PPARG,expr_TMEM176A,expr_TAS2R5,expr_PTPRD,expr_EAF2,expr_MTRR,expr_KLKB1,expr_STATH,expr_ARHGEF38,expr_ID1,expr_MIS18A,expr_CLEC4D,expr_RBBP8,expr_COMMD10,expr_TM4SF4,expr_GALNT9,expr_PECAM1,expr_PDZD11,expr_DERA,expr_MRPS26,expr_BAI3,expr_LINC00588,expr_FBXW4P1,expr_UNC50,expr_LACTB2,expr_DSCC1,expr_ZNF195,expr_KEL,expr_WBP1,expr_SST,expr_SCAP,expr_CSN3,expr_SIL1,expr_MAGEA12,expr_NCAPD2,expr_ACE2,expr_BOK,expr_UGP2,expr_ASCL1,expr_ANAPC2,expr_GPR171,expr_PNOC,expr_GLTP,expr_SLC4A2,expr_UNC13B,expr_AUP1,expr_GAP43,expr_AADAT,expr_GSTA3,expr_KCNK16,expr_CENPE,expr_SMPX,expr_PHF5A,expr_DOPEY2,expr_LRRC3,expr_RRH,expr_MTFR2,expr_CAMP,expr_HSF1,expr_NPNT,expr_CHRNA3,expr_FAIM,expr_LRRC17,expr_NR1H4,expr_TMEM70,expr_HOXA4,expr_ZFP37,expr_TTF1,expr_LIAS,expr_KIF2A,expr_LOC79015,expr_RPA4,expr_SGSH,expr_NOXA1,expr_SNX33,expr_RFPL2,expr_LOC155060,expr_FAM186B,expr_C6orf211,expr_COL4A4,expr_DNAJC2,expr_GNRH1,expr_SGCE,expr_CLIC3,expr_GCG,expr_DEK,expr_CENPU,expr_SOD3,expr_SOAT2,expr_HCG4,expr_BPIFB2,expr_PLCG1,expr_MAGEB2,expr_HDHD1,expr_OTOF,expr_NIM1K,expr_ZYX,expr_FGF16,expr_LGALS4,expr_TRPC5,expr_MGC15705,expr_IL1RAPL2,expr_SLC35A5,expr_RWDD2A,expr_GAB3,expr_CSMD1,expr_GTF3A,expr_DCAF12,expr_HHATL,expr_PRDM8,expr_MGARP,expr_CCDC109B,expr_OR2W1,expr_SOX18,expr_ARSA,expr_DAPP1,expr_CXorf51A,expr_ALKBH4,expr_ASMT,expr_DUS1L,expr_ZNF268,expr_TNFRSF10A,expr_GPR183,expr_ABLIM2,expr_SLC17A3,expr_IFT74,expr_NCK1,expr_ZNF7,expr_TMEM66,expr_TPT1P8,expr_SLC7A2,expr_PLGRKT,expr_LECT1,expr_DNAI1,expr_RPUSD3,expr_TAAR5,expr_LAS1L,expr_EEF1A2,expr_KBTBD7,expr_DUSP21,expr_ARSE,expr_HR,expr_ADRA2C,expr_NDUFAF3,expr_VBP1,expr_FBXO30,expr_BORA,expr_C6orf57,expr_MST1R,expr_ITGA1,expr_RNF219,expr_ADAMDEC1,expr_RPA3,expr_NPY,expr_SEMA3C,expr_AMBP,expr_ZNF80,expr_FAM162A,expr_RHAG,expr_PRDM13,expr_DDX4,expr_GALR3,expr_APEX2,expr_TNFRSF10C,expr_CPQ,expr_GABRR1,expr_TSSC1,expr_RDH11,expr_XPO5,expr_PTRH1,expr_MSC,expr_KIF20A,expr_C8orf12,expr_SLC10A1,expr_RGS19,expr_GEM,expr_THEM6,expr_PPP1R42,expr_NUP214,expr_NCBP1,expr_PAEP,expr_SLC4A9,expr_SERPINA4,expr_ETNPPL,expr_GRK6,expr_TENM1,expr_TMEM117,expr_SERPINA7,expr_KHDRBS3,expr_OTC,expr_GFI1,expr_CLHC1,expr_ALG14,expr_ARHGAP5-AS1,expr_CYP21A2,expr_C6orf99,expr_HERC1,expr_MICA,expr_RBP1,expr_BOC,expr_DMGDH,expr_CD180,expr_ALB,expr_USP16,expr_TEX28,expr_ILF2,expr_DNASE1L3,expr_CDKN2AIP,expr_MYL5,expr_RNF113A,expr_AGPAT1,expr_EDDM3A,expr_MXRA5,expr_AKR1B1,expr_AIFM3,expr_DDB1,expr_SDCCAG3,expr_SLC52A2,expr_PXDNL,expr_MRPS17,expr_GLE1,expr_SPSB4,expr_PPM1M,expr_WNT7A,expr_TNIP2,expr_ASIC5,expr_ANKRD55,expr_LMNB1,expr_MC3R,expr_PSMD10,expr_HEATR2,expr_MANBA,expr_VARS,expr_C2orf83,expr_TMC3,expr_MYOM2,expr_ZNF623,expr_DNAJB9,expr_IARS,expr_PKN3,expr_SLC45A2,expr_SNX14,expr_AREG,expr_ESRP1,expr_DNAL1,expr_NCOA6,expr_TCEAL4,expr_SSR4,expr_THNSL2,expr_CDKL2,expr_EIF2B2,expr_C1QTNF5,expr_RPS4Y1,expr_CECR6,expr_SLC35E4,expr_NPCDR1,expr_SFMBT1,expr_CPE,expr_ADCK1,expr_LSM6,expr_CYSTM1,expr_WDR41,expr_OR12D3,expr_TTK,expr_AKAP7,expr_NME8,expr_TMEM120A,expr_LPPR1,expr_TRMT61B,expr_ADAMTS19,expr_SETD3,expr_TKTL1,expr_LGMN,expr_COPS2,expr_C15orf48,expr_FRMD5,expr_TMEM202,expr_RFX7,expr_C15orf61,expr_PLIN1,expr_CLEC4C,expr_TMED3,expr_DET1,expr_ASL,expr_CCNDBP1,expr_NDUFAF1,expr_TPSG1,expr_ZNF319,expr_CCL17,expr_ACD,expr_TPPP3,expr_CLEC3A,expr_CPNE7,expr_DBNDD1,expr_MLST8,expr_RHBDL1,expr_WDR24,expr_GDPD3,expr_AQP8,expr_HCFC1R1,expr_C16orf59,expr_TMED6,expr_RAP1B,expr_PYCARD,expr_NMRAL1,expr_KIAA0430,expr_TMEM186,expr_TRIM47,expr_MFSD11,expr_COIL,expr_KRT4,expr_CD300C,expr_NUP85,expr_TP53,expr_RPAP3,expr_SOX9,expr_MYH3,expr_NDEL1,expr_TUBD1,expr_POLG2,expr_CCDC103,expr_NAGLU,expr_GNGT2,expr_DHRS11,expr_HOXB9,expr_LPAR6,expr_GABARAP,expr_TM4SF5,expr_KLHL10,expr_KRT15,expr_ANAPC11,expr_KRT26,expr_KRTAP4-5,expr_SCGB1C1,expr_OR1D2,expr_COLEC12,expr_EMILIN2,expr_SMAD4,expr_TSHZ1,expr_HAS1,expr_ZNF841,expr_ZNF418,expr_GJB6,expr_APOC4,expr_ATP1A3,expr_CNFN,expr_CYP2A7,expr_CALR3,expr_EMR1,expr_MCOLN1,expr_TFPT,expr_IL27RA,expr_ASNA1,expr_ZNF433,expr_C19orf48,expr_IRF3,expr_ADM5,expr_CGB2,expr_SEPW1,expr_NPAS1,expr_FBXO46,expr_ZNF444,expr_LILRP2,expr_GP6,expr_SPINT2,expr_ZNF607,expr_GPATCH1,expr_SUPT5H,expr_PLIN4,expr_OR10H1,expr_PDCD2L,expr_APLP1,expr_TYROBP,expr_ZNF558,expr_OR7A17,expr_ZNF737,expr_THOP1,expr_GTPBP3,expr_GPX4,expr_SIX2,expr_SCTR,expr_ARL6IP6,expr_SRD5A2,expr_PPIL3,expr_SCN1A,expr_KLHL1,expr_PRKAG3,expr_ACTR1B,expr_LRP2,expr_NDUFAF7,expr_IL18RAP,expr_VAMP8,expr_DAW1,expr_GCA,expr_MFSD6,expr_MRPS5,expr_CCDC70,expr_WDR12,expr_ATRAID,expr_CPSF3,expr_HAAO,expr_OGFR,expr_ZNF512B,expr_DBNDD2,expr_MOCS3,expr_PHACTR3,expr_PTPRA,expr_C20orf27,expr_PCNA,expr_PLCB4,expr_SCP2D1,expr_REM1,expr_ADAM20P1,expr_DNMT3B,expr_SAMSN1,expr_IFNGR2,expr_CBR1,expr_KCNJ6,expr_TMPRSS2,expr_SLC19A1,expr_CCT8L2,expr_DGCR5,expr_GP1BB,expr_VPREB1,expr_RTDR1,expr_GSTTP1,expr_MTFP1,expr_MBIP,expr_FBXO7,expr_TST,expr_H1F0,expr_NPTXR,expr_SAMM50,expr_SMC1B,expr_MAPK12,expr_ZNF502,expr_TMEM40,expr_MRPS36,expr_RPL39L,expr_IQCF5,expr_GLYCTK,expr_SPCS1,expr_ZMYND10,expr_AP1G2,expr_CAMKV,expr_VILL,expr_CASR,expr_OR4K1,expr_BSN,expr_BDH1,expr_LAMP3,expr_POLR2H,expr_TMEM42,expr_USO1,expr_CEBPE,expr_TLR3,expr_TMEM128,expr_IL15,expr_SMR3B,expr_OXA1L,expr_VN1R10P,expr_SMCR8,expr_HEXDC,expr_DMRTC2,expr_NUBP1,expr_SLC30A9,expr_NEFH,expr_SORBS3,expr_NPB,expr_ATP8A1,expr_C6orf136,expr_MIPOL1,expr_UCP1,expr_ADH4,expr_FGFBP1,expr_R3HCC1L,expr_ENTHD2,expr_ZNF572,expr_RNASE6,expr_C3orf33,expr_HDGFL1,expr_FAM184B,expr_KLF3-AS1,expr_ERBB2IP,expr_MED27,expr_COX1,expr_C8orf48,expr_PCDHB16,expr_STON1,expr_POU4F2,expr_HMHB1,expr_IFNE,expr_SCGB3A1,expr_SRD5A1,expr_LINC00917,expr_RASSF6,expr_PPP1R3D,expr_PLK2,expr_RGS18,expr_SLC30A3,expr_LINC00518,expr_IPO11,expr_DDIT4L,expr_PCYOX1L,expr_FAM174A,expr_CDO1,expr_MED7,expr_GRIA1,expr_PCDHGC4,expr_SPHK2,expr_VN1R5,expr_STX7,expr_RPTN,expr_CTU1,expr_CCNH,expr_PSD2,expr_LDHAL6A,expr_GPX2,expr_C19orf18,expr_SCN4B,expr_TAS2R45,expr_LCE1C,expr_HOXA-AS2,expr_CHRNE,expr_PSMC2,expr_ARSF,expr_HIGD2A,expr_GATA6,expr_FAM19A5,expr_DCLK2,expr_LCE5A,expr_WDR70,expr_BDKRB2,expr_HMGCR,expr_HLCS,expr_CRTAM,expr_ANKRD23,expr_KIAA0895,expr_C3orf80,expr_MIR143HG,expr_LRRC9,expr_LCP2,expr_PRM3,expr_TOP1,expr_KCNIP1,expr_LOC652276,expr_CRHBP,expr_ABHD3,expr_PHF12,expr_SLC9A3,expr_WSCD2,expr_DDO,expr_GALNT1,expr_ARX,expr_DAOA-AS1,expr_OTOP1,expr_BACH2,expr_RGAG1,expr_FNDC9,expr_SPACA1,expr_C14orf105,expr_NFKBIE,expr_AMIGO3,expr_TSGA10IP,expr_POLI,expr_PPTC7,expr_RGL4,expr_OR2H2,expr_ACAN,expr_SLC32A1,expr_MEA1,expr_C9orf53,expr_ANKRD9,expr_PTCRA,expr_CABLES2,expr_ABT1,expr_SVOPL,expr_CABP4,expr_C6orf195,expr_HIST1H4J,expr_HIST1H4K,expr_TRIM50,expr_AMER1,expr_MAP3K15,expr_RRP36,expr_SRC,expr_C19orf26,expr_DRC1,expr_RHBDL3,expr_TMEM132D,expr_CLIC1,expr_BHLHB9,expr_TMEM59L,expr_HENMT1,expr_RP1L1,expr_SLC26A8,expr_UFL1,expr_GABRD,expr_GRM1,expr_GJB7,expr_RPUSD2,expr_AGBL1,expr_CYB5R4,expr_DCTN5,expr_PPP1R36,expr_ATG14,expr_MARCKSL1,expr_BEND6,expr_FAM179B,expr_SHPK,expr_IFNK,expr_CHST12,expr_CRYGN,expr_C8orf58,expr_C19orf52,expr_LCE4A,expr_MOXD1,expr_MYB,expr_CCDC28A,expr_PCDHGB1,expr_MITD1,expr_LMNTD1,expr_ZNF281,expr_GINM1,expr_CCDC138,expr_SPTSSA,expr_ACOT13,expr_CLASP1,expr_COL21A1,expr_ZNF282,expr_TPD52L1,expr_ZNF428,expr_KRTAP9-9,expr_CPA2,expr_JMJD6,expr_NLRP6,expr_CUL9,expr_LYPD4,expr_GHRH,expr_EDN2,expr_C7orf13,expr_PILRA,expr_TEX26,expr_SCGB2A1,expr_C5orf64,expr_GAL3ST4,expr_ARSK,expr_ANKRD19P,expr_C9orf142,expr_KCNJ13,expr_GLIS3-AS1,expr_SPATS1,expr_GPR112,expr_KRTAP8-1,expr_C4orf22,expr_PEF1,expr_LOC100509490,expr_CBX3,expr_C11orf84,expr_CBLN4,expr_ABRA,expr_DCP1B,expr_GRK1,expr_SLC25A41,expr_AKAP14,expr_CENPV,expr_NME6,expr_SERPINB10,expr_PON2,expr_PAX2,expr_RNF126,expr_SUSD2,expr_CHKB,expr_UST,expr_LEO1,expr_FAM78A,expr_CYP2W1,expr_MAPKAPK3,expr_ZNF280C,expr_C11orf40,expr_CABYR,expr_STC1,expr_ZDHHC19,expr_DCST2,expr_SLC10A4,expr_URGCP,expr_EMX1,expr_CCBL1,expr_NTSR2,expr_R3HDM4,expr_DCAF8L2,expr_IL27,expr_PIN4,expr_RFTN1,expr_KCND1,expr_RFXAP,expr_ST6GALNAC6,expr_CBLN3,expr_TCEB3C,expr_UMODL1,expr_OR10A5,expr_BUD31,expr_ZACN,expr_SPG20OS,expr_NXPH2,expr_ODF1,expr_ZBED6CL,expr_GPR25,expr_RPL8,expr_C11orf44,expr_ZNF441,expr_GLIS1,expr_C20orf166,expr_UQCRB,expr_AKR7A2P1,expr_BNIP2,expr_PEX2,expr_ND6,expr_AKAP10,expr_E2F5,expr_SPACA3,expr_BLK,expr_STMN4,expr_C8orf76,expr_CRH,expr_ARL4C,expr_PKIA,expr_TRAPPC10,expr_UIMC1,expr_KCNK13,expr_SP7,expr_ACSM3,expr_FAM217A,expr_MOGAT3,expr_ANAPC4,expr_OOSP2,expr_GLIPR1L1,expr_NAT2,expr_CEBPD,expr_DEFA3,expr_DLX5,expr_PLEKHA8,expr_CSNK1G2-AS1,expr_ZNF683,expr_ATP6V1B2,expr_ATAD3C,expr_LRTM2,expr_MED30,expr_APLNR,expr_OR1F1,expr_TMEM52B,expr_LINC00311,expr_FANCD2OS,expr_HMP19,expr_ZNF383,expr_VPS28,expr_ASS1,expr_KIAA1045,expr_CEP131,expr_GOLGA5,expr_KCNK5,expr_IL33,expr_CYSLTR2,expr_FAM118B,expr_PGBD3,expr_NR1I3,expr_RIMS3,expr_C4BPB,expr_CHST7,expr_LBX2-AS1,expr_ACTL9,expr_UHRF1BP1L,expr_ACTL7A,expr_SETD1B,expr_SLC46A2,expr_TULP1,expr_OR13D1,expr_DEFT1P,expr_NDUFA11,expr_FANCC,expr_NXPE4,expr_EVC2,expr_DMKN,expr_SLC35D2,expr_AKR7L,expr_NMRK1,expr_STRIP1,expr_ZNF780A,expr_PPFIA3,expr_TTTY10,expr_COG4,expr_MEF2C,expr_KCNV2,expr_DEFB125,expr_C9orf43,expr_LCN12,expr_ZNF594,expr_DENND5A,expr_PMCH,expr_PMPCA,expr_SAAL1,expr_TMEM71,expr_C1orf216,expr_RNF19B,expr_PEX11G,expr_TRMT5,expr_LHX2,expr_KCNS1,expr_HRG,expr_DEF6,expr_PLA2G2A,expr_SFT2D1,expr_FGD5,expr_CLECL1,expr_CRAT,expr_EFNA4,expr_TRHR,expr_FER1L6-AS1,expr_SMG5,expr_TFAP2E,expr_TOPORS,expr_NOM1,expr_KLF4,expr_ZSCAN1,expr_NFIL3,expr_GPR55,expr_LINC00277,expr_BARX1,expr_ATP4B,expr_PCDHA9,expr_ZNF767P,expr_GLIS2,expr_HOXD3,expr_MDS2,expr_ASPSCR1,expr_PNLDC1,expr_OSR1,expr_ERCC6L2,expr_PLEKHG2,expr_HIST1H4H,expr_FAM83D,expr_PTER,expr_HIST1H2BA,expr_TPRN,expr_ZSCAN12,expr_ZFYVE27,expr_ISG20,expr_MST4,expr_ALK,expr_GPRC5B,expr_DISP2,expr_RPS4Y2,expr_C2orf57,expr_KIAA0355,expr_IQCK,expr_LCE3B,expr_TG,expr_EXOSC4,expr_LOC100507387,expr_CEMIP,expr_SNORA70,expr_ZNRF2,expr_RNGTT,expr_SNHG11,expr_BCORP1,expr_PCDHA8,expr_MORC3,expr_DUS3L,expr_PP2D1,expr_WDR5,expr_C15orf43,expr_ESX1,expr_PDIA2,expr_ZNF653,expr_ANKRD35,expr_CCDC60,expr_DACH1,expr_GAREML,expr_CSMD3,expr_DEFA4,expr_GAL3ST2,expr_ZC3H12A,expr_CALM2,expr_SGMS2,expr_GPR61,expr_C16orf45,expr_LINC00602,expr_NOP9,expr_CCDC151,expr_TTC18,expr_FLJ40606,expr_ZNF408,expr_DMXL2,expr_IGDCC3,expr_RFX6,expr_LHFPL1,expr_STARD4,expr_CPNE4,expr_ZIC3,expr_SLC5A10,expr_C20orf96,expr_SALL1,expr_MAP3K14-AS1,expr_DNMBP,expr_FHDC1,expr_SLC8B1,expr_UBQLNL,expr_ALS2CR11,expr_SIX5,expr_NEURL3,expr_ZNF519,expr_KCNJ2,expr_ZNHIT2,expr_IQGAP3,expr_CNRIP1,expr_COG7,expr_POU6F1,expr_MERTK,expr_DPP7,expr_VPS4A,expr_CER1,expr_TMEM136,expr_HCAR2,expr_HIPK4,expr_SPATA3,expr_SUN3,expr_MNS1,expr_MMD2,expr_ACPT,expr_TMC4,expr_NDUFAF6,expr_MCEMP1,expr_LRRC39,expr_MAF1,expr_ZNF835,expr_ST6GALNAC5,expr_DPYSL4,expr_PGK2,expr_LRRIQ3,expr_C9orf163,expr_KRT78,expr_C14orf39,expr_ISLR,expr_B4GALNT2,expr_SPOCK3,expr_C5orf38,expr_LRRC37A3,expr_UTF1,expr_PPP1R18,expr_SLC26A4,expr_SLC18A1,expr_ZNF687,expr_TTYH3,expr_TMEM181,expr_ATP5B,expr_GRM2,expr_IRF8,expr_ATOH1,expr_PBOV1,expr_ARHGEF19,expr_MORN3,expr_TTC9B,expr_GP9,expr_CHRNB4,expr_IL17A,expr_CIRBP-AS1,expr_PXT1,expr_ERICH5,expr_LINC01312,expr_DUX4L4,expr_MARCH4,expr_RANGAP1,expr_HIST1H3H,expr_GGN,expr_ZNF547,expr_ENPEP,expr_RAD9B,expr_IGSF10,expr_MAD1L1,expr_CDK17,expr_TTLL11,expr_PCDHA5,expr_LY75,expr_TLR10,expr_TBC1D31,expr_SENP8,expr_SNTB2,expr_GUSB,expr_CRELD2,expr_NRG4,expr_PGBD2,expr_UVRAG,expr_FAM167A,expr_SUDS3,expr_PART1,expr_C17orf78,expr_HIBADH,expr_ZCCHC24,expr_DNAAF3,expr_ANO7,expr_POLG,expr_LOC729164,expr_KRT3,expr_STK36,expr_RPS6KA2,expr_TAS1R2,expr_HOXC12,expr_OXER1,expr_LINC00269,expr_DCTPP1,expr_TMEM229B,expr_G3BP1,expr_TAS2R9,expr_GEMIN5,expr_C15orf26,expr_ELSPBP1,expr_SLC7A13,expr_GPHB5,expr_CLDN18,expr_DKFZP564C152,expr_FURIN,expr_LOC100506667,expr_ZFAND2A,expr_GMEB2,expr_GLI4,expr_NADK2,expr_FARS2,expr_CD163,expr_APCDD1,expr_NEK10,expr_SLC25A6,expr_DHRS3,expr_ALPI,expr_WT1-AS,expr_TMEM180,expr_NRL,expr_IFNL1,expr_CELF3,expr_TAS2R41,expr_MARCH10,expr_IMP3,expr_WDR87,expr_FBXL19,expr_BCDIN3D,expr_NR2E1,expr_WFDC9,expr_C19orf40,expr_NKIRAS1,expr_SLC5A8,expr_LPAR4,expr_PTPN1,expr_CYGB,expr_ZNF573,expr_SLC35F2,expr_NKAIN3,expr_ACSS3,expr_NUP62CL,expr_FRMD8P1,expr_LIN52,expr_HAT1,expr_ZNF578,expr_BRS3,expr_TAS2R40,expr_ZNF675,expr_LCE1E,expr_TPRG1L,expr_ARRDC4,expr_TMEM27,expr_NPIPB9,expr_LOC100130654,expr_PPP1R2P9,expr_PRSS16,expr_ISCU,expr_MFSD6L,expr_LMX1A,expr_XAGE2,expr_C11orf31,expr_ITPRIP,expr_LCE3E,expr_MST1L,expr_IL9R,expr_ONECUT1,expr_CATSPERD,expr_SKA3,expr_FAM50A,expr_IDH3G,expr_BGN,expr_RPL10L,expr_WBP5,expr_MAGEH1,expr_MNT,expr_DCST1,expr_XKRY2,expr_NOG,expr_RBM11,expr_LINC00896,expr_TTTY5,expr_OARD1,expr_CCDC116,expr_CCDC124,expr_CYB561A3,expr_LINC00612,expr_RPP25,expr_HCN2,expr_FBXO15,expr_LILRB1,expr_ZNF554,expr_LINC00337,expr_GPRIN2,expr_CCR7,expr_VCAM1,expr_HTR1D,expr_PLCB3,expr_SLC6A7,expr_SOS1,expr_CLCA3P,expr_FCHSD1,expr_SATB2-AS1,expr_RSRP1,expr_FAM83F,expr_NCSTN,expr_CHFR,expr_ISM2,expr_CCDC184,expr_KCNQ4,expr_ZIK1,expr_ZCCHC11,expr_ASB17,expr_C16orf3,expr_NEDD9,expr_FAM154A,expr_TMEM174,expr_RPE65,expr_CARNS1,expr_TMEM39B,expr_TUBGCP4,expr_PIM1,expr_CCDC63,expr_BOD1L2,expr_RPAP1,expr_EPHX1,expr_PLEKHG4,expr_OPRL1,expr_PSMA2,expr_ZNF71,expr_ADPRHL2,expr_IL17D,expr_HOXD4,expr_GNL2,expr_CDA,expr_ZBTB7C,expr_MTOR,expr_GTF2B,expr_GPR173,expr_FLJ30679,expr_MCU,expr_ZNF532,expr_ERICH6,expr_KRTAP4-3,expr_CD247,expr_AVPR2,expr_RBPJL,expr_CACNA2D2,expr_SPATA17,expr_PIK3CB,expr_TAS2R50,expr_SGPP1,expr_MOB1B,expr_LOC100288893,expr_MTUS1,expr_LOC646903,expr_FH,expr_ZNF593,expr_COA7,expr_PATE1,expr_GRIN3A,expr_GPATCH2,expr_HAVCR1,expr_MTSS1,expr_SYCP2L,expr_IL36A,expr_MKL1,expr_SLAIN1,expr_NUAK1,expr_LETM2,expr_HCN3,expr_SAC3D1,expr_CACNA1H,expr_PCGF2,expr_CTRC,expr_PRICKLE3,expr_ALPK3,expr_NR2F1,expr_RBM15,expr_IL3,expr_CHIA,expr_LINC01126,expr_CTAGE7P,expr_FAM27E3,expr_MYSM1,expr_SAMD15,expr_CDAN1,expr_BCAS2,expr_ALS2CR12,expr_ZAR1,expr_CHP2,expr_MRPL9,expr_CCDC85A,expr_FBXO41,expr_HAUS5,expr_JTB,expr_TMEM130,expr_TRIML2,expr_PFN1P2,expr_RCHY1,expr_SYNE4,expr_TRIM56,expr_RNF169,expr_ZC3H18,expr_B3GALT6,expr_UBE2NL,expr_PRDM1,expr_NPHS2,expr_C12orf57,expr_BEND2,expr_SNX7,expr_ZDHHC23,expr_ANKFN1,expr_PRSS30P,expr_OR7E14P,expr_PRO2852,expr_IL19,expr_MRTO4,expr_KPNA1,expr_PLEKHO1,expr_DNAJB7,expr_SF3B4,expr_PRR30,expr_PLEKHM2,expr_C16orf80,expr_TAF13,expr_DBIL5P,expr_ALG6,expr_NPHP4,expr_PLCD3,expr_SNX32,expr_CD1B,expr_NLRP8,expr_SPATA32,expr_C8B,expr_POLR3C,expr_POLR2C,expr_TMEM31,expr_BRINP2,expr_NPW,expr_GJB5,expr_SORCS1,expr_PNMA5,expr_LINC00314,expr_CACNA2D4,expr_IGFBP7,expr_SSPO,expr_SWSAP1,expr_FSIP1,expr_LITAF,expr_IVL,expr_DLX6,expr_CBX2,expr_MIR7-3HG,expr_LENEP,expr_RMI2,expr_AMBRA1,expr_KRT19P2,expr_KCTD11,expr_LYST,expr_IFIT3,expr_PPP1R3C,expr_TMEM129,expr_WDR81,expr_TMEM151A,expr_FAM71A,expr_FLJ31713,expr_CD160,expr_INA,expr_COQ10A,expr_ZNF550,expr_CCDC78,expr_ZNF567,expr_FMO2,expr_PTCH2,expr_NEUROG3,expr_SLC12A5,expr_LOC149373,expr_HIST1H2AA,expr_SYNPO2L,expr_SEC31B,expr_LINC00266-1,expr_MGRN1,expr_EXOSC1,expr_P2RX6,expr_KCNIP3,expr_FANCB,expr_PLCE1,expr_SPINK5,expr_BAG2,expr_RRP8,expr_HLF,expr_ABTB2,expr_CCDC83,expr_PDE10A,expr_DEFB123,expr_ZDHHC8P1,expr_CEBPG,expr_ANXA6,expr_ANO3,expr_SLC17A4,expr_UPP2,expr_STAG1,expr_PTH2,expr_GFOD2,expr_TCL1A,expr_FDX1,expr_RPS6KA4,expr_PPP2R5B,expr_STOML3,expr_RGPD6,expr_ZBTB8OS,expr_SLC22A12,expr_GOLGA6L4,expr_GAL3ST3,expr_PLA2G15,expr_PRIMPOL,expr_PLA2G4D,expr_KIFC2,expr_POU5F2,expr_POPDC3,expr_E2F8,expr_FOXRED1,expr_CYP3A7,expr_MMP27,expr_AKAP2,expr_HSF4,expr_ANKK1,expr_NBPF14,expr_HIST1H4F,expr_PCDHGB4,expr_BROX,expr_SLC37A4,expr_EPC2,expr_TAS2R38,expr_BEND3,expr_ALKBH3,expr_KDM7A,expr_NEURL4,expr_VSIG2,expr_NUDT7,expr_MYEOV,expr_NUDCD2,expr_LINC00889,expr_GUCY2F,expr_FUT3,expr_FAM81B,expr_EGLN3,expr_OR8K3,expr_PLD6,expr_SSRP1,expr_NTF3,expr_CPNE5,expr_LRWD1,expr_CLDN17,expr_DYDC1,expr_CNTF,expr_TSHZ3,expr_SNHG5,expr_C3orf20,expr_B3GAT3,expr_HYAL3,expr_METTL6,expr_POLR2G,expr_CAGE1,expr_CES4A,expr_PIK3C2A,expr_LOC101930026,expr_ATXN3L,expr_ATG2A,expr_GTF2H1,expr_SYT8,expr_OR52B2,expr_TEX30,expr_DNER,expr_C1orf213,expr_PDHX,expr_FDCSP,expr_RSPH10B,expr_PRDM5,expr_SLC30A8,expr_C3orf49,expr_CSTF1,expr_ABHD15,expr_ATG16L2,expr_HIST1H2AL,expr_INPPL1,expr_CCDC68,expr_PDCL2,expr_SLC16A11,expr_HOXB5,expr_GUCA1C,expr_RXFP3,expr_ANGEL1,expr_FAM26D,expr_STARD10,expr_THY1,expr_DDX26B,expr_KRT86,expr_RFTN2,expr_LRRC75A-AS1,expr_HSPA4L,expr_C1RL,expr_CYP27B1,expr_VPS33A,expr_DNASE1L2,expr_ABCA13,expr_OR2AP1,expr_PCDHGA9,expr_FAM175B,expr_DDX51,expr_C12orf60,expr_NLGN4X,expr_CCDC13,expr_HOGA1,expr_DCAF4L2,expr_LRRC19,expr_ASUN,expr_SLX4IP,expr_RDH16,expr_RNF40,expr_MDN1,expr_FOXL1,expr_HBZ,expr_PRKAG1,expr_CAMTA2,expr_OTOP3,expr_FAM161B,expr_TSPAN8,expr_ZNF783,expr_JUND,expr_ITGA5,expr_METTL16,expr_MRGPRX1,expr_ARC,expr_CACNA1D,expr_GRHL1,expr_EID2,expr_ABHD12B,expr_NUP210L,expr_APAF1,expr_EME2,expr_GYS2,expr_HIST1H2BH,expr_LATS1,expr_TAS2R7,expr_SLC10A3,expr_SCRN1,expr_AICDA,expr_KHDRBS2,expr_MGST1,expr_TPGS1,expr_SLC25A35,expr_LRRC23,expr_KRT6C,expr_TRHDE,expr_TAPBPL,expr_TAS2R60,expr_CDC14C,expr_UBE2DNL,expr_FBXL14,expr_PCBD1,expr_ADAM21,expr_SESTD1,expr_SYT1,expr_PSMA8,expr_GORAB,expr_PODN,expr_EME1,expr_EID2B,expr_LRRC75A,expr_GIMAP2,expr_LILRA6,expr_TFEB,expr_ZNF560,expr_ZNF114,expr_TCERG1L,expr_HHLA2,expr_NTS,expr_WFDC10A,expr_LCE1B,expr_LINC00615,expr_PCED1B,expr_FAM227B,expr_CHSY3,expr_LINC00346,expr_LRRC56,expr_CPB2,expr_PKI55,expr_MLNR,expr_CLCN5,expr_ADIPOQ,expr_C10orf35,expr_KLK8,expr_CCDC185,expr_SYS1,expr_LCE3A,expr_ZIC2,expr_RANBP10,expr_RIPK1,expr_MAGEB18,expr_XRRA1,expr_C1QBP,expr_PCDHGB7,expr_ANKAR,expr_KIR3DL3,expr_HOXB8,expr_GLYATL1,expr_BATF2,expr_TIGD4,expr_OR2L13,expr_RDH12,expr_MCM4,expr_ZNF227,expr_NSG1,expr_SLX4,expr_TRIM60,expr_ICOS,expr_TAS2R43,expr_DNM3,expr_LCE2D,expr_CHCHD1,expr_GJA5,expr_SPATC1L,expr_KIAA0247,expr_TUFT1,expr_GATA5,expr_CNBD1,expr_CDYL2,expr_ALKBH8,expr_PSMB5,expr_LOC100294362,expr_OR11G2,expr_CCDC12,expr_C15orf32,expr_SNAPC1,expr_AHSA2,expr_SERPINA9,expr_LOC100505502,expr_FAM219B,expr_P2RX1,expr_S100A13,expr_CIPC,expr_TM4SF19,expr_A2ML1,expr_PRR22,expr_H1FOO,expr_CCL3,expr_PATL1,expr_MGC24103,expr_PCNX,expr_HMGB3P1,expr_ABCD4,expr_SNW1,expr_HAND2,expr_DSPP,expr_SGCZ,expr_CIDEB,expr_IFNL3,expr_KRT18P55,expr_TRIML1,expr_CWC22,expr_CMTR1,expr_WFDC11,expr_TAC4,expr_KCTD20,expr_PWWP2B,expr_HEXA-AS1,expr_ZNRF4,expr_GJD2,expr_TEK,expr_VWA9,expr_UBE2D4,expr_CHSY1,expr_GAL,expr_CES1P1,expr_CLDND2,expr_LRRC71,expr_CDCA8,expr_DYX1C1,expr_C15orf39,expr_TEX19,expr_TTC16,expr_AAGAB,expr_LCE1D,expr_FUNDC1,expr_PEX11A,expr_MAPK4,expr_COL19A1,expr_EXD1,expr_LIME1,expr_TAS2R46,expr_RNASE8,expr_FAM96A,expr_NIT1,expr_BTNL2,expr_CIDEA,expr_ACMSD,expr_ZNF524,expr_DUSP11,expr_GPR176,expr_TMEM204,expr_LINC00338,expr_TPSAB1,expr_MCC,expr_HEXIM2,expr_TGFA,expr_PNPLA5,expr_CILP2,expr_C4orf36,expr_TNFRSF17,expr_OGFOD1,expr_SPATA31C2,expr_NOVA2,expr_FGF10,expr_FHOD1,expr_SRSF5,expr_LINC00161,expr_KCTD19,expr_FAN1,expr_KCTD12,expr_LINC00526,expr_RNF180,expr_SPIRE2,expr_WNT9A,expr_RSPRY1,expr_GPM6B,expr_MBD3L2,expr_RTEL1,expr_PARP15,expr_HBA1,expr_MAGEB6,expr_STUB1,expr_NARFL,expr_ADRA2B,expr_C16orf62,expr_GNRHR2,expr_CLDN19,expr_FBXL13,expr_MAPK3,expr_SLC5A11,expr_KRT74,expr_CLDN6,expr_THOC6,expr_YARS,expr_OIP5,expr_BMF,expr_UBE2U,expr_C14orf178,expr_MT1B,expr_CPNE2,expr_DHX38,expr_LMO4,expr_VEPH1,expr_CEACAM8,expr_LZTS3,expr_DYNAP,expr_EGR4,expr_SLC39A9,expr_IPMK,expr_CORO7,expr_DPPA4,expr_FASTKD5,expr_PRSS1,expr_CDC42BPB,expr_KIAA1279,expr_TXNDC17,expr_CARHSP1,expr_DEFB105B,expr_ANKRD13B,expr_ZNF420,expr_CLEC4F,expr_R3HDM1,expr_WBSCR27,expr_SPHK1,expr_ADCY4,expr_ZNF480,expr_HOXD10,expr_CAPN7,expr_NPL,expr_LRRC45,expr_CCDC27,expr_LINC00313,expr_FDXR,expr_GGA3,expr_ZNF747,expr_KRT7,expr_TULP4,expr_C8orf31,expr_STAP2,expr_APOH,expr_LRRC16B,expr_BCL9,expr_NOXRED1,expr_FAM122B,expr_TMTC2,expr_MYH2,expr_TAS2R20,expr_P2RY1,expr_PNMAL2,expr_ZSWIM5,expr_S100A1,expr_CCDC110,expr_KLF1,expr_NFKBID,expr_ZNHIT3,expr_DHX58,expr_AARS2,expr_OR52K3P,expr_BTBD16,expr_CHST15,expr_CNIH3,expr_CCDC14,expr_EPN1,expr_GAGE3,expr_TNFAIP1,expr_RPTOR,expr_CCDC11,expr_NXNL1,expr_TAX1BP3,expr_EMC3-AS1,expr_SLC45A4,expr_TRAP1,expr_SLC25A11,expr_E2F3,expr_CXCL16,expr_CLIC6,expr_SCAMP2,expr_PLCD4,expr_DEPDC7,expr_NPSA,expr_STX12,expr_KCTD6,expr_CHD5,expr_INO80E,expr_STAMBPL1,expr_RASA3,expr_WNT3A,expr_ANKS4B,expr_PAOX,expr_KRT27,expr_DEFB127,expr_PAN3,expr_KRTAP4-4,expr_FAM110A,expr_NKX3-2,expr_C4orf26,expr_HRH4,expr_OR1G1,expr_KIF12,expr_HDX,expr_C1orf87,expr_GTF2H3,expr_KIAA0087,expr_TNIP3,expr_MC2R,expr_GATAD2B,expr_SLMO1,expr_DIRAS1,expr_DSC1,expr_C4orf45,expr_TFAP2D,expr_CCDC107,expr_ZNF830,expr_CDH2,expr_PRRG3,expr_FAM226A,expr_PROX2,expr_STARD8,expr_FPR1,expr_DRD1,expr_ABCD2,expr_PLA2G12B,expr_KDELC2,expr_RALYL,expr_RABAC1,expr_LTA4H,expr_LIPE,expr_SMCR5,expr_CKAP2L,expr_EIF3G,expr_HIST4H4,expr_SLC22A15,expr_CCDC101,expr_CCER1,expr_ZC3H12C,expr_SMCO2,expr_MRGPRX3,expr_SLC12A4,expr_EPS15L1,expr_PIP5K1P1,expr_REG1B,expr_ACER1,expr_SLC35G3,expr_VAV1,expr_CNOT3,expr_NGFR,expr_MISP,expr_RLN3,expr_TTC39B,expr_RNASEL,expr_GADD45GIP1,expr_WDR83,expr_DHX40,expr_ZNF823,expr_KLK7,expr_PSKH1,expr_VWA3A,expr_MCMDC2,expr_MBLAC2,expr_PRMT1,expr_CGB1,expr_PCDHB18,expr_RUVBL2,expr_LIG1,expr_ZNF512,expr_MANEAL,expr_FAM9A,expr_SRRM4,expr_ZNF345,expr_PET100,expr_GALP,expr_FABP2,expr_CXorf22,expr_RDH13,expr_C18orf15,expr_SWI5,expr_DLGAP2,expr_ZFP36,expr_GLP1R,expr_KBTBD6,expr_NR3C2,expr_PKHD1L1,expr_CTAGE3P,expr_KCNE4,expr_ZNF57,expr_MYL10,expr_SPATA4,expr_KDF1,expr_CALML3,expr_ENAM,expr_FKBP8,expr_RNF43,expr_INPP4A,expr_FFAR1,expr_SNAP47,expr_KLF14,expr_HOMER3,expr_SALL3,expr_TDRP,expr_IGHMBP2,expr_CATSPER3,expr_KLHL26,expr_MVB12A,expr_PTGDR,expr_HCST,expr_NUTM1,expr_ALKBH6,expr_CAMSAP3,expr_OR10H3,expr_PDE8A,expr_HCAR1,expr_MPP2,expr_FAM98B,expr_KCNRG,expr_ZNF556,expr_KIAA1467,expr_NT5M,expr_BST2,expr_ABCA7,expr_DSCR10,expr_SRCAP,expr_CLDN2,expr_CREG2,expr_SLC2A12,expr_DTX2,expr_SRBD1,expr_FAM124B,expr_ENTPD2,expr_HIST1H4D,expr_FGF20,expr_PCDHGB3,expr_C2orf76,expr_ZNF582,expr_TMEM163,expr_RSC1A1,expr_ZFP42,expr_C3orf22,expr_FNBP4,expr_FAM110B,expr_R3HDML,expr_XDH,expr_NCOA1,expr_SULT1C4,expr_RAB40C,expr_NKX2-5,expr_ORC2,expr_MRVI1-AS1,expr_CDR2L,expr_RNF25,expr_LRRC43,expr_NEGR1,expr_FZD8,expr_NWD2,expr_DNAJC25,expr_ABCB11,expr_SMIM24,expr_GSTM2,expr_CLCA2,expr_JSRP1,expr_FFAR2,expr_OR10J1,expr_SNRNP27,expr_MRPS7,expr_CD207,expr_CBLC,expr_YTHDF3,expr_CCDC97,expr_TTC31,expr_CIR1,expr_CYLC1,expr_MIEN1,expr_C9orf69,expr_VAMP5,expr_TRMT10A,expr_CYP4F30P,expr_TXNDC16,expr_DOK7,expr_KIR3DX1,expr_CALCRL,expr_TIMP3,expr_COA5,expr_WDR64,expr_ZNF549,expr_OR5P3,expr_NBPF22P,expr_RNF182,expr_TMEM256,expr_TSSK3,expr_ERLEC1,expr_C22orf29,expr_SMAD5-AS1,expr_NLRP13,expr_RBMXL3,expr_KY,expr_RALGAPB,expr_CCDC61,expr_DAZAP2,expr_PRSS22,expr_GPBAR1,expr_CRLS1,expr_VAT1L,expr_TRMT10B,expr_GTF3C6,expr_CAD,expr_C1QTNF9,expr_KIF17,expr_FXR2,expr_MTIF2,expr_XPO1,expr_FBXO45,expr_PROC,expr_SUSD3,expr_COL9A3,expr_EDIL3,expr_C20orf196,expr_ELMOD1,expr_DDX27,expr_ZNF527,expr_TAS2R1,expr_ZNF280B,expr_LOC142937,expr_DOK5,expr_CCDC42,expr_VN1R2,expr_LINC00955,expr_CTSZ,expr_COX2,expr_UBALD1,expr_CSN1S2AP,expr_FAM46D,expr_C17orf50,expr_PPFIA2,expr_LAMP5,expr_C5orf34,expr_NPBWR2,expr_DKFZP586I1420,expr_JMJD7-PLA2G4B,expr_CGREF1,expr_NLRP10,expr_TEX2,expr_DDRGK1,expr_TRPM8,expr_VN1R3,expr_PASD1,expr_PCTP,expr_CCSER2,expr_METTL20,expr_SPATA5,expr_TOX4,expr_ADAMTS5,expr_S1PR1,expr_ENPP3,expr_SLC2A11,expr_RBM46,expr_ZNF417,expr_CREBRF,expr_BIK,expr_COL6A5,expr_KIAA1147,expr_TSSK2,expr_C7orf33,expr_ZNF619,expr_MGC45922,expr_LCE3C,expr_WIZ,expr_RRAS2,expr_C12orf54,expr_HSCB,expr_DPPA2,expr_LARP4B,expr_GCN1L1,expr_TCN2,expr_C20orf194,expr_IFT172,expr_SNAI3-AS1,expr_MFSD3,expr_FBXL16,expr_MRGPRG-AS1,expr_VWA5B1,expr_GCAT,expr_GUSBP5,expr_CAMSAP2,expr_C9orf50,expr_ND5,expr_DNM2,expr_MROH2B,expr_NFXL1,expr_ZNF366,expr_PARVB,expr_WDR16,expr_CX3CR1,expr_PEG3,expr_PYDC1,expr_NYAP1,expr_KLRAP1,expr_FAM151A,expr_COMMD2,expr_FNDC1,expr_ADPRH,expr_DSTN,expr_GPRASP2,expr_LINC00477,expr_CCT6B,expr_TBC1D21,expr_LINC00638,expr_CCDC79,expr_PRICKLE1,expr_CHST2,expr_LRTM1,expr_BTAF1,expr_GCSAML,expr_CMTM8,expr_TTC30B,expr_OR7E5P,expr_MBOAT1,expr_GPR128,expr_DGKG,expr_NR2C2,expr_SLC25A22,expr_VPS37D,expr_IFNL2,expr_TAL2,expr_DNTT,expr_NLRP9,expr_FAM122A,expr_GHRL,expr_CA4,expr_LOC254896,expr_FAM83C,expr_USP13,expr_TBCEL,expr_TEX264,expr_C10orf25,expr_ENTHD1,expr_WBP2NL,expr_C12orf76,expr_OR7D2,expr_MGC15885,expr_PSPN,expr_IDI2,expr_TMEM263,expr_C16orf46,expr_CIART,expr_ZNF491,expr_MON1A,expr_ZSWIM6,expr_KIAA1522,expr_WNT1,expr_CHRNA10,expr_PYY,expr_C17orf77,expr_SLC5A2,expr_LCE1F,expr_SGOL2,expr_ZCCHC5,expr_FAM3D,expr_SHISA6,expr_SPRYD4,expr_PLAG1,expr_CABP1,expr_PCDHGB2,expr_OSTC,expr_CCDC148,expr_SYNE3,expr_PIBF1,expr_GLRA2,expr_PRPF40B,expr_LRRC34,expr_PYGO2,expr_CCR5,expr_SEC22B,expr_NS3BP,expr_MFSD10,expr_NHLH2,expr_PDZD9,expr_BCAP29,expr_ANKRD29,expr_PROKR2,expr_LOC401127,expr_SPP2,expr_GYPE,expr_NOXO1,expr_F11,expr_CXorf58,expr_SFR1,expr_NCR2,expr_AOC2,expr_DKFZP434I0714,expr_ZNF330,expr_ZNF329,expr_PREX1,expr_SMR3A,expr_LINC00479,expr_SRSF3,expr_FUT11,expr_HAUS1,expr_POC5,expr_VKORC1L1,expr_DCDC5,expr_SLC35F1,expr_SH3TC1,expr_DMRTA1,expr_CCKAR,expr_LOC100509780,expr_SLC39A8,expr_TSR2,expr_SMIM3,expr_C16orf71,expr_MT1H,expr_C1orf180,expr_UFSP2,expr_COASY,expr_TRPC3,expr_RAB37,expr_ZNF528,expr_SHISA3,expr_CRYGB,expr_GLIPR2,expr_ZNF584,expr_RAB11FIP5,expr_ADAD1,expr_MBD3L1,expr_KLF9,expr_PRMT9,expr_HIST1H4E,expr_NCAPH,expr_PCDHGB6,expr_LAD1,expr_C2orf15,expr_ZNF212,expr_SGK494,expr_GALNT12,expr_TIGD3,expr_GPR133,expr_KIAA1210,expr_HARS2,expr_TIMM50,expr_PCDHB8,expr_PROKR1,expr_CCDC136,expr_TAS2R31,expr_MS4A6E,expr_DIXDC1,expr_LRRC70,expr_GJA10,expr_GPR137,expr_ST6GALNAC3,expr_ZNF610,expr_TMEM196,expr_GSAP,expr_KRTAP4-6,expr_GNB2L1,expr_KCNA5,expr_TERF2,expr_RNF130,expr_ASPRV1,expr_SPZ1,expr_ECRP,expr_SV2C,expr_IRF1,expr_TXNDC15,expr_SLC27A6,expr_DNAJC5G,expr_CCDC9,expr_AQP11,expr_LCE2A,expr_IFFO2,expr_LCA5,expr_PHLPP2,expr_WBSCR28,expr_BCL2L2,expr_PIH1D2,expr_GABRA6,expr_C11orf65,expr_ATPAF2,expr_CARD6,expr_ELOVL2,expr_SLC6A11,expr_TNKS1BP1,expr_B4GALT7,expr_CRX,expr_ACSF2,expr_FAM114A2,expr_TCP11L2,expr_VENTX,expr_OPN1SW,expr_HOMER1,expr_POLR3G,expr_SPDL1,expr_LRRC4B,expr_SSTR4,expr_BLCAP,expr_DLL4,expr_BTBD11,expr_CRISP3,expr_TAF1L,expr_BRD7P3,expr_C2orf43,expr_INTS2,expr_C11orf45,expr_IMPG1,expr_FNDC5,expr_TLCD1,expr_XKR3,expr_ORC3,expr_CIT,expr_PPFIA4,expr_TMEM14A,expr_NOD2,expr_BPHL,expr_MAP3K4,expr_SEC14L4,expr_GPR31,expr_PPT2,expr_R3HCC1,expr_PEX6,expr_HPR,expr_USP32P2,expr_ODF4,expr_GDAP1,expr_CAP2,expr_MDFI,expr_HIST1H2BF,expr_SLC17A1,expr_ATXN7L3,expr_SPRR4,expr_PCDHGA2,expr_TMEM55A,expr_KLHDC7A,expr_FAM43A,expr_SUV39H1,expr_SLC35F3,expr_OR5V1,expr_IER3,expr_TRIM17,expr_WDR63,expr_NSMCE2,expr_C4B,expr_FERD3L,expr_CABLES1,expr_VWA7,expr_DUSP27,expr_COL11A2,expr_SGCG,expr_PCDH12,expr_NTNG2,expr_FANCE,expr_CREB3,expr_HMGN2P46,expr_LINC00305,expr_TYSND1,expr_ETV7,expr_SLC25A16,expr_PRSS35,expr_SLC25A48,expr_ZNF354C,expr_TCF20,expr_RBMY2FP,expr_CCDC142,expr_EXOC3L1,expr_ARHGAP39,expr_PPIL4,expr_RBMS2,expr_GRK7,expr_IL23R,expr_GMCL1P1,expr_CRYBA1,expr_TSPAN17,expr_MED11,expr_TNPO3,expr_CCK,expr_ARMC6,expr_KLHL32,expr_GIMAP5,expr_KRT222,expr_CCDC37,expr_MAST3,expr_AOC3,expr_C4orf21,expr_LOC158435,expr_SHFM1,expr_GGCT,expr_SH3BP5L,expr_CLDN8,expr_HOXA11,expr_GORASP1,expr_ART5,expr_TSSK1B,expr_PROCA1,expr_FAM220A,expr_IL22,expr_SAMD10,expr_ASB10,expr_CCDC141,expr_MT1L,expr_M1AP,expr_GJD3,expr_PIWIL4,expr_STK31,expr_MGC27382,expr_AGR3,expr_HIST1H2AD,expr_EZH1,expr_TTC21A,expr_STEAP2,expr_GJC1,expr_SND1,expr_UNC5CL,expr_HORMAD2,expr_REXO1L1P,expr_C7orf62,expr_PPP1R3E,expr_IGFBP1,expr_ANG,expr_CAMK2B,expr_MRPS24,expr_CHCHD4,expr_KLHL34,expr_MGAM,expr_HKR1,expr_TMEM139,expr_CLEC2L,expr_FGF17,expr_HOXD9,expr_ZNF232,expr_FUK,expr_CCDC140,expr_DDIAS,expr_TMEM67,expr_GALNTL5,expr_TMEM52,expr_RNF133,expr_FGL2,expr_PRKAR2B,expr_KAL1,expr_CPSF4,expr_KCNQ1,expr_FOSB,expr_SUV420H2,expr_PRO2964,expr_ZBTB3,expr_LYSMD1,expr_CHRND,expr_HEYL,expr_CHST5,expr_DSCR9,expr_SPATA19,expr_ATP4A,expr_TMEM257,expr_FRS2,expr_INTS8,expr_HEATR9,expr_PLD2,expr_CCDC17,expr_ZFHX4,expr_DCSTAMP,expr_CTRB1,expr_HIST1H4A,expr_PSKH2,expr_KBTBD8,expr_CCDC155,expr_FAM69B,expr_CRIPAK,expr_C14orf80,expr_U2AF2,expr_ZHX1,expr_LOC100049716,expr_ANXA2R,expr_SULF1,expr_ARF4,expr_CD7,expr_ND2,expr_SSX8,expr_CALB1,expr_CRTAC1,expr_HMGXB4,expr_TEX37,expr_ZPLD1,expr_CT83,expr_PMM2,expr_ZNF205-AS1,expr_C20orf166-AS1,expr_EFCAB4A,expr_CCDC125,expr_CHMP4C,expr_GREM1,expr_FBXL6,expr_SETD9,expr_C4orf33,expr_PRDM12,expr_PHYHIP,expr_HEATR5A,expr_FREM1,expr_MLANA,expr_HTR2C,expr_ZNF529,expr_SIT1,expr_LOC554206,expr_HEMGN,expr_HSD17B3,expr_SULT1A1,expr_JPH1,expr_GPR62,expr_TXLNB,expr_ZNF439,expr_TCEAL3,expr_VLDLR,expr_RND2,expr_CARD10,expr_HN1L,expr_RAB42,expr_LIMD1,expr_KLF17,expr_SRFBP1,expr_ABCA2,expr_WSB1,expr_GPC4,expr_DAND5,expr_ALMS1P,expr_NDUFA8,expr_EDRF1,expr_SPATA31A3,expr_KIF24,expr_HMG20A,expr_NDUFB6,expr_HIST2H4B,expr_SLC51B,expr_GABRA5,expr_KCNK2,expr_PLLP,expr_BOP1,expr_LTBP1,expr_FABP6,expr_KRT24,expr_EPHX4,expr_KRTAP4-11,expr_FASN,expr_ZNF287,expr_DCXR,expr_ACOT12,expr_SMARCA1,expr_FLII,expr_COMMD8,expr_EMX2,expr_ENTPD8,expr_HTRA4,expr_TBX4,expr_GKN1,expr_PLCXD2,expr_ERVH-6,expr_NOMO1,expr_COPG1,expr_SERPINA2,expr_ADAM32,expr_CRIP1,expr_CSRP2,expr_USP38,expr_TBK1,expr_NT5DC2,expr_KCTD13,expr_AMBN,expr_DSC2,expr_RPL35A,expr_FAM171A1,expr_S100G,expr_PPP1R14C,expr_DOCK1,expr_FIGF,expr_ZNF41,expr_XK,expr_HTATSF1,expr_EPB41L3,expr_GLUD2,expr_RAB9A,expr_HSD17B10,expr_ITGB1BP2,expr_GLA,expr_GDI1,expr_PPP2R3B,expr_NGFRAP1,expr_MCF2,expr_GPR143,expr_TTTY8,expr_BPY2B,expr_MYL12A,expr_HNRNPR,expr_CLCA4,expr_COL9A2,expr_ORC1,expr_DIO1,expr_CHD1L,expr_TNR,expr_IFI44L,expr_TFB2M,expr_TEKT2,expr_C1orf109,expr_FBXO2,expr_CCBL2,expr_NME7,expr_HAO2,expr_SLC27A5,expr_GPR137B,expr_RPS8,expr_CELA2A,expr_ZNF606,expr_TNFAIP8L2,expr_RAB13,expr_PIGV,expr_PTBP2,expr_SCNN1D,expr_PVRL4,expr_IL20,expr_BOLA1,expr_PSRC1,expr_F13B,expr_FOXD3,expr_C1orf105,expr_BCL3,expr_C8A,expr_TMEM81,expr_LYZL1,expr_CHUK,expr_GDF2,expr_ITGA8,expr_ERF,expr_FGF8,expr_TRIM8,expr_PNLIP,expr_MICU1,expr_EGR2,expr_CNNM1,expr_PPAN-P2RY11,expr_HIF1AN,expr_DHX32,expr_LIPF,expr_HHEX,expr_CUZD1,expr_WDR37,expr_KRTAP5-8,expr_ACY3,expr_OR5P2,expr_NR1H3,expr_MIA,expr_FLRT1,expr_GPHA2,expr_BANF1,expr_YIF1A,expr_TCP11L1,expr_MRGPRX2,expr_ST14,expr_MMP20,expr_CASP5,expr_BTG4,expr_DSCAML1,expr_OR5AP2,expr_PRG3,expr_GLYATL2,expr_MRPL16,expr_TMEM258,expr_CLPP,expr_TAF6L,expr_NLRP14,expr_PHLDA2,expr_INSR,expr_TRIM21,expr_UCP2,expr_MAP6,expr_MARCH9,expr_DIABLO,expr_MIP,expr_CS,expr_DDX55,expr_STAT6,expr_LRIG3,expr_CCDC65,expr_PTPRR,expr_HOXC11,expr_GTSF1,expr_LHX5,expr_ZNF581,expr_TAS2R8,expr_CLEC4A,expr_CKAP4,expr_ING4,expr_PTGER1,expr_RPL13P5,expr_CD27,expr_NUP37,expr_NINJ2,expr_TMEM106C,expr_GLT8D2,expr_CLEC1B,expr_APOLD1,expr_MCRS1,expr_PABPC3,expr_GPR12,expr_IFT88,expr_CLDN10,expr_PCCA,expr_VPS36,expr_CCNA1,expr_TCL1B,expr_INSM2,expr_ARHGAP5,expr_CEP170B,expr_EFS,expr_C14orf93,expr_SALL2,expr_TMEM55B,expr_OTX2,expr_CDKN3,expr_PYGL,expr_ADAM20,expr_UCK2,expr_NPC2,expr_CYP46A1,expr_TMOD2,expr_GALK2,expr_SLC28A2,expr_AP2A1,expr_ADAM10,expr_VPS33B,expr_SH3GL3,expr_NTF4,expr_PSTPIP1,expr_LPCAT4,expr_WDR61,expr_SNX1,expr_TMEM62,expr_SPINT1,expr_NUBP2,expr_IL17C,expr_ADAD2,expr_ZG16,expr_CDH3,expr_LRRC29,expr_C19orf68,expr_PRDM7,expr_HBQ1,expr_RPUSD1,expr_C16orf87,expr_ERN2,expr_AMDHD2,expr_CETP,expr_PRR14,expr_FA2H,expr_LOC81691,expr_BAHCC1,expr_GPR142,expr_PLSCR3,expr_NLRP5,expr_MRC2,expr_PRPSAP2,expr_MYH1,expr_GRN,expr_CCL1,expr_MRPL27,expr_PHOSPHO1,expr_YBX2,expr_PELP1,expr_NT5C3B,expr_KRT10,expr_KRTAP4-2,expr_FAM57A,expr_SCEL,expr_KLK12,expr_RGS13,expr_MAP4K1,expr_COG1,expr_IL17RE,expr_OR3A1,expr_DCX,expr_KCNN2,expr_HTR7,expr_MC5R,expr_ATP6V1G2,expr_COL2A1,expr_DMBX1,expr_TNFRSF8,expr_CBFA2T3,expr_MAP3K7,expr_CASP6,expr_CLDN15,expr_ZNF19,expr_B3GNT2,expr_TYMS,expr_HOXA9,expr_EFEMP1,expr_NSUN5P1,expr_KCNJ16,expr_MC4R,expr_CDIPT,expr_MIEF2,expr_CSRP2BP,expr_SLX1A,expr_SIGLEC15,expr_ADCY6,expr_IL1F10,expr_CSF3,expr_CEBPA-AS1,expr_LIPT1,expr_JUP,expr_FAXDC2,expr_DHPS,expr_CACNG6,expr_AQP6,expr_MAPK8IP2,expr_MAGEC3,expr_FYN,expr_ZNF671,expr_POLDIP3,expr_MAPK11,expr_AURKC,expr_AGRP,expr_EMR2,expr_EYA1,expr_CLPTM1,expr_SERPINB4,expr_MRPL47,expr_NOS2,expr_CKM,expr_IL4I1,expr_ZNF526,expr_CXCL17,expr_PRRX1,expr_ANGPTL6,expr_WDFY1,expr_RBM12,expr_LPAR1,expr_RDH8,expr_SLC24A4,expr_KL,expr_CCL28,expr_LGALS13,expr_ABR,expr_EDARADD,expr_FAM32A,expr_TRIP10,expr_ARHGEF18,expr_NAT14,expr_DCAF15,expr_BCL2L12,expr_ZNF541,expr_DMPK,expr_KIR2DL2,expr_PPP1R12C,expr_LRG1,expr_CADM4,expr_PINLYP,expr_MATK,expr_PSG1,expr_OR10H2,expr_ABHD8,expr_NIFK,expr_SERPINE2,expr_C1QL2,expr_RAMP1,expr_NCK2,expr_PLD5,expr_SULT1C2,expr_NDUFB3,expr_SCN2A,expr_PSG4,expr_INHA,expr_ZNF142,expr_COX5B,expr_SPC25,expr_ETAA1,expr_IL1RL1,expr_RHOB,expr_WDR18,expr_ZNF436,expr_CLCA1,expr_RUNX3,expr_ISYNA1,expr_LELP1,expr_NKAIN1,expr_INSL5,expr_PRELP,expr_DUSP12,expr_XCL2,expr_MGST3,expr_TNNI1,expr_HSD3B2,expr_RGS7,expr_ATP13A1,expr_PLK3,expr_RHBG,expr_ARHGEF2,expr_CELA2B,expr_PABPC4,expr_GJC2,expr_PROK1,expr_RAP1A,expr_OR6K2,expr_CD1C,expr_AMPD1,expr_CCDC18,expr_VTCN1,expr_ZDHHC18,expr_PUSL1,expr_TNFRSF9,expr_PGM1,expr_TARBP1,expr_GRHL3,expr_CYB5R1,expr_MUC16,expr_PDZK1,expr_ACBD6,expr_TBCE,expr_NUAK2,expr_GGPS1,expr_BAMBI,expr_ADRB1,expr_IFIT1,expr_DPCD,expr_NPM3,expr_TAF5,expr_UNC5B,expr_ZNF43,expr_SLC18A3,expr_WNT8B,expr_CYP2C18,expr_SLC18A2,expr_FAM24B,expr_CTSD,expr_NUDT8,expr_OR10H4,expr_C1QTNF4,expr_DDB2,expr_COX8A,expr_NAALADL1,expr_CATSPER1,expr_CD248,expr_SBNO2,expr_DCPS,expr_ADAMTS15,expr_MMP7,expr_TMPRSS5,expr_BACE1,expr_LYL1,expr_BUD13,expr_OR8G2,expr_MSANTD2,expr_OR4C15,expr_SLC43A1,expr_GIF,expr_PRPF19,expr_VWCE,expr_CPS1,expr_TFCP2L1,expr_TUT1,expr_LDHC,expr_OSBPL5,expr_LMO2,expr_STIM1,expr_EED,expr_ERCC3,expr_BLOC1S1,expr_OGFOD2,expr_FLJ13224,expr_RND1,expr_TMEM177,expr_LRP1B,expr_KRT82,expr_LDHB,expr_MTERFD3,expr_CHD4,expr_LTBR,expr_CCDC53,expr_WNT5B,expr_BRAP,expr_P2RX4,expr_PAWR,expr_RPRM,expr_CLSTN3,expr_FBXO21,expr_MTIF3,expr_MAB21L1,expr_DPY30,expr_TP53I3,expr_COX16,expr_SNX6,expr_THTPA,expr_AJUBA,expr_OSGEP,expr_OR4K17,expr_BMP4,expr_NIF3L1,expr_RABGGTA,expr_EIF3J,expr_MEGF11,expr_LDHAL6B,expr_LINC00597,expr_ISL2,expr_NOP10,expr_TYRO3,expr_EIF2AK4,expr_ZFPM1,expr_KIFC3,expr_FEV,expr_DNAAF1,expr_KIF22,expr_ATP6V0D1,expr_TRADD,expr_LOC101927910,expr_RAB26,expr_C4orf46,expr_FAM173A,expr_GNG13,expr_GDE1,expr_APOBR,expr_DCAF17,expr_NIP7,expr_MT1A,expr_HERPUD1,expr_UBN1,expr_LDHD,expr_LYRM1,expr_ST6GALNAC1,expr_SLC25A19,expr_WRAP53,expr_NOL11,expr_FTSJ3,expr_COX10,expr_G6PC3,expr_EFTUD2,expr_CNTD1,expr_ITGA3,expr_ZNF652,expr_CCL18,expr_OMG,expr_TARS2,expr_DVL2,expr_VMO1,expr_KANSL1,expr_KLHL11,expr_KRT36,expr_CBX8,expr_KRT12,expr_TIMM22,expr_ADORA2B,expr_OR3A2,expr_SMAD7,expr_CHMP1B,expr_CLUL1,expr_CDH20,expr_SERPINB3,expr_FPR2,expr_ZNF416,expr_RELB,expr_CIC,expr_COL5A3,expr_CYP2A13,expr_AP1M1,expr_CCL25,expr_TPM3P9,expr_MPHOSPH10,expr_SYT3,expr_PRR12,expr_TULP2,expr_NAPA,expr_SLC1A5,expr_DMWD,expr_TNNT1,expr_TMIGD2,expr_SMG9,expr_MED16,expr_CRLF1,expr_GRAMD1A,expr_GMIP,expr_FFAR3,expr_TBCB,expr_POLR2I,expr_TIMM13,expr_TECR,expr_PSG3,expr_ABCA12,expr_ZC3H15,expr_EN1,expr_C2orf40,expr_SLC38A11,expr_ITGA4,expr_AAMP,expr_IL37,expr_METTL8,expr_DHRS9,expr_GEMIN6,expr_VIT,expr_FOXJ3,expr_IL1RL2,expr_MCEE,expr_INO80B,expr_RNF103,expr_FAP,expr_KRCC1,expr_CFC1,expr_SLC4A1AP,expr_ASB3,expr_TBR1,expr_CIB4,expr_HSPE1,expr_RTN4,expr_REL,expr_PTK6,expr_GTSF1L,expr_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xpr_SHRM,expr_LOC647478,expr_AL133572,expr_DKFZP761M1511,expr_AL137707,expr_KIAA0179,expr_G26403,expr_M28170,expr_APBA2BP,expr_RBP3,expr_NM_003197,expr_NM_007070,expr_NM_007233,expr_NM_014785,expr_NM_015940,expr_NM_015961,expr_CGI-38,expr_X72475,expr_C9orf19,expr_AA148535,expr_WDR21A,expr_RP3-452H17.2,expr_AA707469,expr_HTLF,expr_LTB4DH,expr_LOC346887,expr_AI005573,expr_AI053442,expr_AI123712,expr_AI275010,expr_AI338290,expr_AI348471,expr_C20orf23,expr_MGC13057,expr_AI655888,expr_AI694524,expr_C20orf55,expr_AI740796,expr_EDG3,expr_AW006621,expr_AW014785,expr_AW128859,expr_AW149008,expr_AW183918,expr_AW235069,expr_R62460,expr_A1BG,expr_A1CF,expr_AAK1,expr_AASDH,expr_AASDHPPT,expr_AATF,expr_AATK,expr_ABAT,expr_ABCA1,expr_ABCA5,expr_ABCA6,expr_ABCB10,expr_ABCB6,expr_ABCB9,expr_ABCC13,expr_ABCC2,expr_ABCC4,expr_ABCC5,expr_ABCC6,expr_ABCC9,expr_ABCD3,expr_ABCE1,expr_ABCF2,expr_ABCG1,expr_ABHD1,expr_ABHD10,expr_ABHD11,expr_ABHD12,expr_ABHD13,expr_ABHD14B,expr_ABHD17A,expr_ABHD17C,expr_ABHD2,expr_ABI1,expr_ABI2,expr_ABI3BP,expr_ABL1,expr_ABL2,expr_ABLIM3,expr_ABTB1,expr_ACAA1,expr_ACACA,expr_ACAD10,expr_ACAD8,expr_ACAD9,expr_ACADS,expr_ACADSB,expr_ACAP1,expr_ACAP2,expr_ACAP3,expr_ACAT1,expr_ACAT2,expr_ACBD3,expr_ACBD4,expr_ACBD5,expr_ACE,expr_ACER3,expr_ACIN1,expr_ACO1,expr_ACO2,expr_ACOT11,expr_ACOT2,expr_ACOT4,expr_ACOT9,expr_ACOX1,expr_ACOX3,expr_ACP1,expr_ACP2,expr_ACPP,expr_ACR,expr_ACSBG1,expr_ACSF3,expr_ACSL3,expr_ACSL6,expr_ACSM2A,expr_ACSM5,expr_ACSS1,expr_ACSS2,expr_ACTB,expr_ACTC1,expr_ACTG1,expr_ACTG2,expr_ACTL6A,expr_ACTN1,expr_ACTN4,expr_ACTR10,expr_ACTR1A,expr_ACTR2,expr_ACTR3,expr_ACTR3B,expr_ACTR8,expr_ACVR1B,expr_ACVR1C,expr_ACVR2B,expr_ACVRL1,expr_ACYP2,expr_ADAL,expr_ADAM11,expr_ADAM12,expr_ADAM17,expr_ADAM19,expr_ADAM22,expr_ADAM23,expr_ADAM28,expr_ADAM33,expr_ADAM6,expr_ADAM9,expr_ADAMTS1,expr_ADAMTS12,expr_ADAMTS13,expr_ADAMTS14,expr_ADAMTS16,expr_ADAMTS18,expr_ADAMTS2,expr_ADAMTS20,expr_ADAMTS3,expr_ADAMTS4,expr_ADAMTS6,expr_ADAMTS9,expr_ADAMTSL1,expr_ADAMTSL3,expr_ADAMTSL4,expr_ADAMTSL5,expr_ADAP2,expr_ADAR,expr_ADARB1,expr_ADARB2,expr_ADAT1,expr_ADAT2,expr_ADCK2,expr_ADCK4,expr_ADCY1,expr_ADCY2,expr_ADCY3,expr_ADCY5,expr_ADCY7,expr_ADCY9,expr_ADCYAP1,expr_ADD1,expr_ADD2,expr_ADD3,expr_ADH1A,expr_ADH5,expr_ADH6,expr_ADI1,expr_ADIPOR1,expr_ADIPOR2,expr_ADM,expr_ADNP,expr_ADORA2A,expr_ADORA2A-AS1,expr_ADORA3,expr_ADPRHL1,expr_ADPRM,expr_ADRA1B,expr_ADRBK2,expr_ADRM1,expr_ADSS,expr_AEBP1,expr_AEBP2,expr_AES,expr_AFAP1-AS1,expr_AFAP1L1,expr_AFAP1L2,expr_AFF1,expr_AFF3,expr_AFF4,expr_AFG3L1P,expr_AFG3L2,expr_AFMID,expr_AFTPH,expr_AGAP1,expr_AGAP3,expr_AGAP7P,expr_AGAP8,expr_AGAP9,expr_AGBL3,expr_AGBL4,expr_AGBL5,expr_AGFG2,expr_AGGF1,expr_AGK,expr_AGMAT,expr_AGO1,expr_AGO3,expr_AGO4,expr_AGPAT3,expr_AGPAT4,expr_AGPAT5,expr_AGPAT6,expr_AGPS,expr_AGR2,expr_AGRN,expr_AGTPBP1,expr_AGTR1,expr_AGXT,expr_AGXT2,expr_AHCTF1,expr_AHCY,expr_AHCYL1,expr_AHCYL2,expr_AHDC1,expr_AHI1,expr_AHNAK,expr_AHNAK2,expr_AHRR,expr_AHSG,expr_AIDA,expr_AIF1L,expr_AIFM2,expr_AIM1L,expr_AIMP1,expr_AIP,expr_AIPL1,expr_AIRE,expr_AJAP1,expr_AK1,expr_AK2,expr_AK4,expr_AK5,expr_AK8,expr_AK9,expr_AKAP11,expr_AKAP12,expr_AKAP13,expr_AKAP17A,expr_AKAP6,expr_AKAP8L,expr_AKAP9,expr_AKIP1,expr_AKIRIN1,expr_AKIRIN2,expr_AKNA,expr_AKNAD1,expr_AKR1A1,expr_AKR1B10,expr_AKR1C1,expr_AKR1C6P,expr_AKR1D1,expr_AKT1,expr_AKT2,expr_AKT3,expr_AKTIP,expr_ALAD,expr_ALAS1,expr_ALAS2,expr_ALCAM,expr_ALDH16A1,expr_ALDH1A2,expr_ALDH1A3,expr_ALDH1B1,expr_ALDH1L1,expr_ALDH1L2,expr_ALDH2,expr_ALDH4A1,expr_ALDH5A1,expr_ALDH6A1,expr_ALDH7A1,expr_ALDH8A1,expr_ALDOA,expr_ALDOB,expr_ALG1,expr_ALG10B,expr_ALG13,expr_ALG1L,expr_ALG3,expr_ALG9,expr_ALKBH2,expr_ALKBH5,expr_ALKBH7,expr_ALMS1,expr_ALOX12,expr_ALOX15,expr_ALOX5AP,expr_ALPK1,expr_ALPL,expr_ALPPL2,expr_ALS2,expr_ALS2CL,expr_ALYREF,expr_AMD1,expr_AMER2,expr_AMER3,expr_AMFR,expr_AMICA1,expr_AMIGO1,expr_AMMECR1,expr_AMMECR1L,expr_AMN,expr_AMOT,expr_AMOTL1,expr_AMPD3,expr_AMPH,expr_AMT,expr_AMZ2P1,expr_ANAPC1,expr_ANAPC5,expr_ANAPC7,expr_ANGEL2,expr_ANGPT1,expr_ANGPT2,expr_ANGPTL1,expr_ANGPTL2,expr_ANK1,expr_ANK3,expr_ANKDD1A,expr_ANKEF1,expr_ANKFY1,expr_ANKH,expr_ANKHD1,expr_ANKIB1,expr_ANKMY1,expr_ANKRA2,expr_ANKRD10,expr_ANKRD11,expr_ANKRD12,expr_ANKRD13A,expr_ANKRD13D,expr_ANKRD17,expr_ANKRD18A,expr_ANKRD2,expr_ANKRD20A12P,expr_ANKRD20A2,expr_ANKRD20A5P,expr_ANKRD24,expr_ANKRD26,expr_ANKRD28,expr_ANKRD30BP2,expr_ANKRD32,expr_ANKRD33B,expr_ANKRD36,expr_ANKRD36B,expr_ANKRD36BP2,expr_ANKRD42,expr_ANKRD44,expr_ANKRD46,expr_ANKRD50,expr_ANKRD53,expr_ANKRD54,expr_ANKRD6,expr_ANKRD65,expr_ANKS1B,expr_ANKS6,expr_ANLN,expr_ANO1,expr_ANO4,expr_ANO6,expr_ANP32A,expr_ANP32A-IT1,expr_ANP32E,expr_ANTXR1,expr_ANTXR2,expr_ANXA11,expr_ANXA13,expr_ANXA2,expr_ANXA8L1,expr_AP1AR,expr_AP1G1,expr_AP1S1,expr_AP1S2,expr_AP1S3,expr_AP2A2,expr_AP2B1,expr_AP3B1,expr_AP3D1,expr_AP3M1,expr_AP3M2,expr_AP3S2,expr_AP4E1,expr_AP4S1,expr_AP5B1,expr_AP5M1,expr_AP5Z1,expr_APBA1,expr_APBA2,expr_APBB1,expr_APBB1IP,expr_APBB2,expr_APC,expr_APC2,expr_APEH,expr_APEX1,expr_APH1A,expr_API5,expr_APLF,expr_APLN,expr_APLP2,expr_APMAP,expr_APOA4,expr_APOBEC3B,expr_APOBEC3F,expr_APOBEC3G,expr_APOC1,expr_APOD,expr_APOF,expr_APOL1,expr_APOL2,expr_APOL3,expr_APOL4,expr_APOL6,expr_APOM,expr_APOPT1,expr_APP,expr_APPBP2,expr_APPL1,expr_APTX,expr_AQP1,expr_AQP10,expr_AQP2,expr_AQP3,expr_AQP4,expr_AQP4-AS1,expr_AQP5,expr_AQP9,expr_AQR,expr_ARAP1,expr_ARCN1,expr_AREL1,expr_ARF1,expr_ARF3,expr_ARF5,expr_ARF6,expr_ARFGAP1,expr_ARFIP1,expr_ARHGAP1,expr_ARHGAP11A,expr_ARHGAP12,expr_ARHGAP15,expr_ARHGAP17,expr_ARHGAP18,expr_ARHGAP19,expr_ARHGAP20,expr_ARHGAP24,expr_ARHGAP25,expr_ARHGAP26,expr_ARHGAP27,expr_ARHGAP28,expr_ARHGAP29,expr_ARHGAP30,expr_ARHGAP31,expr_ARHGAP32,expr_ARHGAP33,expr_ARHGAP35,expr_ARHGAP44,expr_ARHGAP6,expr_ARHGDIA,expr_ARHGEF1,expr_ARHGEF10,expr_ARHGEF10L,expr_ARHGEF11,expr_ARHGEF12,expr_ARHGEF15,expr_ARHGEF17,expr_ARHGEF25,expr_ARHGEF26,expr_ARHGEF28,expr_ARHGEF3,expr_ARHGEF39,expr_ARHGEF4,expr_ARHGEF5,expr_ARHGEF6,expr_ARHGEF7,expr_ARHGEF9,expr_ARID1A,expr_ARID1B,expr_ARID2,expr_ARID3A,expr_ARID4B,expr_ARID5B,expr_ARIH1,expr_ARIH2,expr_ARL1,expr_ARL10,expr_ARL11,expr_ARL13B,expr_ARL14EP,expr_ARL17A,expr_ARL3,expr_ARL4A,expr_ARL4D,expr_ARL5A,expr_ARL5B,expr_ARL6IP1,expr_ARL6IP4,expr_ARL6IP5,expr_ARL8A,expr_ARL8B,expr_ARL9,expr_ARMC1,expr_ARMC10,expr_ARMC2,expr_ARMC4,expr_ARMC8,expr_ARMC9,expr_ARMCX3,expr_ARMCX4,expr_ARMCX6,expr_ARNT,expr_ARNTL2,expr_ARPC4,expr_ARPC4-TTLL3,expr_ARPP19,expr_ARPP21,expr_ARRB1,expr_ARRDC1,expr_ARRDC2,expr_ARRDC3,expr_ARSD,expr_ARSG,expr_ART3,expr_ARV1,expr_ARVCF,expr_ASAH1,expr_ASAP1,expr_ASAP1-IT1,expr_ASAP2,expr_ASB1,expr_ASB13,expr_ASB16,expr_ASB4,expr_ASB5,expr_ASB6,expr_ASB7,expr_ASB8,expr_ASCC3,expr_ASCL2,expr_ASF1A,expr_ASH1L,expr_ASMTL,expr_ASNS,expr_ASPA,expr_ASPH,expr_ASPHD2,expr_ASPM,expr_ASRGL1,expr_ASTN1,expr_ASTN2,expr_ASXL1,expr_ASXL2,expr_ASXL3,expr_ATAD1,expr_ATAD2,expr_ATAD3A,expr_ATAD3B,expr_ATAD5,expr_ATAT1,expr_ATCAY,expr_ATE1,expr_ATF2,expr_ATF3,expr_ATF4,expr_ATF6,expr_ATF6B,expr_ATF7,expr_ATF7IP,expr_ATF7IP2,expr_ATG10,expr_ATG12,expr_ATG13,expr_ATG16L1,expr_ATG2B,expr_ATG3,expr_ATG4B,expr_ATG4C,expr_ATG5,expr_ATG7,expr_ATG9B,expr_ATL2,expr_ATM,expr_ATMIN,expr_ATN1,expr_ATOH7,expr_ATOH8,expr_ATP10A,expr_ATP10B,expr_ATP10D,expr_ATP11A,expr_ATP11B,expr_ATP11C,expr_ATP13A2,expr_ATP13A3,expr_ATP13A4,expr_ATP1A4,expr_ATP1B1,expr_ATP1B4,expr_ATP2A2,expr_ATP2A3,expr_ATP2B3,expr_ATP2B4,expr_ATP2C1,expr_ATP5D,expr_ATP5E,expr_ATP5F1,expr_ATP5G2,expr_ATP5G3,expr_ATP5H,expr_ATP5I,expr_ATP5J2,expr_ATP5L,expr_ATP5S,expr_ATP5SL,expr_ATP6AP1,expr_ATP6V0A1,expr_ATP6V0C,expr_ATP6V0D2,expr_ATP6V1A,expr_ATP6V1B1,expr_ATP6V1C1,expr_ATP6V1C2,expr_ATP6V1H,expr_ATP8A2,expr_ATP8B2,expr_ATP8B3,expr_ATP9A,expr_ATP9B,expr_ATPAF1,expr_ATRIP,expr_ATRN,expr_ATRNL1,expr_ATRX,expr_ATXN2,expr_ATXN2L,expr_ATXN3,expr_ATXN7,expr_ATXN7L1,expr_ATXN7L2,expr_AURKA,expr_AURKB,expr_AUTS2,expr_AVIL,expr_AVL9,expr_AVPR1A,expr_AXDND1,expr_AXIN2,expr_AZGP1,expr_AZI2,expr_AZIN2,expr_B2M,expr_B3GALNT1,expr_B3GALNT2,expr_B3GALT2,expr_B3GALT4,expr_B3GALT5,expr_B3GALTL,expr_B3GNT4,expr_B3GNT5,expr_B3GNT6,expr_B3GNT7,expr_B3GNT9,expr_B4GALNT1,expr_B4GALNT3,expr_B4GALNT4,expr_B4GALT1,expr_B4GALT2,expr_B4GALT5,expr_B4GALT6,expr_B9D1,expr_B9D2,expr_BAALC,expr_BACE2,expr_BACH1,expr_BAG3,expr_BAG4,expr_BAG5,expr_BAG6,expr_BAGE,expr_BAIAP2,expr_BAIAP2L2,expr_BANP,expr_BAP1,expr_BARHL1,expr_BAX,expr_BBC3,expr_BBIP1,expr_BBS1,expr_BBS10,expr_BBS4,expr_BBS5,expr_BBS7,expr_BBS9,expr_BBX,expr_BCAM,expr_BCAN,expr_BCAP31,expr_BCAR1,expr_BCAS3,expr_BCAS4,expr_BCAT1,expr_BCAT2,expr_BCCIP,expr_BCKDHB,expr_BCKDK,expr_BCL11A,expr_BCL11B,expr_BCL2,expr_BCL2A1,expr_BCL2L1,expr_BCL2L11,expr_BCL2L13,expr_BCL2L14,expr_BCL6,expr_BCL6B,expr_BCL7A,expr_BCL7B,expr_BCLAF1,expr_BCO2,expr_BCOR,expr_BCR,expr_BCRP2,expr_BDH2,expr_BDKRB1,expr_BDNF,expr_BDP1,expr_BECN1,expr_BEND7,expr_BEST3,expr_BET1,expr_BET1L,expr_BFAR,expr_BGLAP,expr_BHLHA15,expr_BHLHE22,expr_BHMT,expr_BHMT2,expr_BICC1,expr_BICD1,expr_BICD2,expr_BID,expr_BIN1,expr_BIN3,expr_BIRC5,expr_BLM,expr_BLMH,expr_BLOC1S2,expr_BLOC1S5,expr_BLOC1S6,expr_BLZF1,expr_BMI1,expr_BMP1,expr_BMP2K,expr_BMP7,expr_BMP8B,expr_BMPER,expr_BMPR1A,expr_BMPR1B,expr_BMPR2,expr_BMS1,expr_BMS1P20,expr_BMS1P6,expr_BMX,expr_BNC2,expr_BNIP3,expr_BNIP3L,expr_BOD1,expr_BOD1L1,expr_BOLA3,expr_BOLL,expr_BPESC1,expr_BPI,expr_BPNT1,expr_BPTF,expr_BRAF,expr_BRAT1,expr_BRCA1,expr_BRCA2,expr_BRCC3,expr_BRD2,expr_BRD3,expr_BRD4,expr_BRF1,expr_BRI3BP,expr_BRINP1,expr_BRIP1,expr_BRIX1,expr_BRK1,expr_BRMS1L,expr_BRSK2,expr_BRWD1,expr_BRWD3,expr_BSG,expr_BSPRY,expr_BTBD3,expr_BTBD7,expr_BTBD9,expr_BTC,expr_BTD,expr_BTF3,expr_BTG2,expr_BTG3,expr_BTN2A1,expr_BTN2A2,expr_BTN2A3P,expr_BTN3A1,expr_BTN3A2,expr_BTNL3,expr_BTNL9,expr_BTRC,expr_BUB1,expr_BUB3,expr_BVES,expr_BZRAP1,expr_BZW1,expr_C10orf10,expr_C10orf11,expr_C10orf118,expr_C10orf137,expr_C10orf2,expr_C10orf32,expr_C10orf76,expr_C10orf82,expr_C11orf1,expr_C11orf16,expr_C11orf21,expr_C11orf30,expr_C11orf48,expr_C11orf54,expr_C11orf57,expr_C11orf58,expr_C11orf63,expr_C11orf71,expr_C11orf86,expr_C11orf87,expr_C11orf88,expr_C12orf29,expr_C12orf4,expr_C12orf40,expr_C12orf42,expr_C12orf49,expr_C12orf5,expr_C12orf65,expr_C12orf66,expr_C14orf1,expr_C14orf119,expr_C14orf132,expr_C14orf159,expr_C14orf79,expr_C15orf37,expr_C15orf38,expr_C15orf40,expr_C15orf52,expr_C15orf57,expr_C15orf59,expr_C16orf58,expr_C16orf70,expr_C16orf86,expr_C16orf89,expr_C16orf93,expr_C17orf104,expr_C17orf51,expr_C17orf53,expr_C17orf59,expr_C17orf67,expr_C17orf75,expr_C17orf80,expr_C17orf85,expr_C18orf25,expr_C18orf54,expr_C19orf12,expr_C19orf25,expr_C19orf33,expr_C19orf43,expr_C19orf66,expr_C19orf73,expr_C1D,expr_C1GALT1,expr_C1orf106,expr_C1orf115,expr_C1orf116,expr_C1orf122,expr_C1orf123,expr_C1orf131,expr_C1orf145,expr_C1orf162,expr_C1orf168,expr_C1orf186,expr_C1orf194,expr_C1orf198,expr_C1orf21,expr_C1orf226,expr_C1orf27,expr_C1orf43,expr_C1orf56,expr_C1orf61,expr_C1orf64,expr_C1orf86,expr_C1QTNF1,expr_C1QTNF2,expr_C1QTNF3,expr_C1QTNF7,expr_C2,expr_C20orf112,expr_C20orf197,expr_C20orf201,expr_C20orf24,expr_C20orf85,expr_C21orf119,expr_C21orf128,expr_C21orf15,expr_C21orf2,expr_C21orf58,expr_C21orf62,expr_C21orf67,expr_C21orf88,expr_C21orf91,expr_C22orf15,expr_C22orf23,expr_C22orf39,expr_C2CD2,expr_C2CD2L,expr_C2CD3,expr_C2CD4B,expr_C2CD5,expr_C2orf27A,expr_C2orf49,expr_C2orf68,expr_C2orf69,expr_C2orf70,expr_C2orf72,expr_C2orf74,expr_C2orf88,expr_C3orf14,expr_C3orf17,expr_C3orf27,expr_C3orf35,expr_C3orf38,expr_C3orf52,expr_C3orf58,expr_C3orf62,expr_C4orf19,expr_C4orf27,expr_C4orf3,expr_C4orf32,expr_C5AR1,expr_C5orf20,expr_C5orf24,expr_C5orf27,expr_C5orf42,expr_C5orf45,expr_C5orf47,expr_C5orf54,expr_C5orf56,expr_C6orf1,expr_C6orf10,expr_C6orf106,expr_C6orf123,expr_C6orf141,expr_C6orf164,expr_C6orf165,expr_C6orf203,expr_C6orf223,expr_C6orf25,expr_C6orf52,expr_C6orf58,expr_C6orf62,expr_C6orf89,expr_C7,expr_C7orf34,expr_C7orf50,expr_C7orf60,expr_C8orf17,expr_C8orf33,expr_C8orf34,expr_C8orf37,expr_C8orf4,expr_C8orf46,expr_C8orf88,expr_C9orf116,expr_C9orf131,expr_C9orf135,expr_C9orf156,expr_C9orf3,expr_C9orf37,expr_C9orf40,expr_C9orf41,expr_C9orf47,expr_C9orf72,expr_C9orf78,expr_C9orf9,expr_C9orf91,expr_CA12,expr_CA13,expr_CA2,expr_CA5A,expr_CA5B,expr_CA6,expr_CA8,expr_CA9,expr_CAB39L,expr_CABIN1,expr_CACNA1B,expr_CACNA1C,expr_CACNA1E,expr_CACNA1G,expr_CACNA1I,expr_CACNA2D3,expr_CACNB1,expr_CACNB2,expr_CACNB3,expr_CACNG2,expr_CACNG5,expr_CACNG7,expr_CACNG8,expr_CACTIN,expr_CACUL1,expr_CACYBP,expr_CADM1,expr_CADPS,expr_CALCA,expr_CALCOCO1,expr_CALCOCO2,expr_CALD1,expr_CALM1,expr_CALM3,expr_CALN1,expr_CAMK1D,expr_CAMK1G,expr_CAMK2D,expr_CAMK2G,expr_CAMK2N1,expr_CAMKK1,expr_CAMKK2,expr_CAMKMT,expr_CAMLG,expr_CAMSAP1,expr_CAMTA1,expr_CAND1,expr_CANT1,expr_CANX,expr_CAPN1,expr_CAPN10,expr_CAPN12,expr_CAPN13,expr_CAPN15,expr_CAPN8,expr_CAPRIN1,expr_CAPRIN2,expr_CAPS,expr_CAPS2,expr_CAPZA1,expr_CAPZA2,expr_CARD11,expr_CARD14,expr_CARD16,expr_CARD8,expr_CARD9,expr_CARF,expr_CARKD,expr_CARS2,expr_CASC10,expr_CASC15,expr_CASC2,expr_CASC3,expr_CASC4,expr_CASC5,expr_CASD1,expr_CASK,expr_CASKIN1,expr_CASKIN2,expr_CASP10,expr_CASP2,expr_CASP4,expr_CASP8,expr_CASP9,expr_CAST,expr_CASZ1,expr_CAT,expr_CATSPER2,expr_CAV1,expr_CAV2,expr_CAV3,expr_CBFA2T2,expr_CBFB,expr_CBL,expr_CBLB,expr_CBLL1,expr_CBR3,expr_CBR4,expr_CBS,expr_CBWD5,expr_CBX1,expr_CBX5,expr_CBX6,expr_CBX7,expr_CC2D1A,expr_CC2D1B,expr_CC2D2A,expr_CC2D2B,expr_CCAR2,expr_CCBE1,expr_CCDC102B,expr_CCDC108,expr_CCDC112,expr_CCDC113,expr_CCDC115,expr_CCDC117,expr_CCDC120,expr_CCDC121,expr_CCDC122,expr_CCDC126,expr_CCDC127,expr_CCDC132,expr_CCDC134,expr_CCDC144A,expr_CCDC149,expr_CCDC15,expr_CCDC150,expr_CCDC158,expr_CCDC171,expr_CCDC174,expr_CCDC177,expr_CCDC181,expr_CCDC182,expr_CCDC24,expr_CCDC25,expr_CCDC30,expr_CCDC34,expr_CCDC36,expr_CCDC40,expr_CCDC43,expr_CCDC47,expr_CCDC50,expr_CCDC57,expr_CCDC59,expr_CCDC6,expr_CCDC62,expr_CCDC66,expr_CCDC67,expr_CCDC69,expr_CCDC7,expr_CCDC71,expr_CCDC71L,expr_CCDC74B,expr_CCDC80,expr_CCDC82,expr_CCDC84,expr_CCDC85C,expr_CCDC86,expr_CCDC88A,expr_CCDC88B,expr_CCDC88C,expr_CCDC90B,expr_CCDC91,expr_CCDC93,expr_CCDC96,expr_CCL13,expr_CCL2,expr_CCL23,expr_CCL26,expr_CCL3L3,expr_CCNB2,expr_CCND1,expr_CCND2,expr_CCND3,expr_CCNF,expr_CCNG2,expr_CCNJL,expr_CCNK,expr_CCNL1,expr_CCNL2,expr_CCNO,expr_CCNT1,expr_CCNT2,expr_CCNY,expr_CCNYL1,expr_CCP110,expr_CCPG1,expr_CCR1,expr_CCR2,expr_CCR3,expr_CCRL2,expr_CCRN4L,expr_CCSAP,expr_CCT5,expr_CCT6A,expr_CCT6P1,expr_CCT8,expr_CD109,expr_CD163L1,expr_CD164,expr_CD177,expr_CD19,expr_CD1A,expr_CD1D,expr_CD1E,expr_CD200R1,expr_CD209,expr_CD22,expr_CD244,expr_CD274,expr_CD276,expr_CD2AP,expr_CD2BP2,expr_CD300A,expr_CD300LF,expr_CD300LG,expr_CD302,expr_CD33,expr_CD34,expr_CD36,expr_CD3E,expr_CD3EAP,expr_CD46,expr_CD47,expr_CD48,expr_CD55,expr_CD59,expr_CD6,expr_CD63,expr_CD80,expr_CD82,expr_CD84,expr_CD86,expr_CD8B,expr_CD93,expr_CD96,expr_CD97,expr_CD99,expr_CD99L2,expr_CDADC1,expr_CDC14A,expr_CDC14B,expr_CDC20,expr_CDC20B,expr_CDC23,expr_CDC25A,expr_CDC25B,expr_CDC34,expr_CDC37L1,expr_CDC40,expr_CDC42,expr_CDC42BPA,expr_CDC42BPG,expr_CDC42EP1,expr_CDC42EP3,expr_CDC42EP4,expr_CDC42SE1,expr_CDC42SE2,expr_CDC5L,expr_CDC6,expr_CDC73,expr_CDCA2,expr_CDCA3,expr_CDCA4,expr_CDCA7,expr_CDCP1,expr_CDH11,expr_CDH12,expr_CDH19,expr_CDH22,expr_CDH23,expr_CDH24,expr_CDH26,expr_CDH4,expr_CDH6,expr_CDH7,expr_CDHR1,expr_CDHR3,expr_CDHR5,expr_CDK10,expr_CDK11B,expr_CDK12,expr_CDK13,expr_CDK14,expr_CDK19,expr_CDK2,expr_CDK5R2,expr_CDK5RAP1,expr_CDK5RAP3,expr_CDK6,expr_CDK8,expr_CDK9,expr_CDKAL1,expr_CDKL1,expr_CDKN1A,expr_CDKN1B,expr_CDKN1C,expr_CDKN2A,expr_CDKN2AIPNL,expr_CDKN2B,expr_CDON,expr_CDR2,expr_CDRT1,expr_CDS1,expr_CDS2,expr_CDSN,expr_CDT1,expr_CDV3,expr_CEACAM1,expr_CEACAM19,expr_CEACAM3,expr_CEACAM6,expr_CEACAM7,expr_CEBPA,expr_CEBPB,expr_CECR1,expr_CEL,expr_CELF1,expr_CELF2,expr_CELF4,expr_CELSR2,expr_CEND1,expr_CENPA,expr_CENPB,expr_CENPBD1,expr_CENPBD1P1,expr_CENPC,expr_CENPF,expr_CENPI,expr_CENPJ,expr_CENPL,expr_CENPM,expr_CENPN,expr_CENPO,expr_CENPT,expr_CENPW,expr_CEP104,expr_CEP112,expr_CEP120,expr_CEP128,expr_CEP135,expr_CEP152,expr_CEP164,expr_CEP170,expr_CEP192,expr_CEP250,expr_CEP290,expr_CEP41,expr_CEP44,expr_CEP57,expr_CEP57L1,expr_CEP63,expr_CEP68,expr_CEP70,expr_CEP72,expr_CEP78,expr_CEP85L,expr_CEP89,expr_CEP95,expr_CEP97,expr_CERK,expr_CERS6,expr_CES2,expr_CES3,expr_CES5A,expr_CFB,expr_CFH,expr_CFHR5,expr_CFI,expr_CFL1,expr_CFL1P1,expr_CFL2,expr_CFLAR,expr_CFTR,expr_CGA,expr_CGGBP1,expr_CGN,expr_CGNL1,expr_CGRRF1,expr_CHAD,expr_CHAT,expr_CHCHD2,expr_CHCHD3,expr_CHCHD5,expr_CHCHD7,expr_CHD2,expr_CHD6,expr_CHD7,expr_CHD8,expr_CHD9,expr_CHDH,expr_CHEK1,expr_CHERP,expr_CHGB,expr_CHI3L1,expr_CHID1,expr_CHKA,expr_CHL1,expr_CHM,expr_CHML,expr_CHMP1A,expr_CHMP2B,expr_CHMP3,expr_CHMP4A,expr_CHMP4B,expr_CHMP5,expr_CHMP7,expr_CHP1,expr_CHPF2,expr_CHPT1,expr_CHRD,expr_CHRDL1,expr_CHRDL2,expr_CHRM2,expr_CHRM3,expr_CHRNA1,expr_CHRNA4,expr_CHRNB1,expr_CHRNB2,expr_CHST11,expr_CHST14,expr_CHST8,expr_CHTF18,expr_CHTOP,expr_CHURC1,expr_CIAO1,expr_CIAPIN1,expr_CIB1,expr_CIITA,expr_CIRBP,expr_CIRH1A,expr_CISD1,expr_CISD2,expr_CISH,expr_CITED4,expr_CIZ1,expr_CKAP2,expr_CKAP5,expr_CKB,expr_CKLF,expr_CKMT1A,expr_CKS1B,expr_CKS2,expr_CLASP2,expr_CLASRP,expr_CLCC1,expr_CLCN3,expr_CLCN4,expr_CLCN6,expr_CLCNKB,expr_CLDN1,expr_CLDN11,expr_CLDN12,expr_CLDN16,expr_CLDN3,expr_CLDN5,expr_CLDN9,expr_CLEC10A,expr_CLEC14A,expr_CLEC2D,expr_CLEC4M,expr_CLEC5A,expr_CLEC7A,expr_CLIC2,expr_CLIC4,expr_CLIC5,expr_CLINT1,expr_CLIP1,expr_CLIP3,expr_CLIP4,expr_CLK1,expr_CLK2,expr_CLK3,expr_CLK4,expr_CLMN,expr_CLMP,expr_CLN3,expr_CLN5,expr_CLN8,expr_CLOCK,expr_CLP1,expr_CLPX,expr_CLRN1,expr_CLSTN2,expr_CLTB,expr_CLUH,expr_CLVS1,expr_CLYBL,expr_CMAHP,expr_CMIP,expr_CMKLR1,expr_CMTM3,expr_CMTM4,expr_CMTM6,expr_CMTM7,expr_CMTR2,expr_CMYA5,expr_CNBP,expr_CNDP2,expr_CNEP1R1,expr_CNGA1,expr_CNGA4,expr_CNGB1,expr_CNIH1,expr_CNKSR3,expr_CNN2,expr_CNNM2,expr_CNOT1,expr_CNOT2,expr_CNOT4,expr_CNOT6,expr_CNOT6L,expr_CNOT7,expr_CNP,expr_CNPY2,expr_CNPY3,expr_CNR1,expr_CNR2,expr_CNST,expr_CNTLN,expr_CNTN1,expr_CNTN2,expr_CNTN3,expr_CNTN4,expr_CNTN5,expr_CNTNAP1,expr_CNTNAP2,expr_CNTNAP3,expr_CNTNAP4,expr_CNTNAP5,expr_CNTRL,expr_CNTROB,expr_COA3,expr_COBL,expr_COBLL1,expr_COCH,expr_COG2,expr_COG3,expr_COG6,expr_COG8,expr_COL12A1,expr_COL13A1,expr_COL14A1,expr_COL15A1,expr_COL17A1,expr_COL18A1,expr_COL1A2,expr_COL20A1,expr_COL23A1,expr_COL25A1,expr_COL27A1,expr_COL3A1,expr_COL4A1,expr_COL4A2,expr_COL4A3,expr_COL4A3BP,expr_COL4A5,expr_COL4A6,expr_COL5A1,expr_COL5A2,expr_COL6A1,expr_COL6A2,expr_COL6A3,expr_COL8A1,expr_COLEC11,expr_COLQ,expr_COMMD1,expr_COMMD4,expr_COMMD5,expr_COMMD6,expr_COMMD7,expr_COMP,expr_COPA,expr_COPE,expr_COPRS,expr_COPS4,expr_COPS6,expr_COPZ1,expr_COQ10B,expr_COQ2,expr_COQ5,expr_COQ7,expr_COQ9,expr_CORO1C,expr_CORO2A,expr_CORT,expr_COTL1,expr_COX11,expr_COX15,expr_COX17,expr_COX18,expr_COX19,expr_COX20,expr_COX4I1,expr_COX5A,expr_COX6A1,expr_COX6A2,expr_COX6B2,expr_COX7A2L,expr_COX7B,expr_CP,expr_CPA4,expr_CPA6,expr_CPD,expr_CPEB2,expr_CPEB3,expr_CPEB4,expr_CPED1,expr_CPLX1,expr_CPLX2,expr_CPM,expr_CPN2,expr_CPNE3,expr_CPNE6,expr_CPNE8,expr_CPPED1,expr_CPSF2,expr_CPSF3L,expr_CPSF6,expr_CPT1A,expr_CR1,expr_CR2,expr_CRABP1,expr_CRAMP1L,expr_CRB1,expr_CRBN,expr_CRCP,expr_CRCT1,expr_CREB1,expr_CREB3L3,expr_CREB5,expr_CREBBP,expr_CREBL2,expr_CREM,expr_CRHR1,expr_CRHR2,expr_CRIM1,expr_CRISPLD2,expr_CRK,expr_CRKL,expr_CRLF3,expr_CRMP1,expr_CRNKL1,expr_CROCC,expr_CROCCP3,expr_CRTAP,expr_CRTC1,expr_CRTC2,expr_CRTC3,expr_CRY1,expr_CRY2,expr_CRYAA,expr_CRYAB,expr_CRYBB2,expr_CRYBB3,expr_CRYBG3,expr_CRYGD,expr_CRYGS,expr_CRYZ,expr_CRYZL1,expr_CSDC2,expr_CSDE1,expr_CSF1,expr_CSF2RA,expr_CSGALNACT1,expr_CSGALNACT2,expr_CSH1,expr_CSH2,expr_CSHL1,expr_CSK,expr_CSMD2,expr_CSNK1A1,expr_CSNK1D,expr_CSNK1E,expr_CSNK1G1,expr_CSNK1G2,expr_CSNK1G3,expr_CSNK2A1,expr_CSNK2A2,expr_CSNK2B,expr_CSPP1,expr_CSRNP3,expr_CSRP1,expr_CST3,expr_CSTA,expr_CSTF2T,expr_CSTF3,expr_CT47A11,exp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b/flask_backend/models/gse194040_pcr_expression_elastic_net/logs/gse194040_session_info.json new file mode 100644 index 00000000..fca6230c --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/logs/gse194040_session_info.json @@ -0,0 +1,9 @@ +{ + "python": "3.12.13 (main, Mar 3 2026, 15:01:35) [MSC v.1944 64 bit (AMD64)]", + "platform": "Windows-11-10.0.26200-SP0", + "pandas": "3.0.1", + "numpy": "2.3.5", + "argv": [ + "scripts\\preprocess_gse194040.py" + ] +} \ No newline at end of file diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_best_model.joblib b/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_best_model.joblib new file mode 100644 index 00000000..5c8f8e8e Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_best_model.joblib differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_best_model_metadata.json b/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_best_model_metadata.json new file mode 100644 index 00000000..588d4867 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_best_model_metadata.json @@ -0,0 +1,38 @@ +{ + "best_model": "elastic_net_logistic", + "best_params": { + "classifier__C": 0.03, + "classifier__l1_ratio": 0.8 + }, + "random_state": 42, + "test_size": 0.2, + "cv_folds": 3, + "feature_count": 19134, + "train_rows": 789, + "test_rows": 198, + "frozen_model": { + "artifact": "models/gse194040_best_model.joblib", + "sklearn_object_type": "sklearn.pipeline.Pipeline", + "pipeline_steps": [ + "imputer", + "scaler", + "classifier" + ], + "input_feature_count": 19134, + "sha256": "e3bbccac97c4495dbb8e8c66a8f35921ca6ff20cbb9e0b0671aaf0a00504f9d4" + }, + "provenance": { + "artifact_status": "historical submitted binary", + "current_training_script": "scripts/train_gse194040_models.py", + "current_training_script_pipeline_steps": [ + "missingness", + "imputer", + "variance", + "scaler", + "classifier" + ], + "current_training_script_purpose": "corrected pipeline for future versioned retraining", + "current_training_script_produced_submitted_binary": false, + "submitted_model_retrained_or_replaced_after_script_correction": false + } +} diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_elastic_net_logistic_best_pipeline.joblib b/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_elastic_net_logistic_best_pipeline.joblib new file mode 100644 index 00000000..5c8f8e8e Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_elastic_net_logistic_best_pipeline.joblib differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_lasso_logistic_l1_best_pipeline.joblib b/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_lasso_logistic_l1_best_pipeline.joblib new file mode 100644 index 00000000..140d0b5e Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_lasso_logistic_l1_best_pipeline.joblib differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_linear_svm_calibrated_best_pipeline.joblib b/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_linear_svm_calibrated_best_pipeline.joblib new file mode 100644 index 00000000..f19918b9 Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_linear_svm_calibrated_best_pipeline.joblib differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_pca_logistic_best_pipeline.joblib b/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_pca_logistic_best_pipeline.joblib new file mode 100644 index 00000000..89f9d6c2 Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_pca_logistic_best_pipeline.joblib differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_random_forest_best_pipeline.joblib b/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_random_forest_best_pipeline.joblib new file mode 100644 index 00000000..f50efdb6 Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/models/gse194040_random_forest_best_pipeline.joblib differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/pytest.ini b/flask_backend/models/gse194040_pcr_expression_elastic_net/pytest.ini new file mode 100644 index 00000000..c385dd66 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/pytest.ini @@ -0,0 +1,3 @@ +[pytest] +testpaths = tests +norecursedirs = .git .venv backups python_packages tmp diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/requirements-lock.txt b/flask_backend/models/gse194040_pcr_expression_elastic_net/requirements-lock.txt new file mode 100644 index 00000000..458e14be --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/requirements-lock.txt @@ -0,0 +1,30 @@ +attrs==26.1.0 +colorama==0.4.6 +contourpy==1.3.3 +cycler==0.12.1 +fonttools==4.63.0 +iniconfig==2.3.0 +joblib==1.5.3 +jsonschema==4.26.0 +jsonschema-specifications==2025.9.1 +kiwisolver==1.5.0 +matplotlib==3.11.1 +narwhals==2.24.0 +numpy==2.5.1 +packaging==26.2 +pandas==2.2.2 +pillow==12.3.0 +pluggy==1.6.0 +Pygments==2.20.0 +pyparsing==3.3.2 +pytest==9.1.1 +python-dateutil==2.9.0.post0 +pytz==2026.2 +referencing==0.37.0 +rpds-py==2026.6.3 +scikit-learn==1.9.0 +scipy==1.18.0 +six==1.17.0 +threadpoolctl==3.6.0 +typing_extensions==4.16.0 +tzdata==2026.3 diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/requirements.txt b/flask_backend/models/gse194040_pcr_expression_elastic_net/requirements.txt new file mode 100644 index 00000000..e39fef75 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/requirements.txt @@ -0,0 +1,9 @@ +joblib==1.5.3 +jsonschema==4.26.0 +matplotlib==3.11.1 +numpy==2.5.1 +pandas==2.2.2 +pytest==9.1.1 +referencing==0.37.0 +scikit-learn==1.9.0 +scipy==1.18.0 diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_heldout_calibration_curve_v1.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_heldout_calibration_curve_v1.csv new file mode 100644 index 00000000..cdc798b6 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_heldout_calibration_curve_v1.csv @@ -0,0 +1,11 @@ +bin,n,observed_pCR_count,minimum_predicted_pCR_score,maximum_predicted_pCR_score,mean_predicted_pCR_score,observed_pCR_rate +1,20,1,0.11031263534008977,0.1900904348705585,0.15027951853780497,0.05 +2,20,1,0.1907445904551137,0.24910888587970045,0.21642808772697603,0.05 +3,20,2,0.2504544431454907,0.30981429835309754,0.27365723781756524,0.1 +4,19,1,0.3199905541295462,0.3778325536778663,0.3450101455343844,0.05263157894736842 +5,20,5,0.37975564578488974,0.4296375559982749,0.4052115995914434,0.25 +6,20,10,0.4302448731861175,0.5050635051513667,0.47414850675003406,0.5 +7,19,8,0.5085636254369102,0.5796535663368105,0.5466707797549352,0.42105263157894735 +8,20,11,0.5822644376975588,0.6465018284875975,0.6085972168416707,0.55 +9,20,14,0.6547093822482287,0.7217444206376054,0.6847058955194683,0.7 +10,20,11,0.7271329706457484,0.9033279335632306,0.7764466865009164,0.55 diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_heldout_calibration_metrics_v1.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_heldout_calibration_metrics_v1.csv new file mode 100644 index 00000000..718a8599 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_heldout_calibration_metrics_v1.csv @@ -0,0 +1,2 @@ +model,evaluation_split,n,observed_pCR_count,observed_pCR_rate,mean_predicted_pCR_score,brier_score,calibration_intercept,calibration_slope,calibration_bins +elastic_net_logistic,heldout_test,198,64,0.32323232323232326,0.4481385483142154,0.18654523258134403,-0.6374151772729133,1.3352539203662048,10 diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_heldout_calibration_plot_v1.png b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_heldout_calibration_plot_v1.png new file mode 100644 index 00000000..edd4020f Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_heldout_calibration_plot_v1.png differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_heldout_calibration_session_v1.json b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_heldout_calibration_session_v1.json new file mode 100644 index 00000000..2e75b2eb --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_heldout_calibration_session_v1.json @@ -0,0 +1,14 @@ +{ + "timestamp": "2026-07-19T21:26:11", + "python": "3.12.13 (main, Mar 3 2026, 15:01:35) [MSC v.1944 64 bit (AMD64)]", + "platform": "Windows-11-10.0.26200-SP0", + "pandas": "3.0.1", + "numpy": "2.5.1", + "model_path": "models/gse194040_best_model.joblib", + "data_path": "data_processed/gse194040_ml_ready_pcr_expression.csv", + "split_path": "results/tables/gse194040_train_test_split.csv", + "output_dir": "results/calibration/gse194040_heldout_calibration_v1_20260719", + "n_bins_requested": 10, + "n_bins_created": 10, + "diagnostic_only_no_model_refit": true +} diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_heldout_calibration_summary_v1.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_heldout_calibration_summary_v1.md new file mode 100644 index 00000000..f5aec532 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_heldout_calibration_summary_v1.md @@ -0,0 +1,31 @@ +# GSE194040 held-out calibration analysis (v1) + +Run timestamp: 2026-07-19T21:26:11 + +## Frozen evaluation design + +- Saved model: `models/gse194040_best_model.joblib` +- Saved split: `results/tables/gse194040_train_test_split.csv` +- Held-out patients: 198 (64 pCR; 134 non-pCR). +- The original selected model was loaded without refitting or parameter changes. +- Test outcomes were used only to estimate post-hoc calibration diagnostics. +- No calibration mapping was saved or applied to model outputs. + +## Calibration diagnostics + +- Brier score: 0.186545 +- Calibration intercept: -0.637415 +- Calibration slope: 1.335254 +- Mean predicted pCR model score: 0.448139 +- Observed held-out pCR rate: 0.323232 +- Observed minus predicted rate: -0.124906 + +The classifier outputs remain uncalibrated model scores. These diagnostics do not convert them into clinical probabilities or establish external validity. + +## Outputs + +- `gse194040_heldout_calibration_metrics_v1.csv` +- `gse194040_heldout_calibration_curve_v1.csv` +- `gse194040_observed_vs_predicted_pcr_rates_v1.csv` +- `gse194040_heldout_calibration_plot_v1.png` +- `gse194040_heldout_calibration_session_v1.json` diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_observed_vs_predicted_pcr_rates_v1.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_observed_vs_predicted_pcr_rates_v1.csv new file mode 100644 index 00000000..a17aaf43 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/calibration/gse194040_heldout_calibration_v1_20260719/gse194040_observed_vs_predicted_pcr_rates_v1.csv @@ -0,0 +1,12 @@ +scope,bin,n,observed_pCR_count,mean_predicted_pCR_score,observed_pCR_rate,observed_minus_predicted +overall_heldout_test,,198,64,0.4481385483142154,0.32323232323232326,-0.12490622508189214 +equal_frequency_bin,1,20,1,0.15027951853780497,0.05,-0.10027951853780497 +equal_frequency_bin,2,20,1,0.21642808772697603,0.05,-0.16642808772697604 +equal_frequency_bin,3,20,2,0.27365723781756524,0.1,-0.17365723781756523 +equal_frequency_bin,4,19,1,0.3450101455343844,0.05263157894736842,-0.292378566587016 +equal_frequency_bin,5,20,5,0.4052115995914434,0.25,-0.15521159959144343 +equal_frequency_bin,6,20,10,0.47414850675003406,0.5,0.02585149324996594 +equal_frequency_bin,7,19,8,0.5466707797549352,0.42105263157894735,-0.12561814817598782 +equal_frequency_bin,8,20,11,0.6085972168416707,0.55,-0.05859721684167063 +equal_frequency_bin,9,20,14,0.6847058955194683,0.7,0.0152941044805317 +equal_frequency_bin,10,20,11,0.7764466865009164,0.55,-0.22644668650091637 diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_clinical_baseline_model_v1.joblib b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_clinical_baseline_model_v1.joblib new file mode 100644 index 00000000..2baa19d0 Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_clinical_baseline_model_v1.joblib differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_clinical_expression_comparison_session_v1.json b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_clinical_expression_comparison_session_v1.json new file mode 100644 index 00000000..41655a2a --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_clinical_expression_comparison_session_v1.json @@ -0,0 +1,44 @@ +{ + "timestamp": "2026-07-19T22:20:22", + "python": "3.12.13 (main, Mar 3 2026, 15:01:35) [MSC v.1944 64 bit (AMD64)]", + "platform": "Windows-11-10.0.26200-SP0", + "pandas": "3.0.1", + "numpy": "2.5.1", + "sklearn": "1.9.0", + "data_path": "data_processed/gse194040_ml_ready_pcr_expression.csv", + "split_path": "results/tables/gse194040_train_test_split.csv", + "expression_predictions_path": "results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_predictions_v2.csv", + "original_metrics_path": "results/tables/gse194040_final_test_metrics.csv", + "output_dir": "results/evaluation/gse194040_clinical_expression_comparison_v1_20260719", + "training_rows": 789, + "locked_test_rows": 198, + "expression_feature_count": 19134, + "clinical_variables": [ + "HR", + "HER2", + "MP", + "treatment_arm" + ], + "cv_folds": 3, + "training_random_seed": 42, + "bootstrap_iterations": 2000, + "bootstrap_base_seed": 20260719, + "best_params": { + "clinical_baseline": { + "classifier__C": 0.01, + "classifier__penalty": "l2" + }, + "clinical_plus_expression": { + "classifier__C": 0.03, + "classifier__l1_ratio": 0.8 + } + }, + "best_cv_roc_auc": { + "clinical_baseline": 0.7198281559814937, + "clinical_plus_expression": 0.7588014981273409 + }, + "locked_test_scored_once_after_selection": true, + "test_data_used_for_training_or_tuning": false, + "calibration_mapping_saved_or_applied": false, + "existing_expression_results_replaced": false +} diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_clinical_expression_comparison_summary_v1.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_clinical_expression_comparison_summary_v1.md new file mode 100644 index 00000000..1d3691b7 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_clinical_expression_comparison_summary_v1.md @@ -0,0 +1,39 @@ +# GSE194040 clinical and expression model comparison (v1) + +Run timestamp: 2026-07-19T22:20:22 + +## Design + +- Clinical baseline and clinical-plus-expression models were tuned and fit using saved training membership only. +- The locked test set was scored once after both specifications and hyperparameter grids were finalized. +- The existing frozen expression-model prediction file was reused without modifying the model or canonical results. +- Calibration intercept and slope are test-set diagnostics only; no calibration mapping was saved or applied. +- Confidence intervals use 2000 paired patient-level percentile replicates with base seed 20260719. + +## Selected training-CV models + +- Clinical baseline: `{"classifier__C": 0.01, "classifier__penalty": "l2"}`; mean training CV AUC 0.719828. +- Clinical plus expression: `{"classifier__C": 0.03, "classifier__l1_ratio": 0.8}`; mean training CV AUC 0.758801. + +## Locked-test results + +| Model | ROC AUC (95% CI) | PR-AUC (95% CI) | Brier (95% CI) | Calibration intercept (95% CI) | Calibration slope (95% CI) | +|---|---:|---:|---:|---:|---:| +| clinical_baseline | 0.705 (0.632-0.779) | 0.491 (0.383-0.623) | 0.218 (0.204-0.232) | -0.673 (-1.017--0.370) | 1.678 (1.071-2.503) | +| expression_model_existing | 0.791 (0.724-0.853) | 0.584 (0.471-0.715) | 0.187 (0.165-0.209) | -0.637 (-0.992--0.292) | 1.335 (0.946-1.867) | +| clinical_plus_expression | 0.789 (0.717-0.852) | 0.581 (0.467-0.713) | 0.187 (0.166-0.211) | -0.635 (-0.991--0.293) | 1.324 (0.909-1.864) | + +## Paired discrimination differences + +Positive values favor model A. Intervals containing zero do not demonstrate a difference on this locked test sample. + +| Model A | Model B | Metric | Difference (95% CI) | +|---|---|---|---:| +| clinical_baseline | expression_model_existing | roc_auc | -0.085 (-0.160--0.017) | +| clinical_baseline | expression_model_existing | pr_auc_average_precision | -0.093 (-0.207-0.014) | +| clinical_plus_expression | expression_model_existing | roc_auc | -0.001 (-0.005-0.002) | +| clinical_plus_expression | expression_model_existing | pr_auc_average_precision | -0.002 (-0.012-0.004) | +| clinical_plus_expression | clinical_baseline | roc_auc | 0.084 (0.016-0.158) | +| clinical_plus_expression | clinical_baseline | pr_auc_average_precision | 0.091 (-0.020-0.197) | + +All outputs are internal single-split estimates. Model scores remain uncalibrated and must not be interpreted as clinical probabilities. The comparison is not external validation and does not establish clinical utility. diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_clinical_models_training_cv_results_v1.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_clinical_models_training_cv_results_v1.csv new file mode 100644 index 00000000..bdf6506c --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_clinical_models_training_cv_results_v1.csv @@ -0,0 +1,13 @@ +model,params,mean_cv_roc_auc,std_cv_roc_auc,rank_cv_roc_auc,mean_cv_pr_auc_average_precision,std_cv_pr_auc_average_precision,selected +clinical_baseline,"{""classifier__C"": 0.01, ""classifier__penalty"": ""l1""}",0.5,0.0,8,0.3231939163498099,0.0,False +clinical_baseline,"{""classifier__C"": 0.01, ""classifier__penalty"": ""l2""}",0.7198281559814937,0.018995286040841556,1,0.5581222946458947,0.026515298600854716,True +clinical_baseline,"{""classifier__C"": 0.1, ""classifier__penalty"": ""l1""}",0.7092311081736065,0.02096653804128656,7,0.5101685229453231,0.024301627329922998,False +clinical_baseline,"{""classifier__C"": 0.1, ""classifier__penalty"": ""l2""}",0.7191121392377177,0.01884606730074782,2,0.5552179728882229,0.026339849108506345,False +clinical_baseline,"{""classifier__C"": 1.0, ""classifier__penalty"": ""l1""}",0.7118858779466842,0.02613097944800911,4,0.54666385970043,0.027633591466535542,False +clinical_baseline,"{""classifier__C"": 1.0, ""classifier__penalty"": ""l2""}",0.7131967393699052,0.024675889301734606,3,0.5503693316933944,0.03196716707592361,False +clinical_baseline,"{""classifier__C"": 10.0, ""classifier__penalty"": ""l1""}",0.7117426745979291,0.026900013333614192,5,0.5482793200979245,0.0336758388637634,False +clinical_baseline,"{""classifier__C"": 10.0, ""classifier__penalty"": ""l2""}",0.7106741573033707,0.025206047293854256,6,0.5443930460384384,0.029008584711975965,False +clinical_plus_expression,"{""classifier__C"": 0.03, ""classifier__l1_ratio"": 0.2}",0.7473892927957699,0.025288018442628037,3,0.5866792490543328,0.017125409545022077,False +clinical_plus_expression,"{""classifier__C"": 0.03, ""classifier__l1_ratio"": 0.8}",0.7588014981273409,0.025709366744165553,1,0.5747762315327276,0.043142424687982454,True +clinical_plus_expression,"{""classifier__C"": 0.1, ""classifier__l1_ratio"": 0.2}",0.7353822427847542,0.02723218260219162,4,0.5766619369288194,0.006457418000888309,False +clinical_plus_expression,"{""classifier__C"": 0.1, ""classifier__l1_ratio"": 0.8}",0.7478299184842476,0.024210346759882855,2,0.5842733845613628,0.018044177064201805,False diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_clinical_plus_expression_model_v1.joblib b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_clinical_plus_expression_model_v1.joblib new file mode 100644 index 00000000..4073dd6b Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_clinical_plus_expression_model_v1.joblib differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_model_comparison_bootstrap_95ci_v1.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_model_comparison_bootstrap_95ci_v1.csv new file mode 100644 index 00000000..edc01f09 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_model_comparison_bootstrap_95ci_v1.csv @@ -0,0 +1,16 @@ +model,metric,point_estimate,ci_lower_95,ci_upper_95,valid_replicates,bootstrap_iterations,bootstrap_random_seed,method +clinical_baseline,roc_auc,0.7051655783582089,0.6319562330073928,0.7790357642590618,2000,2000,1435302444,paired patient-level nonparametric percentile bootstrap +clinical_baseline,pr_auc_average_precision,0.49064209577481477,0.3830280905681733,0.6225327150351523,2000,2000,1435302444,paired patient-level nonparametric percentile bootstrap +clinical_baseline,brier_score,0.2184875202379157,0.20381045446090262,0.23230465916009135,2000,2000,1435302444,paired patient-level nonparametric percentile bootstrap +clinical_baseline,calibration_intercept,-0.673467985465595,-1.0172173232995287,-0.3696281509687115,2000,2000,1435302444,paired patient-level nonparametric percentile bootstrap +clinical_baseline,calibration_slope,1.6778760084542361,1.0713056917814532,2.502690116984468,2000,2000,1435302444,paired patient-level nonparametric percentile bootstrap +expression_model_existing,roc_auc,0.7905783582089553,0.7243775838993849,0.8527096401451163,2000,2000,812230229,paired patient-level nonparametric percentile bootstrap +expression_model_existing,pr_auc_average_precision,0.5836372930923563,0.47104415182170223,0.7153800826692543,2000,2000,812230229,paired patient-level nonparametric percentile bootstrap +expression_model_existing,brier_score,0.18654523258134403,0.16540921261281263,0.20856577855753994,2000,2000,812230229,paired patient-level nonparametric percentile bootstrap +expression_model_existing,calibration_intercept,-0.6374151772729132,-0.9918031522667814,-0.29216756133923205,2000,2000,812230229,paired patient-level nonparametric percentile bootstrap +expression_model_existing,calibration_slope,1.3352539203662046,0.945557855852052,1.867040304990809,2000,2000,812230229,paired patient-level nonparametric percentile bootstrap +clinical_plus_expression,roc_auc,0.789179104477612,0.7172521413626837,0.8518560629733398,2000,2000,1256110811,paired patient-level nonparametric percentile bootstrap +clinical_plus_expression,pr_auc_average_precision,0.5812581055387415,0.46720358023275305,0.7128265554561128,2000,2000,1256110811,paired patient-level nonparametric percentile bootstrap +clinical_plus_expression,brier_score,0.18695415498093326,0.16578875460240428,0.21137587315548373,2000,2000,1256110811,paired patient-level nonparametric percentile bootstrap +clinical_plus_expression,calibration_intercept,-0.6350312090951589,-0.9907811790056135,-0.2925764706883078,2000,2000,1256110811,paired patient-level nonparametric percentile bootstrap +clinical_plus_expression,calibration_slope,1.3241556950011812,0.9094983310310772,1.8640324758457443,2000,2000,1256110811,paired patient-level nonparametric percentile bootstrap diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_model_comparison_calibration_curve_v1.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_model_comparison_calibration_curve_v1.csv new file mode 100644 index 00000000..775d6126 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_model_comparison_calibration_curve_v1.csv @@ -0,0 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b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_clinical_expression_comparison_v1_20260719/gse194040_model_comparison_pairwise_differences_v1.csv @@ -0,0 +1,7 @@ +model_a,model_b,metric,difference_a_minus_b,ci_lower_95,ci_upper_95,valid_replicates,bootstrap_iterations,bootstrap_random_seed,method +clinical_baseline,expression_model_existing,roc_auc,-0.08541277985074636,-0.15972288108791902,-0.016502621359794342,2000,2000,2214216119,paired patient-level nonparametric percentile bootstrap +clinical_baseline,expression_model_existing,pr_auc_average_precision,-0.09299519731754158,-0.2071653031010094,0.014434813359622907,2000,2000,2214216119,paired patient-level nonparametric percentile bootstrap +clinical_plus_expression,expression_model_existing,roc_auc,-0.0013992537313433084,-0.00506498895854649,0.0019232253086420728,2000,2000,4057009265,paired patient-level nonparametric percentile bootstrap +clinical_plus_expression,expression_model_existing,pr_auc_average_precision,-0.002379187553614881,-0.011520527628497848,0.004388682672851244,2000,2000,4057009265,paired patient-level nonparametric percentile bootstrap +clinical_plus_expression,clinical_baseline,roc_auc,0.08401352611940305,0.015581448087081323,0.15831230393339754,2000,2000,1915188749,paired patient-level nonparametric percentile bootstrap +clinical_plus_expression,clinical_baseline,pr_auc_average_precision,0.0906160097639267,-0.019855978969223975,0.19719997044906418,2000,2000,1915188749,paired patient-level nonparametric percentile bootstrap diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_heldout_calibration_curve_v2.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_heldout_calibration_curve_v2.csv new file mode 100644 index 00000000..cdc798b6 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_heldout_calibration_curve_v2.csv @@ -0,0 +1,11 @@ +bin,n,observed_pCR_count,minimum_predicted_pCR_score,maximum_predicted_pCR_score,mean_predicted_pCR_score,observed_pCR_rate +1,20,1,0.11031263534008977,0.1900904348705585,0.15027951853780497,0.05 +2,20,1,0.1907445904551137,0.24910888587970045,0.21642808772697603,0.05 +3,20,2,0.2504544431454907,0.30981429835309754,0.27365723781756524,0.1 +4,19,1,0.3199905541295462,0.3778325536778663,0.3450101455343844,0.05263157894736842 +5,20,5,0.37975564578488974,0.4296375559982749,0.4052115995914434,0.25 +6,20,10,0.4302448731861175,0.5050635051513667,0.47414850675003406,0.5 +7,19,8,0.5085636254369102,0.5796535663368105,0.5466707797549352,0.42105263157894735 +8,20,11,0.5822644376975588,0.6465018284875975,0.6085972168416707,0.55 +9,20,14,0.6547093822482287,0.7217444206376054,0.6847058955194683,0.7 +10,20,11,0.7271329706457484,0.9033279335632306,0.7764466865009164,0.55 diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_heldout_calibration_metrics_v2.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_heldout_calibration_metrics_v2.csv new file mode 100644 index 00000000..718a8599 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_heldout_calibration_metrics_v2.csv @@ -0,0 +1,2 @@ +model,evaluation_split,n,observed_pCR_count,observed_pCR_rate,mean_predicted_pCR_score,brier_score,calibration_intercept,calibration_slope,calibration_bins +elastic_net_logistic,heldout_test,198,64,0.32323232323232326,0.4481385483142154,0.18654523258134403,-0.6374151772729133,1.3352539203662048,10 diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_heldout_calibration_plot_v2.png b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_heldout_calibration_plot_v2.png new file mode 100644 index 00000000..edd4020f Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_heldout_calibration_plot_v2.png differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_bootstrap_95ci_v2.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_bootstrap_95ci_v2.csv new file mode 100644 index 00000000..84372547 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_bootstrap_95ci_v2.csv @@ -0,0 +1,7 @@ +metric,point_estimate,ci_lower_95,ci_upper_95,bootstrap_iterations,valid_replicates,random_seed,method +roc_auc,0.7905783582089553,0.7284913493798642,0.8520469472341782,2000,2000,20260719,paired patient-level nonparametric percentile bootstrap +accuracy,0.7272727272727273,0.6666666666666666,0.7878787878787878,2000,2000,20260719,paired patient-level nonparametric percentile bootstrap +sensitivity,0.71875,0.6129032258064516,0.8305084745762712,2000,2000,20260719,paired patient-level nonparametric percentile bootstrap +specificity,0.7313432835820896,0.6538385826771653,0.805560551558753,2000,2000,20260719,paired patient-level nonparametric percentile bootstrap +precision,0.5609756097560976,0.4583207831325301,0.6705918220946915,2000,2000,20260719,paired patient-level nonparametric percentile bootstrap +f1,0.6301369863013698,0.5373134328358209,0.7169811320754716,2000,2000,20260719,paired patient-level nonparametric percentile bootstrap diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_evaluation_session_v2.json b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_evaluation_session_v2.json new file mode 100644 index 00000000..dc420ca5 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_evaluation_session_v2.json @@ -0,0 +1,20 @@ +{ + "timestamp": "2026-07-19T21:36:13", + "python": "3.12.13 (main, Mar 3 2026, 15:01:35) [MSC v.1944 64 bit (AMD64)]", + "platform": "Windows-11-10.0.26200-SP0", + "pandas": "3.0.1", + "numpy": "2.5.1", + "model_path": "models/gse194040_best_model.joblib", + "data_path": "data_processed/gse194040_ml_ready_pcr_expression.csv", + "split_path": "results/tables/gse194040_train_test_split.csv", + "original_metrics_path": "results/tables/gse194040_final_test_metrics.csv", + "output_dir": "results/evaluation/gse194040_locked_test_evaluation_v2_20260719", + "n_bins_requested": 10, + "n_bins_created": 10, + "bootstrap_iterations": 2000, + "bootstrap_random_seed": 20260719, + "bootstrap_method": "paired patient-level nonparametric percentile bootstrap", + "pr_auc_definition": "average precision", + "canonical_metrics_verified": true, + "diagnostic_only_no_model_refit": true +} diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_evaluation_summary_v2.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_evaluation_summary_v2.md new file mode 100644 index 00000000..60796cd0 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_evaluation_summary_v2.md @@ -0,0 +1,47 @@ +# GSE194040 locked held-out evaluation (v2) + +Run timestamp: 2026-07-19T21:36:13 + +## Frozen evaluation design + +- Saved model: `models/gse194040_best_model.joblib` +- Saved split: `results/tables/gse194040_train_test_split.csv` +- Held-out patients: 198 (64 pCR; 134 non-pCR). +- The original selected model was loaded without refitting or parameter changes. +- Test outcomes were used only to estimate post-hoc calibration diagnostics. +- No calibration mapping was saved or applied to model outputs. +- Frozen class predictions and model scores were calculated once, then resampled as paired patient-level records. +- Bootstrap: 2000 percentile replicates with NumPy seed 20260719. +- Recomputed AUC and classification metrics matched the canonical metrics CSV before output was written. + +## Discrimination and classification + +- ROC AUC: 0.790578 +- PR-AUC (average precision): 0.583637 +- Accuracy: 0.727273 +- Sensitivity: 0.718750 +- Specificity: 0.731343 +- Precision: 0.560976 +- F1: 0.630137 + +## Calibration diagnostics + +- Brier score: 0.186545 +- Calibration intercept: -0.637415 +- Calibration slope: 1.335254 +- Mean predicted pCR model score: 0.448139 +- Observed held-out pCR rate: 0.323232 +- Observed minus predicted rate: -0.124906 + +The classifier outputs remain uncalibrated model scores. These diagnostics do not convert them into clinical probabilities or establish external validity. + +## Outputs + +- `gse194040_locked_test_point_metrics_v2.csv` +- `gse194040_locked_test_bootstrap_95ci_v2.csv` +- `gse194040_locked_test_predictions_v2.csv` +- `gse194040_heldout_calibration_metrics_v2.csv` +- `gse194040_heldout_calibration_curve_v2.csv` +- `gse194040_observed_vs_predicted_pcr_rates_v2.csv` +- `gse194040_heldout_calibration_plot_v2.png` +- `gse194040_locked_test_evaluation_session_v2.json` diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_point_metrics_v2.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_point_metrics_v2.csv new file mode 100644 index 00000000..6f40cb18 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_point_metrics_v2.csv @@ -0,0 +1,2 @@ +model,evaluation_split,n,observed_pCR_count,observed_non_pCR_count,roc_auc,pr_auc_average_precision,accuracy,sensitivity,specificity,precision,f1,classification_source,canonical_metrics_verified +elastic_net_logistic,locked_heldout_test,198,64,134,0.7905783582089553,0.5836372930923563,0.7272727272727273,0.71875,0.7313432835820896,0.5609756097560976,0.6301369863013698,frozen_model_predict,True diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_predictions_v2.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_predictions_v2.csv new file mode 100644 index 00000000..c5978579 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_predictions_v2.csv @@ -0,0 +1,199 @@ +sample_id,observed_pCR,predicted_pCR_class,predicted_pCR_score +ISPY2_587691,1,1,0.7135106268806409 +ISPY2_973837,0,0,0.14379491775036293 +ISPY2_275034,1,1,0.6043796141475721 +ISPY2_497010,1,0,0.41343129561704844 +ISPY2_794128,0,0,0.32036867950567205 +ISPY2_355942,0,0,0.24760778759150814 +ISPY2_884266,0,0,0.3748160223537568 +ISPY2_866660,0,0,0.3489773307113117 +ISPY2_154293,0,1,0.6201512575758942 +ISPY2_333145,1,1,0.579029633333959 +ISPY2_178649,1,1,0.5318140569342006 +ISPY2_419590,0,0,0.39865106665681493 +ISPY2_991818,1,0,0.20460162319404956 +ISPY2_342959,1,0,0.2646470939420779 +ISPY2_483667,0,0,0.2553556106491199 +ISPY2_510543,0,0,0.3482341791363407 +ISPY2_169536,0,1,0.51933766523403 +ISPY2_683374,0,1,0.7830418104757597 +ISPY2_421829,0,1,0.6934245959492272 +ISPY2_851488,0,0,0.2386985240767973 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b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_observed_vs_predicted_pcr_rates_v2.csv new file mode 100644 index 00000000..a17aaf43 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_observed_vs_predicted_pcr_rates_v2.csv @@ -0,0 +1,12 @@ +scope,bin,n,observed_pCR_count,mean_predicted_pCR_score,observed_pCR_rate,observed_minus_predicted +overall_heldout_test,,198,64,0.4481385483142154,0.32323232323232326,-0.12490622508189214 +equal_frequency_bin,1,20,1,0.15027951853780497,0.05,-0.10027951853780497 +equal_frequency_bin,2,20,1,0.21642808772697603,0.05,-0.16642808772697604 +equal_frequency_bin,3,20,2,0.27365723781756524,0.1,-0.17365723781756523 +equal_frequency_bin,4,19,1,0.3450101455343844,0.05263157894736842,-0.292378566587016 +equal_frequency_bin,5,20,5,0.4052115995914434,0.25,-0.15521159959144343 +equal_frequency_bin,6,20,10,0.47414850675003406,0.5,0.02585149324996594 +equal_frequency_bin,7,19,8,0.5466707797549352,0.42105263157894735,-0.12561814817598782 +equal_frequency_bin,8,20,11,0.6085972168416707,0.55,-0.05859721684167063 +equal_frequency_bin,9,20,14,0.6847058955194683,0.7,0.0152941044805317 +equal_frequency_bin,10,20,11,0.7764466865009164,0.55,-0.22644668650091637 diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_subgroups_v1_20260719/gse194040_locked_test_subgroup_metrics_v1.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_subgroups_v1_20260719/gse194040_locked_test_subgroup_metrics_v1.csv new file mode 100644 index 00000000..c9e739d7 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_subgroups_v1_20260719/gse194040_locked_test_subgroup_metrics_v1.csv @@ -0,0 +1,20 @@ +subgroup_family,subgroup,n,pCR_count,non_pCR_count,sufficient_for_estimation,exploratory,analysis_status,roc_auc,roc_auc_ci_lower_95,roc_auc_ci_upper_95,sensitivity,sensitivity_ci_lower_95,sensitivity_ci_upper_95,specificity,specificity_ci_lower_95,specificity_ci_upper_95,bootstrap_iterations,bootstrap_base_random_seed,bootstrap_group_random_seed,roc_auc_valid_replicates,sensitivity_valid_replicates,specificity_valid_replicates +HR_HER2,HR-/HER2-,66,28,38,True,False,reported,0.6964285714285714,0.5634490740740741,0.8204887218045113,0.75,0.5757575757575758,0.9130434782608695,0.6052631578947368,0.4444444444444444,0.7576018808777428,2000,20260719,632053644.0,2000,2000,2000 +HR_HER2,HR-/HER2+,15,6,9,True,True,exploratory_small_sample,0.5185185185185185,0.17827380952380956,0.8518518518518519,0.8333333333333334,0.5,1.0,0.1111111111111111,0.0,0.363920454545453,2000,20260719,1001880447.0,2000,2000,2000 +HR_HER2,HR+/HER2-,74,13,61,True,False,reported,0.8121059268600253,0.65858731322441,0.9375166577825159,0.38461538461538464,0.125,0.6666666666666666,0.9180327868852459,0.8448275862068966,0.9830508474576272,2000,20260719,3558835580.0,2000,2000,2000 +HR_HER2,HR+/HER2+,43,17,26,True,False,reported,0.8552036199095022,0.7230555555555556,0.9600131578947367,0.8823529411764706,0.7142857142857143,1.0,0.6923076923076923,0.5172413793103449,0.8620689655172413,2000,20260719,3355521236.0,2000,2000,2000 +MP_status,MP=0,119,25,94,True,False,reported,0.8182978723404255,0.7117032881408758,0.9145931277974996,0.68,0.48384315906562847,0.8636363636363636,0.8297872340425532,0.7470707248416608,0.9032258064516129,2000,20260719,1926562336.0,2000,2000,2000 +MP_status,MP=1,79,39,40,True,False,reported,0.6583333333333333,0.5307381258023107,0.7739049129165408,0.7435897435897436,0.6045348837209302,0.875,0.5,0.34285714285714286,0.6585365853658537,2000,20260719,3250066951.0,2000,2000,2000 +treatment_arm,Paclitaxel,40,8,32,True,False,reported,0.75,0.5133423423423424,0.9279279279279279,0.75,0.4,1.0,0.75,0.5862068965517241,0.8928571428571429,2000,20260719,793604360.0,2000,2000,2000 +treatment_arm,Paclitaxel + ABT 888 + Carboplatin,15,5,10,True,True,exploratory_small_sample,0.7,0.3846153846153846,0.9400000000000001,0.8,0.3333333333333333,1.0,0.6,0.2727272727272727,0.9,2000,20260719,659450076.0,1997,1997,2000 +treatment_arm,Paclitaxel + AMG 386,15,6,9,True,True,exploratory_small_sample,0.9074074074074074,0.7272727272727273,1.0,0.5,0.0,1.0,1.0,1.0,1.0,2000,20260719,1051683455.0,1998,1998,2000 +treatment_arm,Paclitaxel + AMG 386 + Trastuzumab,5,1,4,False,True,not_estimated_insufficient_sample,,,,,,,,,,2000,20260719,,0,0,0 +treatment_arm,Paclitaxel + Ganetespib,11,3,8,True,True,exploratory_small_sample,0.6666666666666666,0.0,1.0,0.6666666666666666,0.0,1.0,0.875,0.6,1.0,2000,20260719,1913590092.0,1946,1946,2000 +treatment_arm,Paclitaxel + Ganitumab,18,4,14,True,True,exploratory_small_sample,0.875,0.6666666666666667,1.0,0.75,0.0,1.0,0.7857142857142857,0.5454545454545454,1.0,2000,20260719,520356542.0,1979,1979,2000 +treatment_arm,Paclitaxel + MK-2206,15,4,11,True,True,exploratory_small_sample,0.7727272727272727,0.4285714285714286,1.0,0.5,0.0,1.0,0.9090909090909091,0.7,1.0,2000,20260719,887697593.0,1980,1980,2000 +treatment_arm,Paclitaxel + MK-2206 + Trastuzumab,5,1,4,False,True,not_estimated_insufficient_sample,,,,,,,,,,2000,20260719,,0,0,0 +treatment_arm,Paclitaxel + Neratinib,31,12,19,True,False,reported,0.6929824561403508,0.5041666666666667,0.8632478632478632,0.6666666666666666,0.38461538461538464,0.9166666666666666,0.5263157894736842,0.3,0.75,2000,20260719,445743213.0,2000,2000,2000 +treatment_arm,Paclitaxel + Pembrolizumab,15,6,9,True,True,exploratory_small_sample,0.9074074074074074,0.7,1.0,0.6666666666666666,0.25,1.0,0.8888888888888888,0.625,1.0,2000,20260719,257106593.0,2000,2000,2000 +treatment_arm,Paclitaxel + Pertuzumab + Trastuzumab,9,4,5,False,True,not_estimated_insufficient_sample,,,,,,,,,,2000,20260719,,0,0,0 +treatment_arm,Paclitaxel + Trastuzumab,7,3,4,False,True,not_estimated_insufficient_sample,,,,,,,,,,2000,20260719,,0,0,0 +treatment_arm,T-DM1 + Pertuzumab,12,7,5,True,True,exploratory_small_sample,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2000,20260719,2497415439.0,1998,2000,1998 diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_subgroups_v1_20260719/gse194040_locked_test_subgroup_session_v1.json b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_subgroups_v1_20260719/gse194040_locked_test_subgroup_session_v1.json new file mode 100644 index 00000000..6a72a1ce --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_subgroups_v1_20260719/gse194040_locked_test_subgroup_session_v1.json @@ -0,0 +1,21 @@ +{ + "timestamp": "2026-07-19T21:46:26", + "python": "3.12.13 (main, Mar 3 2026, 15:01:35) [MSC v.1944 64 bit (AMD64)]", + "platform": "Windows-11-10.0.26200-SP0", + "pandas": "3.0.1", + "numpy": "2.5.1", + "predictions_path": "results/evaluation/gse194040_locked_test_evaluation_v2_20260719/gse194040_locked_test_predictions_v2.csv", + "data_path": "data_processed/gse194040_ml_ready_pcr_expression.csv", + "split_path": "results/tables/gse194040_train_test_split.csv", + "original_metrics_path": "results/tables/gse194040_final_test_metrics.csv", + "output_dir": "results/evaluation/gse194040_locked_test_subgroups_v1_20260719", + "locked_test_patients": 198, + "bootstrap_iterations": 2000, + "bootstrap_base_random_seed": 20260719, + "bootstrap_method": "paired patient-level nonparametric percentile bootstrap", + "minimum_treatment_n": 10, + "minimum_outcome_count": 3, + "exploratory_n": 30, + "model_loaded_or_refit": false, + "canonical_overall_metrics_verified": true +} diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_subgroups_v1_20260719/gse194040_locked_test_subgroup_summary_v1.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_subgroups_v1_20260719/gse194040_locked_test_subgroup_summary_v1.md new file mode 100644 index 00000000..85c88efa --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_locked_test_subgroups_v1_20260719/gse194040_locked_test_subgroup_summary_v1.md @@ -0,0 +1,40 @@ +# GSE194040 locked test subgroup evaluation (v1) + +Run timestamp: 2026-07-19T21:46:26 + +## Design + +- Uses only the existing versioned locked-test predictions; the trained model is not loaded or refit. +- Bootstrap: 2000 paired patient-level percentile replicates with base seed 20260719. +- Treatment arms require n >= 10 and at least 3 patients in each outcome class. +- Any estimated subgroup with n < 30 is marked exploratory. +- ROC AUC, sensitivity, and specificity confidence intervals are internal descriptive estimates, not external validation. + +## Estimated subgroups + +| Family | Subgroup | n | pCR | ROC AUC (95% CI) | Sensitivity (95% CI) | Specificity (95% CI) | Status | +|---|---|---:|---:|---:|---:|---:|---| +| HR_HER2 | HR-/HER2- | 66 | 28 | 0.696 (0.563-0.820) | 0.750 (0.576-0.913) | 0.605 (0.444-0.758) | reported | +| HR_HER2 | HR-/HER2+ | 15 | 6 | 0.519 (0.178-0.852) | 0.833 (0.500-1.000) | 0.111 (0.000-0.364) | exploratory_small_sample | +| HR_HER2 | HR+/HER2- | 74 | 13 | 0.812 (0.659-0.938) | 0.385 (0.125-0.667) | 0.918 (0.845-0.983) | reported | +| HR_HER2 | HR+/HER2+ | 43 | 17 | 0.855 (0.723-0.960) | 0.882 (0.714-1.000) | 0.692 (0.517-0.862) | reported | +| MP_status | MP=0 | 119 | 25 | 0.818 (0.712-0.915) | 0.680 (0.484-0.864) | 0.830 (0.747-0.903) | reported | +| MP_status | MP=1 | 79 | 39 | 0.658 (0.531-0.774) | 0.744 (0.605-0.875) | 0.500 (0.343-0.659) | reported | +| treatment_arm | Paclitaxel | 40 | 8 | 0.750 (0.513-0.928) | 0.750 (0.400-1.000) | 0.750 (0.586-0.893) | reported | +| treatment_arm | Paclitaxel + ABT 888 + Carboplatin | 15 | 5 | 0.700 (0.385-0.940) | 0.800 (0.333-1.000) | 0.600 (0.273-0.900) | exploratory_small_sample | +| treatment_arm | Paclitaxel + AMG 386 | 15 | 6 | 0.907 (0.727-1.000) | 0.500 (0.000-1.000) | 1.000 (1.000-1.000) | exploratory_small_sample | +| treatment_arm | Paclitaxel + Ganetespib | 11 | 3 | 0.667 (0.000-1.000) | 0.667 (0.000-1.000) | 0.875 (0.600-1.000) | exploratory_small_sample | +| treatment_arm | Paclitaxel + Ganitumab | 18 | 4 | 0.875 (0.667-1.000) | 0.750 (0.000-1.000) | 0.786 (0.545-1.000) | exploratory_small_sample | +| treatment_arm | Paclitaxel + MK-2206 | 15 | 4 | 0.773 (0.429-1.000) | 0.500 (0.000-1.000) | 0.909 (0.700-1.000) | exploratory_small_sample | +| treatment_arm | Paclitaxel + Neratinib | 31 | 12 | 0.693 (0.504-0.863) | 0.667 (0.385-0.917) | 0.526 (0.300-0.750) | reported | +| treatment_arm | Paclitaxel + Pembrolizumab | 15 | 6 | 0.907 (0.700-1.000) | 0.667 (0.250-1.000) | 0.889 (0.625-1.000) | exploratory_small_sample | +| treatment_arm | T-DM1 + Pertuzumab | 12 | 7 | 1.000 (1.000-1.000) | 1.000 (1.000-1.000) | 1.000 (1.000-1.000) | exploratory_small_sample | + +## Treatment arms not estimated + +- Paclitaxel + AMG 386 + Trastuzumab: n=5, pCR=1; insufficient under the prespecified reporting rule. +- Paclitaxel + MK-2206 + Trastuzumab: n=5, pCR=1; insufficient under the prespecified reporting rule. +- Paclitaxel + Pertuzumab + Trastuzumab: n=9, pCR=4; insufficient under the prespecified reporting rule. +- Paclitaxel + Trastuzumab: n=7, pCR=3; insufficient under the prespecified reporting rule. + +The subgroup analysis is descriptive and underpowered for interaction or treatment-effect inference. It must not be interpreted as evidence that treatment performance differs between arms or biomarker groups. diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_preprocessing_leakage_audit_v1_20260719/gse194040_preprocessing_filter_impact_v1.json b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_preprocessing_leakage_audit_v1_20260719/gse194040_preprocessing_filter_impact_v1.json new file mode 100644 index 00000000..9de693e7 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_preprocessing_leakage_audit_v1_20260719/gse194040_preprocessing_filter_impact_v1.json @@ -0,0 +1,52 @@ +{ + "audit_date": "2026-07-19", + "dataset_path": "data_processed/gse194040_ml_ready_pcr_expression.csv", + "dataset_sha256": "4F00B3FDF4006129ED31835763DFC906245DA1C6D383546A7FE354D5069DE78A", + "split_path": "results/tables/gse194040_train_test_split.csv", + "split_sha256": "9FE0DCC93812713ADD7C993516061A52D755038879171CF96CE5D5CA87C50906", + "patients": 987, + "training_patients": 789, + "locked_test_patients": 198, + "expression_features": 19134, + "max_missing_rate_threshold": 0.2, + "variance_threshold": 1e-08, + "full_cohort": { + "features_removed_for_missingness": 0, + "features_removed_for_variance": 0, + "maximum_feature_missing_rate": 0.06281661600810537, + "minimum_feature_variance": 0.07492759070945083 + }, + "saved_training_set": { + "features_removed_for_missingness": 0, + "features_removed_for_variance": 0, + "maximum_feature_missing_rate": 0.058301647655259824, + "minimum_feature_variance": 0.07476682862788565 + }, + "training_cv_folds": [ + { + "fold": 1, + "features_removed_for_missingness": 0, + "features_removed_for_variance": 0, + "maximum_feature_missing_rate": 0.051330798479087454, + "minimum_feature_variance": 0.07107608641050361 + }, + { + "fold": 2, + "features_removed_for_missingness": 0, + "features_removed_for_variance": 0, + "maximum_feature_missing_rate": 0.06273764258555133, + "minimum_feature_variance": 0.07739838853359164 + }, + { + "fold": 3, + "features_removed_for_missingness": 0, + "features_removed_for_variance": 0, + "maximum_feature_missing_rate": 0.06653992395437262, + "minimum_feature_variance": 0.07339491510919814 + } + ], + "current_dataset_affected": false, + "retraining_required_to_correct_verified_results": false, + "locked_test_reused_for_retraining": false, + "conclusion": "The historical full-cohort filters retained all genes, and the corrected training-only filters retain all genes in the saved training set and every exact CV training fold. The filter placement did not affect the verified dataset or results." +} diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_preprocessing_leakage_audit_v1_20260719/gse194040_preprocessing_leakage_audit_summary_v1.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_preprocessing_leakage_audit_v1_20260719/gse194040_preprocessing_leakage_audit_summary_v1.md new file mode 100644 index 00000000..5328d09e --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/evaluation/gse194040_preprocessing_leakage_audit_v1_20260719/gse194040_preprocessing_leakage_audit_summary_v1.md @@ -0,0 +1,26 @@ +# GSE194040 preprocessing leakage audit (v1) + +The historical preprocessing script calculated gene missingness and variance before the train/test split. This was structurally corrected even though both filters are outcome-independent. + +## Current-dataset impact + +| Scope | Genes failing missingness >20% | Genes failing variance <=1e-8 | Maximum missingness | Minimum variance | +|---|---:|---:|---:|---:| +| Full cohort (n=987) | 0 | 0 | 0.062817 | 0.074928 | +| Saved training set (n=789) | 0 | 0 | 0.058302 | 0.074767 | +| CV training fold 1 | 0 | 0 | 0.051331 | 0.071076 | +| CV training fold 2 | 0 | 0 | 0.062738 | 0.077398 | +| CV training fold 3 | 0 | 0 | 0.066540 | 0.073395 | + +No gene changes eligibility in the corrected training-only implementation. Therefore the pre-split filtering did not affect the current dataset or verified model-selection inputs. The locked test set was not reused for unnecessary retraining, and original results remain canonical. + +## Code correction + +- `preprocess_gse194040.py` now retains all genes and patients after structural parsing and target-availability checks. Full-cohort missingness and variance values are descriptive QC only. +- Every candidate in `train_gse194040_models.py` now fits missingness filtering, median imputation, and variance filtering inside each CV fold. +- Scaling remains inside applicable pipelines. +- Supervised `SelectKBest` remains inside the Random Forest and calibrated Linear SVM pipelines. +- PCA remains inside the PCA-logistic pipeline. +- Future training uses the saved locked split and writes to a protected versioned directory by default. + +No corrected performance table was generated because the current data are unchanged by the relocated filters. If thresholds or data change later, rerun training with a new versioned `--output-dir` and compare the separately saved results. diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_cohort_distribution_range.png b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_cohort_distribution_range.png new file mode 100644 index 00000000..9ffe54bc Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_cohort_distribution_range.png differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_cohort_distributions.png b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_cohort_distributions.png new file mode 100644 index 00000000..83f88aa3 Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_cohort_distributions.png differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_final_confusion_matrix.png b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_final_confusion_matrix.png new file mode 100644 index 00000000..3a673fb5 Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_final_confusion_matrix.png differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_final_roc_curve.png b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_final_roc_curve.png new file mode 100644 index 00000000..e6b6676d Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_final_roc_curve.png differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_post_normalization_expression_distributions.png b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_post_normalization_expression_distributions.png new file mode 100644 index 00000000..47eed1ff Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_post_normalization_expression_distributions.png differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_qc_distributions.png b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_qc_distributions.png new file mode 100644 index 00000000..255f1d87 Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/figures/gse194040_qc_distributions.png differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/gse194040_model_training_summary.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/gse194040_model_training_summary.md new file mode 100644 index 00000000..35a79c4b --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/gse194040_model_training_summary.md @@ -0,0 +1,33 @@ +# GSE194040 pCR model training summary + +Run timestamp: 2026-07-19T18:42:02 + +## Data and split +- Features: 19134 pretreatment `expr_*` gene-expression columns. +- Target: `pCR` (1 = pathological complete response, 0 = no pCR). +- Training rows: 789; untouched test rows: 198. +- Metadata columns were excluded from features: `sample_id`, `patient_id`, `HR`, `HER2`, `MP`, `treatment_arm`, `gsm`, and `platform`. + +## Model selection +- Best model by cross-validated AUC, then F1, then sensitivity: `elastic_net_logistic`. +- Best-model CV AUC: 0.759 +/- 0.026. +- Best-model CV F1: 0.596 +/- 0.033. +- Best-model CV sensitivity: 0.765 +/- 0.035. + +## Untouched test performance +- AUC: 0.791 +- F1: 0.630 +- Sensitivity/recall: 0.719 +- Specificity: 0.731 +- Precision: 0.561 +- Accuracy: 0.727 + +## Sparse logistic model-selected gene features +- LASSO non-zero genes: 153 +- Elastic Net non-zero genes: 211 + +## Leakage controls and limitations +- Imputation, scaling, supervised feature selection, PCA, and classifier fitting were all inside sklearn pipelines and therefore fit separately within each training fold. +- The final test set was evaluated once after choosing the model from training-set CV. +- This is a single random split of a modest-size high-dimensional cohort; external validation and fold-specific biological stability checks are still needed before interpreting model-selected genes biologically. +- Remaining sparse expression missingness is handled by median imputation inside each training fold or final training pipeline. diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/reproducibility/gse194040_reproducibility_manifest_v1_20260719.json 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b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_final_test_metrics.csv new file mode 100644 index 00000000..f67497f2 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_final_test_metrics.csv @@ -0,0 +1,2 @@ +model,best_params,roc_auc,f1,sensitivity,specificity,precision,accuracy +elastic_net_logistic,"{""classifier__C"": 0.03, ""classifier__l1_ratio"": 0.8}",0.7905783582089553,0.6301369863013698,0.71875,0.7313432835820896,0.5609756097560976,0.7272727272727273 diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_gene_feature_qc.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_gene_feature_qc.csv new file mode 100644 index 00000000..f5c3f0e8 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_gene_feature_qc.csv @@ -0,0 +1,19135 @@ 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+expr_IDO1,IDO1,0.0,3.6109751771344656,True, +expr_MFHAS1,MFHAS1,0.0,0.21770096340086784,True, +expr_DEFA5,DEFA5,0.0,0.358191032771013,True, +expr_GSDMD,GSDMD,0.0,0.6826122852343125,True, +expr_KIAA0196,KIAA0196,0.0,0.36207855572468434,True, +expr_NKRF,NKRF,0.0,0.2181109720895399,True, +expr_AGO2,AGO2,0.0010131712259371835,0.5252528718559736,True, +expr_DGAT1,DGAT1,0.0,0.39523823058856833,True, +expr_FIBCD1,FIBCD1,0.0,0.2751594536948928,True, +expr_INSL4,INSL4,0.0,0.5170439743800151,True, +expr_MMGT1,MMGT1,0.002026342451874367,0.23443468859279032,True, +expr_DNAJB5,DNAJB5,0.0,0.32608357011615025,True, +expr_GABBR2,GABBR2,0.0,1.8744476019645258,True, +expr_TMOD1,TMOD1,0.0,0.40924132341255476,True, +expr_DBH,DBH,0.0,0.3359345453682523,True, +expr_OBP2A,OBP2A,0.0,1.185903946969961,True, +expr_RMI1,RMI1,0.0,0.2939732696252858,True, +expr_FBXW5,FBXW5,0.002026342451874367,0.3228487778833364,True, +expr_GTF3C5,GTF3C5,0.0,0.4394043335608092,True, +expr_TEX10,TEX10,0.0,0.3726491371793395,True, +expr_PJA1,PJA1,0.002026342451874367,0.2728849185042232,True, +expr_GGTA1P,GGTA1P,0.002026342451874367,0.8767307660354454,True, +expr_CCL21,CCL21,0.0,1.286973515700048,True, +expr_NUDT2,NUDT2,0.0,0.40364039926745765,True, +expr_FAM102A,FAM102A,0.0,0.5615801608941364,True, +expr_HDHD3,HDHD3,0.0,0.25123899037989816,True, +expr_MAGEE2,MAGEE2,0.0010131712259371835,0.3515106183871385,True, +expr_ADK,ADK,0.0,0.4586245744935837,True, +expr_F8A1,F8A1,0.0010131712259371835,0.37606679683743816,True, +expr_ABO,ABO,0.0,0.4018467044488533,True, +expr_CNOT10,CNOT10,0.0,0.19336030343094474,True, +expr_FOXE3,FOXE3,0.0,0.23594288124136573,True, +expr_PTP4A3,PTP4A3,0.0,0.5337994300828758,True, +expr_CRIP2,CRIP2,0.0,1.1414894059456215,True, +expr_S1PR3,S1PR3,0.0,0.6573615350253961,True, +expr_LCMT1,LCMT1,0.0,0.30100253455975295,True, +expr_CST1,CST1,0.0,0.8851174482586541,True, +expr_HNRNPH2,HNRNPH2,0.0,0.25181736262539656,True, +expr_GPC5,GPC5,0.0,0.4473077375405089,True, +expr_ADAMTS17,ADAMTS17,0.0,0.43932653684021455,True, +expr_CMC4,CMC4,0.0,0.2728317899124228,True, +expr_SVOP,SVOP,0.0010131712259371835,0.601473642695385,True, +expr_PLXNA3,PLXNA3,0.0,0.6243122006545733,True, +expr_AR,AR,0.0,4.178670390810983,True, +expr_FTO,FTO,0.0,0.4943148692943884,True, +expr_FGF3,FGF3,0.0,0.550900185195772,True, +expr_CRLF2,CRLF2,0.0,0.2641262690690835,True, +expr_TCEAL8,TCEAL8,0.0,0.4422146987223161,True, +expr_SPARCL1,SPARCL1,0.0,1.1321237765833034,True, +expr_GRIP1,GRIP1,0.0,0.29020848919168546,True, +expr_CNNM3,CNNM3,0.0,0.36001354642000005,True, +expr_C17orf70,C17orf70,0.0,0.664867304233285,True, +expr_FAAH2,FAAH2,0.0,0.8117068758966464,True, +expr_ATP6AP2,ATP6AP2,0.0,0.2483902861735079,True, +expr_MAGEA11,MAGEA11,0.0010131712259371835,0.3310441599153694,True, +expr_SLC34A3,SLC34A3,0.0,0.35387821305506534,True, +expr_PDGFA,PDGFA,0.0,0.41367971585026825,True, +expr_HPRT1,HPRT1,0.0,0.42393504603043214,True, +expr_USP19,USP19,0.0,0.19977249253809143,True, +expr_ZBED2,ZBED2,0.0,1.404123178155864,True, +expr_KATNA1,KATNA1,0.0,0.29789802022156325,True, +expr_NACC2,NACC2,0.0,0.5408087773798643,True, +expr_VCY,VCY,0.0,0.5624788241183767,True, +expr_TTTY13,TTTY13,0.0,0.2973143939662009,True, +expr_TM4SF20,TM4SF20,0.0,0.37071060120336413,True, +expr_PRY2,PRY2,0.0,0.26991453081951905,True, +expr_PHEX,PHEX,0.0,0.8252415377208472,True, +expr_LDOC1,LDOC1,0.0010131712259371835,0.7146424903698431,True, +expr_SSX3,SSX3,0.0,0.29270620649608026,True, +expr_CCDC22,CCDC22,0.0,0.3442946942006161,True, +expr_GPKOW,GPKOW,0.0,0.21297690297806643,True, +expr_UBQLN2,UBQLN2,0.0,0.21020274098898653,True, +expr_TSPAN7,TSPAN7,0.0,0.3486148499048163,True, +expr_POU3F4,POU3F4,0.0,0.28492142436683465,True, +expr_RBBP7,RBBP7,0.0,0.3991441049707186,True, +expr_PRDX4,PRDX4,0.00303951367781155,0.4298367120706507,True, +expr_ASB11,ASB11,0.0,0.3744479853615748,True, +expr_PGRMC1,PGRMC1,0.0,0.47458899761418705,True, +expr_CXCR3,CXCR3,0.0,0.9004285917590275,True, +expr_P2RY4,P2RY4,0.0,0.3321686797789963,True, +expr_CDX4,CDX4,0.0,0.36079390179448845,True, +expr_XAGE3,XAGE3,0.0,0.7725196115438441,True, +expr_NXF5,NXF5,0.0,0.4500336538249266,True, +expr_OPN1LW,OPN1LW,0.0,0.4954999653796825,True, +expr_RGN,RGN,0.0,1.315970267304169,True, +expr_MAGEE1,MAGEE1,0.0,0.21253481007015723,True, +expr_TBL1Y,TBL1Y,0.0,0.5647101459272826,True, +expr_MTPAP,MTPAP,0.0,0.3032124273001656,True, +expr_SPRR2G,SPRR2G,0.0,0.41014677510300057,True, +expr_ANKRD13C,ANKRD13C,0.0,0.17968301025591552,True, +expr_SERPINC1,SERPINC1,0.0,0.30856071721325556,True, +expr_MIIP,MIIP,0.0010131712259371835,0.3604738730734543,True, +expr_HDAC1,HDAC1,0.0,0.2585965087200065,True, +expr_ARHGEF16,ARHGEF16,0.0,0.9002763213501558,True, +expr_ASAP3,ASAP3,0.0,0.25460088388123625,True, +expr_CYP4B1,CYP4B1,0.0,2.282125556693017,True, +expr_PARP1,PARP1,0.0,0.2849397560761839,True, +expr_MECR,MECR,0.0,0.3044025049081576,True, +expr_MRPS15,MRPS15,0.0,0.3338986847753316,True, +expr_FHL3,FHL3,0.0,0.32871460678748243,True, +expr_PLA2G2E,PLA2G2E,0.0,0.33838265160377196,True, +expr_ANGPTL7,ANGPTL7,0.0,0.6544396768150752,True, +expr_HSPA6,HSPA6,0.0,0.5884273633797473,True, +expr_MAEL,MAEL,0.0,1.4317785732751966,True, +expr_RGS2,RGS2,0.0,1.766505053900052,True, +expr_TMEM9,TMEM9,0.0,0.409840242754676,True, +expr_PTGFRN,PTGFRN,0.0,0.44364215049522726,True, +expr_TRIM63,TRIM63,0.0010131712259371835,0.723718860569579,True, +expr_ACTN2,ACTN2,0.0,0.6384053595675699,True, +expr_TMEM125,TMEM125,0.005065856129685917,1.0336254080239007,True, +expr_IPO13,IPO13,0.0,0.2823822319019185,True, +expr_EIF2B3,EIF2B3,0.0,0.24931613856826176,True, +expr_CRABP2,CRABP2,0.0,2.8095967745798878,True, +expr_ZZZ3,ZZZ3,0.0,0.2470054707752351,True, +expr_RAB25,RAB25,0.0,0.8842709195199191,True, +expr_LAMTOR5,LAMTOR5,0.0010131712259371835,0.29830569154332043,True, +expr_ACKR1,ACKR1,0.0,0.3049474784744382,True, +expr_NGF,NGF,0.0,0.3340261068738432,True, +expr_CRNN,CRNN,0.0,0.33491793675945863,True, +expr_VPS72,VPS72,0.0010131712259371835,0.3756867577270118,True, +expr_HAX1,HAX1,0.0,0.365363697620803,True, +expr_FCN3,FCN3,0.0,0.33352829019935964,True, +expr_AGT,AGT,0.0,2.731279403894309,True, +expr_BCL10,BCL10,0.0,0.21817026705501305,True, +expr_EIF2D,EIF2D,0.0,0.3837250523885486,True, +expr_AKR7A2,AKR7A2,0.0,0.38280154026079666,True, +expr_CMPK1,CMPK1,0.0,0.2914411069457507,True, +expr_GSTM1,GSTM1,0.0,1.4289468310047229,True, +expr_RGL1,RGL1,0.0,0.41677829740433137,True, +expr_FUCA1,FUCA1,0.0,0.5088974466226908,True, +expr_TNFSF18,TNFSF18,0.0,0.3561155256640018,True, +expr_S100A5,S100A5,0.0,0.6319169886102461,True, +expr_PADI1,PADI1,0.0,0.5699346711293214,True, +expr_UBE2T,UBE2T,0.0,0.6798661373023367,True, +expr_LCE3D,LCE3D,0.0,0.4188990705389105,True, +expr_JMJD4,JMJD4,0.0,0.47685570458520027,True, +expr_OR2C3,OR2C3,0.0,0.29408354484546834,True, +expr_SHISA4,SHISA4,0.0,0.5825793620136548,True, +expr_ARHGAP21,ARHGAP21,0.0,0.42454579242722773,True, +expr_HPS6,HPS6,0.0,0.22354697734403375,True, +expr_PSD,PSD,0.0,0.24966359892639264,True, +expr_PCGF6,PCGF6,0.0,0.26084143231979773,True, +expr_SLC16A9,SLC16A9,0.0,0.4551694967385485,True, +expr_ECD,ECD,0.0,0.24858743920149382,True, +expr_LRIT1,LRIT1,0.0,0.2831205955908318,True, +expr_FANK1,FANK1,0.0,0.5780731794907507,True, +expr_SYCE1,SYCE1,0.0,0.5001344927135898,True, +expr_C10orf12,C10orf12,0.002026342451874367,0.16368509672920198,True, +expr_CCAR1,CCAR1,0.0,0.17415719941806296,True, +expr_ZNF485,ZNF485,0.0,0.3035367234991721,True, +expr_COMTD1,COMTD1,0.0,0.8198356848679234,True, +expr_CEP55,CEP55,0.0,0.6035187545588547,True, +expr_MINPP1,MINPP1,0.0,0.20591872665356833,True, +expr_PHYH,PHYH,0.0,0.5969909475253268,True, +expr_KCNK18,KCNK18,0.0,0.37654811086018447,True, +expr_MRPL21,MRPL21,0.0010131712259371835,0.5145454998322664,True, +expr_ZNF684,ZNF684,0.0,0.20778444030994622,True, +expr_SPI1,SPI1,0.0,0.3262096570736905,True, +expr_DPP3,DPP3,0.0,0.5932781375804198,True, +expr_PDE3B,PDE3B,0.0,0.37776354249717964,True, +expr_DDI1,DDI1,0.0,0.396973368159575,True, +expr_MSANTD4,MSANTD4,0.0,0.2259550597503257,True, +expr_COLCA2,COLCA2,0.0,0.7990468348700739,True, +expr_IFT46,IFT46,0.0,0.3752121933307055,True, +expr_MDK,MDK,0.0,1.24804996001084,True, +expr_NRGN,NRGN,0.0,0.32060762760375766,True, +expr_WT1,WT1,0.0,0.4204595403722095,True, +expr_MS4A1,MS4A1,0.0,0.8301225804205175,True, +expr_CPSF7,CPSF7,0.0,0.22197070285864157,True, +expr_INCENP,INCENP,0.0,0.38535224376850935,True, +expr_IGF2-AS,IGF2-AS,0.0,0.24393426148662092,True, +expr_SPRR2D,SPRR2D,0.0,0.48929053764841623,True, +expr_USP1,USP1,0.0010131712259371835,0.5418411172640907,True, +expr_LGALS9,LGALS9,0.0,0.5239990251738867,True, +expr_OMP,OMP,0.0,0.21097538707717037,True, +expr_USP35,USP35,0.0,0.7762840620255468,True, +expr_SLC6A5,SLC6A5,0.0,0.2806425137487848,True, +expr_SRSF11,SRSF11,0.0,0.312034722391043,True, +expr_OR51B2,OR51B2,0.0,0.34019874086814506,True, +expr_PIWIL1,PIWIL1,0.0,0.37059374425547825,True, +expr_LINC01089,LINC01089,0.0,0.5302606077092527,True, +expr_LALBA,LALBA,0.0,2.343053436295078,True, +expr_C12orf10,C12orf10,0.0,0.2780045908734111,True, +expr_ATG101,ATG101,0.0,0.3475090211592855,True, +expr_PLA2G4A,PLA2G4A,0.0,1.0972237680905623,True, +expr_KRT2,KRT2,0.0,0.3520908048776547,True, +expr_SLCO1C1,SLCO1C1,0.0,0.3553110729533839,True, +expr_PRB4,PRB4,0.0,0.30280651929036445,True, +expr_PRB3,PRB3,0.0,0.8455261486405335,True, +expr_A2M,A2M,0.010131712259371834,0.8953312617781545,True, +expr_ART4,ART4,0.0,0.40703097138886585,True, +expr_LAG3,LAG3,0.0,1.8709583354534787,True, +expr_HMGB4,HMGB4,0.0,0.2771121596395851,True, +expr_GPN3,GPN3,0.0,0.31557395057605,True, +expr_ZFAND4,ZFAND4,0.0,0.2018391593563745,True, +expr_BSDC1,BSDC1,0.0070921985815602835,0.1722047156365967,True, +expr_FGF23,FGF23,0.0,0.32804059756693144,True, +expr_PRDM4,PRDM4,0.0,0.16265384005125907,True, +expr_DNAJC15,DNAJC15,0.0,0.5627282076489398,True, +expr_ERCC5,ERCC5,0.0,0.262488921551353,True, +expr_RXFP2,RXFP2,0.0,0.321075891915063,True, +expr_MIPEP,MIPEP,0.0,0.36291928427236453,True, +expr_HABP2,HABP2,0.0,0.34721322294035223,True, +expr_SERPINA6,SERPINA6,0.0,3.1432346981884307,True, +expr_FAM181A,FAM181A,0.0,0.31051778632817817,True, +expr_MIXL1,MIXL1,0.0,0.2920298638424339,True, +expr_WASH2P,WASH2P,0.0,0.2377105932184662,True, +expr_IL25,IL25,0.0,0.3501203985132764,True, +expr_TPPP2,TPPP2,0.0,0.4280150507101129,True, +expr_DHRS7,DHRS7,0.0,0.3358930718963702,True, +expr_OPRD1,OPRD1,0.0,0.27903308102150653,True, +expr_SOS2,SOS2,0.0,0.24719512255800072,True, +expr_FKBP3,FKBP3,0.0010131712259371835,0.3819138648616637,True, +expr_JDP2,JDP2,0.0010131712259371835,0.49566155276524493,True, +expr_AHSA1,AHSA1,0.0,0.3712480510019514,True, +expr_GZMB,GZMB,0.0,2.372225585077641,True, +expr_TDP1,TDP1,0.0,0.2448019290652238,True, +expr_HDC,HDC,0.0,1.1200364996470378,True, +expr_HYPK,HYPK,0.0010131712259371835,0.48296822832026665,True, +expr_CORO2B,CORO2B,0.0,0.2624603811727585,True, +expr_MTFMT,MTFMT,0.0,0.14315008548024521,True, +expr_LYSMD4,LYSMD4,0.0,0.2851819019696377,True, +expr_UBL7,UBL7,0.0,0.24849118804593967,True, +expr_LARP6,LARP6,0.0010131712259371835,0.8799005145762893,True, +expr_CLN6,CLN6,0.0,0.3376242597261101,True, +expr_MTMR10,MTMR10,0.0,0.23352005223492023,True, +expr_CPLX3,CPLX3,0.0,0.5685855923502853,True, +expr_CHRM5,CHRM5,0.0010131712259371835,0.2614662717397829,True, +expr_TGM7,TGM7,0.0,0.2577770180275085,True, +expr_BAHD1,BAHD1,0.0010131712259371835,0.29618975414599524,True, +expr_GCSH,GCSH,0.0010131712259371835,0.5422615932442943,True, +expr_APRT,APRT,0.0,0.36293003914807387,True, +expr_KATNB1,KATNB1,0.0,0.2758343662277849,True, +expr_ATP2C2,ATP2C2,0.0,1.7809613383289757,True, +expr_EXTL2,EXTL2,0.0,0.2256355526425035,True, +expr_UQCRC2,UQCRC2,0.0,0.24439940443436406,True, +expr_C16orf54,C16orf54,0.0,0.798364291958536,True, +expr_DPEP2,DPEP2,0.0,0.3136174776324642,True, +expr_LRRC36,LRRC36,0.0,0.41046261342652557,True, +expr_COL11A1,COL11A1,0.0,1.6969454392056205,True, +expr_HSD17B2,HSD17B2,0.0010131712259371835,2.9115504099720324,True, +expr_SPATA2L,SPATA2L,0.0010131712259371835,0.3357931851522147,True, +expr_RPL3L,RPL3L,0.0,0.30372914875137175,True, +expr_NDUFB10,NDUFB10,0.0,0.3443704668493044,True, +expr_HS3ST2,HS3ST2,0.0,0.5956490969544505,True, +expr_ZG16B,ZG16B,0.0,5.015655675644289,True, +expr_FOXF1,FOXF1,0.0,0.2853006737098234,True, +expr_ZFHX3,ZFHX3,0.0,0.5284044622597928,True, +expr_BCL7C,BCL7C,0.0,0.2828438293628159,True, +expr_FAHD1,FAHD1,0.0,0.2479474056175109,True, +expr_DNAJA3,DNAJA3,0.0,0.24376090475599202,True, +expr_C17orf62,C17orf62,0.0,0.3565261494761586,True, +expr_LRRN2,LRRN2,0.0010131712259371835,1.0286601894213616,True, +expr_TVP23B,TVP23B,0.0,0.4689632373763074,True, +expr_SLFN12,SLFN12,0.0,0.33651195601183675,True, +expr_CLTC,CLTC,0.005065856129685917,0.5099934284035241,True, +expr_SOST,SOST,0.0,0.5677510333255318,True, +expr_C1QL3,C1QL3,0.0,0.37106230749009156,True, +expr_ABCA8,ABCA8,0.0,0.33933740092604053,True, +expr_C1orf112,C1orf112,0.0,0.5178807387521056,True, +expr_HOXB1,HOXB1,0.0,0.3374908605083255,True, +expr_FOXN1,FOXN1,0.0,0.2236186187613032,True, +expr_ASGR1,ASGR1,0.0,0.44694888912351455,True, +expr_SLC16A13,SLC16A13,0.0,0.22602538935346947,True, +expr_DERL2,DERL2,0.0,0.22500760456939198,True, +expr_TOP2A,TOP2A,0.0,0.7456738203292396,True, +expr_KRTAP1-5,KRTAP1-5,0.0,0.28373235721031975,True, +expr_KRT37,KRT37,0.0,0.705610380198713,True, +expr_PRR15L,PRR15L,0.0,2.4853837619332784,True, +expr_GREB1L,GREB1L,0.0,0.3905874415583333,True, +expr_NKG7,NKG7,0.0,1.3210837776409792,True, +expr_PPP1R13L,PPP1R13L,0.0010131712259371835,0.7241263431524095,True, +expr_VASP,VASP,0.0,0.46399907697756754,True, +expr_KEAP1,KEAP1,0.0,0.30152183265443677,True, +expr_CD70,CD70,0.0,1.0433452400051324,True, +expr_TIMM44,TIMM44,0.0010131712259371835,0.4246323994477657,True, +expr_RETN,RETN,0.0,0.6305637735637656,True, +expr_ASF1B,ASF1B,0.0010131712259371835,0.4022721388596358,True, +expr_DNASE2,DNASE2,0.0,0.5010484390100537,True, +expr_ECSIT,ECSIT,0.0,0.29049927122252395,True, +expr_KLK9,KLK9,0.0010131712259371835,0.23459144020076456,True, +expr_ATF5,ATF5,0.0,0.49651812638085896,True, +expr_TEAD2,TEAD2,0.0,0.3086423453475937,True, +expr_EMP3,EMP3,0.0,0.4682121184643887,True, +expr_URI1,URI1,0.0,0.5736878193077998,True, +expr_DPF1,DPF1,0.0,0.27637851640561345,True, +expr_RHPN2,RHPN2,0.0,0.6513705758513306,True, +expr_S1PR4,S1PR4,0.0010131712259371835,1.6201582259998626,True, +expr_HMG20B,HMG20B,0.0,0.3427608411259032,True, +expr_CFD,CFD,0.0010131712259371835,1.451209251366278,True, +expr_KCNN1,KCNN1,0.0,0.2340254822634266,True, +expr_EPHX3,EPHX3,0.0,0.775765636664357,True, +expr_FXYD7,FXYD7,0.0,0.22226692369921955,True, +expr_SUGP1,SUGP1,0.0,0.1540251044936813,True, +expr_NDUFA13,NDUFA13,0.0,0.40759765478336923,True, +expr_UPK1A,UPK1A,0.0,0.6192303851587558,True, +expr_GUCA2A,GUCA2A,0.0,0.31231754670041856,True, +expr_MIER2,MIER2,0.0,0.3327584709239157,True, +expr_CD320,CD320,0.0,0.6708219370535708,True, +expr_BABAM1,BABAM1,0.0,0.2710451490189074,True, +expr_ABCG5,ABCG5,0.0,0.3616658480447386,True, +expr_SLC39A10,SLC39A10,0.0,0.296282814345709,True, +expr_GPD2,GPD2,0.0,0.3529898256256152,True, +expr_NLRC4,NLRC4,0.0,0.2648286379484874,True, +expr_SLC6A9,SLC6A9,0.0,0.4502615379185696,True, +expr_TTC32,TTC32,0.0,0.7019786327021083,True, +expr_GCKR,GCKR,0.0010131712259371835,0.34832968495681943,True, +expr_NUDT5,NUDT5,0.0,0.5924817760954002,True, +expr_ANKZF1,ANKZF1,0.0,0.26547839552063346,True, +expr_CNNM4,CNNM4,0.0,0.4994573651577499,True, +expr_REG3A,REG3A,0.0,0.40026565663518343,True, +expr_IGFBP2,IGFBP2,0.0010131712259371835,2.6932715039902653,True, +expr_PRDX1,PRDX1,0.0010131712259371835,0.3275340041762053,True, +expr_CEBPZ,CEBPZ,0.0,0.3378021397781699,True, +expr_SP110,SP110,0.0010131712259371835,0.6203369434967462,True, +expr_BAZ2B,BAZ2B,0.0,0.3467325652995476,True, +expr_RTKN,RTKN,0.0,0.47729640600367595,True, +expr_RRNAD1,RRNAD1,0.0,0.33092040847499254,True, +expr_KCNS3,KCNS3,0.0,1.0492392725475148,True, +expr_RNF149,RNF149,0.0,0.2131041088607829,True, +expr_STARD7,STARD7,0.0010131712259371835,0.20003084185555178,True, +expr_HOXD1,HOXD1,0.0,0.5262708058544411,True, +expr_EDAR,EDAR,0.0,0.4063784396859682,True, +expr_MTX2,MTX2,0.0,0.25060222588421516,True, +expr_PELI1,PELI1,0.0,0.6139353071046605,True, +expr_SOWAHC,SOWAHC,0.0,0.5521789930124034,True, +expr_PPDPF,PPDPF,0.0,0.7368918347800639,True, +expr_TP53TG5,TP53TG5,0.0,0.25648680260320333,True, +expr_WFDC3,WFDC3,0.0,0.3830126397190426,True, +expr_TMEM51,TMEM51,0.0,0.4176675234841593,True, +expr_TFAP2C,TFAP2C,0.0,0.6243696886160408,True, +expr_TMEM74B,TMEM74B,0.0,0.6233209124875406,True, +expr_C20orf141,C20orf141,0.0,1.2000712190017544,True, +expr_TASP1,TASP1,0.0,0.1985244405168867,True, +expr_RRBP1,RRBP1,0.0,0.6502720204252445,True, +expr_CST11,CST11,0.0,0.4131886574302611,True, +expr_RPS24,RPS24,0.03546099290780142,0.4928384800821689,True, +expr_TRIT1,TRIT1,0.0,0.3278160692273928,True, +expr_ASIP,ASIP,0.0010131712259371835,0.32058972724509255,True, +expr_KCNE2,KCNE2,0.0,0.30972771453357684,True, +expr_MCM3AP,MCM3AP,0.0,0.3200097831469283,True, +expr_SLC25A1,SLC25A1,0.0,0.6226451560056878,True, +expr_KCNC4,KCNC4,0.0,0.22616360411411163,True, +expr_SLC7A4,SLC7A4,0.0010131712259371835,0.566349190947309,True, +expr_CHI3L2,CHI3L2,0.0,3.7149565664614816,True, +expr_UPB1,UPB1,0.0,0.2509350904432393,True, +expr_TFIP11,TFIP11,0.0,0.24483924769127846,True, +expr_GAL3ST1,GAL3ST1,0.0,0.5463209533411554,True, +expr_HMOX1,HMOX1,0.0,0.9254771755967599,True, +expr_CSF2RB,CSF2RB,0.0,0.23965729045753353,True, +expr_LGALS2,LGALS2,0.0,2.612635954185896,True, +expr_APOBEC3C,APOBEC3C,0.0,0.4901223713522038,True, +expr_TTLL1,TTLL1,0.0,0.24509618312429876,True, +expr_PKDREJ,PKDREJ,0.0,0.33858053091880363,True, +expr_CSRNP1,CSRNP1,0.0,0.21338729124863856,True, +expr_PODXL2,PODXL2,0.0,0.5227689174127078,True, +expr_TOP2B,TOP2B,0.0,0.3148193577559951,True, +expr_HESX1,HESX1,0.0,0.33401456016537684,True, +expr_GPR87,GPR87,0.0,1.1327261236441368,True, +expr_ASTE1,ASTE1,0.0,0.19109595259666443,True, +expr_LYZL4,LYZL4,0.0,0.36718323968627614,True, +expr_HACL1,HACL1,0.0,0.3107586985988058,True, +expr_TMEM43,TMEM43,0.0,0.2730089082269093,True, +expr_CAMK1,CAMK1,0.0,0.23037464974633762,True, +expr_RAD18,RAD18,0.0,0.3528087032547894,True, +expr_TNFSF10,TNFSF10,0.005065856129685917,1.3528261398014878,True, +expr_TWF2,TWF2,0.0,0.4992323931063911,True, +expr_TMEM89,TMEM89,0.0,0.2753226348588643,True, +expr_CYB561D2,CYB561D2,0.0,0.4468327561307997,True, +expr_TBCCD1,TBCCD1,0.0,0.15096870576396393,True, +expr_SEMA5B,SEMA5B,0.0,0.5954933848310919,True, +expr_DNAJB8,DNAJB8,0.0,0.3536894913637367,True, +expr_ACTRT3,ACTRT3,0.0,0.3105898829780664,True, +expr_C1orf74,C1orf74,0.0,0.22849740459291454,True, +expr_CD200,CD200,0.0,0.30979643628140496,True, +expr_WFS1,WFS1,0.0,0.7684507890531518,True, +expr_SPON2,SPON2,0.002026342451874367,1.0374969674181351,True, +expr_GPM6A,GPM6A,0.0,1.0367923634144844,True, +expr_GUCY1B3,GUCY1B3,0.0,0.31415557002708466,True, +expr_PPBP,PPBP,0.0,0.6700281758462032,True, +expr_SAP30,SAP30,0.0,0.5530414087894195,True, +expr_MUC7,MUC7,0.0,0.353704064587356,True, +expr_HS3ST1,HS3ST1,0.0,0.5131655489118623,True, +expr_SORCS2,SORCS2,0.0,0.3762690211893881,True, +expr_CXCL13,CXCL13,0.0,3.7887887161671947,True, +expr_OCIAD2,OCIAD2,0.008105369807497468,0.44910005906779865,True, +expr_ANXA3,ANXA3,0.0,2.5234044173082495,True, +expr_SRD5A3,SRD5A3,0.0,0.5415567975031694,True, +expr_ENOPH1,ENOPH1,0.0,0.2847175959285504,True, +expr_TRAPPC13,TRAPPC13,0.0,0.22394026980238543,True, +expr_PCDHB15,PCDHB15,0.0,0.38059714861736,True, +expr_SMA5,SMA5,0.0,1.3140081834473278,True, +expr_C5orf28,C5orf28,0.0,0.3477174537494162,True, +expr_SEPP1,SEPP1,0.0,1.3721894294615,True, +expr_SNCB,SNCB,0.0,0.3417406623193973,True, +expr_POU4F3,POU4F3,0.0,0.3084787217337084,True, +expr_TSLP,TSLP,0.0,0.39238644739797196,True, +expr_FAM46B,FAM46B,0.0010131712259371835,0.6178470042573951,True, +expr_C5orf30,C5orf30,0.0,0.9325102222190144,True, +expr_KIF3A,KIF3A,0.0,0.4164291523090192,True, +expr_GCNT4,GCNT4,0.0,0.36442562150099206,True, +expr_DDX41,DDX41,0.0,0.3794798798289619,True, +expr_NMUR2,NMUR2,0.0,0.2905801133831963,True, +expr_XRCC4,XRCC4,0.0,0.31803314410861466,True, +expr_CCNB1,CCNB1,0.0,0.46696368536139005,True, +expr_NDUFS6,NDUFS6,0.0,0.25411811152664476,True, +expr_MRPL22,MRPL22,0.00303951367781155,0.2861475120254148,True, +expr_NUP153,NUP153,0.0010131712259371835,0.2772436620090702,True, +expr_HDAC2,HDAC2,0.015197568389057751,0.3843743673859316,True, +expr_MRPS18A,MRPS18A,0.0,0.25707807206653566,True, +expr_DLK2,DLK2,0.0,0.5992555919229671,True, +expr_MCOLN3,MCOLN3,0.0,0.3480003641825238,True, +expr_GUCA1A,GUCA1A,0.0,0.29068691245258776,True, +expr_HIST1H1C,HIST1H1C,0.0,2.2233158438058904,True, +expr_ZSCAN9,ZSCAN9,0.0,0.31627118568804796,True, +expr_TRIM31,TRIM31,0.0,0.35207250935060036,True, +expr_C6orf48,C6orf48,0.0010131712259371835,0.37433378715934845,True, +expr_C6orf47,C6orf47,0.0,0.14540151346694463,True, +expr_PFDN6,PFDN6,0.0,0.43031788019243067,True, +expr_DAXX,DAXX,0.0,0.32668352117171146,True, +expr_CLPSL2,CLPSL2,0.0,0.7633169939667707,True, +expr_LTV1,LTV1,0.0,0.4083240678399949,True, +expr_FLJ13744,FLJ13744,0.0,1.2121713741268918,True, +expr_PAK1IP1,PAK1IP1,0.0,0.49162949381764354,True, +expr_VNN2,VNN2,0.0,0.9710439839194637,True, +expr_RTN4IP1,RTN4IP1,0.0,0.656229654017383,True, +expr_CALU,CALU,0.0,0.44943509310891644,True, +expr_SMARCD3,SMARCD3,0.0,1.022466694720567,True, +expr_TAF6,TAF6,0.0,0.40034247796179107,True, 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+expr_HIRA,HIRA,0.0,0.3555197259208977,True, +expr_ZNF280A,ZNF280A,0.0010131712259371835,0.32169556085193723,True, +expr_RHBDD3,RHBDD3,0.0,0.3046057007639331,True, +expr_SLC16A8,SLC16A8,0.0,0.8235976852585896,True, +expr_ADSL,ADSL,0.0010131712259371835,0.32437818432250287,True, +expr_DDX5,DDX5,0.0010131712259371835,0.3183735652596802,True, +expr_ZBED4,ZBED4,0.0,0.1887470107039898,True, +expr_TMEM101,TMEM101,0.0,0.700231976773763,True, +expr_MUC13,MUC13,0.004052684903748734,0.34325443733067956,True, +expr_ASB14,ASB14,0.0,0.34937322393036535,True, +expr_PCNP,PCNP,0.0,0.20152422898182965,True, +expr_HDAC11,HDAC11,0.0,0.5241182200835636,True, +expr_CRELD1,CRELD1,0.0010131712259371835,0.2488967971685545,True, +expr_CNTN6,CNTN6,0.0,0.3177094692677759,True, +expr_UCN2,UCN2,0.0010131712259371835,0.7321624510812248,True, +expr_C3orf18,C3orf18,0.0,0.5979626722267749,True, +expr_CLDND1,CLDND1,0.0,0.26127367350790265,True, +expr_AP2M1,AP2M1,0.00303951367781155,0.28601706335654,True, +expr_AMZ2,AMZ2,0.004052684903748734,0.44094900478024696,True, +expr_SPINK2,SPINK2,0.0,0.5469637058223368,True, +expr_NEIL3,NEIL3,0.0,0.2727190896472737,True, +expr_CXCL6,CXCL6,0.0,0.5203355168093883,True, +expr_HMGB2,HMGB2,0.0,0.6567026971439246,True, +expr_SULT1E1,SULT1E1,0.0,0.49140073135121315,True, +expr_ANKRD40,ANKRD40,0.0,0.32138773589295083,True, +expr_NCAPG,NCAPG,0.0,0.4691989073004991,True, +expr_XYLT2,XYLT2,0.0,0.6190549903824695,True, +expr_NUDT6,NUDT6,0.0,0.36642036171846987,True, +expr_NAA11,NAA11,0.0,0.3496014841275179,True, +expr_MEPE,MEPE,0.0,0.4327864421980939,True, +expr_ZNF595,ZNF595,0.0,0.3108037701861023,True, +expr_EGF,EGF,0.0,0.5521200808534659,True, +expr_CENPK,CENPK,0.0,0.5626214938031234,True, +expr_GOLPH3,GOLPH3,0.0010131712259371835,0.2400507223087217,True, +expr_MRM1,MRM1,0.0,0.3848396209983637,True, +expr_HEXB,HEXB,0.0,0.20093292798633502,True, +expr_ZCCHC9,ZCCHC9,0.0,0.2120216916411218,True, +expr_ZNF622,ZNF622,0.0,0.2193945012958481,True, +expr_GZMK,GZMK,0.0010131712259371835,2.387518023947311,True, +expr_GLRA1,GLRA1,0.0,0.3119316055829944,True, +expr_SKP2,SKP2,0.0,0.38488707681488527,True, +expr_TGFBI,TGFBI,0.0,0.830776522689246,True, +expr_LINC00472,LINC00472,0.0,0.6378053867345861,True, +expr_DDX43,DDX43,0.0,1.244891127627686,True, +expr_TRAF4,TRAF4,0.0,0.8287689955901492,True, +expr_CRIP3,CRIP3,0.0,0.33698142671127906,True, +expr_ZNF184,ZNF184,0.0,0.31502220272806875,True, +expr_PGBD1,PGBD1,0.0,0.24064755047300831,True, +expr_PPP1R10,PPP1R10,0.0,0.25357633914658034,True, +expr_LTA,LTA,0.0,0.2526173667138043,True, +expr_ABHD16A,ABHD16A,0.0,0.30011428048040945,True, +expr_PHF1,PHF1,0.0,0.19749797417193013,True, +expr_UQCC2,UQCC2,0.0,0.3571444062353452,True, +expr_ANKS1A,ANKS1A,0.0,0.23670948348465207,True, +expr_TEKT1,TEKT1,0.0,0.35727593866127955,True, +expr_HTR1B,HTR1B,0.0,0.29510064894259624,True, +expr_ADTRP,ADTRP,0.0,1.0608592071571155,True, +expr_ECI2,ECI2,0.0,0.8808561527837933,True, +expr_RGS17,RGS17,0.0,0.2839770206486349,True, +expr_ULBP1,ULBP1,0.0,0.35248619094738187,True, +expr_TCF21,TCF21,0.0,0.3575723318211521,True, +expr_SOBP,SOBP,0.0,0.42121859766646236,True, +expr_GPR6,GPR6,0.0010131712259371835,0.41102920070373666,True, +expr_SLC52A1,SLC52A1,0.0,0.7509219606215913,True, +expr_MEST,MEST,0.0010131712259371835,1.8578462948794792,True, +expr_HUS1,HUS1,0.0,0.19845166418744592,True, +expr_LOC728743,LOC728743,0.0,0.2968250148581458,True, +expr_TMEM176B,TMEM176B,0.0,0.9474142590013027,True, +expr_ZNF786,ZNF786,0.0,0.18562160703729538,True, +expr_CNPY4,CNPY4,0.0,0.26586691020485664,True, +expr_PSMB6,PSMB6,0.0,0.2572108151236798,True, +expr_AP4M1,AP4M1,0.0,0.27111713288314965,True, +expr_EIF3B,EIF3B,0.0,0.34222579873473696,True, +expr_ADCYAP1R1,ADCYAP1R1,0.0,0.2908569891338977,True, +expr_SKAP2,SKAP2,0.0,0.45779902887392226,True, +expr_SCIN,SCIN,0.0,0.8871911518058827,True, +expr_ZDHHC4,ZDHHC4,0.0,0.36728471483925273,True, +expr_BZW2,BZW2,0.02634245187436677,0.3782882790848503,True, +expr_TMEM184A,TMEM184A,0.0,0.8178193336634352,True, +expr_FKBP10,FKBP10,0.0,0.9890771389586046,True, +expr_TMEM243,TMEM243,0.0,0.3436274796898331,True, +expr_EPHA1,EPHA1,0.0,0.2961462971516185,True, +expr_VWC2,VWC2,0.0010131712259371835,0.38245395695621304,True, +expr_KRT9,KRT9,0.0,0.544788314694591,True, +expr_MRPS33,MRPS33,0.0,0.3608683890238963,True, +expr_WDR60,WDR60,0.0,0.21595147204608234,True, +expr_ZNF394,ZNF394,0.0,0.18271933292488265,True, +expr_AZIN1,AZIN1,0.0,0.4383687886104772,True, +expr_UBXN8,UBXN8,0.0,0.49065835097626287,True, +expr_PPP3CC,PPP3CC,0.0,0.31787839523329625,True, +expr_TRIM49,TRIM49,0.0,0.44666216122794405,True, +expr_GCGR,GCGR,0.0,0.4105455459312707,True, +expr_MOS,MOS,0.0,0.28696932609395287,True, +expr_NKX3-1,NKX3-1,0.0,0.6649072420506913,True, +expr_HHLA1,HHLA1,0.0,0.4143082870096667,True, +expr_ADHFE1,ADHFE1,0.0,0.34715673331290564,True, +expr_CHRNA6,CHRNA6,0.0,0.2517887299224262,True, +expr_INTS10,INTS10,0.0,0.3515846400178203,True, +expr_FAM160B2,FAM160B2,0.0010131712259371835,0.34013210371892094,True, +expr_DEFB4A,DEFB4A,0.0,0.37715248726849243,True, +expr_PEBP4,PEBP4,0.0,0.5115376487414555,True, +expr_PPAPDC3,PPAPDC3,0.0,0.5538177436876558,True, +expr_KIAA2026,KIAA2026,0.0,0.16740254109227454,True, +expr_SPATA6L,SPATA6L,0.0,0.3896392657031737,True, +expr_HINT2,HINT2,0.0,0.3912875225578776,True, +expr_CTNNAL1,CTNNAL1,0.0,0.5607544252793355,True, +expr_PTGR1,PTGR1,0.0,0.5998207722920972,True, +expr_KRT25,KRT25,0.0,0.38047026768554015,True, +expr_REXO4,REXO4,0.0,0.22098788286381524,True, +expr_MAMDC2,MAMDC2,0.0010131712259371835,0.35471897320369816,True, +expr_IFNA16,IFNA16,0.0,0.3880810275393489,True, +expr_LINGO2,LINGO2,0.0,0.5248787454786593,True, +expr_INVS,INVS,0.0,0.15966865042468506,True, +expr_KRTAP4-12,KRTAP4-12,0.0,0.32563780250441654,True, +expr_ZDHHC12,ZDHHC12,0.0,0.3411320792938956,True, +expr_AQP7,AQP7,0.0,0.33241677154497834,True, +expr_C9orf16,C9orf16,0.0,0.2566219484099576,True, +expr_USP26,USP26,0.0,0.3644354490697046,True, +expr_DUX3,DUX3,0.0,0.3273485038857785,True, +expr_TMCO4,TMCO4,0.0,0.2479599424152637,True, +expr_TOP3A,TOP3A,0.0,0.23536532824544307,True, +expr_OR1D5,OR1D5,0.0,0.2851845548560619,True, +expr_UGT1A8,UGT1A8,0.0,0.5677333874578642,True, +expr_FAM212A,FAM212A,0.0,0.5942390312509019,True, +expr_ESRRA,ESRRA,0.0,0.3430191113097214,True, +expr_LOC100131532,LOC100131532,0.0,0.3138828933090254,True, +expr_SCN10A,SCN10A,0.0,0.3425102093891306,True, +expr_AGTRAP,AGTRAP,0.0010131712259371835,0.33342772260745773,True, +expr_NOC4L,NOC4L,0.0,0.32907992498871863,True, +expr_GPS1,GPS1,0.0,0.4943912430944733,True, +expr_SLC16A3,SLC16A3,0.002026342451874367,1.1269516584962662,True, +expr_ALPK2,ALPK2,0.0,0.4236797636628809,True, +expr_UMOD,UMOD,0.0,0.33481220531881534,True, +expr_ARRB2,ARRB2,0.0,0.33742695356801544,True, +expr_CBLN2,CBLN2,0.0,1.765457402597804,True, +expr_ZNF521,ZNF521,0.0,0.9170753469465976,True, +expr_SCRIB,SCRIB,0.0,0.7218308134392287,True, +expr_SLC16A5,SLC16A5,0.0,1.1526350634924536,True, +expr_GAST,GAST,0.0,0.27587560846327486,True, +expr_ADAM15,ADAM15,0.0,0.6630029402325264,True, +expr_PTPRM,PTPRM,0.0,0.5450728984173947,True, +expr_SLC25A30,SLC25A30,0.0,0.2802461757156099,True, +expr_BFSP2,BFSP2,0.0,0.8561839356349463,True, +expr_ANGPTL4,ANGPTL4,0.0,2.7883646796570822,True, +expr_TOPBP1,TOPBP1,0.0,0.22143504306386266,True, +expr_SPRR1B,SPRR1B,0.0,1.0277920296761394,True, +expr_ELAC1,ELAC1,0.0,0.4102137832563189,True, +expr_UXT,UXT,0.0,0.2709189176619047,True, +expr_PHKA2,PHKA2,0.0,0.2418922163962721,True, +expr_TBX22,TBX22,0.0,0.39096370804342984,True, +expr_FOXP3,FOXP3,0.0,0.27520610372145393,True, +expr_GPR50,GPR50,0.0,0.23680529939248735,True, +expr_GABRE,GABRE,0.0,2.5764493259702164,True, +expr_C1GALT1C1,C1GALT1C1,0.0,0.3728729580133221,True, +expr_SLC7A3,SLC7A3,0.0,0.3402642914610299,True, +expr_MAGED4B,MAGED4B,0.0,1.5281032542181954,True, +expr_IKBKG,IKBKG,0.0,0.24140718544618545,True, +expr_ARHGAP4,ARHGAP4,0.0,0.4676173640089143,True, +expr_BEX1,BEX1,0.0010131712259371835,3.6481431976662013,True, +expr_MID2,MID2,0.0,0.3022672204568868,True, +expr_KLHL13,KLHL13,0.0010131712259371835,0.7813300881654419,True, +expr_TTTY11,TTTY11,0.0,0.3834905063380225,True, +expr_GALE,GALE,0.0,0.6762829513460241,True, +expr_TSPAN1,TSPAN1,0.0,3.3922816843886996,True, +expr_CDC42EP2,CDC42EP2,0.0,0.41733680287592806,True, +expr_ZFP69B,ZFP69B,0.0,0.2787256700520752,True, +expr_ZNF256,ZNF256,0.0,0.3398372574190515,True, +expr_MROH7,MROH7,0.0,0.2858568374601737,True, +expr_ACP6,ACP6,0.0,0.5763055029464499,True, +expr_ANGPTL3,ANGPTL3,0.0,0.4219705690347928,True, +expr_PRG4,PRG4,0.0,0.6445253768426218,True, +expr_C1orf94,C1orf94,0.0,0.5147127794851047,True, +expr_COL16A1,COL16A1,0.0,0.5317987846168786,True, +expr_TRAPPC2P1,TRAPPC2P1,0.0010131712259371835,0.3771044725355073,True, 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+expr_C1orf159,C1orf159,0.0,0.251929794226356,True, +expr_FCER1G,FCER1G,0.0,0.47883430285641915,True, +expr_SMPDL3B,SMPDL3B,0.0,0.47753635818070067,True, +expr_ABCA4,ABCA4,0.0,1.0851978384398755,True, +expr_EPS8L3,EPS8L3,0.0,0.2481019631200798,True, +expr_SNAPIN,SNAPIN,0.0,0.2819513591069517,True, +expr_CD2,CD2,0.0,1.9237975627746315,True, +expr_OR7E24,OR7E24,0.0,0.519287937398475,True, +expr_MOV10,MOV10,0.0,0.31927367488752467,True, +expr_ZNF438,ZNF438,0.0,0.19782688253188102,True, +expr_ASAH2,ASAH2,0.0,0.20605874742302413,True, +expr_ZDHHC6,ZDHHC6,0.0,0.1545598204315216,True, +expr_ANKRD1,ANKRD1,0.0,0.34819533171252626,True, +expr_CYP2A6,CYP2A6,0.0,1.2018996939527278,True, +expr_GBF1,GBF1,0.0,0.39983811181421297,True, +expr_PDCD11,PDCD11,0.0,0.24452509819503596,True, +expr_OGDHL,OGDHL,0.0,1.2810163709741689,True, +expr_PPA1,PPA1,0.0010131712259371835,0.426740547170046,True, +expr_PTPLA,PTPLA,0.0,1.2190754976948712,True, +expr_CYP2C8,CYP2C8,0.0,0.3628486482948852,True, +expr_PLXDC2,PLXDC2,0.0,0.5704309150162291,True, +expr_ANKRD22,ANKRD22,0.0,0.8263509024607794,True, +expr_GTF2F1,GTF2F1,0.0,0.2568131409477052,True, +expr_ADIRF,ADIRF,0.0010131712259371835,3.404074759406334,True, +expr_GDI2,GDI2,0.0,0.32773576177412755,True, +expr_OLAH,OLAH,0.0,0.7064842108498218,True, +expr_PALD1,PALD1,0.0,0.29403070681857046,True, +expr_TIAL1,TIAL1,0.0,0.13535495623791663,True, +expr_UBTD1,UBTD1,0.0,0.3218613670704569,True, +expr_TMEM134,TMEM134,0.0,0.44810708025630047,True, +expr_ARFGAP2,ARFGAP2,0.0,0.3122575902176676,True, +expr_RAB38,RAB38,0.0,0.5486220458019656,True, +expr_FKBP2,FKBP2,0.0,0.2608192441476581,True, +expr_POLA2,POLA2,0.0,0.3090548015267526,True, +expr_PC,PC,0.0,0.5238693693833206,True, +expr_SYT13,SYT13,0.0,4.883861855160326,True, +expr_PNPLA6,PNPLA6,0.0,0.373211291394758,True, +expr_MMP3,MMP3,0.0,2.5321572183315624,True, +expr_ARHGAP42,ARHGAP42,0.0,0.24759235108436012,True, +expr_CWF19L2,CWF19L2,0.0,0.27437679694028955,True, +expr_HSPB2,HSPB2,0.0,1.0237810672626568,True, +expr_ALX4,ALX4,0.0,0.3348373140015387,True, +expr_MRVI1,MRVI1,0.0,0.7413828170740139,True, +expr_PRKCG,PRKCG,0.0,0.3302942125195526,True, +expr_MS4A3,MS4A3,0.0,0.3377928690079852,True, +expr_SYT7,SYT7,0.0,0.8540132654383735,True, +expr_SCGB2A2,SCGB2A2,0.0,13.704848630954553,True, +expr_SLC22A10,SLC22A10,0.0,0.21103862125025535,True, +expr_CCDC106,CCDC106,0.0,0.537949046589868,True, +expr_MRGPRX4,MRGPRX4,0.0,0.304495351835508,True, +expr_HPX,HPX,0.0,1.2927374031722474,True, +expr_CCKBR,CCKBR,0.0,0.9257525541356377,True, +expr_ARNTL,ARNTL,0.0,0.2377032269140981,True, +expr_MRPL48,MRPL48,0.0,0.37537410381020136,True, +expr_NUMA1,NUMA1,0.0,0.775061925049632,True, +expr_FBXW9,FBXW9,0.0,0.4129745186882974,True, +expr_TSKU,TSKU,0.0,0.8553594817761035,True, +expr_KCTD14,KCTD14,0.0010131712259371835,0.7295142280279286,True, +expr_PIP4K2C,PIP4K2C,0.0,0.25627321652585433,True, +expr_MANSC1,MANSC1,0.0,0.6106423288160268,True, +expr_BEST2,BEST2,0.0,0.2643113593517757,True, +expr_MYO1A,MYO1A,0.0,0.2398741305890713,True, +expr_DHH,DHH,0.0,0.32128922563146134,True, +expr_WNT10B,WNT10B,0.0,0.3651459265518354,True, +expr_HOXC5,HOXC5,0.0,0.3546026608929457,True, +expr_CEP83,CEP83,0.0,0.296699157822965,True, +expr_BIN2,BIN2,0.0010131712259371835,0.4117714659680378,True, +expr_ZNF20,ZNF20,0.0,0.23278984598095917,True, +expr_PTPN6,PTPN6,0.0,0.430796902827456,True, +expr_KLK1,KLK1,0.0,0.6511373366713015,True, +expr_UTP20,UTP20,0.0,0.3607331325532428,True, +expr_MYL2,MYL2,0.0,0.2543634977951259,True, +expr_HSPB8,HSPB8,0.0,0.9826630507742291,True, +expr_VDR,VDR,0.0010131712259371835,0.5099140307442943,True, +expr_ACTR6,ACTR6,0.0,0.39095577504508977,True, +expr_STAB2,STAB2,0.0,0.3448924189674892,True, +expr_MYBPC2,MYBPC2,0.0,0.6091493091276616,True, +expr_CRYL1,CRYL1,0.0,0.4518709544701946,True, +expr_TSKS,TSKS,0.0,0.29479866487155715,True, +expr_DOCK9,DOCK9,0.0,0.26244583025737833,True, +expr_ARGLU1,ARGLU1,0.0,0.57326556258062,True, +expr_MRPS31,MRPS31,0.0,0.23507074752432075,True, +expr_CPT1C,CPT1C,0.0,0.634297571054627,True, +expr_SERPINE3,SERPINE3,0.0,0.3133217736276201,True, +expr_SRP54,SRP54,0.0,0.24310157224992274,True, +expr_IPO4,IPO4,0.0,0.5009267822114233,True, +expr_DHRS4,DHRS4,0.0010131712259371835,0.3569878317460497,True, +expr_RNASE3,RNASE3,0.0,0.297567901160348,True, +expr_PARP2,PARP2,0.0,0.2447485403901376,True, +expr_SLC35F4,SLC35F4,0.0,0.33870173718883995,True, +expr_NID2,NID2,0.0,0.9024301103258674,True, +expr_PRPF39,PRPF39,0.0,0.2852899349084348,True, +expr_C14orf169,C14orf169,0.0,0.18698378085822892,True, +expr_ACYP1,ACYP1,0.0,0.32392943931751056,True, +expr_VIPAS39,VIPAS39,0.0,0.13140901721167475,True, +expr_SDR39U1,SDR39U1,0.0,0.27893560988775556,True, +expr_LRFN5,LRFN5,0.0010131712259371835,0.3490970305760387,True, +expr_BCL2L10,BCL2L10,0.0,0.4235714242914936,True, +expr_ATP8B4,ATP8B4,0.0,0.38912931994660577,True, +expr_STRC,STRC,0.0,0.2629028654248749,True, +expr_PARP6,PARP6,0.0,0.31136312473940864,True, +expr_PARP16,PARP16,0.0,0.17697070801719206,True, +expr_RLBP1,RLBP1,0.0,0.8820292111860878,True, +expr_MTHFS,MTHFS,0.0,0.3797356052256282,True, +expr_CYP1A1,CYP1A1,0.0,0.2770706959311372,True, +expr_MAP1A,MAP1A,0.0,0.2787367817056743,True, +expr_EHD4,EHD4,0.0,0.16745369113900668,True, +expr_BUB1B,BUB1B,0.0,0.39179358562707806,True, +expr_BAIAP3,BAIAP3,0.0,0.6816977603234501,True, +expr_MRPS34,MRPS34,0.0,0.3364718164499794,True, +expr_ZNF382,ZNF382,0.0,0.2159289910786937,True, +expr_ECI1,ECI1,0.0010131712259371835,0.47271341694433017,True, +expr_WFIKKN1,WFIKKN1,0.0,0.4096736654322813,True, +expr_RHBDF1,RHBDF1,0.0,0.5189465316761414,True, +expr_SYT17,SYT17,0.0,1.66756653018427,True, +expr_FAM57B,FAM57B,0.0,0.5024426766829319,True, +expr_OR2C1,OR2C1,0.0,0.302750644406915,True, +expr_MT1HL1,MT1HL1,0.0,0.9339559472113361,True, +expr_MMP2,MMP2,0.0,0.8279650617448769,True, +expr_RBM4B,RBM4B,0.0,0.15642327973873119,True, +expr_ATXN1L,ATXN1L,0.0,0.18265588659807486,True, +expr_NLRP7,NLRP7,0.0,1.1828451651840852,True, +expr_PEMT,PEMT,0.0,0.356160929412412,True, +expr_SOX15,SOX15,0.0,0.2877743240646079,True, +expr_PSMC5,PSMC5,0.0,0.5764059748384315,True, +expr_MMD,MMD,0.0,0.45643319054340675,True, +expr_MFAP4,MFAP4,0.0,1.9228471368508595,True, +expr_DNAH9,DNAH9,0.0,0.358808152716659,True, +expr_RCE1,RCE1,0.0,0.17971955167193782,True, +expr_C17orf64,C17orf64,0.0,0.3889456627251586,True, +expr_LRP3,LRP3,0.0010131712259371835,0.666976995589143,True, +expr_TOB1,TOB1,0.0,1.1562755493336372,True, +expr_DLX4,DLX4,0.0,0.6481316305205564,True, +expr_TBC1D3F,TBC1D3F,0.0,0.8095080335385133,True, +expr_ATP5G1,ATP5G1,0.0,0.5390085833225446,True, +expr_UTP6,UTP6,0.0,0.3277185680264256,True, +expr_PPY2,PPY2,0.0,0.31673163177196156,True, +expr_PIPOX,PIPOX,0.0,0.2234451327215093,True, +expr_CLDN7,CLDN7,0.0010131712259371835,1.104336125320532,True, +expr_ELP5,ELP5,0.0,0.5691087505539336,True, +expr_FAM215B,FAM215B,0.0,0.6414087028065356,True, +expr_ZSWIM7,ZSWIM7,0.0,0.24545882800598254,True, +expr_GID4,GID4,0.0,0.22712893139840726,True, +expr_TBX2,TBX2,0.0,0.7085362713888659,True, +expr_ADNP2,ADNP2,0.0,0.2157838483414531,True, +expr_DSG1,DSG1,0.0,0.6010476900012831,True, +expr_WDR7,WDR7,0.0,0.16933566769316208,True, +expr_CHAMP1,CHAMP1,0.0010131712259371835,0.27230181620703026,True, +expr_SIGLEC12,SIGLEC12,0.0,0.40134363828615466,True, +expr_ZBTB45,ZBTB45,0.0,0.24010303908964462,True, +expr_APOE,APOE,0.002026342451874367,0.6471442245313612,True, +expr_ZNF225,ZNF225,0.0010131712259371835,0.3134025196981782,True, +expr_ICAM3,ICAM3,0.0010131712259371835,0.581790245257749,True, +expr_MRPL4,MRPL4,0.0,0.4019672790951057,True, +expr_FCER2,FCER2,0.0,0.3004653621765834,True, +expr_ZNF580,ZNF580,0.0,0.46381410307869064,True, +expr_C19orf57,C19orf57,0.0,0.6829506294191408,True, +expr_PNKP,PNKP,0.0,0.3381108484576239,True, +expr_LIN7B,LIN7B,0.0,0.4704260020590678,True, +expr_LMTK3,LMTK3,0.0,1.3805610902696348,True, +expr_SYNGR4,SYNGR4,0.0,1.4332324016685967,True, +expr_C5AR2,C5AR2,0.0,0.2661592296258042,True, +expr_FKRP,FKRP,0.0,0.20985918041629326,True, +expr_CCDC8,CCDC8,0.0,0.845629265516784,True, +expr_NLRP4,NLRP4,0.0,0.2875815602110312,True, +expr_DAPK3,DAPK3,0.0,0.4762859461520589,True, +expr_LOC100129935,LOC100129935,0.0,0.3367692483433008,True, +expr_MPV17L2,MPV17L2,0.0,0.3284430585934832,True, +expr_LRRC25,LRRC25,0.0,0.44151200349516867,True, +expr_ILVBL,ILVBL,0.0,0.5981672821302053,True, +expr_HAMP,HAMP,0.0,0.6693186843287716,True, +expr_TMEM161A,TMEM161A,0.0,0.42345804588643243,True, +expr_RFXANK,RFXANK,0.0010131712259371835,0.30802523556287004,True, +expr_LIN37,LIN37,0.0,0.225786876112384,True, +expr_PRODH2,PRODH2,0.0,0.2920430782147605,True, +expr_PRAM1,PRAM1,0.0,0.6055817503670717,True, +expr_GDF15,GDF15,0.0010131712259371835,3.514192869203247,True, +expr_ZNF208,ZNF208,0.0,0.41355486476545134,True, +expr_DAZAP1,DAZAP1,0.0,0.11525998681567572,True, +expr_POLR2E,POLR2E,0.0,0.2351188743675892,True, +expr_CRYGA,CRYGA,0.0,0.27257610121256165,True, +expr_SF3B6,SF3B6,0.0,0.35961905153598606,True, +expr_NRBP1,NRBP1,0.0,0.36814998603745347,True, +expr_ATG9A,ATG9A,0.0,0.26685502067723876,True, +expr_CRYBA2,CRYBA2,0.0,0.6220112784885784,True, +expr_TNP1,TNP1,0.0,0.3762476103683498,True, +expr_CDKL4,CDKL4,0.0,0.3149267769647977,True, +expr_IWS1,IWS1,0.0,0.14084515701764272,True, +expr_DAPL1,DAPL1,0.0,1.619626272136313,True, +expr_TNFAIP6,TNFAIP6,0.0,0.7851682520948366,True, +expr_CAPG,CAPG,0.0,0.5451950001095703,True, +expr_LYG1,LYG1,0.0,0.39724142127643153,True, +expr_MSTN,MSTN,0.0,0.3685241355196634,True, +expr_DDX49,DDX49,0.0,0.2934784216946341,True, +expr_PHOSPHO2,PHOSPHO2,0.0,0.6039590633814719,True, +expr_HOXD13,HOXD13,0.0,0.5650202626734375,True, +expr_ODC1,ODC1,0.0,0.9600240617145895,True, +expr_EMILIN1,EMILIN1,0.0,0.6997520788637289,True, +expr_TAF1B,TAF1B,0.0,0.24041131919810113,True, +expr_LINC00029,LINC00029,0.0,0.2855270004648321,True, +expr_DSN1,DSN1,0.0,0.2891911600246723,True, +expr_ACTR5,ACTR5,0.0,0.18489314754226424,True, +expr_SEMG1,SEMG1,0.0010131712259371835,0.46548318270322286,True, +expr_ZSWIM3,ZSWIM3,0.0,0.1726496622442256,True, +expr_NEURL2,NEURL2,0.0,0.19730622523819275,True, +expr_PFDN4,PFDN4,0.0,0.5144483585494304,True, +expr_SPO11,SPO11,0.0,0.3480578766428823,True, +expr_RBCK1,RBCK1,0.0010131712259371835,0.48793783384772466,True, +expr_FLRT3,FLRT3,0.0,2.365172933231652,True, +expr_POLR3F,POLR3F,0.0,0.1839080866651474,True, +expr_XRN2,XRN2,0.0,0.29263267689953176,True, +expr_PDRG1,PDRG1,0.0010131712259371835,0.4552152725370296,True, +expr_AAR2,AAR2,0.0,0.14531670520008336,True, +expr_GABPA,GABPA,0.0,0.2526418636826054,True, +expr_RCAN1,RCAN1,0.0,1.1492388993042895,True, +expr_FAM3B,FAM3B,0.0,3.775142388708473,True, +expr_OR7A5,OR7A5,0.0,0.3368834400545696,True, +expr_UFD1L,UFD1L,0.0,0.24304640769519456,True, +expr_TMEM191A,TMEM191A,0.0,0.7332970455642089,True, +expr_RASL10A,RASL10A,0.0,0.9528406764067888,True, +expr_OSM,OSM,0.0,0.4778924515417345,True, +expr_TBC1D10A,TBC1D10A,0.0,0.36908359775488647,True, +expr_C22orf24,C22orf24,0.0,0.3193579040664043,True, +expr_APOL5,APOL5,0.0,0.2910622594029116,True, +expr_LGALS1,LGALS1,0.0,0.5954031090007997,True, +expr_PCSK4,PCSK4,0.0,0.9633619478081986,True, +expr_ZNF555,ZNF555,0.0,0.19897388093752214,True, +expr_RIBC2,RIBC2,0.0,0.8234446048639046,True, +expr_BRD1,BRD1,0.0,0.2898233669789534,True, +expr_EFCC1,EFCC1,0.0,1.041703254170806,True, +expr_ITGB5,ITGB5,0.0010131712259371835,0.8731890589034824,True, +expr_HTR1F,HTR1F,0.0,0.3831653811621597,True, +expr_MFSD1,MFSD1,0.0,0.2704477569400587,True, +expr_AMOTL2,AMOTL2,0.0,0.6669609857893651,True, +expr_SS18L2,SS18L2,0.0,0.23545161432878692,True, +expr_TRMT10C,TRMT10C,0.0,0.40033593264794914,True, +expr_IL17RC,IL17RC,0.0,0.6558595007689837,True, +expr_RTP4,RTP4,0.0,1.6494751445089506,True, +expr_PCBP4,PCBP4,0.0,0.3759804508043214,True, +expr_TNNC1,TNNC1,0.0,0.3830936884681611,True, +expr_TRMT1,TRMT1,0.0,0.3889722691665409,True, +expr_LTF,LTF,0.010131712259371834,7.0020117820790775,True, +expr_DNAJB11,DNAJB11,0.0,0.29256387381770516,True, +expr_DNAJC13,DNAJC13,0.0,0.13366746239352206,True, +expr_SERPINI1,SERPINI1,0.0,0.6380257243997088,True, +expr_CPS1-IT1,CPS1-IT1,0.0,0.49604297344212345,True, +expr_GPR160,GPR160,0.0,1.8256729627432817,True, +expr_PTH1R,PTH1R,0.0,0.35052245591364023,True, +expr_PDIA5,PDIA5,0.0,0.28560217464704274,True, +expr_PPEF2,PPEF2,0.0,0.3457183200472607,True, +expr_LINC01101,LINC01101,0.0,0.22614912843601057,True, +expr_IDUA,IDUA,0.0,0.353587178116102,True, +expr_VEGFC,VEGFC,0.0,0.4544880669165617,True, +expr_SCRG1,SCRG1,0.0,6.079234073404163,True, +expr_IGJ,IGJ,0.0010131712259371835,3.2053853366749196,True, +expr_IL21,IL21,0.0,0.30802992007163543,True, +expr_TMA16,TMA16,0.0,0.31723961371749154,True, +expr_C4orf17,C4orf17,0.0010131712259371835,0.30365956234440633,True, +expr_CD38,CD38,0.0,2.115717194120604,True, +expr_GC,GC,0.0,0.3435332104188031,True, +expr_C4orf29,C4orf29,0.0,0.16618488411273608,True, +expr_PITX2,PITX2,0.0,1.027875520317137,True, +expr_ARAP3,ARAP3,0.0,0.438092674545895,True, +expr_PCDHB11,PCDHB11,0.0,1.0698319985878013,True, +expr_IL17B,IL17B,0.0,1.070996202940727,True, +expr_CARTPT,CARTPT,0.0,1.5344175289030344,True, +expr_KLHL30,KLHL30,0.0,0.43587066879082065,True, +expr_GDF9,GDF9,0.0,0.4847594042317453,True, +expr_TMEM218,TMEM218,0.0,0.29082817028335434,True, +expr_PRPF40A,PRPF40A,0.0,0.33772319655585425,True, +expr_SLC36A1,SLC36A1,0.0,0.3649585025915062,True, +expr_F12,F12,0.0010131712259371835,1.9481612693621888,True, +expr_MAPK9,MAPK9,0.0,0.24040755705845185,True, +expr_TBCA,TBCA,0.00303951367781155,0.30517913620612735,True, +expr_FBXL21,FBXL21,0.0,0.3448851332886337,True, +expr_B3GAT2,B3GAT2,0.0,0.310214779654911,True, +expr_FAM184A,FAM184A,0.0,0.7436553380616453,True, +expr_RWDD1,RWDD1,0.0,0.3177806737567711,True, +expr_KCNQ5,KCNQ5,0.0,0.24438951995991967,True, +expr_TMEM63B,TMEM63B,0.0,0.21028462323956112,True, +expr_GPR111,GPR111,0.0,0.33968979183659614,True, +expr_IL17F,IL17F,0.0,0.2895915505017251,True, +expr_DLL1,DLL1,0.0,0.5759619021517467,True, +expr_FRS3,FRS3,0.0,0.20789793985275656,True, +expr_PFN4,PFN4,0.0,0.27770703149104525,True, +expr_HIST1H2BG,HIST1H2BG,0.0,0.8423911932274174,True, +expr_DHX16,DHX16,0.0,0.188600677356162,True, +expr_SKIV2L,SKIV2L,0.0,0.5271624444699842,True, +expr_IP6K3,IP6K3,0.0,0.4010572321705166,True, +expr_LINC00574,LINC00574,0.0,0.22874463849964435,True, +expr_TMEM45B,TMEM45B,0.0,3.432218664094571,True, +expr_VOPP1,VOPP1,0.0,0.480289658755683,True, +expr_TXNDC5,TXNDC5,0.0010131712259371835,0.6357269339507362,True, +expr_TAAR9,TAAR9,0.0,0.37288520074463977,True, +expr_IL22RA2,IL22RA2,0.0,0.6556136489863051,True, +expr_WASF1,WASF1,0.0,0.3869902957622086,True, +expr_TINAG,TINAG,0.0,0.32107630665929116,True, +expr_MAS1,MAS1,0.0,0.3654337549312337,True, +expr_FNDC4,FNDC4,0.0,0.5306364883469756,True, +expr_CPA1,CPA1,0.0,0.33656379012555826,True, +expr_C7orf69,C7orf69,0.0,0.31659817027764176,True, +expr_EPHB4,EPHB4,0.0,0.44897291534410866,True, +expr_BAIAP2L1,BAIAP2L1,0.0,0.5852828815779192,True, +expr_HERPUD2,HERPUD2,0.0,0.1384469355880602,True, +expr_C7orf26,C7orf26,0.0,0.2007598194777292,True, +expr_SLC29A4,SLC29A4,0.0,0.2340845700539075,True, +expr_TSPAN13,TSPAN13,0.0,1.4528331244366635,True, +expr_RBM28,RBM28,0.0,0.31228531527426967,True, +expr_CROT,CROT,0.0,0.38877761689671403,True, +expr_ZPBP,ZPBP,0.0,0.2870463970194032,True, +expr_NCAPG2,NCAPG2,0.0,0.3358868727443595,True, +expr_CCDC146,CCDC146,0.0,0.36446452317986405,True, +expr_PLOD3,PLOD3,0.0010131712259371835,0.5646496373737497,True, +expr_KLF10,KLF10,0.0,0.3620223573474982,True, +expr_PTK2B,PTK2B,0.0,0.405062903820256,True, +expr_FBXO16,FBXO16,0.0,0.5302824111033301,True, +expr_ZNF16,ZNF16,0.0,0.21770624642252523,True, +expr_RPS20,RPS20,0.00303951367781155,0.29920707867039303,True, +expr_CA1,CA1,0.0,0.2921935101313786,True, +expr_ZHX2,ZHX2,0.0,0.2877371184541491,True, +expr_C8orf44,C8orf44,0.0,0.37866027546299974,True, +expr_ADRB3,ADRB3,0.0,0.2658084308275258,True, +expr_SH2D4A,SH2D4A,0.0,0.5336875320639027,True, +expr_NPM2,NPM2,0.0,0.36742459724661225,True, +expr_DEFB103B,DEFB103B,0.0,0.584719980447212,True, +expr_CYP7B1,CYP7B1,0.0,0.5381212681792533,True, +expr_MMP1,MMP1,0.0070921985815602835,5.565508921388534,True, +expr_CPSF1,CPSF1,0.0,0.7387045208429953,True, +expr_RRAGA,RRAGA,0.0010131712259371835,0.17686487603636505,True, +expr_NINJ1,NINJ1,0.0,0.4538575332666304,True, +expr_ERMP1,ERMP1,0.0,0.6208592060719034,True, +expr_IKBKAP,IKBKAP,0.0,0.1719786536399382,True, +expr_OR13C4,OR13C4,0.0,0.28775063776956566,True, +expr_SLC2A6,SLC2A6,0.0,0.3689738852703586,True, +expr_TNFSF8,TNFSF8,0.0,0.264431669967249,True, +expr_DMRT1,DMRT1,0.0,0.3628950990436208,True, +expr_TRAF2,TRAF2,0.0,0.26104396810488223,True, +expr_SH3GL2,SH3GL2,0.0,0.6268107854725617,True, +expr_STX17,STX17,0.0,0.19761784554441783,True, +expr_RPP25L,RPP25L,0.0,0.32996266027329957,True, +expr_UBE2R2,UBE2R2,0.0,0.22959220518319204,True, +expr_TRUB2,TRUB2,0.0,0.22520692100399933,True, +expr_LCN2,LCN2,0.0,3.9592379832205915,True, +expr_FRMPD1,FRMPD1,0.0,0.30004679443230076,True, +expr_ORM1,ORM1,0.0010131712259371835,3.5725223246698814,True, +expr_AGFG1,AGFG1,0.0,0.2029285891925785,True, +expr_HTR2B,HTR2B,0.0010131712259371835,0.6229823270158924,True, +expr_GPR17,GPR17,0.0,0.29141081691283544,True, +expr_ANXA4,ANXA4,0.0,0.31862832875634517,True, +expr_TRPC2,TRPC2,0.0,0.2995880862461595,True, +expr_DGKI,DGKI,0.0,0.4151290847345584,True, +expr_PKP4,PKP4,0.0,0.27897408699180526,True, +expr_RILPL1,RILPL1,0.0,0.1993800795000867,True, +expr_DNAI2,DNAI2,0.0,0.34336931758670214,True, +expr_ZNF608,ZNF608,0.0,0.2845116833201426,True, +expr_ADCY8,ADCY8,0.0,0.3869563089458143,True, +expr_RIT2,RIT2,0.0,0.25723574103380936,True, +expr_OPLAH,OPLAH,0.0,1.3324424678503421,True, +expr_TMEM57,TMEM57,0.0,0.21872425643790758,True, +expr_RNPEPL1,RNPEPL1,0.0,0.3477993518155063,True, +expr_PMCHL1,PMCHL1,0.0,0.32223387447471125,True, +expr_CST5,CST5,0.0,0.7525673975876055,True, +expr_RNF208,RNF208,0.0,0.47418501015606124,True, +expr_TRAIP,TRAIP,0.0,0.38026719642636947,True, +expr_NTAN1,NTAN1,0.0,0.20633759954153746,True, +expr_IL36G,IL36G,0.0,0.38600712158126055,True, +expr_FUT7,FUT7,0.0,0.27767402051225193,True, +expr_SNAI3,SNAI3,0.0,0.2972032555042297,True, +expr_LOC642533,LOC642533,0.0,0.22987215842735195,True, +expr_SMYD2,SMYD2,0.0010131712259371835,0.4489933627219203,True, +expr_KCNH8,KCNH8,0.0,0.4974123710218453,True, +expr_CCL20,CCL20,0.0,0.7921238893218374,True, +expr_ASPHD1,ASPHD1,0.0,1.9447091671403014,True, +expr_PACRG,PACRG,0.0,0.23316100421499755,True, +expr_ZNF692,ZNF692,0.0,0.3356356737721894,True, +expr_TSGA10,TSGA10,0.0,0.38179998272901833,True, +expr_NSDHL,NSDHL,0.0,0.26359253113940184,True, +expr_ELK1,ELK1,0.0,0.24454831733194649,True, +expr_ITM2A,ITM2A,0.0,1.2127678355756342,True, +expr_EBP,EBP,0.0,0.37862757519216894,True, +expr_USP27X,USP27X,0.0,0.1916680948433126,True, +expr_CCNB3,CCNB3,0.0,0.5483505512654837,True, +expr_MORC4,MORC4,0.0,0.4178410076932647,True, +expr_EDA2R,EDA2R,0.0,0.299980787573845,True, +expr_ACRC,ACRC,0.0,0.3272765899302534,True, +expr_ABCB7,ABCB7,0.0,0.20127968511477984,True, +expr_H2AFB2,H2AFB2,0.0,0.25242888671922425,True, +expr_MPP1,MPP1,0.0010131712259371835,0.3096532992281803,True, +expr_NXF3,NXF3,0.0,0.2654843433364488,True, +expr_MAL,MAL,0.0,1.1743238162671774,True, +expr_WDR44,WDR44,0.0,0.15854697234715948,True, +expr_USP11,USP11,0.0,0.2841712023078182,True, +expr_TMSB4Y,TMSB4Y,0.0,0.3027548252281227,True, +expr_TTTY6,TTTY6,0.0,0.324313042750919,True, +expr_GPN1,GPN1,0.002026342451874367,0.27853345660734363,True, +expr_TRIM43,TRIM43,0.0,1.183303983024855,True, +expr_KLHL41,KLHL41,0.0,0.27058615788758933,True, +expr_CRIPT,CRIPT,0.0,0.3849896131637118,True, +expr_C11orf52,C11orf52,0.0,1.0993646206247787,True, +expr_IAH1,IAH1,0.0,0.2666134992468042,True, +expr_CASQ1,CASQ1,0.0,0.22791879770888315,True, +expr_MRGBP,MRGBP,0.0010131712259371835,0.4410635884370745,True, +expr_NKAIN4,NKAIN4,0.0,0.3088821089430273,True, +expr_UCKL1,UCKL1,0.0,0.34919040046932814,True, +expr_MAFB,MAFB,0.0,0.46384656206668445,True, +expr_GDAP1L1,GDAP1L1,0.0,0.3405154831694911,True, +expr_ZNF335,ZNF335,0.0,0.26429968213012833,True, +expr_CSE1L,CSE1L,0.0,0.467474439109908,True, +expr_BCAS1,BCAS1,0.0,2.882555306217237,True, +expr_EDN3,EDN3,0.0,0.47791747897633263,True, +expr_PCED1A,PCED1A,0.0,0.1925744747744385,True, +expr_NKX2-2,NKX2-2,0.0,0.5138302205134428,True, +expr_DEFB118,DEFB118,0.0,0.36531992405726316,True, +expr_TIAM1,TIAM1,0.0,0.29485661173862027,True, +expr_IFNAR1,IFNAR1,0.0,0.24604006113835997,True, +expr_KCNJ15,KCNJ15,0.0,0.36031510150234713,True, +expr_MX1,MX1,0.0,2.023996913363472,True, +expr_DNMT3L,DNMT3L,0.0,0.37048322789690497,True, +expr_SLC37A1,SLC37A1,0.0,0.4494712539282609,True, +expr_ZNF74,ZNF74,0.0010131712259371835,0.270760785375593,True, +expr_DPAGT1,DPAGT1,0.0,0.2211521994159073,True, +expr_DDT,DDT,0.0010131712259371835,0.3701566281332674,True, +expr_SLC5A1,SLC5A1,0.0,1.7063318655263462,True, +expr_PVALB,PVALB,0.0,3.052101179844134,True, +expr_TMEM184B,TMEM184B,0.00303951367781155,0.35898366827582784,True, +expr_DNAL4,DNAL4,0.0,0.2269588748955469,True, +expr_NFAM1,NFAM1,0.0,0.5579980025447382,True, +expr_PNPLA3,PNPLA3,0.0,1.3383991436402924,True, +expr_FBXL2,FBXL2,0.0,0.42809277893566716,True, +expr_CPA3,CPA3,0.0,1.7635617674989659,True, +expr_IMPG2,IMPG2,0.0,0.28518177009900747,True, +expr_NLGN1,NLGN1,0.0,0.4228770497560434,True, +expr_MRPS25,MRPS25,0.0,0.4025194096333182,True, +expr_RPL32,RPL32,0.0010131712259371835,0.3767245223242639,True, +expr_ATP2B2,ATP2B2,0.0,0.3225261915216559,True, +expr_OR8B8,OR8B8,0.0010131712259371835,0.4732893615445882,True, +expr_RAD54L2,RAD54L2,0.0,0.34405127677976305,True, +expr_ITIH1,ITIH1,0.0,0.27211064559018505,True, +expr_PAX6,PAX6,0.0,0.5612603413539078,True, +expr_XCR1,XCR1,0.0,0.4421165654924198,True, +expr_DLEC1,DLEC1,0.0,0.33880613733638104,True, +expr_UBA5,UBA5,0.0,0.22119845204189414,True, +expr_SLC41A3,SLC41A3,0.0,0.22986090338395085,True, +expr_PDCD10,PDCD10,0.0,0.44244739527082055,True, +expr_B3GAT1,B3GAT1,0.0,0.9547453106570676,True, +expr_EPHA6,EPHA6,0.0,0.36807245086790896,True, +expr_SLITRK3,SLITRK3,0.0,0.4109787543849733,True, +expr_CAMK2N2,CAMK2N2,0.0,0.8586631170114836,True, +expr_TIMMDC1,TIMMDC1,0.0060790273556231,0.25920936422718704,True, +expr_CXCL9,CXCL9,0.014184397163120567,3.8825834969013733,True, +expr_PTPN13,PTPN13,0.0,0.673937862245673,True, +expr_MMRN1,MMRN1,0.0,0.46797007198502005,True, +expr_PTTG2,PTTG2,0.0,0.6466483430120646,True, +expr_PI4K2B,PI4K2B,0.0,0.30691537230402527,True, +expr_LAP3,LAP3,0.0,0.46947633787714455,True, +expr_OR5AK2,OR5AK2,0.0,0.33523318838642985,True, +expr_FAT4,FAT4,0.0,0.359917007320583,True, +expr_TKTL2,TKTL2,0.0,0.35609618079604766,True, +expr_GBA3,GBA3,0.0,0.3883467548779318,True, +expr_CLGN,CLGN,0.0,2.28356202998839,True, +expr_ABCG2,ABCG2,0.0,0.3174862644751578,True, +expr_TMPRSS11E,TMPRSS11E,0.0,0.5217887329688586,True, +expr_SLC25A31,SLC25A31,0.0,0.3741437080454007,True, +expr_PAPD7,PAPD7,0.0,0.28489164657208343,True, +expr_MCCC2,MCCC2,0.0,0.6657064799979829,True, +expr_OR2V2,OR2V2,0.0,0.3045288175668031,True, +expr_RASA1,RASA1,0.0,0.2222415152557308,True, +expr_MIER3,MIER3,0.0010131712259371835,0.24205918772716867,True, +expr_BRD9,BRD9,0.0,0.2842619863246264,True, +expr_SNCAIP,SNCAIP,0.0,0.37045692767904237,True, +expr_ARSI,ARSI,0.0,0.4121800623211219,True, +expr_MS4A2,MS4A2,0.0,0.720497634107429,True, +expr_GABRB2,GABRB2,0.0,0.4508030741354529,True, +expr_HNRNPAB,HNRNPAB,0.0,0.36992930885938685,True, +expr_SNX24,SNX24,0.0,0.45458251951017226,True, +expr_GSPT2,GSPT2,0.0,0.6722506188309626,True, +expr_ZP1,ZP1,0.0,0.4304407035582378,True, +expr_TTC1,TTC1,0.0,0.24689995391488026,True, +expr_C5orf46,C5orf46,0.0,1.0819574870700617,True, +expr_REEP2,REEP2,0.0,1.3265707402541707,True, +expr_RPF2,RPF2,0.0,0.5830057053107007,True, +expr_SLC35B2,SLC35B2,0.0,0.4328090693121881,True, +expr_SDHAF2,SDHAF2,0.0,0.1829155065260083,True, +expr_EXO5,EXO5,0.0,0.2993328744868293,True, +expr_TBP,TBP,0.0,0.17752886717579802,True, +expr_TREM1,TREM1,0.0,1.4881585715544223,True, +expr_CUL7,CUL7,0.0,0.3811859796500864,True, +expr_OR2J2,OR2J2,0.0,0.30122833710778624,True, +expr_MDC1,MDC1,0.0,0.3748213026011914,True, +expr_STK19,STK19,0.0,0.3166670342950145,True, +expr_DDAH2,DDAH2,0.0,0.4688770256228437,True, +expr_HLA-DQB2,HLA-DQB2,0.0,1.2633761367180385,True, +expr_ITPR3,ITPR3,0.0,0.6216967670867171,True, 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+expr_PYCARD,PYCARD,0.0,0.9798931048302912,True, +expr_NMRAL1,NMRAL1,0.0,0.3596248855318739,True, +expr_KIAA0430,KIAA0430,0.004052684903748734,0.2035858354961921,True, +expr_TMEM186,TMEM186,0.0,0.19647673215067918,True, +expr_TRIM47,TRIM47,0.0,0.8975871120974697,True, +expr_MFSD11,MFSD11,0.0,0.3269229705089158,True, +expr_COIL,COIL,0.0,0.3651045068409126,True, +expr_KRT4,KRT4,0.0,1.406978488152379,True, +expr_CD300C,CD300C,0.0,0.2303689129123797,True, +expr_NUP85,NUP85,0.0,0.33773338671608316,True, +expr_TP53,TP53,0.0,0.26608026466726,True, +expr_RPAP3,RPAP3,0.0,0.27859131026335265,True, +expr_SOX9,SOX9,0.0,1.3254012676748694,True, +expr_MYH3,MYH3,0.0,0.46449147129601237,True, +expr_NDEL1,NDEL1,0.0,0.13360041997875624,True, +expr_TUBD1,TUBD1,0.0,0.45535880116174915,True, +expr_POLG2,POLG2,0.0,0.37661261873100044,True, +expr_CCDC103,CCDC103,0.0,0.4865271256988315,True, +expr_NAGLU,NAGLU,0.0010131712259371835,0.30818401516978056,True, +expr_GNGT2,GNGT2,0.0,0.29241376573997424,True, 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+expr_FAM184B,FAM184B,0.0,0.3659737784393519,True, +expr_KLF3-AS1,KLF3-AS1,0.0,0.3377649402329832,True, +expr_ERBB2IP,ERBB2IP,0.0,0.30949013387553903,True, +expr_MED27,MED27,0.0,0.1728461868178314,True, +expr_COX1,COX1,0.0010131712259371835,0.5887358494365849,True, +expr_C8orf48,C8orf48,0.0,0.480238388620532,True, +expr_PCDHB16,PCDHB16,0.0,0.8271280122306448,True, +expr_STON1,STON1,0.0,0.617964341891643,True, +expr_POU4F2,POU4F2,0.0,0.25666253520434856,True, +expr_HMHB1,HMHB1,0.0,0.2905385898961474,True, +expr_IFNE,IFNE,0.0,0.3641711771042858,True, +expr_SCGB3A1,SCGB3A1,0.0,2.0086093740951108,True, +expr_SRD5A1,SRD5A1,0.0,0.5265170628240532,True, +expr_LINC00917,LINC00917,0.0,0.3404647315795668,True, +expr_RASSF6,RASSF6,0.0010131712259371835,0.34871062507552997,True, +expr_PPP1R3D,PPP1R3D,0.0,0.444285177252797,True, +expr_PLK2,PLK2,0.0010131712259371835,1.0646832523202008,True, +expr_RGS18,RGS18,0.0,0.7406753658714248,True, +expr_SLC30A3,SLC30A3,0.0,0.41583648743058443,True, +expr_LINC00518,LINC00518,0.0,0.450524364427625,True, +expr_IPO11,IPO11,0.0,0.15949401104956124,True, +expr_DDIT4L,DDIT4L,0.0,1.3194074426262232,True, +expr_PCYOX1L,PCYOX1L,0.0,0.34079284453500885,True, +expr_FAM174A,FAM174A,0.0,0.6711228732842196,True, +expr_CDO1,CDO1,0.0,0.9005127109447949,True, +expr_MED7,MED7,0.0,0.30583528053125797,True, +expr_GRIA1,GRIA1,0.0,0.36369973987374365,True, +expr_PCDHGC4,PCDHGC4,0.0,0.3080374300102908,True, +expr_SPHK2,SPHK2,0.0,0.246473105315628,True, +expr_VN1R5,VN1R5,0.0,0.28388449584523323,True, +expr_STX7,STX7,0.0,0.27570139600041166,True, +expr_RPTN,RPTN,0.0,0.3705485995064101,True, +expr_CTU1,CTU1,0.0,0.2199462494900166,True, +expr_CCNH,CCNH,0.0,0.31844818849019013,True, +expr_PSD2,PSD2,0.0,0.3521797640805446,True, +expr_LDHAL6A,LDHAL6A,0.0,0.5296629713066213,True, +expr_GPX2,GPX2,0.0,0.6118670449897041,True, +expr_C19orf18,C19orf18,0.0,0.3927493479080683,True, +expr_SCN4B,SCN4B,0.0,0.643935123355275,True, +expr_TAS2R45,TAS2R45,0.0,0.39424324121618015,True, +expr_LCE1C,LCE1C,0.0010131712259371835,0.5885651093778209,True, +expr_HOXA-AS2,HOXA-AS2,0.0,0.30651990389729095,True, +expr_CHRNE,CHRNE,0.0,0.32135734433446866,True, +expr_PSMC2,PSMC2,0.0,0.27887814260574917,True, +expr_ARSF,ARSF,0.0,0.3631187521978425,True, +expr_HIGD2A,HIGD2A,0.0,0.24961250975225552,True, +expr_GATA6,GATA6,0.0,1.0846879612505016,True, +expr_FAM19A5,FAM19A5,0.0,1.3872416958495086,True, +expr_DCLK2,DCLK2,0.0,0.24524932687137962,True, +expr_LCE5A,LCE5A,0.0,0.3822140507760358,True, +expr_WDR70,WDR70,0.0,0.2018500204877542,True, +expr_BDKRB2,BDKRB2,0.0,0.7830770116889368,True, +expr_HMGCR,HMGCR,0.0010131712259371835,0.34106687461924345,True, +expr_HLCS,HLCS,0.0,0.35500059147663293,True, +expr_CRTAM,CRTAM,0.0,0.596522013650609,True, +expr_ANKRD23,ANKRD23,0.0,0.2245453930782441,True, +expr_KIAA0895,KIAA0895,0.0,0.2488078580348379,True, +expr_C3orf80,C3orf80,0.0,0.3844133560153936,True, +expr_MIR143HG,MIR143HG,0.0,0.38185561545829827,True, +expr_LRRC9,LRRC9,0.0,0.3447903380133888,True, +expr_LCP2,LCP2,0.0,0.6542171653108392,True, +expr_PRM3,PRM3,0.0,0.3378048705714153,True, +expr_TOP1,TOP1,0.0,0.2535927649046726,True, +expr_KCNIP1,KCNIP1,0.0,0.5239449187511407,True, +expr_LOC652276,LOC652276,0.0,0.26164732633982396,True, +expr_CRHBP,CRHBP,0.0,0.31107660540187065,True, +expr_ABHD3,ABHD3,0.0010131712259371835,0.35887064752186804,True, +expr_PHF12,PHF12,0.0,0.34893602661841533,True, +expr_SLC9A3,SLC9A3,0.0,0.33418855159838284,True, +expr_WSCD2,WSCD2,0.0,0.2866102287558062,True, +expr_DDO,DDO,0.0010131712259371835,0.29060319214026803,True, +expr_GALNT1,GALNT1,0.0,0.390390980058886,True, +expr_ARX,ARX,0.0,0.2876096235949769,True, +expr_DAOA-AS1,DAOA-AS1,0.0,0.3838887164193687,True, +expr_OTOP1,OTOP1,0.0,0.28369875371921605,True, +expr_BACH2,BACH2,0.0,0.28228680663367445,True, +expr_RGAG1,RGAG1,0.0,0.3146369831108104,True, +expr_FNDC9,FNDC9,0.0,0.29178035233262406,True, +expr_SPACA1,SPACA1,0.0,0.22773224814596335,True, +expr_C14orf105,C14orf105,0.0,0.41292720088500556,True, +expr_NFKBIE,NFKBIE,0.0,0.4509013544814863,True, +expr_AMIGO3,AMIGO3,0.0,0.19206513655488422,True, +expr_TSGA10IP,TSGA10IP,0.0,0.3023458156650284,True, +expr_POLI,POLI,0.0,0.45676233690901685,True, +expr_PPTC7,PPTC7,0.0,0.1436143219064454,True, +expr_RGL4,RGL4,0.0,1.0434888416309336,True, +expr_OR2H2,OR2H2,0.0,0.2933823813291482,True, +expr_ACAN,ACAN,0.0,1.0573918153328272,True, +expr_SLC32A1,SLC32A1,0.0,0.2438177229244977,True, +expr_MEA1,MEA1,0.0,0.2558588038691644,True, +expr_C9orf53,C9orf53,0.0,0.3289424945464031,True, +expr_ANKRD9,ANKRD9,0.0,0.3799353998368661,True, +expr_PTCRA,PTCRA,0.0,0.4366470204259784,True, +expr_CABLES2,CABLES2,0.0,0.37565189398983645,True, +expr_ABT1,ABT1,0.0,0.18773605351787528,True, +expr_SVOPL,SVOPL,0.0,0.9807859042425904,True, +expr_CABP4,CABP4,0.0,0.31301696486342717,True, +expr_C6orf195,C6orf195,0.0,0.33217323317549624,True, +expr_HIST1H4J,HIST1H4J,0.0,1.1751802438555785,True, +expr_HIST1H4K,HIST1H4K,0.0010131712259371835,1.0351611600681576,True, +expr_TRIM50,TRIM50,0.0,0.2685489173802133,True, +expr_AMER1,AMER1,0.0,0.33589114322948066,True, +expr_MAP3K15,MAP3K15,0.0010131712259371835,0.3290698056600624,True, +expr_RRP36,RRP36,0.0,0.2595936131165331,True, +expr_SRC,SRC,0.0,0.2532224011719527,True, +expr_C19orf26,C19orf26,0.0,0.3238732785478136,True, +expr_DRC1,DRC1,0.0,0.389504024124967,True, +expr_RHBDL3,RHBDL3,0.0,0.7563378390954341,True, +expr_TMEM132D,TMEM132D,0.0,0.3423546386861622,True, +expr_CLIC1,CLIC1,0.0,0.3156513985089035,True, +expr_BHLHB9,BHLHB9,0.0,0.2187956546124389,True, +expr_TMEM59L,TMEM59L,0.0,0.32740534686112477,True, +expr_HENMT1,HENMT1,0.0010131712259371835,0.8062255318283144,True, +expr_RP1L1,RP1L1,0.0,0.2996372584593228,True, +expr_SLC26A8,SLC26A8,0.0,0.3747966238719975,True, +expr_UFL1,UFL1,0.0,0.33288403361636426,True, +expr_GABRD,GABRD,0.0,0.38884380399759694,True, +expr_GRM1,GRM1,0.0,0.289916696462236,True, +expr_GJB7,GJB7,0.0,0.6611710919900345,True, +expr_RPUSD2,RPUSD2,0.0,0.18331821562593345,True, +expr_AGBL1,AGBL1,0.0,0.24912258828511274,True, +expr_CYB5R4,CYB5R4,0.0,0.25988728528838934,True, +expr_DCTN5,DCTN5,0.0,0.20444395811566066,True, +expr_PPP1R36,PPP1R36,0.0,0.4187597404338313,True, +expr_ATG14,ATG14,0.0,0.20428792879611235,True, +expr_MARCKSL1,MARCKSL1,0.0010131712259371835,0.5169860533208941,True, +expr_BEND6,BEND6,0.0,0.2852234088267282,True, +expr_FAM179B,FAM179B,0.0,0.3218278457907355,True, +expr_SHPK,SHPK,0.0,0.34757352147161324,True, +expr_IFNK,IFNK,0.0,0.3826686975532582,True, +expr_CHST12,CHST12,0.0,0.28376010234854016,True, +expr_CRYGN,CRYGN,0.0,0.3661376955243289,True, +expr_C8orf58,C8orf58,0.0,0.1927602784738839,True, +expr_C19orf52,C19orf52,0.0,0.23661365049928706,True, +expr_LCE4A,LCE4A,0.0010131712259371835,0.3420995392998119,True, +expr_MOXD1,MOXD1,0.0010131712259371835,1.1783443191404022,True, +expr_MYB,MYB,0.0,2.599763261835041,True, +expr_CCDC28A,CCDC28A,0.0,0.3073677891194649,True, +expr_PCDHGB1,PCDHGB1,0.0,0.2831600634143152,True, +expr_MITD1,MITD1,0.0,0.2810763715343436,True, +expr_LMNTD1,LMNTD1,0.0,0.37260112249875027,True, +expr_ZNF281,ZNF281,0.0,0.3325156007920648,True, +expr_GINM1,GINM1,0.0,0.1827612926785599,True, +expr_CCDC138,CCDC138,0.0,0.3057935437103059,True, +expr_SPTSSA,SPTSSA,0.0,0.6166077998568625,True, +expr_ACOT13,ACOT13,0.0,0.3822947897998807,True, +expr_CLASP1,CLASP1,0.0,0.12505976105254324,True, +expr_COL21A1,COL21A1,0.0010131712259371835,0.597438516741367,True, +expr_ZNF282,ZNF282,0.0,0.32242747639317715,True, +expr_TPD52L1,TPD52L1,0.0,1.3177725233361357,True, +expr_ZNF428,ZNF428,0.0,0.3048456930281039,True, +expr_KRTAP9-9,KRTAP9-9,0.0,0.2903077903903378,True, +expr_CPA2,CPA2,0.0,0.3349971205479337,True, +expr_JMJD6,JMJD6,0.0,0.3846225792827477,True, +expr_NLRP6,NLRP6,0.0,0.3618737137245796,True, +expr_CUL9,CUL9,0.0,0.3113369608467114,True, +expr_LYPD4,LYPD4,0.0,0.299884507206265,True, +expr_GHRH,GHRH,0.0,0.5632040747484933,True, +expr_EDN2,EDN2,0.0,2.4523994644279328,True, +expr_C7orf13,C7orf13,0.0,0.42269162248316255,True, +expr_PILRA,PILRA,0.0010131712259371835,0.393180405297008,True, +expr_TEX26,TEX26,0.0010131712259371835,0.35605929746067666,True, +expr_SCGB2A1,SCGB2A1,0.0,4.987306664012426,True, +expr_C5orf64,C5orf64,0.0,0.30526050480349926,True, +expr_GAL3ST4,GAL3ST4,0.0,0.20284059496619167,True, +expr_ARSK,ARSK,0.0,0.2086765471941778,True, +expr_ANKRD19P,ANKRD19P,0.0,0.34729223839676177,True, +expr_C9orf142,C9orf142,0.0,0.331890343266538,True, +expr_KCNJ13,KCNJ13,0.0,0.3162736591256137,True, +expr_GLIS3-AS1,GLIS3-AS1,0.0,0.34697437784768864,True, +expr_SPATS1,SPATS1,0.0,0.34874402473868493,True, +expr_GPR112,GPR112,0.0,0.35379818194276863,True, +expr_KRTAP8-1,KRTAP8-1,0.0,0.47227202486016284,True, +expr_C4orf22,C4orf22,0.0,0.3509936493223198,True, +expr_PEF1,PEF1,0.0,0.374171707752043,True, +expr_LOC100509490,LOC100509490,0.0,0.39397725888668705,True, +expr_CBX3,CBX3,0.004052684903748734,0.48745565596882506,True, +expr_C11orf84,C11orf84,0.0,0.1766506382307382,True, +expr_CBLN4,CBLN4,0.0,0.4898801281902626,True, +expr_ABRA,ABRA,0.0,0.37405567903914005,True, +expr_DCP1B,DCP1B,0.0,0.39558072892637725,True, +expr_GRK1,GRK1,0.0,0.29272880650137706,True, +expr_SLC25A41,SLC25A41,0.0,0.4546793501379535,True, +expr_AKAP14,AKAP14,0.0,0.35854191481263004,True, +expr_CENPV,CENPV,0.0,0.7062117678620239,True, +expr_NME6,NME6,0.0,0.26416816883468885,True, +expr_SERPINB10,SERPINB10,0.0,0.3738994218328699,True, +expr_PON2,PON2,0.0,0.4859205686754762,True, +expr_PAX2,PAX2,0.0,0.46980670270000896,True, +expr_RNF126,RNF126,0.0,0.19080094855777588,True, +expr_SUSD2,SUSD2,0.0,1.3860472142890454,True, +expr_CHKB,CHKB,0.0,0.2693950701493478,True, +expr_UST,UST,0.0,0.4854159585111208,True, +expr_LEO1,LEO1,0.0010131712259371835,0.3945446468875412,True, +expr_FAM78A,FAM78A,0.0,0.5569975052211629,True, +expr_CYP2W1,CYP2W1,0.0,0.22500494394071258,True, +expr_MAPKAPK3,MAPKAPK3,0.0,0.3256918691912184,True, +expr_ZNF280C,ZNF280C,0.0,0.27116023358850977,True, +expr_C11orf40,C11orf40,0.0,0.32202791589514757,True, +expr_CABYR,CABYR,0.0,0.6123686080701757,True, +expr_STC1,STC1,0.0,0.37612776046790647,True, +expr_ZDHHC19,ZDHHC19,0.0,0.2785417489371916,True, +expr_DCST2,DCST2,0.0,0.3933505311796978,True, +expr_SLC10A4,SLC10A4,0.0,0.4528478072721212,True, +expr_URGCP,URGCP,0.0,0.4353327639394551,True, +expr_EMX1,EMX1,0.0,0.6733146895437855,True, +expr_CCBL1,CCBL1,0.0,0.24162904704828936,True, +expr_NTSR2,NTSR2,0.0,0.36497591840758636,True, +expr_R3HDM4,R3HDM4,0.0,0.3096870160807417,True, +expr_DCAF8L2,DCAF8L2,0.0,0.2917130188989847,True, +expr_IL27,IL27,0.0,0.921343460359491,True, +expr_PIN4,PIN4,0.0,0.30314692639306423,True, +expr_RFTN1,RFTN1,0.0,0.5278937753231266,True, +expr_KCND1,KCND1,0.0,0.2627254515052727,True, +expr_RFXAP,RFXAP,0.0010131712259371835,0.24344258054706047,True, +expr_ST6GALNAC6,ST6GALNAC6,0.0,0.3466361334481132,True, +expr_CBLN3,CBLN3,0.0010131712259371835,0.32657757519150715,True, +expr_TCEB3C,TCEB3C,0.0,0.3554313193370093,True, +expr_UMODL1,UMODL1,0.0,0.2944820128250848,True, +expr_OR10A5,OR10A5,0.0,0.5313325064497638,True, +expr_BUD31,BUD31,0.0,0.292483144385584,True, +expr_ZACN,ZACN,0.0,0.2831216423840063,True, +expr_SPG20OS,SPG20OS,0.0,0.24578538292460547,True, +expr_NXPH2,NXPH2,0.0010131712259371835,0.35601775768565447,True, +expr_ODF1,ODF1,0.0,0.36192931513482773,True, +expr_ZBED6CL,ZBED6CL,0.0010131712259371835,0.5262261749563771,True, +expr_GPR25,GPR25,0.0,0.282102226941506,True, +expr_RPL8,RPL8,0.0,0.4779530795787794,True, +expr_C11orf44,C11orf44,0.0,0.3016121296658126,True, +expr_ZNF441,ZNF441,0.0,0.2903578335941299,True, +expr_GLIS1,GLIS1,0.0,0.3769853265303505,True, +expr_C20orf166,C20orf166,0.0,0.3600490562474837,True, +expr_UQCRB,UQCRB,0.0,0.3314650851266054,True, +expr_AKR7A2P1,AKR7A2P1,0.0,0.49123001883459133,True, +expr_BNIP2,BNIP2,0.0,0.2466555470755074,True, +expr_PEX2,PEX2,0.0,0.2869112250833839,True, +expr_ND6,ND6,0.0,0.40884291889483243,True, +expr_AKAP10,AKAP10,0.0,0.2811439915629218,True, +expr_E2F5,E2F5,0.0,0.7219356817833403,True, +expr_SPACA3,SPACA3,0.0,0.3130953561421889,True, +expr_BLK,BLK,0.0,0.947858701060432,True, +expr_STMN4,STMN4,0.0,0.34851771551773875,True, +expr_C8orf76,C8orf76,0.0,0.37904562518437757,True, +expr_CRH,CRH,0.0,0.5262828622761297,True, +expr_ARL4C,ARL4C,0.0010131712259371835,0.6665712166525706,True, +expr_PKIA,PKIA,0.0,1.2622446592494576,True, +expr_TRAPPC10,TRAPPC10,0.0,0.20078348451094213,True, +expr_UIMC1,UIMC1,0.0,0.23510044781905398,True, +expr_KCNK13,KCNK13,0.0,0.19538594224618108,True, +expr_SP7,SP7,0.0,0.2500191902433202,True, +expr_ACSM3,ACSM3,0.0,0.28748498686969104,True, +expr_FAM217A,FAM217A,0.0,0.3645377085121986,True, +expr_MOGAT3,MOGAT3,0.0,0.27147305345895323,True, +expr_ANAPC4,ANAPC4,0.0,0.201251887368085,True, +expr_OOSP2,OOSP2,0.0,0.40296066133989583,True, +expr_GLIPR1L1,GLIPR1L1,0.0,0.40501756517688925,True, +expr_NAT2,NAT2,0.0,1.0196542851471406,True, +expr_CEBPD,CEBPD,0.0,0.732612437098142,True, +expr_DEFA3,DEFA3,0.0,1.4380173536024243,True, +expr_DLX5,DLX5,0.0010131712259371835,1.4094477595894883,True, +expr_PLEKHA8,PLEKHA8,0.0010131712259371835,0.20082646164806273,True, +expr_CSNK1G2-AS1,CSNK1G2-AS1,0.0,0.4292597034531432,True, +expr_ZNF683,ZNF683,0.0,1.9428145385915996,True, +expr_ATP6V1B2,ATP6V1B2,0.0,0.2810258701965881,True, +expr_ATAD3C,ATAD3C,0.0,0.2974677538285451,True, +expr_LRTM2,LRTM2,0.0,0.7313764927455093,True, +expr_MED30,MED30,0.0,0.5431349469175113,True, +expr_APLNR,APLNR,0.0,0.25187018996924043,True, +expr_OR1F1,OR1F1,0.0,0.3337167140979081,True, +expr_TMEM52B,TMEM52B,0.0,0.2620307415444292,True, +expr_LINC00311,LINC00311,0.0,0.291860067307074,True, +expr_FANCD2OS,FANCD2OS,0.0,0.3073636045623244,True, +expr_HMP19,HMP19,0.0,0.8754702708032385,True, +expr_ZNF383,ZNF383,0.0,0.1709332403056297,True, +expr_VPS28,VPS28,0.0,0.4623754620259729,True, +expr_ASS1,ASS1,0.0,1.3997777561985034,True, +expr_KIAA1045,KIAA1045,0.0,0.5016280046171043,True, +expr_CEP131,CEP131,0.0,0.6290382578407032,True, +expr_GOLGA5,GOLGA5,0.0,0.2667443602609814,True, +expr_KCNK5,KCNK5,0.0,2.531662177515133,True, +expr_IL33,IL33,0.0,1.045360339031667,True, +expr_CYSLTR2,CYSLTR2,0.0,0.3249716225151026,True, +expr_FAM118B,FAM118B,0.0,0.23040773886132693,True, +expr_PGBD3,PGBD3,0.0,0.18895133710900266,True, +expr_NR1I3,NR1I3,0.0,0.27411261287078525,True, +expr_RIMS3,RIMS3,0.0,0.5209833185402687,True, +expr_C4BPB,C4BPB,0.0010131712259371835,0.724061063137765,True, +expr_CHST7,CHST7,0.0,0.18776653630393186,True, +expr_LBX2-AS1,LBX2-AS1,0.0,0.23156446058031,True, +expr_ACTL9,ACTL9,0.0,0.31144060633133985,True, +expr_UHRF1BP1L,UHRF1BP1L,0.0,0.13728256495957067,True, +expr_ACTL7A,ACTL7A,0.0,0.35374680662324504,True, +expr_SETD1B,SETD1B,0.0,0.25983992533570666,True, +expr_SLC46A2,SLC46A2,0.0,0.3307311559832585,True, +expr_TULP1,TULP1,0.0,0.24466366853714294,True, +expr_OR13D1,OR13D1,0.0,0.30102635442776354,True, +expr_DEFT1P,DEFT1P,0.0,0.3661897573290671,True, +expr_NDUFA11,NDUFA11,0.0,0.2854076735130762,True, +expr_FANCC,FANCC,0.0,0.29752374635563233,True, +expr_NXPE4,NXPE4,0.0,0.35411026494035436,True, +expr_EVC2,EVC2,0.0,0.2652949692881831,True, +expr_DMKN,DMKN,0.0,2.215856577049254,True, +expr_SLC35D2,SLC35D2,0.0,0.14667330748894183,True, +expr_AKR7L,AKR7L,0.0,0.7729690058391357,True, +expr_NMRK1,NMRK1,0.0,0.3741340838086616,True, +expr_STRIP1,STRIP1,0.0,0.11246344092399263,True, +expr_ZNF780A,ZNF780A,0.0,0.18181029526714051,True, +expr_PPFIA3,PPFIA3,0.0,0.5603896123332657,True, +expr_TTTY10,TTTY10,0.0,0.33270420498659375,True, +expr_COG4,COG4,0.0,0.23985824708454595,True, +expr_MEF2C,MEF2C,0.0,0.4316117307092096,True, +expr_KCNV2,KCNV2,0.0,0.3064029496343499,True, +expr_DEFB125,DEFB125,0.0,0.375195226235222,True, +expr_C9orf43,C9orf43,0.0,0.27345140695913644,True, +expr_LCN12,LCN12,0.002026342451874367,0.40953007507367883,True, +expr_ZNF594,ZNF594,0.0,0.1952300349687426,True, +expr_DENND5A,DENND5A,0.0,0.20373258401468844,True, +expr_PMCH,PMCH,0.0,0.39889338199151786,True, +expr_PMPCA,PMPCA,0.0,0.34910489881889073,True, +expr_SAAL1,SAAL1,0.0,0.4222877006140823,True, +expr_TMEM71,TMEM71,0.0,0.6669881039158964,True, +expr_C1orf216,C1orf216,0.0,0.15852639612409652,True, +expr_RNF19B,RNF19B,0.0,0.24725137527102076,True, +expr_PEX11G,PEX11G,0.0,0.44541000677266984,True, +expr_TRMT5,TRMT5,0.0,0.21631644176577167,True, +expr_LHX2,LHX2,0.0,0.8770747564519503,True, +expr_KCNS1,KCNS1,0.0,0.7076669145387504,True, +expr_HRG,HRG,0.0,0.24330762577016926,True, +expr_DEF6,DEF6,0.0,0.3329360264608502,True, +expr_PLA2G2A,PLA2G2A,0.0,0.9536861948803134,True, +expr_SFT2D1,SFT2D1,0.002026342451874367,0.41811520526675766,True, +expr_FGD5,FGD5,0.0010131712259371835,0.5529469719605511,True, +expr_CLECL1,CLECL1,0.0,0.540552279083542,True, +expr_CRAT,CRAT,0.0,0.8943619084880395,True, +expr_EFNA4,EFNA4,0.0,0.8065165670324759,True, +expr_TRHR,TRHR,0.0,0.2911997293048896,True, +expr_FER1L6-AS1,FER1L6-AS1,0.0,0.2651266826875265,True, +expr_SMG5,SMG5,0.0,0.3338370536419861,True, +expr_TFAP2E,TFAP2E,0.0,0.23455425513164038,True, +expr_TOPORS,TOPORS,0.0,0.27634865400515213,True, +expr_NOM1,NOM1,0.0,0.24862695631847753,True, +expr_KLF4,KLF4,0.0,0.37869275734731345,True, +expr_ZSCAN1,ZSCAN1,0.0,0.2548340954073677,True, +expr_NFIL3,NFIL3,0.0,0.7201775530917326,True, +expr_GPR55,GPR55,0.0,0.2873600901846958,True, +expr_LINC00277,LINC00277,0.0,0.3334345064426193,True, +expr_BARX1,BARX1,0.0,1.1112981716955066,True, +expr_ATP4B,ATP4B,0.0,0.3050588841801525,True, +expr_PCDHA9,PCDHA9,0.0,0.3285824384234306,True, +expr_ZNF767P,ZNF767P,0.0,0.21596077393879295,True, +expr_GLIS2,GLIS2,0.0,0.686880877514533,True, +expr_HOXD3,HOXD3,0.0,0.6064645624050036,True, +expr_MDS2,MDS2,0.0,0.3544592225938877,True, +expr_ASPSCR1,ASPSCR1,0.0,0.3827655512047038,True, +expr_PNLDC1,PNLDC1,0.0,1.1506901852159583,True, +expr_OSR1,OSR1,0.0,0.4935197268304576,True, +expr_ERCC6L2,ERCC6L2,0.0,0.1917321733078193,True, +expr_PLEKHG2,PLEKHG2,0.0,0.35696319145507605,True, +expr_HIST1H4H,HIST1H4H,0.0,0.9540440901676402,True, +expr_FAM83D,FAM83D,0.0,0.7334870367538538,True, +expr_PTER,PTER,0.0,0.771459893377417,True, +expr_HIST1H2BA,HIST1H2BA,0.0010131712259371835,0.3976384035869413,True, +expr_TPRN,TPRN,0.0,0.7351304946344628,True, +expr_ZSCAN12,ZSCAN12,0.0010131712259371835,0.21041485605612703,True, +expr_ZFYVE27,ZFYVE27,0.0,0.23607646321340545,True, +expr_ISG20,ISG20,0.0,1.0447759608953064,True, +expr_MST4,MST4,0.0,0.8994486199022911,True, +expr_ALK,ALK,0.0,0.35189850135155704,True, +expr_GPRC5B,GPRC5B,0.0,1.1882361160712978,True, +expr_DISP2,DISP2,0.0010131712259371835,1.3391922689139226,True, +expr_RPS4Y2,RPS4Y2,0.0,0.2601234079321196,True, +expr_C2orf57,C2orf57,0.0,0.31856563576170044,True, +expr_KIAA0355,KIAA0355,0.0,0.3131101907462257,True, +expr_IQCK,IQCK,0.0,0.45326991759840435,True, +expr_LCE3B,LCE3B,0.0,0.21600378089672329,True, +expr_TG,TG,0.0,0.39134944337777633,True, +expr_EXOSC4,EXOSC4,0.0,0.6042728843642325,True, +expr_LOC100507387,LOC100507387,0.0,0.2883872646492293,True, +expr_CEMIP,CEMIP,0.0,1.1380535032527004,True, +expr_SNORA70,SNORA70,0.0,0.45770650814961267,True, +expr_ZNRF2,ZNRF2,0.0,0.37590812250921557,True, +expr_RNGTT,RNGTT,0.0,0.20862887659621174,True, +expr_SNHG11,SNHG11,0.0,0.36227106466068515,True, +expr_BCORP1,BCORP1,0.0,0.3763079079724155,True, +expr_PCDHA8,PCDHA8,0.0,0.3634499055883528,True, +expr_MORC3,MORC3,0.0,0.2675712331737717,True, +expr_DUS3L,DUS3L,0.0,0.3899276567503585,True, +expr_PP2D1,PP2D1,0.0,0.3327249646967569,True, +expr_WDR5,WDR5,0.0,0.3254243823769182,True, +expr_C15orf43,C15orf43,0.0,0.3906001029555036,True, +expr_ESX1,ESX1,0.0,0.5406907065283693,True, +expr_PDIA2,PDIA2,0.0,0.5730891806126452,True, +expr_ZNF653,ZNF653,0.0,0.19123933759743433,True, +expr_ANKRD35,ANKRD35,0.0,1.468584229863381,True, +expr_CCDC60,CCDC60,0.0,0.30676377711208225,True, +expr_DACH1,DACH1,0.0,3.469000380248617,True, +expr_GAREML,GAREML,0.0,0.39362288291670644,True, +expr_CSMD3,CSMD3,0.0,0.5990183501533923,True, +expr_DEFA4,DEFA4,0.0,0.3527342882516689,True, +expr_GAL3ST2,GAL3ST2,0.0,0.29384919178414115,True, +expr_ZC3H12A,ZC3H12A,0.0,0.41667186098912506,True, +expr_CALM2,CALM2,0.0,0.2693524087100288,True, +expr_SGMS2,SGMS2,0.0010131712259371835,0.3190714101199784,True, +expr_GPR61,GPR61,0.0,0.33312832099832784,True, +expr_C16orf45,C16orf45,0.0,1.133763271882666,True, +expr_LINC00602,LINC00602,0.0,0.3487848148297677,True, +expr_NOP9,NOP9,0.0,0.220711770450815,True, +expr_CCDC151,CCDC151,0.0,0.8110217786883178,True, +expr_TTC18,TTC18,0.0,0.7796892515986907,True, +expr_FLJ40606,FLJ40606,0.0,0.37388637357114113,True, +expr_ZNF408,ZNF408,0.0,0.17512536599472983,True, +expr_DMXL2,DMXL2,0.0010131712259371835,0.2501708720284079,True, +expr_IGDCC3,IGDCC3,0.0,1.5917498137053634,True, +expr_RFX6,RFX6,0.0,0.4775916535784243,True, +expr_LHFPL1,LHFPL1,0.0,0.36226998811171884,True, +expr_STARD4,STARD4,0.0,0.29495740447889945,True, +expr_CPNE4,CPNE4,0.0,0.4953135414772796,True, +expr_ZIC3,ZIC3,0.0,0.5205786107989115,True, +expr_SLC5A10,SLC5A10,0.0,0.3817201683715043,True, +expr_C20orf96,C20orf96,0.0,0.6924810493433327,True, +expr_SALL1,SALL1,0.0,0.32469646926975204,True, +expr_MAP3K14-AS1,MAP3K14-AS1,0.0,0.26008473164845114,True, +expr_DNMBP,DNMBP,0.0,0.4340361516515358,True, +expr_FHDC1,FHDC1,0.0,0.2936627868718467,True, +expr_SLC8B1,SLC8B1,0.0,0.34521713616078936,True, +expr_UBQLNL,UBQLNL,0.0,0.43366465196957105,True, +expr_ALS2CR11,ALS2CR11,0.0010131712259371835,0.38779006206063643,True, +expr_SIX5,SIX5,0.0,0.3476511441295658,True, +expr_NEURL3,NEURL3,0.0,1.0290152009261433,True, +expr_ZNF519,ZNF519,0.0,0.29691382268144434,True, +expr_KCNJ2,KCNJ2,0.0,0.5921700852287848,True, +expr_ZNHIT2,ZNHIT2,0.0010131712259371835,0.29360313596842613,True, +expr_IQGAP3,IQGAP3,0.0,0.5670083515590569,True, +expr_CNRIP1,CNRIP1,0.0,0.34048527839886605,True, +expr_COG7,COG7,0.0,0.3351640113884347,True, +expr_POU6F1,POU6F1,0.0,0.18527666952052982,True, +expr_MERTK,MERTK,0.0,0.38954129115227437,True, +expr_DPP7,DPP7,0.0,0.4093079835663627,True, +expr_VPS4A,VPS4A,0.0,0.25796335287558936,True, +expr_CER1,CER1,0.0,0.38225347053009795,True, +expr_TMEM136,TMEM136,0.0,0.4275568358987198,True, +expr_HCAR2,HCAR2,0.0,0.4215785029499809,True, +expr_HIPK4,HIPK4,0.0,0.28642531298345564,True, +expr_SPATA3,SPATA3,0.0,0.2997580553097255,True, +expr_SUN3,SUN3,0.0,0.65020271479366,True, +expr_MNS1,MNS1,0.0,0.7037191114571857,True, +expr_MMD2,MMD2,0.0,0.3259884278569786,True, +expr_ACPT,ACPT,0.0,0.2793507972862614,True, +expr_TMC4,TMC4,0.0,1.4198211468523223,True, +expr_NDUFAF6,NDUFAF6,0.0,0.564327167644731,True, +expr_MCEMP1,MCEMP1,0.0,0.6082703314237724,True, +expr_LRRC39,LRRC39,0.0,0.3316204101662032,True, +expr_MAF1,MAF1,0.0,0.46536376582227523,True, +expr_ZNF835,ZNF835,0.0,0.2552445283999029,True, +expr_ST6GALNAC5,ST6GALNAC5,0.0,1.2019578169626572,True, +expr_DPYSL4,DPYSL4,0.0,0.6035200114757706,True, +expr_PGK2,PGK2,0.0,0.3679265378337691,True, +expr_LRRIQ3,LRRIQ3,0.0,0.36961293312807125,True, +expr_C9orf163,C9orf163,0.0010131712259371835,0.43682162142123865,True, +expr_KRT78,KRT78,0.0,0.253808885153536,True, +expr_C14orf39,C14orf39,0.0,0.3766724726605959,True, +expr_ISLR,ISLR,0.0,1.044660827720755,True, +expr_B4GALNT2,B4GALNT2,0.0,0.3170348053603379,True, +expr_SPOCK3,SPOCK3,0.0,0.45670522076622744,True, +expr_C5orf38,C5orf38,0.0,0.44153378079177225,True, +expr_LRRC37A3,LRRC37A3,0.0,0.24172309021297125,True, 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+expr_LINC00314,LINC00314,0.0,0.3893076647614736,True, +expr_CACNA2D4,CACNA2D4,0.0,0.27600190232148636,True, +expr_IGFBP7,IGFBP7,0.0121580547112462,0.4905388226773333,True, +expr_SSPO,SSPO,0.0,0.43447123147062267,True, +expr_SWSAP1,SWSAP1,0.0,0.2615643854140298,True, +expr_FSIP1,FSIP1,0.0,3.248136250292485,True, +expr_LITAF,LITAF,0.0,0.3391190284504844,True, +expr_IVL,IVL,0.0,0.77205403335643,True, +expr_DLX6,DLX6,0.0,1.0567409143428705,True, +expr_CBX2,CBX2,0.0,0.47078298188304085,True, +expr_MIR7-3HG,MIR7-3HG,0.0,0.510857362337074,True, +expr_LENEP,LENEP,0.0,0.30372650722907424,True, +expr_RMI2,RMI2,0.0,0.5746737029185696,True, +expr_AMBRA1,AMBRA1,0.0,0.12949219845464185,True, +expr_KRT19P2,KRT19P2,0.0,1.1015499514399862,True, +expr_KCTD11,KCTD11,0.0,0.4061249587318423,True, +expr_LYST,LYST,0.0,0.45668533181663046,True, +expr_IFIT3,IFIT3,0.0,1.3415908664250658,True, +expr_PPP1R3C,PPP1R3C,0.0,2.349092352769242,True, +expr_TMEM129,TMEM129,0.0,0.613784907705234,True, +expr_WDR81,WDR81,0.0,0.354459395031704,True, +expr_TMEM151A,TMEM151A,0.0,0.3222858121876954,True, +expr_FAM71A,FAM71A,0.0,0.2823024078433824,True, +expr_FLJ31713,FLJ31713,0.0,0.2693106335646279,True, +expr_CD160,CD160,0.0,0.3539622373927521,True, +expr_INA,INA,0.0,0.6441353523876863,True, +expr_COQ10A,COQ10A,0.0,0.19946739765126484,True, +expr_ZNF550,ZNF550,0.0,0.3235213929006774,True, +expr_CCDC78,CCDC78,0.0,0.9596217376173128,True, +expr_ZNF567,ZNF567,0.0,0.3746302326269672,True, +expr_FMO2,FMO2,0.0,1.8420722532731795,True, +expr_PTCH2,PTCH2,0.0,0.27292754833814253,True, +expr_NEUROG3,NEUROG3,0.0,0.6433949197104813,True, +expr_SLC12A5,SLC12A5,0.0,0.3387078089867826,True, +expr_LOC149373,LOC149373,0.0010131712259371835,0.2525997455020696,True, +expr_HIST1H2AA,HIST1H2AA,0.0,0.25052355988441427,True, +expr_SYNPO2L,SYNPO2L,0.0,1.0364895988533815,True, +expr_SEC31B,SEC31B,0.0,0.49858002936421186,True, +expr_LINC00266-1,LINC00266-1,0.0,0.294580164368667,True, +expr_MGRN1,MGRN1,0.0,0.24201571137710193,True, +expr_EXOSC1,EXOSC1,0.0,0.2042973685955312,True, +expr_P2RX6,P2RX6,0.0,0.2775018556066761,True, +expr_KCNIP3,KCNIP3,0.0010131712259371835,1.0110179607877423,True, +expr_FANCB,FANCB,0.0,0.25940589468720004,True, +expr_PLCE1,PLCE1,0.0,0.8746129144340613,True, +expr_SPINK5,SPINK5,0.0,0.7218788258632588,True, +expr_BAG2,BAG2,0.0,1.048427863401299,True, +expr_RRP8,RRP8,0.0010131712259371835,0.18625702000383668,True, +expr_HLF,HLF,0.0,0.8301747325461752,True, +expr_ABTB2,ABTB2,0.0,1.036708930403395,True, +expr_CCDC83,CCDC83,0.0,0.4011424764360444,True, +expr_PDE10A,PDE10A,0.0,0.3552614194671151,True, +expr_DEFB123,DEFB123,0.0,0.30613697918121496,True, +expr_ZDHHC8P1,ZDHHC8P1,0.0,0.3148094036658989,True, +expr_CEBPG,CEBPG,0.0010131712259371835,0.4955254287744035,True, +expr_ANXA6,ANXA6,0.0,0.45458862169432607,True, +expr_ANO3,ANO3,0.0,0.7497803986668843,True, +expr_SLC17A4,SLC17A4,0.0,0.4892831799649599,True, 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+expr_NARFL,NARFL,0.0,0.24886429842127494,True, +expr_ADRA2B,ADRA2B,0.0,0.3873157902012844,True, +expr_C16orf62,C16orf62,0.0,0.3053167595535477,True, +expr_GNRHR2,GNRHR2,0.0,0.2586640235376357,True, +expr_CLDN19,CLDN19,0.0,0.27428705793279706,True, +expr_FBXL13,FBXL13,0.0,0.6760876209786392,True, +expr_MAPK3,MAPK3,0.0,0.32981761513133245,True, +expr_SLC5A11,SLC5A11,0.0,0.8031862646207742,True, +expr_KRT74,KRT74,0.0,0.2694591341985066,True, +expr_CLDN6,CLDN6,0.0,0.41173049445832804,True, +expr_THOC6,THOC6,0.0,0.15593511183466116,True, +expr_YARS,YARS,0.0,0.4305380600964104,True, +expr_OIP5,OIP5,0.0,0.5980822580247369,True, +expr_BMF,BMF,0.0,0.2604604961348185,True, +expr_UBE2U,UBE2U,0.0,0.36398439823844225,True, +expr_C14orf178,C14orf178,0.0010131712259371835,0.3173000240561805,True, +expr_MT1B,MT1B,0.002026342451874367,0.9495008683249763,True, +expr_CPNE2,CPNE2,0.0,0.4298804518549246,True, +expr_DHX38,DHX38,0.0,0.4851940967268102,True, +expr_LMO4,LMO4,0.0,1.3396465414958596,True, +expr_VEPH1,VEPH1,0.0,0.3287871695758693,True, +expr_CEACAM8,CEACAM8,0.0,0.3555622071193961,True, +expr_LZTS3,LZTS3,0.0,0.5989780460990033,True, +expr_DYNAP,DYNAP,0.0,0.39733813278519436,True, +expr_EGR4,EGR4,0.0,0.44338765207771447,True, +expr_SLC39A9,SLC39A9,0.0,0.24305169943948124,True, +expr_IPMK,IPMK,0.0,0.26205459192684744,True, +expr_CORO7,CORO7,0.0,0.3911106530700679,True, +expr_DPPA4,DPPA4,0.0,0.3014956074027145,True, +expr_FASTKD5,FASTKD5,0.0,0.20966522050909545,True, +expr_PRSS1,PRSS1,0.0,0.6779051638857785,True, +expr_CDC42BPB,CDC42BPB,0.0,0.4212562584154084,True, +expr_KIAA1279,KIAA1279,0.0,0.23057353903223674,True, +expr_TXNDC17,TXNDC17,0.0,0.30827247777065375,True, +expr_CARHSP1,CARHSP1,0.0,0.6525095023079363,True, +expr_DEFB105B,DEFB105B,0.0,0.3368460412915213,True, +expr_ANKRD13B,ANKRD13B,0.0,0.2954093244772057,True, +expr_ZNF420,ZNF420,0.0,0.2113588811515661,True, +expr_CLEC4F,CLEC4F,0.0,0.3418855750858629,True, +expr_R3HDM1,R3HDM1,0.0,0.17366480057119965,True, +expr_WBSCR27,WBSCR27,0.0010131712259371835,0.8089476390731498,True, +expr_SPHK1,SPHK1,0.0,0.7829961890437286,True, +expr_ADCY4,ADCY4,0.0,0.3104101035523405,True, +expr_ZNF480,ZNF480,0.0,0.36088287039606576,True, +expr_HOXD10,HOXD10,0.0,0.4474508705057901,True, +expr_CAPN7,CAPN7,0.0,0.3112165680918403,True, +expr_NPL,NPL,0.0,0.4570086102334195,True, +expr_LRRC45,LRRC45,0.0,0.38549229704418847,True, +expr_CCDC27,CCDC27,0.0,0.36364042924168194,True, +expr_LINC00313,LINC00313,0.0,0.35147172409779,True, +expr_FDXR,FDXR,0.0,0.7203315347437251,True, +expr_GGA3,GGA3,0.0,0.2598703628673721,True, +expr_ZNF747,ZNF747,0.0,0.12822525863627357,True, +expr_KRT7,KRT7,0.0,2.054586374351206,True, +expr_TULP4,TULP4,0.0,0.3956810513877571,True, +expr_C8orf31,C8orf31,0.0,0.5040196749132235,True, +expr_STAP2,STAP2,0.0,0.6843549201350689,True, +expr_APOH,APOH,0.0,0.31361209440495946,True, +expr_LRRC16B,LRRC16B,0.0,0.4067081693238288,True, +expr_BCL9,BCL9,0.0,0.30236550618151986,True, +expr_NOXRED1,NOXRED1,0.0,0.37202955633295665,True, +expr_FAM122B,FAM122B,0.0,0.2108044544765077,True, +expr_TMTC2,TMTC2,0.0010131712259371835,0.5269857160738601,True, +expr_MYH2,MYH2,0.0,0.33682118899041646,True, +expr_TAS2R20,TAS2R20,0.0,0.3568074079042958,True, +expr_P2RY1,P2RY1,0.0,0.27614122793522994,True, +expr_PNMAL2,PNMAL2,0.0,0.24434700304665824,True, +expr_ZSWIM5,ZSWIM5,0.0,0.6109587372398219,True, +expr_S100A1,S100A1,0.0,2.5515691734578754,True, +expr_CCDC110,CCDC110,0.0,0.41416259515116477,True, +expr_KLF1,KLF1,0.0,0.25131079571076476,True, +expr_NFKBID,NFKBID,0.0,0.22276100496164425,True, +expr_ZNHIT3,ZNHIT3,0.0,0.3845061959150415,True, +expr_DHX58,DHX58,0.0,0.6823980558035206,True, +expr_AARS2,AARS2,0.0,0.19652448925848082,True, +expr_OR52K3P,OR52K3P,0.0,0.3115985330913476,True, +expr_BTBD16,BTBD16,0.0,0.30319880346154005,True, +expr_CHST15,CHST15,0.0,0.6343232946937132,True, +expr_CNIH3,CNIH3,0.0,0.8836450751262821,True, +expr_CCDC14,CCDC14,0.0,0.5751153542189497,True, +expr_EPN1,EPN1,0.0010131712259371835,0.34963420886920954,True, +expr_GAGE3,GAGE3,0.0,0.451453209338195,True, +expr_TNFAIP1,TNFAIP1,0.0,0.5165091420067155,True, +expr_RPTOR,RPTOR,0.0,0.47029712848575556,True, +expr_CCDC11,CCDC11,0.0,0.4105206721848827,True, +expr_NXNL1,NXNL1,0.0,0.23987457927449443,True, +expr_TAX1BP3,TAX1BP3,0.0,0.42129440711285215,True, +expr_EMC3-AS1,EMC3-AS1,0.0,0.4196223922207389,True, +expr_SLC45A4,SLC45A4,0.0,0.6439311667963208,True, +expr_TRAP1,TRAP1,0.0,0.5459170406854508,True, +expr_SLC25A11,SLC25A11,0.0,0.4272476617459393,True, +expr_E2F3,E2F3,0.0,0.3410714346112841,True, +expr_CXCL16,CXCL16,0.0,0.5292161719727275,True, +expr_CLIC6,CLIC6,0.0,2.5944481150755565,True, +expr_SCAMP2,SCAMP2,0.0,0.2955721316956914,True, +expr_PLCD4,PLCD4,0.0,1.184745777244441,True, +expr_DEPDC7,DEPDC7,0.0,0.5069666038213236,True, +expr_NPSA,NPSA,0.0,0.33132102634578287,True, +expr_STX12,STX12,0.0,0.15286938297806643,True, +expr_KCTD6,KCTD6,0.0,0.8214285023159175,True, +expr_CHD5,CHD5,0.0,0.33035297324059276,True, +expr_INO80E,INO80E,0.0,0.18038154783586832,True, +expr_STAMBPL1,STAMBPL1,0.0,0.2800107996747587,True, +expr_RASA3,RASA3,0.0,0.36476861665045796,True, +expr_WNT3A,WNT3A,0.0,0.3788651275275286,True, +expr_ANKS4B,ANKS4B,0.0,0.3055567945048549,True, +expr_PAOX,PAOX,0.0,0.23682461229831275,True, +expr_KRT27,KRT27,0.0,0.3293625501514881,True, +expr_DEFB127,DEFB127,0.0,0.3525684865874043,True, +expr_PAN3,PAN3,0.0,0.23013761595718504,True, +expr_KRTAP4-4,KRTAP4-4,0.0,0.33336159219926415,True, +expr_FAM110A,FAM110A,0.0,0.6791898585789324,True, +expr_NKX3-2,NKX3-2,0.0,0.44707833075971415,True, +expr_C4orf26,C4orf26,0.0,0.32001201369132054,True, +expr_HRH4,HRH4,0.0010131712259371835,0.3580262296191714,True, +expr_OR1G1,OR1G1,0.0,0.37724422995831836,True, +expr_KIF12,KIF12,0.0,0.7920687861769622,True, +expr_HDX,HDX,0.0,0.26461925313096596,True, +expr_C1orf87,C1orf87,0.0010131712259371835,0.31147489362158454,True, +expr_GTF2H3,GTF2H3,0.0010131712259371835,0.20016949800328585,True, +expr_KIAA0087,KIAA0087,0.0,0.3163808333909055,True, +expr_TNIP3,TNIP3,0.0,0.49172199984904574,True, +expr_MC2R,MC2R,0.0,0.29542615824178353,True, +expr_GATAD2B,GATAD2B,0.0,0.43826769400053284,True, +expr_SLMO1,SLMO1,0.0,0.6481129829110965,True, +expr_DIRAS1,DIRAS1,0.0,1.4245455910554123,True, +expr_DSC1,DSC1,0.0,0.39709128354648937,True, +expr_C4orf45,C4orf45,0.0,0.35775490572693236,True, +expr_TFAP2D,TFAP2D,0.0,0.38664453816608824,True, +expr_CCDC107,CCDC107,0.0,0.32640336402190995,True, +expr_ZNF830,ZNF830,0.0,0.25152850365006485,True, +expr_CDH2,CDH2,0.0,1.1879666564691957,True, +expr_PRRG3,PRRG3,0.0010131712259371835,0.27384824382537065,True, +expr_FAM226A,FAM226A,0.0,0.25425503037025404,True, +expr_PROX2,PROX2,0.0,0.3500032534028079,True, +expr_STARD8,STARD8,0.0,0.22266327851235257,True, +expr_FPR1,FPR1,0.0,0.7107365443678817,True, +expr_DRD1,DRD1,0.0,0.36866472802804745,True, +expr_ABCD2,ABCD2,0.0,0.3113007306085854,True, +expr_PLA2G12B,PLA2G12B,0.0,0.39361673938578934,True, +expr_KDELC2,KDELC2,0.0,0.24796016587955477,True, +expr_RALYL,RALYL,0.0,0.4138113726462451,True, +expr_RABAC1,RABAC1,0.0,0.351428269606793,True, +expr_LTA4H,LTA4H,0.0010131712259371835,0.2791303597467588,True, +expr_LIPE,LIPE,0.0,1.8732843957557417,True, +expr_SMCR5,SMCR5,0.0,0.20686592730156675,True, +expr_CKAP2L,CKAP2L,0.0,0.3483434440178604,True, +expr_EIF3G,EIF3G,0.0010131712259371835,0.33759106836704733,True, +expr_HIST4H4,HIST4H4,0.0,0.31047198818976485,True, +expr_SLC22A15,SLC22A15,0.0,0.399284395503388,True, +expr_CCDC101,CCDC101,0.0,0.31683177158952913,True, +expr_CCER1,CCER1,0.0,0.35995332748232084,True, +expr_ZC3H12C,ZC3H12C,0.0,0.4250066100625302,True, +expr_SMCO2,SMCO2,0.0,0.4621398149432645,True, +expr_MRGPRX3,MRGPRX3,0.0,0.3240904658802323,True, +expr_SLC12A4,SLC12A4,0.0,0.4257834253242148,True, +expr_EPS15L1,EPS15L1,0.0,0.3520664765572247,True, +expr_PIP5K1P1,PIP5K1P1,0.0,0.2949881984548215,True, +expr_REG1B,REG1B,0.0,0.29566794795346085,True, +expr_ACER1,ACER1,0.0,0.32601781892165016,True, +expr_SLC35G3,SLC35G3,0.0,0.37666447885353055,True, +expr_VAV1,VAV1,0.0,0.7363153747390854,True, +expr_CNOT3,CNOT3,0.0,0.23732941618751985,True, +expr_NGFR,NGFR,0.0,0.5240495120263322,True, +expr_MISP,MISP,0.0,1.5385659484154546,True, +expr_RLN3,RLN3,0.0,0.3238705214661316,True, +expr_TTC39B,TTC39B,0.0,0.528678943306762,True, +expr_RNASEL,RNASEL,0.0,0.36257390197313305,True, +expr_GADD45GIP1,GADD45GIP1,0.0,0.33075282465910943,True, +expr_WDR83,WDR83,0.0,0.3311403928322755,True, +expr_DHX40,DHX40,0.0,0.28127914850025,True, +expr_ZNF823,ZNF823,0.0010131712259371835,0.35318787764859144,True, +expr_KLK7,KLK7,0.0010131712259371835,3.182445628867823,True, +expr_PSKH1,PSKH1,0.0,0.22470529340098072,True, +expr_VWA3A,VWA3A,0.0,0.32769497859795893,True, +expr_MCMDC2,MCMDC2,0.0,0.35641810492374015,True, +expr_MBLAC2,MBLAC2,0.0,0.2449692069355471,True, +expr_PRMT1,PRMT1,0.0,0.5890192031568189,True, +expr_CGB1,CGB1,0.0,2.024530547045841,True, +expr_PCDHB18,PCDHB18,0.0,0.31339055985474285,True, +expr_RUVBL2,RUVBL2,0.0,0.519277658971698,True, +expr_LIG1,LIG1,0.0,0.3639155556646947,True, +expr_ZNF512,ZNF512,0.0,0.27817553548098434,True, +expr_MANEAL,MANEAL,0.0,0.7090958082888852,True, +expr_FAM9A,FAM9A,0.0,0.37560966620863523,True, +expr_SRRM4,SRRM4,0.0010131712259371835,0.35983454176563423,True, +expr_ZNF345,ZNF345,0.0,0.23502426250172198,True, +expr_PET100,PET100,0.0010131712259371835,0.32590188551358984,True, +expr_GALP,GALP,0.0,0.34964963383226627,True, +expr_FABP2,FABP2,0.0,0.37845452926796586,True, +expr_CXorf22,CXorf22,0.0,0.31573983066789746,True, +expr_RDH13,RDH13,0.0,0.49216265767793377,True, +expr_C18orf15,C18orf15,0.0010131712259371835,0.3343860510222861,True, +expr_SWI5,SWI5,0.0,0.2753152864601676,True, +expr_DLGAP2,DLGAP2,0.0,0.3268661576428577,True, +expr_ZFP36,ZFP36,0.0,0.43871372907764455,True, +expr_GLP1R,GLP1R,0.0,0.34169486756400064,True, +expr_KBTBD6,KBTBD6,0.0,0.30246790675808305,True, +expr_NR3C2,NR3C2,0.0,0.5170718394144701,True, +expr_PKHD1L1,PKHD1L1,0.0,0.3429317104789005,True, +expr_CTAGE3P,CTAGE3P,0.0,0.27114308315957497,True, +expr_KCNE4,KCNE4,0.0010131712259371835,2.2107605427747106,True, +expr_ZNF57,ZNF57,0.0010131712259371835,0.2751688462594194,True, +expr_MYL10,MYL10,0.0,0.29924971761113833,True, +expr_SPATA4,SPATA4,0.0,0.4042858399666228,True, +expr_KDF1,KDF1,0.0,0.32406514106716083,True, +expr_CALML3,CALML3,0.0,0.26473355154482947,True, +expr_ENAM,ENAM,0.002026342451874367,0.37241714928092967,True, +expr_FKBP8,FKBP8,0.0,0.24757145229184563,True, +expr_RNF43,RNF43,0.0,1.7078370784882704,True, +expr_INPP4A,INPP4A,0.0,0.18951094867804252,True, +expr_FFAR1,FFAR1,0.0,0.26440529637758947,True, +expr_SNAP47,SNAP47,0.0,0.2254200473836624,True, +expr_KLF14,KLF14,0.0,0.2321221560421087,True, +expr_HOMER3,HOMER3,0.0,0.6529408874485227,True, +expr_SALL3,SALL3,0.0,0.3632467628840786,True, +expr_TDRP,TDRP,0.0,0.29195428239764865,True, +expr_IGHMBP2,IGHMBP2,0.0,0.33564320867171915,True, +expr_CATSPER3,CATSPER3,0.0,0.25379980040792205,True, +expr_KLHL26,KLHL26,0.0,0.17379900710329008,True, +expr_MVB12A,MVB12A,0.0,0.37240555302593287,True, +expr_PTGDR,PTGDR,0.0,0.2633472042511464,True, +expr_HCST,HCST,0.0,1.1006902814994524,True, +expr_NUTM1,NUTM1,0.0,0.347791961628896,True, +expr_ALKBH6,ALKBH6,0.0,0.2192528270950523,True, +expr_CAMSAP3,CAMSAP3,0.0,0.4783967750232095,True, +expr_OR10H3,OR10H3,0.0010131712259371835,0.26528242235158345,True, +expr_PDE8A,PDE8A,0.0,0.27538793935468586,True, +expr_HCAR1,HCAR1,0.0,1.4561897343011787,True, +expr_MPP2,MPP2,0.0,0.4634899083540792,True, +expr_FAM98B,FAM98B,0.0,0.28494057850506943,True, +expr_KCNRG,KCNRG,0.0,0.23597078885299677,True, +expr_ZNF556,ZNF556,0.0,0.8294425481711849,True, +expr_KIAA1467,KIAA1467,0.0010131712259371835,1.124609607404186,True, +expr_NT5M,NT5M,0.0010131712259371835,0.707511510444522,True, +expr_BST2,BST2,0.0,1.7695491005589583,True, +expr_ABCA7,ABCA7,0.0,0.5901966111284439,True, +expr_DSCR10,DSCR10,0.0,0.48195742535977326,True, +expr_SRCAP,SRCAP,0.002026342451874367,0.20667646741079646,True, +expr_CLDN2,CLDN2,0.0,0.4579481977747393,True, +expr_CREG2,CREG2,0.0010131712259371835,0.2864716603444573,True, +expr_SLC2A12,SLC2A12,0.0,0.32733077914741693,True, +expr_DTX2,DTX2,0.0,0.4214403861643513,True, +expr_SRBD1,SRBD1,0.0,0.17844132402235652,True, +expr_FAM124B,FAM124B,0.0,0.3112386180089543,True, +expr_ENTPD2,ENTPD2,0.0,0.37841432284071863,True, +expr_HIST1H4D,HIST1H4D,0.0,0.6604738224185691,True, +expr_FGF20,FGF20,0.0,0.34062979248436875,True, +expr_PCDHGB3,PCDHGB3,0.0,0.34388518319338846,True, +expr_C2orf76,C2orf76,0.0,0.3596380159021843,True, +expr_ZNF582,ZNF582,0.0,0.2683911268021103,True, +expr_TMEM163,TMEM163,0.0,0.3567870936787713,True, +expr_RSC1A1,RSC1A1,0.0,0.1864391352905091,True, +expr_ZFP42,ZFP42,0.0,1.8233578010485396,True, +expr_C3orf22,C3orf22,0.0,0.24944374094269578,True, +expr_FNBP4,FNBP4,0.0,0.3426831160359034,True, +expr_FAM110B,FAM110B,0.0,1.1719795756738103,True, +expr_R3HDML,R3HDML,0.0,0.2703627495011184,True, +expr_XDH,XDH,0.0,1.6746641686870962,True, +expr_NCOA1,NCOA1,0.0,0.20039715983984813,True, +expr_SULT1C4,SULT1C4,0.0,0.2599477060712207,True, +expr_RAB40C,RAB40C,0.0,0.44299131409061465,True, +expr_NKX2-5,NKX2-5,0.0,0.6899796291135727,True, +expr_ORC2,ORC2,0.0,0.1351309976434684,True, +expr_MRVI1-AS1,MRVI1-AS1,0.0,0.34770011036645593,True, +expr_CDR2L,CDR2L,0.0,0.44980116273724585,True, +expr_RNF25,RNF25,0.0,0.19173264979272078,True, +expr_LRRC43,LRRC43,0.0,0.3448840906842447,True, +expr_NEGR1,NEGR1,0.0,0.26936056565172467,True, +expr_FZD8,FZD8,0.0,0.9836366576338653,True, +expr_NWD2,NWD2,0.0,0.350335391490922,True, +expr_DNAJC25,DNAJC25,0.0,0.1780747277092527,True, +expr_ABCB11,ABCB11,0.0010131712259371835,0.3209862797079601,True, +expr_SMIM24,SMIM24,0.0,0.28226486841003456,True, +expr_GSTM2,GSTM2,0.0,0.3704155247555968,True, +expr_CLCA2,CLCA2,0.0,2.489040700211031,True, +expr_JSRP1,JSRP1,0.0,1.0333179184213366,True, +expr_FFAR2,FFAR2,0.0,0.3340824507846842,True, +expr_OR10J1,OR10J1,0.0,0.3307569965273377,True, +expr_SNRNP27,SNRNP27,0.0,0.25230767638032003,True, +expr_MRPS7,MRPS7,0.0,0.4682022242753208,True, +expr_CD207,CD207,0.0,0.3065903932284491,True, +expr_CBLC,CBLC,0.0,1.018311261808439,True, +expr_YTHDF3,YTHDF3,0.0,0.2405733931142748,True, +expr_CCDC97,CCDC97,0.0,0.26338988470092967,True, +expr_TTC31,TTC31,0.0,0.23054513981855818,True, +expr_CIR1,CIR1,0.0,0.33715484389297956,True, +expr_CYLC1,CYLC1,0.0,0.35778572857713087,True, +expr_MIEN1,MIEN1,0.0,2.1888663183610646,True, +expr_C9orf69,C9orf69,0.0,0.4183285997006834,True, +expr_VAMP5,VAMP5,0.0,0.441389501126165,True, +expr_TRMT10A,TRMT10A,0.0,0.3394507184140996,True, +expr_CYP4F30P,CYP4F30P,0.0,0.5740877417877596,True, +expr_TXNDC16,TXNDC16,0.0,0.4611060614988826,True, +expr_DOK7,DOK7,0.0,3.668808620974076,True, +expr_KIR3DX1,KIR3DX1,0.0,0.2741269480741637,True, +expr_CALCRL,CALCRL,0.0,0.35565695542904263,True, +expr_TIMP3,TIMP3,0.0,1.2784616728860188,True, +expr_COA5,COA5,0.0,0.2226370919664812,True, +expr_WDR64,WDR64,0.0,0.31765845425064343,True, +expr_ZNF549,ZNF549,0.0,0.21949423735126553,True, +expr_OR5P3,OR5P3,0.0,0.3765101644528465,True, +expr_NBPF22P,NBPF22P,0.0,0.6113728699637742,True, +expr_RNF182,RNF182,0.0,1.8507145047873008,True, +expr_TMEM256,TMEM256,0.0,0.3960862347192735,True, +expr_TSSK3,TSSK3,0.0,0.27640831369415364,True, +expr_ERLEC1,ERLEC1,0.0,0.19735504203424145,True, +expr_C22orf29,C22orf29,0.0,0.374667782400836,True, +expr_SMAD5-AS1,SMAD5-AS1,0.0,0.23867729859203074,True, +expr_NLRP13,NLRP13,0.0,0.379898173512794,True, +expr_RBMXL3,RBMXL3,0.0,0.41235778317470584,True, +expr_KY,KY,0.0,0.30241493490969223,True, +expr_RALGAPB,RALGAPB,0.0,0.2543531068819424,True, +expr_CCDC61,CCDC61,0.0,0.2146626940678722,True, +expr_DAZAP2,DAZAP2,0.0,0.20146218880491987,True, +expr_PRSS22,PRSS22,0.0,0.818940070710544,True, +expr_GPBAR1,GPBAR1,0.0,0.2688503476859713,True, +expr_CRLS1,CRLS1,0.0,0.3144275780115565,True, +expr_VAT1L,VAT1L,0.0,0.35829727049435983,True, +expr_TRMT10B,TRMT10B,0.0,0.1797818012488182,True, +expr_GTF3C6,GTF3C6,0.0010131712259371835,0.3525896523016861,True, +expr_CAD,CAD,0.0,0.4824139648100278,True, +expr_C1QTNF9,C1QTNF9,0.0,0.3421689881166153,True, +expr_KIF17,KIF17,0.0,0.2417790623107438,True, +expr_FXR2,FXR2,0.0,0.22214264626911245,True, +expr_MTIF2,MTIF2,0.0,0.3321609001575086,True, +expr_XPO1,XPO1,0.0,0.24031755590268217,True, +expr_FBXO45,FBXO45,0.0,0.22843337590750168,True, +expr_PROC,PROC,0.0,0.3391483143556559,True, +expr_SUSD3,SUSD3,0.002026342451874367,2.6457113273838444,True, +expr_COL9A3,COL9A3,0.0010131712259371835,3.979628814393939,True, +expr_EDIL3,EDIL3,0.0,0.6625143952869728,True, +expr_C20orf196,C20orf196,0.0,0.21158284390550303,True, +expr_ELMOD1,ELMOD1,0.0,0.3416152285965012,True, +expr_DDX27,DDX27,0.0,0.28070207007572606,True, +expr_ZNF527,ZNF527,0.0,0.22414440973217173,True, +expr_TAS2R1,TAS2R1,0.0,0.3365867333424848,True, +expr_ZNF280B,ZNF280B,0.0,0.31923133811179066,True, +expr_LOC142937,LOC142937,0.0,0.5404821456805082,True, +expr_DOK5,DOK5,0.0,0.5480190256878683,True, +expr_CCDC42,CCDC42,0.0,0.36068890896339856,True, +expr_VN1R2,VN1R2,0.0,0.35707270197240926,True, +expr_LINC00955,LINC00955,0.0,0.36670073537170655,True, +expr_CTSZ,CTSZ,0.0,0.6477430553195391,True, +expr_COX2,COX2,0.0,0.5579978534315916,True, +expr_UBALD1,UBALD1,0.0010131712259371835,0.3030911621212003,True, +expr_CSN1S2AP,CSN1S2AP,0.0,0.4159224969992321,True, +expr_FAM46D,FAM46D,0.0,0.3390820807544481,True, +expr_C17orf50,C17orf50,0.0,0.2108403730940114,True, +expr_PPFIA2,PPFIA2,0.0,0.36364924023923983,True, +expr_LAMP5,LAMP5,0.0,1.6150358172187989,True, +expr_C5orf34,C5orf34,0.0,0.2515257357477963,True, +expr_NPBWR2,NPBWR2,0.0,0.336871496792071,True, +expr_DKFZP586I1420,DKFZP586I1420,0.0,0.664736749509002,True, +expr_JMJD7-PLA2G4B,JMJD7-PLA2G4B,0.0,0.4129043801038629,True, +expr_CGREF1,CGREF1,0.0,1.3941429231001397,True, +expr_NLRP10,NLRP10,0.0,0.3740586728821026,True, +expr_TEX2,TEX2,0.0,0.5314482697548988,True, +expr_DDRGK1,DDRGK1,0.0,0.35280235664676246,True, +expr_TRPM8,TRPM8,0.0,0.7353883165386704,True, +expr_VN1R3,VN1R3,0.0,0.346047596067746,True, +expr_PASD1,PASD1,0.0,0.3985255931469745,True, +expr_PCTP,PCTP,0.0,0.6913000125684557,True, +expr_CCSER2,CCSER2,0.0,0.19265327599890267,True, +expr_METTL20,METTL20,0.0,0.21994983814348437,True, +expr_SPATA5,SPATA5,0.0,0.25671771039497254,True, +expr_TOX4,TOX4,0.0,0.2664135078481865,True, +expr_ADAMTS5,ADAMTS5,0.0,0.8250588226543237,True, +expr_S1PR1,S1PR1,0.0,0.4583310148935759,True, +expr_ENPP3,ENPP3,0.0,1.172589636310286,True, +expr_SLC2A11,SLC2A11,0.0,0.22968839370811434,True, +expr_RBM46,RBM46,0.0,0.4069547860481087,True, +expr_ZNF417,ZNF417,0.0,0.4779675031239702,True, +expr_CREBRF,CREBRF,0.0,0.3907349086083062,True, +expr_BIK,BIK,0.0,1.6746521269986572,True, +expr_COL6A5,COL6A5,0.0,0.4054322410737768,True, +expr_KIAA1147,KIAA1147,0.0,0.33819219823747215,True, +expr_TSSK2,TSSK2,0.0,0.3459226521032593,True, +expr_C7orf33,C7orf33,0.0,0.36409541947600466,True, +expr_ZNF619,ZNF619,0.0,0.16289356211716344,True, +expr_MGC45922,MGC45922,0.0,0.8372297741908231,True, +expr_LCE3C,LCE3C,0.0,0.29959924990162895,True, +expr_WIZ,WIZ,0.0,0.4142889990767721,True, +expr_RRAS2,RRAS2,0.0,0.6625155706783936,True, +expr_C12orf54,C12orf54,0.0,0.41238640958495393,True, +expr_HSCB,HSCB,0.0,0.19304533130393184,True, +expr_DPPA2,DPPA2,0.0,0.5182029839008683,True, +expr_LARP4B,LARP4B,0.0,0.20823269621736576,True, +expr_GCN1L1,GCN1L1,0.0,0.22682785556313126,True, +expr_TCN2,TCN2,0.0,0.4631854238905364,True, +expr_C20orf194,C20orf194,0.0,0.21516335156706382,True, +expr_IFT172,IFT172,0.0,0.5685330323227078,True, +expr_SNAI3-AS1,SNAI3-AS1,0.0,0.321053822974294,True, +expr_MFSD3,MFSD3,0.0,0.9978265648759763,True, +expr_FBXL16,FBXL16,0.0,2.464138820573802,True, +expr_MRGPRG-AS1,MRGPRG-AS1,0.0,0.30920889547514346,True, +expr_VWA5B1,VWA5B1,0.0,0.3328603316021706,True, +expr_GCAT,GCAT,0.0,0.6447269094744752,True, +expr_GUSBP5,GUSBP5,0.0,0.302482033636135,True, +expr_CAMSAP2,CAMSAP2,0.0,0.2724483371822343,True, +expr_C9orf50,C9orf50,0.0,0.27278370046213746,True, +expr_ND5,ND5,0.0010131712259371835,0.7759105331669334,True, +expr_DNM2,DNM2,0.0,0.4165423894554179,True, +expr_MROH2B,MROH2B,0.0,0.3760677970884159,True, +expr_NFXL1,NFXL1,0.0,0.27017478493057673,True, +expr_ZNF366,ZNF366,0.0,0.21257649958378885,True, +expr_PARVB,PARVB,0.0,0.3324145595685553,True, +expr_WDR16,WDR16,0.0,0.3257905663665391,True, +expr_CX3CR1,CX3CR1,0.0,1.266950835770077,True, +expr_PEG3,PEG3,0.0,0.6706874625801273,True, +expr_PYDC1,PYDC1,0.0,0.9930166759527197,True, +expr_NYAP1,NYAP1,0.0,0.32743363662090974,True, +expr_KLRAP1,KLRAP1,0.0,0.312806599562889,True, +expr_FAM151A,FAM151A,0.0,0.36047320459936627,True, +expr_COMMD2,COMMD2,0.0,0.3450254292824345,True, +expr_FNDC1,FNDC1,0.0,0.8348376485843164,True, +expr_ADPRH,ADPRH,0.0,0.3076217065399125,True, +expr_DSTN,DSTN,0.0,0.38271860242411737,True, +expr_GPRASP2,GPRASP2,0.0,0.40107487210256126,True, +expr_LINC00477,LINC00477,0.0,0.3024323885796869,True, +expr_CCT6B,CCT6B,0.0,0.4263834419226079,True, +expr_TBC1D21,TBC1D21,0.0,0.3358602364275603,True, +expr_LINC00638,LINC00638,0.0,0.24786500234980274,True, +expr_CCDC79,CCDC79,0.0,0.3481218240349673,True, +expr_PRICKLE1,PRICKLE1,0.0,0.7697905474075647,True, +expr_CHST2,CHST2,0.0,1.1124564411449347,True, +expr_LRTM1,LRTM1,0.0,0.30832367876967953,True, +expr_BTAF1,BTAF1,0.0,0.19916038824310775,True, +expr_GCSAML,GCSAML,0.0,0.39175454290013845,True, +expr_CMTM8,CMTM8,0.0,0.6608648743332011,True, +expr_TTC30B,TTC30B,0.0,0.26677564308509616,True, +expr_OR7E5P,OR7E5P,0.0,0.37053129933789725,True, +expr_MBOAT1,MBOAT1,0.0,1.1418112946339087,True, +expr_GPR128,GPR128,0.002026342451874367,0.49995430157709797,True, +expr_DGKG,DGKG,0.0,0.2783001485716338,True, +expr_NR2C2,NR2C2,0.0,0.2217262915805984,True, +expr_SLC25A22,SLC25A22,0.0,0.6760945283360639,True, +expr_VPS37D,VPS37D,0.0,0.8576634191655658,True, +expr_IFNL2,IFNL2,0.0,0.4989391045097565,True, +expr_TAL2,TAL2,0.0,0.2981179351374915,True, +expr_DNTT,DNTT,0.0,0.3575020342660873,True, +expr_NLRP9,NLRP9,0.0,0.3304947204157595,True, +expr_FAM122A,FAM122A,0.0,0.1827085813543697,True, +expr_GHRL,GHRL,0.0,1.0413273695968308,True, +expr_CA4,CA4,0.0,0.45061526711650135,True, +expr_LOC254896,LOC254896,0.0,0.2681404703639769,True, +expr_FAM83C,FAM83C,0.0,0.32825105506645663,True, +expr_USP13,USP13,0.0,0.42847897835116905,True, +expr_TBCEL,TBCEL,0.0,0.26152489752922237,True, +expr_TEX264,TEX264,0.0,0.378134091548566,True, +expr_C10orf25,C10orf25,0.0,0.23481853452979923,True, +expr_ENTHD1,ENTHD1,0.0,0.33319542704362387,True, +expr_WBP2NL,WBP2NL,0.0,0.40678864688636673,True, +expr_C12orf76,C12orf76,0.0,0.33569453784495296,True, +expr_OR7D2,OR7D2,0.0,0.3918990852336915,True, +expr_MGC15885,MGC15885,0.0,0.36819940801144874,True, +expr_PSPN,PSPN,0.0,0.2461204754615934,True, +expr_IDI2,IDI2,0.0,0.31336238326743615,True, +expr_TMEM263,TMEM263,0.0010131712259371835,0.3561210544512012,True, +expr_C16orf46,C16orf46,0.0,0.3276422366966974,True, +expr_CIART,CIART,0.0,0.5488826395533424,True, +expr_ZNF491,ZNF491,0.0,0.2463144057799776,True, +expr_MON1A,MON1A,0.0,0.22983441828121715,True, +expr_ZSWIM6,ZSWIM6,0.0,0.2563212672410639,True, +expr_KIAA1522,KIAA1522,0.0,0.6022681211517715,True, +expr_WNT1,WNT1,0.0,0.2914124877304246,True, +expr_CHRNA10,CHRNA10,0.0,0.22202016168699681,True, +expr_PYY,PYY,0.0,0.4020667620636255,True, +expr_C17orf77,C17orf77,0.0,0.298326063385778,True, +expr_SLC5A2,SLC5A2,0.0,0.21648132853448943,True, +expr_LCE1F,LCE1F,0.0,0.272960828071192,True, +expr_SGOL2,SGOL2,0.0,0.4370813243333549,True, +expr_ZCCHC5,ZCCHC5,0.0,0.31579835527695915,True, +expr_FAM3D,FAM3D,0.0,4.003455054396352,True, +expr_SHISA6,SHISA6,0.0,0.5274970998937761,True, +expr_SPRYD4,SPRYD4,0.0,0.384627668513492,True, +expr_PLAG1,PLAG1,0.0,0.9300024656104485,True, +expr_CABP1,CABP1,0.0,0.3178591868875062,True, +expr_PCDHGB2,PCDHGB2,0.0,0.3088712686832161,True, +expr_OSTC,OSTC,0.0,0.3440371858865761,True, +expr_CCDC148,CCDC148,0.0010131712259371835,0.308205891260538,True, +expr_SYNE3,SYNE3,0.0,0.2999516296506612,True, +expr_PIBF1,PIBF1,0.0,0.2735577998664913,True, +expr_GLRA2,GLRA2,0.0,0.3694944409977119,True, +expr_PRPF40B,PRPF40B,0.0,0.2543330690913948,True, +expr_LRRC34,LRRC34,0.0,0.6726963710360728,True, +expr_PYGO2,PYGO2,0.0,0.15163018086618957,True, +expr_CCR5,CCR5,0.0,1.078198438101664,True, +expr_SEC22B,SEC22B,0.0,0.34515153993430303,True, +expr_NS3BP,NS3BP,0.0,0.26586964291647547,True, +expr_MFSD10,MFSD10,0.0,0.5262469253449606,True, +expr_NHLH2,NHLH2,0.0,0.6991023669160691,True, +expr_PDZD9,PDZD9,0.0,0.36866931302975664,True, +expr_BCAP29,BCAP29,0.0,0.34158053432489127,True, +expr_ANKRD29,ANKRD29,0.0,0.39259888767548035,True, +expr_PROKR2,PROKR2,0.0,0.24772777687877567,True, +expr_LOC401127,LOC401127,0.0,0.4036000627056291,True, +expr_SPP2,SPP2,0.0,0.3071915025764164,True, +expr_GYPE,GYPE,0.0,0.2564950877830233,True, +expr_NOXO1,NOXO1,0.0,1.6991366530648326,True, +expr_F11,F11,0.0,0.2998156416972671,True, +expr_CXorf58,CXorf58,0.0,0.38206342396806403,True, +expr_SFR1,SFR1,0.0,0.26997308561869654,True, +expr_NCR2,NCR2,0.0,0.28664647235561286,True, +expr_AOC2,AOC2,0.0,0.305381975241919,True, +expr_DKFZP434I0714,DKFZP434I0714,0.0,0.26641305373093893,True, +expr_ZNF330,ZNF330,0.0,0.16728091336300477,True, +expr_ZNF329,ZNF329,0.0,0.29707505002722834,True, +expr_PREX1,PREX1,0.0,1.181345592399758,True, 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+expr_UFSP2,UFSP2,0.0,0.21438968089219118,True, +expr_COASY,COASY,0.0,0.5483529347264334,True, +expr_TRPC3,TRPC3,0.0,0.27985084314553227,True, +expr_RAB37,RAB37,0.0,0.5603482307240376,True, +expr_ZNF528,ZNF528,0.0,0.31213675543927183,True, +expr_SHISA3,SHISA3,0.002026342451874367,0.6424234385587982,True, +expr_CRYGB,CRYGB,0.0,0.3706992732595679,True, +expr_GLIPR2,GLIPR2,0.0,0.8197029247260793,True, +expr_ZNF584,ZNF584,0.0,0.19625913372363518,True, +expr_RAB11FIP5,RAB11FIP5,0.0,0.33019802143435073,True, +expr_ADAD1,ADAD1,0.0,0.35050721410017666,True, +expr_MBD3L1,MBD3L1,0.0010131712259371835,0.3289793229475564,True, +expr_KLF9,KLF9,0.0,0.5355153261030222,True, +expr_PRMT9,PRMT9,0.0,0.19007363458603177,True, +expr_HIST1H4E,HIST1H4E,0.0,0.5951969428743472,True, +expr_NCAPH,NCAPH,0.0,0.288302571020752,True, +expr_PCDHGB6,PCDHGB6,0.0,0.3418760627277608,True, +expr_LAD1,LAD1,0.0,1.8935763995034742,True, +expr_C2orf15,C2orf15,0.0,0.4837131900495705,True, +expr_ZNF212,ZNF212,0.0,0.1899492373242168,True, +expr_SGK494,SGK494,0.0,0.3429304889920537,True, +expr_GALNT12,GALNT12,0.0,0.36937948895626943,True, +expr_TIGD3,TIGD3,0.0,0.29060828322991183,True, +expr_GPR133,GPR133,0.0,0.2537054960298675,True, +expr_KIAA1210,KIAA1210,0.0,0.3732963192000618,True, +expr_HARS2,HARS2,0.0,0.22601755427002912,True, +expr_TIMM50,TIMM50,0.0,0.3453499404851724,True, +expr_PCDHB8,PCDHB8,0.0,0.6732831608702392,True, +expr_PROKR1,PROKR1,0.0,0.447487865546281,True, +expr_CCDC136,CCDC136,0.0,0.28720181926109334,True, +expr_TAS2R31,TAS2R31,0.0,0.34827232297496635,True, +expr_MS4A6E,MS4A6E,0.0,0.36779775080908955,True, +expr_DIXDC1,DIXDC1,0.0,0.2454093062137473,True, +expr_LRRC70,LRRC70,0.0,0.35291023426354673,True, +expr_GJA10,GJA10,0.0,0.3619456910482678,True, +expr_GPR137,GPR137,0.0,0.2110952261062249,True, +expr_ST6GALNAC3,ST6GALNAC3,0.0,0.32957122485595414,True, +expr_ZNF610,ZNF610,0.0,0.39972478331981925,True, 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+expr_EFCAB4A,EFCAB4A,0.0,0.7421370154603358,True, +expr_CCDC125,CCDC125,0.0,0.694879070774419,True, +expr_CHMP4C,CHMP4C,0.0,0.48184407038280314,True, +expr_GREM1,GREM1,0.0,1.0235436497089367,True, +expr_FBXL6,FBXL6,0.0010131712259371835,0.5285101955488503,True, +expr_SETD9,SETD9,0.0,0.5890180313670267,True, +expr_C4orf33,C4orf33,0.0,0.31948832208892397,True, +expr_PRDM12,PRDM12,0.0,0.3090863404484181,True, +expr_PHYHIP,PHYHIP,0.0,0.31587635166842204,True, +expr_HEATR5A,HEATR5A,0.0,0.2194039102058267,True, +expr_FREM1,FREM1,0.0,0.46817957854012504,True, +expr_MLANA,MLANA,0.0,0.2932098740870988,True, +expr_HTR2C,HTR2C,0.0,0.3580044915315361,True, +expr_ZNF529,ZNF529,0.0,0.26987449521809875,True, +expr_SIT1,SIT1,0.0,0.9080578322271956,True, +expr_LOC554206,LOC554206,0.0,0.21924492294397072,True, +expr_HEMGN,HEMGN,0.0,0.3256608402999069,True, +expr_HSD17B3,HSD17B3,0.0,0.32323277584972937,True, +expr_SULT1A1,SULT1A1,0.0,0.5366952348556205,True, +expr_JPH1,JPH1,0.0,0.9173523411210787,True, 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+expr_SPATA31A3,SPATA31A3,0.0,0.35698970153800835,True, +expr_KIF24,KIF24,0.0,0.26436438101283755,True, +expr_HMG20A,HMG20A,0.0,0.12129539985739127,True, +expr_NDUFB6,NDUFB6,0.0,0.3406791301986,True, +expr_HIST2H4B,HIST2H4B,0.0,0.8583697873634452,True, +expr_SLC51B,SLC51B,0.0,1.7462581189995987,True, +expr_GABRA5,GABRA5,0.0,0.37361156492928327,True, +expr_KCNK2,KCNK2,0.0,1.236697057845502,True, +expr_PLLP,PLLP,0.0,0.25608853970502554,True, +expr_BOP1,BOP1,0.0,0.8569837689642557,True, +expr_LTBP1,LTBP1,0.0,0.5601699488756468,True, +expr_FABP6,FABP6,0.0,2.125539708766939,True, +expr_KRT24,KRT24,0.0010131712259371835,0.7967258904173463,True, +expr_EPHX4,EPHX4,0.0,0.9372029230850654,True, +expr_KRTAP4-11,KRTAP4-11,0.0,0.4653422994898472,True, +expr_FASN,FASN,0.0,1.572401342540401,True, +expr_ZNF287,ZNF287,0.0010131712259371835,0.22675927280286073,True, +expr_DCXR,DCXR,0.0,0.8632776252320901,True, +expr_ACOT12,ACOT12,0.0,0.309972748630869,True, 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+expr_CCNB1IP1,CCNB1IP1,0.0,0.4782007784231484,True, +expr_SIX1,SIX1,0.0,2.614899501706331,True, +expr_TIMM9,TIMM9,0.0,0.20554697037622835,True, +expr_TMX1,TMX1,0.0,0.29258781362073727,True, +expr_CCDC176,CCDC176,0.0,0.4495786956233671,True, +expr_PGF,PGF,0.0,0.4202719178950726,True, +expr_TINF2,TINF2,0.002026342451874367,0.2130163923773764,True, +expr_CATSPERB,CATSPERB,0.0,0.9998314760367657,True, +expr_SNRPN,SNRPN,0.0,0.5863676684599695,True, +expr_SPPL2A,SPPL2A,0.0,0.30560028756294344,True, +expr_MYEF2,MYEF2,0.0,0.4860956426849551,True, +expr_TM6SF1,TM6SF1,0.0010131712259371835,0.23484471551250985,True, +expr_RNF111,RNF111,0.0,0.14708895135738764,True, +expr_PIGB,PIGB,0.0,0.22317783938275595,True, +expr_C15orf41,C15orf41,0.0,0.30176232444321777,True, +expr_HAPLN1,HAPLN1,0.0,2.9121683728976233,True, +expr_AP3B2,AP3B2,0.0,0.5322021086449887,True, +expr_ZNF106,ZNF106,0.0,0.2264566439483087,True, +expr_CETN3,CETN3,0.0,0.40731695419772135,True, +expr_GCHFR,GCHFR,0.0,0.8096124576436122,True, +expr_DENND4B,DENND4B,0.0,0.20723607520959916,True, +expr_OSGIN1,OSGIN1,0.0,0.353029193439706,True, +expr_FAM96B,FAM96B,0.0,0.2920423281912275,True, +expr_NAE1,NAE1,0.0010131712259371835,0.348208199975612,True, +expr_MSLN,MSLN,0.0,1.506408689436104,True, +expr_SSTR5,SSTR5,0.0,0.30609891742356304,True, +expr_TMEM219,TMEM219,0.0,0.26450771995684524,True, +expr_C5orf22,C5orf22,0.0,0.1607561410949024,True, +expr_KREMEN2,KREMEN2,0.0,2.9032427009960693,True, +expr_ZNF821,ZNF821,0.0,0.22497760701761194,True, +expr_PRSS53,PRSS53,0.0,0.2647583808922682,True, +expr_CLUAP1,CLUAP1,0.0,0.34087208068104713,True, +expr_CRYM,CRYM,0.0,1.7704753127452064,True, +expr_GALR2,GALR2,0.0,0.2771857673280919,True, +expr_SRSF2,SRSF2,0.0,0.15001279055336394,True, +expr_RPL19,RPL19,0.0,0.43122454204081634,True, +expr_OR4D2,OR4D2,0.0,0.35527297477241115,True, +expr_FN3KRP,FN3KRP,0.0,0.4086312767943344,True, +expr_KDM3B,KDM3B,0.0,0.18486374978528367,True, +expr_ZPBP2,ZPBP2,0.0,0.3949061526166199,True, +expr_TMEM88,TMEM88,0.0,0.43630392766648796,True, +expr_SLC47A2,SLC47A2,0.0,0.33963582153703825,True, +expr_OGFRL1,OGFRL1,0.0,1.3834683555069398,True, +expr_MYH8,MYH8,0.0,0.34484302793305877,True, +expr_HEATR6,HEATR6,0.0,0.4712018469051828,True, +expr_C1QL1,C1QL1,0.0,0.4114240207107186,True, +expr_TUBG2,TUBG2,0.0,0.3543602597609655,True, +expr_CCL7,CCL7,0.0,1.8628166820713243,True, +expr_FAM117A,FAM117A,0.0,0.5129490224144733,True, +expr_LHX1,LHX1,0.0,2.1815244862684198,True, +expr_EVI2A,EVI2A,0.0,0.6177174093493583,True, +expr_VTN,VTN,0.0,0.25208640628589596,True, +expr_ALDOC,ALDOC,0.0,0.8261703553100951,True, +expr_MYO18A,MYO18A,0.0,0.43988465326504944,True, +expr_EMC6,EMC6,0.0,0.2875044022998063,True, +expr_MIS12,MIS12,0.0,0.15270755624280286,True, +expr_MYBBP1A,MYBBP1A,0.0,0.39571191765786534,True, +expr_CTC1,CTC1,0.0,0.2628598982902556,True, +expr_KRT35,KRT35,0.0,0.28639883390914717,True, +expr_KRT23,KRT23,0.0,5.2254710779281615,True, +expr_KRT33A,KRT33A,0.0,0.5306218355861303,True, +expr_GLOD4,GLOD4,0.0,0.2449485935529872,True, +expr_FAM26F,FAM26F,0.0,1.6119129310028548,True, +expr_CD226,CD226,0.0,0.31247481170669045,True, +expr_MEP1B,MEP1B,0.0,0.35821390192933666,True, +expr_THOC1,THOC1,0.0010131712259371835,0.30033627869578766,True, +expr_C18orf8,C18orf8,0.0,0.14141601296614856,True, +expr_ZSCAN30,ZSCAN30,0.0,0.25048456720967305,True, +expr_ZNF350,ZNF350,0.0,0.5240427105070065,True, +expr_ZIM2,ZIM2,0.0010131712259371835,0.7880938259088496,True, +expr_VN1R1,VN1R1,0.0,0.3021184065266088,True, +expr_CAPN11,CAPN11,0.0,0.3341078677380003,True, +expr_AP1M2,AP1M2,0.0,1.1100746220744655,True, +expr_UBL5,UBL5,0.0010131712259371835,0.32002624693098924,True, +expr_CEACAM21,CEACAM21,0.0,0.28129253303773266,True, +expr_DENND1C,DENND1C,0.0,0.6806786912932303,True, +expr_DDX39A,DDX39A,0.0,0.3926373895640489,True, +expr_C19orf53,C19orf53,0.0,0.206998557737061,True, +expr_FARSA,FARSA,0.0,0.4047276534699472,True, +expr_KLK14,KLK14,0.0,0.3294274413648145,True, +expr_FLT3LG,FLT3LG,0.0,0.244308864503967,True, +expr_SLC17A7,SLC17A7,0.0,0.41776861578492025,True, +expr_HSD17B14,HSD17B14,0.0,0.3145448551233359,True, +expr_NUCB1,NUCB1,0.0,0.2554183572076252,True, +expr_CA11,CA11,0.0,0.400007487149278,True, +expr_PRKD2,PRKD2,0.0,0.47987615807690454,True, +expr_SYMPK,SYMPK,0.0,0.4858692595557033,True, +expr_ZNF787,ZNF787,0.0010131712259371835,0.30417592632687235,True, +expr_CNTD2,CNTD2,0.0,0.33440348495612154,True, +expr_AMH,AMH,0.0,0.4858555809335547,True, +expr_B3GNT3,B3GNT3,0.0,3.152874918091994,True, +expr_TTLL2,TTLL2,0.0,0.3596211391546847,True, +expr_SCN1B,SCN1B,0.0,0.2515413904129725,True, +expr_TMEM147,TMEM147,0.0,0.3811789822033754,True, +expr_RASAL3,RASAL3,0.0,0.9388931009303929,True, +expr_LILRA3,LILRA3,0.0,0.31908471672173405,True, +expr_ZNF570,ZNF570,0.0,0.22933241439633167,True, +expr_DBI,DBI,0.0,0.5235561322191118,True, +expr_LCT,LCT,0.0010131712259371835,1.017853792744097,True, 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+expr_TOR1A,TOR1A,0.0,0.15762963648537373,True, +expr_CHST3,CHST3,0.0,0.4794966948829823,True, +expr_MPZL3,MPZL3,0.0,0.27651233387748936,True, +expr_GTF2A2,GTF2A2,0.0,0.22161174515407492,True, +expr_SCN4A,SCN4A,0.0,0.2571726962790645,True, +expr_C18orf32,C18orf32,0.0,0.5427184842014887,True, +expr_IGLON5,IGLON5,0.0,0.2709906100492009,True, +expr_OTOR,OTOR,0.0,0.3902260636355037,True, +expr_XAGE1B,XAGE1B,0.0,2.839948479699103,True, +expr_FLJ38773,FLJ38773,0.0,0.35924028163421334,True, +expr_PCDHB17,PCDHB17,0.0,0.3788162384241492,True, +expr_LINC00670,LINC00670,0.0,0.3883116221257092,True, +expr_ASH1L-AS1,ASH1L-AS1,0.0,0.36890359849478377,True, +expr_CSAD,CSAD,0.0,0.4383444036855156,True, +expr_PXDC1,PXDC1,0.0,0.5162249968154601,True, +expr_MUSTN1,MUSTN1,0.0,0.364820475385236,True, +expr_KIAA1211L,KIAA1211L,0.0,0.34780070680965525,True, +expr_MTHFD2P1,MTHFD2P1,0.0,0.3148263807526004,True, +expr_ZNF808,ZNF808,0.0,0.25130818213451667,True, +expr_RPL13AP3,RPL13AP3,0.010131712259371834,0.6959072994185196,True, +expr_USP17L25,USP17L25,0.0,0.29802595879697974,True, +expr_LINC00152,LINC00152,0.0010131712259371835,0.5536205179382448,True, +expr_LOC100287195,LOC100287195,0.0010131712259371835,0.5177552722872754,True, +expr_CCDC64B,CCDC64B,0.0,0.7942157717649813,True, +expr_MED20,MED20,0.0,0.1707093548230543,True, +expr_LOC729603,LOC729603,0.0,0.19275967217962692,True, +expr_GTF2H2C_2,GTF2H2C_2,0.0,0.5160969926644555,True, +expr_CDCA7L,CDCA7L,0.0,0.5539327416658353,True, +expr_GIMAP7,GIMAP7,0.0,1.085774218994117,True, +expr_ZNF703,ZNF703,0.0,0.8425450883611776,True, +expr_FAM223B,FAM223B,0.0,0.3006620216932791,True, +expr_LYPLA2,LYPLA2,0.0,0.16585075419753656,True, +expr_GMPR,GMPR,0.0,0.5928093599915363,True, +expr_HIST1H4G,HIST1H4G,0.0,0.3399447142871155,True, +expr_CHN2,CHN2,0.0,0.45313780145863297,True, +expr_HCN4,HCN4,0.0,0.4277347136362582,True, +expr_MAG,MAG,0.0,0.4238265691286625,True, +expr_MRI1,MRI1,0.0,0.5196917489152498,True, +expr_PDXP,PDXP,0.0,0.3013184572113514,True, +expr_GPR82,GPR82,0.0,0.3069976223115907,True, +expr_S100A7A,S100A7A,0.0,1.7758562301222631,True, +expr_TTTY3,TTTY3,0.0,0.3717417412217952,True, +expr_KRT40,KRT40,0.0,0.33515721702041434,True, +expr_GBP7,GBP7,0.0,0.3618841315261469,True, +expr_GOLT1A,GOLT1A,0.0,0.6818093730885093,True, +expr_FAM86B2,FAM86B2,0.0,0.28489932157305353,True, +expr_HOXA11-AS,HOXA11-AS,0.0,1.2930723711521719,True, +expr_AQP7P1,AQP7P1,0.0,0.3365782073994348,True, +expr_OR4C46,OR4C46,0.0,0.3313474301415874,True, +expr_OR2T5,OR2T5,0.0,0.31472883015944875,True, +expr_ANKRD30BL,ANKRD30BL,0.0,0.3177723788859017,True, +expr_ZNF732,ZNF732,0.0,0.6826263983027738,True, +expr_HYPM,HYPM,0.0,0.3427780528872762,True, +expr_ZNF28,ZNF28,0.0,0.2594844308754846,True, +expr_CDKL5,CDKL5,0.0010131712259371835,0.5162678171937783,True, +expr_LOC202025,LOC202025,0.0,0.4132894250554524,True, +expr_MYH7,MYH7,0.0,0.4205250294467336,True, +expr_CFHR4,CFHR4,0.0,0.36385638224548306,True, +expr_CD14,CD14,0.0,0.8281672181578761,True, +expr_MICAL1,MICAL1,0.0,0.4021256403578024,True, +expr_OR1Q1,OR1Q1,0.0,0.28680565187026064,True, +expr_DRD2,DRD2,0.0,0.7820222529420203,True, +expr_TMEM104,TMEM104,0.0,0.43254834723892366,True, +expr_MAP3K10,MAP3K10,0.0,0.3371521604380708,True, +expr_ZNF559,ZNF559,0.0,0.2753891772641503,True, +expr_INPP5J,INPP5J,0.0,1.1022646831335632,True, +expr_PCDH18,PCDH18,0.0,0.38175687819040127,True, +expr_DGUOK,DGUOK,0.0,0.1934134264480393,True, +expr_NDUFB5,NDUFB5,0.0,0.28331238848497536,True, +expr_IFT22,IFT22,0.0010131712259371835,0.18352569078945244,True, +expr_IFITM2,IFITM2,0.004052684903748734,0.6336896265820474,True, +expr_MAP4K2,MAP4K2,0.0,0.3033624236080033,True, +expr_ABCC12,ABCC12,0.0,0.5341224238309318,True, +expr_RFWD3,RFWD3,0.0,0.2998839438333339,True, +expr_PSMC3IP,PSMC3IP,0.0,0.33379665928667407,True, +expr_CUEDC1,CUEDC1,0.0,0.5761669340638841,True, +expr_CYP4F62P,CYP4F62P,0.0,0.7743955422678406,True, +expr_XAGE5,XAGE5,0.0,0.4066248805954614,True, +expr_C16orf74,C16orf74,0.0010131712259371835,1.2857919176886374,True, +expr_DACT2,DACT2,0.0,0.6464128415332197,True, +expr_LOC389332,LOC389332,0.0,0.6717361699686246,True, +expr_RGAG4,RGAG4,0.0,0.4358228968556636,True, +expr_LOC100128775,LOC100128775,0.0010131712259371835,0.23567170008845953,True, +expr_MGAT4B,MGAT4B,0.0,0.5112870636284619,True, +expr_SLC22A31,SLC22A31,0.0,0.6490976405846829,True, +expr_ZNF579,ZNF579,0.002026342451874367,0.5383277397085212,True, +expr_ZNF576,ZNF576,0.0,0.2736631995169626,True, +expr_ERVV-1,ERVV-1,0.0,0.5876166694083623,True, +expr_FXYD3,FXYD3,0.0,1.0797813763233641,True, +expr_TMEM14B,TMEM14B,0.014184397163120567,0.38047553689700014,True, +expr_RUSC1,RUSC1,0.0,0.33146193359312914,True, +expr_ATXN1,ATXN1,0.0,0.29487639652021874,True, +expr_PPP2R5D,PPP2R5D,0.0,0.25427217604183155,True, +expr_CD4,CD4,0.0,0.9475606594685317,True, +expr_NSUN5P2,NSUN5P2,0.0,0.3910578587878028,True, +expr_PPP1R14A,PPP1R14A,0.0,0.672257843719052,True, +expr_RNF113B,RNF113B,0.0,0.5503227850931152,True, +expr_C2orf50,C2orf50,0.0,0.2598383373167643,True, +expr_MAMSTR,MAMSTR,0.0,0.2999912374803191,True, +expr_TMEM249,TMEM249,0.0,0.6444694210851146,True, +expr_FAM197Y2,FAM197Y2,0.0,0.3125709421779537,True, +expr_TTTY20,TTTY20,0.0,0.3393977324207401,True, +expr_OR2T8,OR2T8,0.0,0.3234658213219318,True, +expr_C6orf120,C6orf120,0.0,0.27423698651492195,True, +expr_C1orf174,C1orf174,0.0,0.19267187244888717,True, +expr_GRAPL,GRAPL,0.0,0.2587681436948004,True, +expr_TENM2,TENM2,0.0,1.0350165518335526,True, +expr_ARPC5L,ARPC5L,0.0,0.33455571756921026,True, +expr_OR1C1,OR1C1,0.0,0.26510500267282167,True, +expr_ZNF300P1,ZNF300P1,0.0,0.5745109329668209,True, +expr_PI16,PI16,0.0,2.4454265592878235,True, +expr_C7orf25,C7orf25,0.0,0.16960524335375587,True, +expr_ADAM8,ADAM8,0.0,0.982787002053771,True, +expr_PLEKHG6,PLEKHG6,0.0,0.3019975746928664,True, +expr_CCL15,CCL15,0.0,0.3753110590512273,True, +expr_ZNF155,ZNF155,0.0,0.308337066426621,True, +expr_APOA2,APOA2,0.0010131712259371835,0.18673650415177853,True, +expr_MYOD1,MYOD1,0.0,0.4682224191700773,True, +expr_CXCL10,CXCL10,0.0,2.2229389832841067,True, +expr_ARL15,ARL15,0.0,0.2443269472789783,True, +expr_HIST1H2AG,HIST1H2AG,0.0,1.182318698620424,True, +expr_ADCY10P1,ADCY10P1,0.0,0.3747432633961868,True, +expr_TIAM2,TIAM2,0.0,0.8838369149872712,True, +expr_C7orf43,C7orf43,0.0010131712259371835,0.2793025462376336,True, +expr_C9orf62,C9orf62,0.002026342451874367,0.8183636673012343,True, +expr_MS4A15,MS4A15,0.0,0.6042170717378198,True, +expr_CDC123,CDC123,0.0,0.45857593281697534,True, +expr_SLC22A8,SLC22A8,0.0010131712259371835,0.33538154549452986,True, +expr_PPIB,PPIB,0.0,0.29496778483454106,True, +expr_CRHR1-IT1,CRHR1-IT1,0.0,0.25367243578687576,True, +expr_FAM209B,FAM209B,0.0010131712259371835,0.30338259981119037,True, +expr_SPANXB2,SPANXB2,0.0,1.4607674501120493,True, +expr_RAB9BP1,RAB9BP1,0.0,0.3493569503359068,True, +expr_LEMD2,LEMD2,0.0,0.17640087912284216,True, +expr_FER1L6-AS2,FER1L6-AS2,0.0,0.38930181265770103,True, +expr_LINC00693,LINC00693,0.0,0.37221404710858175,True, +expr_PRAMEF16,PRAMEF16,0.0,0.330410124873405,True, +expr_C1orf167,C1orf167,0.0,1.03040993720898,True, +expr_FOXN3-AS1,FOXN3-AS1,0.0,0.36197483651522994,True, +expr_MBOAT4,MBOAT4,0.0,0.3092407492873824,True, +expr_TMEM95,TMEM95,0.0,0.3114509639119086,True, +expr_ANKRD45,ANKRD45,0.0,0.7512158071781025,True, +expr_FLJ33360,FLJ33360,0.0,0.2742806437662614,True, +expr_KIAA1661,KIAA1661,0.0,0.3567368080848344,True, +expr_HSPB6,HSPB6,0.0,0.19509409038180747,True, +expr_NAT8B,NAT8B,0.0,0.29744905653864984,True, +expr_GBX1,GBX1,0.0,0.37874998130143744,True, +expr_RELN,RELN,0.0,0.3680429219663734,True, +expr_USP43,USP43,0.0,0.3196428882976003,True, +expr_LGI4,LGI4,0.0,0.4251685032026886,True, +expr_COL9A1,COL9A1,0.0,0.9128639332065945,True, +expr_BTN3A3,BTN3A3,0.0,0.48905515971298613,True, +expr_ATP1B2,ATP1B2,0.0,0.4636927106527717,True, +expr_CCL22,CCL22,0.0010131712259371835,0.3272003608152497,True, +expr_CBLN1,CBLN1,0.0,0.4136644307800957,True, +expr_CTF1,CTF1,0.0,0.5409102153543226,True, +expr_MED31,MED31,0.0,0.19560758009123674,True, +expr_PAK4,PAK4,0.0,0.28395985468562945,True, +expr_PAGE1,PAGE1,0.0,0.4932414637455975,True, +expr_TUBB2B,TUBB2B,0.0,2.440061001236444,True, +expr_HNF1A-AS1,HNF1A-AS1,0.0,0.2706342554155593,True, +expr_KRTAP13-2,KRTAP13-2,0.0,0.2555283464999605,True, +expr_GOLGA2P2Y,GOLGA2P2Y,0.0,0.3142163540505805,True, +expr_SPC24,SPC24,0.0,0.29437853347926285,True, +expr_LINC00303,LINC00303,0.0,0.3323752197210905,True, +expr_ERAS,ERAS,0.0,0.35151374280277864,True, +expr_RNF39,RNF39,0.0,0.3565159139501257,True, +expr_FLJ44715,FLJ44715,0.0,0.24763162732428873,True, +expr_XAGE-4,XAGE-4,0.0,1.2999804092931875,True, +expr_TEX36,TEX36,0.0,0.3445884360543602,True, +expr_RFPL4B,RFPL4B,0.0,0.43944642650067905,True, +expr_MRGPRE,MRGPRE,0.0,0.33133136361374665,True, +expr_PPIEL,PPIEL,0.0,0.24150296444654368,True, +expr_KRTAP4-9,KRTAP4-9,0.0,0.3050163119569192,True, +expr_NHLRC4,NHLRC4,0.0,0.42462882737731855,True, +expr_LOC100131756,LOC100131756,0.0,0.33689818988720127,True, +expr_LOC440792,LOC440792,0.0,0.296251918417251,True, +expr_LOC100289058,LOC100289058,0.0010131712259371835,0.2809700211964897,True, +expr_CATR1,CATR1,0.0,0.37359554817934565,True, +expr_LY6E,LY6E,0.0,1.1485104969601168,True, +expr_SUMO1,SUMO1,0.0,0.30224337290969533,True, +expr_MEIS1,MEIS1,0.0,0.45374257362880566,True, +expr_SMYD1,SMYD1,0.0,0.4517247957651495,True, +expr_PPBPP2,PPBPP2,0.0,0.3620255280877548,True, +expr_IL9,IL9,0.0,0.39918787538310085,True, +expr_PTK7,PTK7,0.0,0.6576242817999393,True, +expr_FKBP9L,FKBP9L,0.0,0.26754114506838644,True, +expr_HTR3E,HTR3E,0.0,0.33282395250263047,True, +expr_TTLL5,TTLL5,0.0,0.19160668995533628,True, +expr_IQGAP1,IQGAP1,0.0,0.2725029365411957,True, +expr_RASL10B,RASL10B,0.0,0.2996613150399161,True, +expr_EGLN2,EGLN2,0.0,0.5690673974906201,True, +expr_NUP62,NUP62,0.00911854103343465,0.2847041783539714,True, +expr_IL10RB,IL10RB,0.0010131712259371835,0.27203480707312366,True, +expr_ANXA2P3,ANXA2P3,0.0,1.0840258981711797,True, +expr_TTTY1,TTTY1,0.0,0.3931924487255035,True, +expr_LYPD5,LYPD5,0.0,1.1105689421850673,True, +expr_ESCO2,ESCO2,0.0,0.37217683833932813,True, +expr_RPL23AP53,RPL23AP53,0.0,0.1834196841568352,True, +expr_LOC440337,LOC440337,0.0,0.32491597196820565,True, +expr_FAM209A,FAM209A,0.0010131712259371835,0.33581939185750864,True, +expr_TPRX1,TPRX1,0.0,0.22500603947469586,True, +expr_LINC00527,LINC00527,0.0010131712259371835,0.2604299439251576,True, +expr_MTCP1,MTCP1,0.0,0.3060773201649611,True, +expr_LY9,LY9,0.0,0.35315103064014564,True, +expr_IGHD,IGHD,0.0,0.3509781681069301,True, +expr_KRTAP4-8,KRTAP4-8,0.0,0.21114760624345982,True, +expr_RNF214,RNF214,0.0,0.20614816557387888,True, +expr_ENHO,ENHO,0.0,0.9238148377065992,True, +expr_CRB2,CRB2,0.0,0.336191142734192,True, +expr_ADRBK1,ADRBK1,0.0,0.29465417159268564,True, +expr_MRPL11,MRPL11,0.0,0.3747267405395983,True, +expr_GLS2,GLS2,0.0,0.3359917408023043,True, +expr_TSC1,TSC1,0.0,0.2254263378868143,True, +expr_ARID4A,ARID4A,0.0,0.20404267760207928,True, +expr_C14orf28,C14orf28,0.0,0.25950273072360647,True, +expr_GNA15,GNA15,0.0,0.3971449190020777,True, +expr_CYP4F22,CYP4F22,0.0,0.564768335687622,True, +expr_MAGEA5,MAGEA5,0.0,0.22069552564076667,True, +expr_STS,STS,0.0,0.27312311618628804,True, +expr_TTTY22,TTTY22,0.0,0.35382073705989925,True, +expr_THEM5,THEM5,0.0,0.5421903541484485,True, +expr_TMED7,TMED7,0.0,0.20985122815256899,True, +expr_PSG7,PSG7,0.0,0.3325927301241109,True, +expr_GPR149,GPR149,0.0,0.3187980037183281,True, +expr_FAM111B,FAM111B,0.0,0.5795918871044141,True, +expr_POLR2J4,POLR2J4,0.0,0.2319603656213039,True, +expr_CTAGE11P,CTAGE11P,0.0,0.37237037079907076,True, +expr_LOC650157,LOC650157,0.0,0.2767278783641031,True, +expr_LOC100287320,LOC100287320,0.0,0.43214070199069665,True, +expr_RNF24,RNF24,0.0,0.32778186089424416,True, +expr_FBXO42,FBXO42,0.0,0.14617203899992198,True, +expr_LINC00589,LINC00589,0.0,0.374443069818707,True, +expr_MAN1B1-AS1,MAN1B1-AS1,0.0,0.2597423714163353,True, +expr_C10orf62,C10orf62,0.0,0.28359379930699913,True, +expr_OR2W3,OR2W3,0.0,0.3239872297920381,True, +expr_UGT2A3,UGT2A3,0.0,0.4271616879764599,True, +expr_KRTAP5-AS1,KRTAP5-AS1,0.0010131712259371835,0.33628259374725106,True, +expr_PCDHGA3,PCDHGA3,0.0,0.3240186261911383,True, +expr_GPR141,GPR141,0.0010131712259371835,0.3156943970106465,True, +expr_MARCH11,MARCH11,0.0,0.5608288179164755,True, +expr_SAA1,SAA1,0.0,3.972804284324424,True, +expr_LOC728093,LOC728093,0.0,0.3163988162618191,True, +expr_NHLH1,NHLH1,0.0,0.34056709483134856,True, +expr_CFHR1,CFHR1,0.0,0.337055876886105,True, +expr_FAM212B,FAM212B,0.0,0.2753674994579534,True, +expr_SMCP,SMCP,0.0,0.3035733201864564,True, +expr_PNO1,PNO1,0.0,0.2732691637449765,True, +expr_HTRA2,HTRA2,0.0,0.25293639224380987,True, +expr_STOML2,STOML2,0.0,0.4786869222980201,True, +expr_CSNK1A1L,CSNK1A1L,0.0,1.0817449994723043,True, +expr_NIPA2,NIPA2,0.0,0.24015340337101673,True, +expr_METRN,METRN,0.0,2.422637254511465,True, +expr_C17orf76-AS1,C17orf76-AS1,0.0,0.5573192760865723,True, +expr_PDCD5,PDCD5,0.0,0.5313280056741488,True, +expr_MILR1,MILR1,0.0010131712259371835,0.26876900246981317,True, +expr_C21orf90,C21orf90,0.0010131712259371835,0.4243662501101424,True, +expr_PDGFB,PDGFB,0.0,0.4817762988930925,True, +expr_P2RY8,P2RY8,0.0,0.6477578138736707,True, +expr_TTTY23,TTTY23,0.0,0.3198594613049738,True, +expr_IZUMO1,IZUMO1,0.0010131712259371835,0.3488396136905418,True, +expr_CHADL,CHADL,0.0,1.1470548001117877,True, +expr_RPL36AP40,RPL36AP40,0.0,0.43195710315561264,True, +expr_ZNF621,ZNF621,0.0,0.1939433524610668,True, +expr_ANKUB1,ANKUB1,0.0,0.3674340240458021,True, +expr_SERPINA13P,SERPINA13P,0.0,0.3631353090361528,True, +expr_SMIM20,SMIM20,0.0,0.24717309901167048,True, +expr_TMEM75,TMEM75,0.0,0.3424803988287402,True, +expr_USP51,USP51,0.0,0.29867396743601976,True, +expr_FAM27C,FAM27C,0.0,0.7155374761640998,True, +expr_GABPB1-AS1,GABPB1-AS1,0.0,0.45928509946707397,True, +expr_PCDHGA5,PCDHGA5,0.0,0.31869127809421155,True, +expr_TENM4,TENM4,0.0,0.24681187556506623,True, +expr_ZNF710,ZNF710,0.0,0.2141412672021384,True, +expr_CRP,CRP,0.0,0.3463051490075593,True, +expr_CSPG5,CSPG5,0.0,0.25461106425887603,True, +expr_HLA-DRB1,HLA-DRB1,0.005065856129685917,0.9258069245563214,True, +expr_REC8,REC8,0.0010131712259371835,0.6990653371590733,True, +expr_PAK7,PAK7,0.0,0.3470113387933562,True, +expr_ARR3,ARR3,0.0,0.2873920091980755,True, +expr_XRCC5,XRCC5,0.0,0.31285857725595867,True, +expr_POU3F3,POU3F3,0.0010131712259371835,0.7423239688698267,True, +expr_MORF4,MORF4,0.0,1.2747549547406303,True, +expr_SIX3,SIX3,0.0,0.37950088098442875,True, +expr_SERF1A,SERF1A,0.0,0.5326668630830124,True, +expr_LRGUK,LRGUK,0.0,0.32538633934456446,True, +expr_MKI67,MKI67,0.0,0.3075990320410524,True, +expr_NDUFB8,NDUFB8,0.0,0.20669276681000937,True, +expr_POSTN,POSTN,0.0,1.4413424287260423,True, +expr_SNURF,SNURF,0.0,0.775811436398551,True, +expr_ALOXE3,ALOXE3,0.0,0.2602890993038734,True, +expr_UPK3A,UPK3A,0.0010131712259371835,0.3934988041075899,True, +expr_KRTAP15-1,KRTAP15-1,0.0,0.3147904501204257,True, +expr_TTTY15,TTTY15,0.0,0.3722271155056463,True, +expr_CYB561D1,CYB561D1,0.0,0.605533039019123,True, +expr_GPR158,GPR158,0.0,1.3768929205124725,True, +expr_CCDC173,CCDC173,0.0,0.33639507990349216,True, +expr_SASS6,SASS6,0.0,0.27280213356113253,True, +expr_OR4X2,OR4X2,0.0,0.29142745923350055,True, +expr_PCDHGA12,PCDHGA12,0.0,0.2353611541175299,True, +expr_LOC375196,LOC375196,0.0,0.8291900326511571,True, +expr_C17orf96,C17orf96,0.002026342451874367,1.2179565924446802,True, +expr_TMEM210,TMEM210,0.0,0.42949477062349034,True, +expr_C6orf201,C6orf201,0.0,0.37778102107827294,True, +expr_RNF150,RNF150,0.0,1.3214954505463012,True, +expr_NFASC,NFASC,0.0,0.7945807275215697,True, +expr_STEAP4,STEAP4,0.0,0.7576786736440341,True, +expr_GRHL2,GRHL2,0.0,0.3368147439756089,True, +expr_TSSK4,TSSK4,0.0,0.2726631327186556,True, +expr_ZNF599,ZNF599,0.0,0.2969820012193521,True, +expr_SLAMF7,SLAMF7,0.0,1.809214422029304,True, +expr_GALNT2,GALNT2,0.0,0.4028846810816809,True, +expr_GNAI3,GNAI3,0.0,0.20554815597287537,True, +expr_ARL6,ARL6,0.0,0.22574422949170525,True, +expr_HTN1,HTN1,0.0,0.9197999116916317,True, +expr_WWC2-AS2,WWC2-AS2,0.0,0.2694215400206535,True, +expr_SPOCK1,SPOCK1,0.0,1.3133465633679322,True, +expr_DNAJC5B,DNAJC5B,0.0,0.4806898189993318,True, +expr_ABCG4,ABCG4,0.0,0.2808798420906793,True, +expr_FLI1,FLI1,0.0,0.493265550131779,True, +expr_FGF4,FGF4,0.0,0.3330789513800121,True, +expr_HTR2A,HTR2A,0.0010131712259371835,0.3674320249090616,True, +expr_HAGHL,HAGHL,0.0,0.6743910967809487,True, +expr_SLC13A3,SLC13A3,0.0,0.6249392436787713,True, +expr_KRTAP13-3,KRTAP13-3,0.0,0.315674653118463,True, +expr_TP53INP2,TP53INP2,0.0,0.31248711036294524,True, +expr_OR7A10,OR7A10,0.0,0.2943624305868079,True, +expr_ANKRD31,ANKRD31,0.0,0.3255696037132623,True, +expr_SRGAP2C,SRGAP2C,0.0,0.25699440960334397,True, +expr_CDCP2,CDCP2,0.0,0.2475079432793232,True, +expr_ATP8B5P,ATP8B5P,0.0,0.3053399843164995,True, +expr_TPI1P2,TPI1P2,0.0,0.4512710796238846,True, +expr_GPATCH8,GPATCH8,0.0,0.12562235652093218,True, +expr_LINC00619,LINC00619,0.0,0.3363779098642895,True, +expr_C21orf49,C21orf49,0.0,0.2831433968090496,True, +expr_LRBA,LRBA,0.0,0.6229145211781323,True, +expr_PCDHA11,PCDHA11,0.0,0.6193923214984053,True, +expr_DIP2C,DIP2C,0.0,0.23056831332928887,True, +expr_CLEC1A,CLEC1A,0.0,0.3562667898760842,True, +expr_TBC1D29,TBC1D29,0.0,0.30230329957613616,True, +expr_ENDOV,ENDOV,0.0,0.3227193774926322,True, +expr_PFKFB4,PFKFB4,0.0,0.37036041882640486,True, +expr_HSD17B13,HSD17B13,0.0,0.2963087298851021,True, +expr_FTSJ2,FTSJ2,0.0,0.20475277460859456,True, +expr_NPY4R,NPY4R,0.0,0.25492237709386667,True, +expr_C11orf70,C11orf70,0.0,0.4255415086241863,True, +expr_CD5,CD5,0.0,0.9358139471288041,True, +expr_STX2,STX2,0.0,0.32110944397707175,True, +expr_SLC9A3R2,SLC9A3R2,0.0,1.158056722903767,True, +expr_ZNF213,ZNF213,0.0,0.2693542320096872,True, +expr_GFRA4,GFRA4,0.0,0.336692009207853,True, +expr_HCK,HCK,0.0,0.6692469094441724,True, +expr_EFNB1,EFNB1,0.0010131712259371835,0.46841419730948286,True, +expr_LCN8,LCN8,0.0,0.41369514246296585,True, +expr_THAP11,THAP11,0.0,0.16879573324994432,True, +expr_LINC00656,LINC00656,0.0,0.34531487423770924,True, +expr_LOC286359,LOC286359,0.0,0.3757571491679575,True, +expr_COL8A2,COL8A2,0.0,1.0105782985218377,True, +expr_DNA2,DNA2,0.0,0.28781405867014864,True, +expr_PIK3R6,PIK3R6,0.0,0.2593621504635233,True, +expr_OR5H1,OR5H1,0.0,0.3779636898360192,True, +expr_SERTM1,SERTM1,0.0,0.6027256867358178,True, +expr_LOC440292,LOC440292,0.0,0.2733566015991476,True, +expr_C15orf38-AP3S2,C15orf38-AP3S2,0.0,0.27496519226916993,True, +expr_EVX1,EVX1,0.0,0.9520967958801244,True, +expr_CCDC3,CCDC3,0.0,1.0617407089402557,True, +expr_ZNF230,ZNF230,0.0,0.19956224308315598,True, +expr_HLA-DRB4,HLA-DRB4,0.0,1.0581725357465286,True, +expr_NSL1,NSL1,0.0,0.2628144151567182,True, +expr_LOC100506548,LOC100506548,0.0,0.27519708800501247,True, +expr_MRPL36,MRPL36,0.0,0.37434713467067315,True, +expr_SLC22A18AS,SLC22A18AS,0.0,0.644382559595876,True, +expr_GATA1,GATA1,0.0,0.3049295690250459,True, +expr_TOP1P2,TOP1P2,0.0,0.27866831314913026,True, +expr_EFCAB13,EFCAB13,0.0,0.35256156921137916,True, +expr_XLOC_001987,XLOC_001987,0.0,1.6953864905923255,True, +expr_LINC00663,LINC00663,0.0,0.3405305973987727,True, +expr_GGT8P,GGT8P,0.0,0.3663202342950145,True, +expr_SNX22,SNX22,0.0,1.3513971379957073,True, +expr_STGC3,STGC3,0.0,0.2936289823183811,True, +expr_SPANXA2-OT1,SPANXA2-OT1,0.0,0.3738861121822959,True, +expr_NAG18,NAG18,0.0,0.36418928134614736,True, +expr_KLK4,KLK4,0.0,0.3077746775272053,True, +expr_TNAP,TNAP,0.0,0.3586340635160429,True, +expr_UBA2,UBA2,0.0,0.43795810793502976,True, +expr_LOC647323,LOC647323,0.0,0.34797967264907836,True, +expr_LOC102724229,LOC102724229,0.0,0.2755643867919632,True, +expr_HDGF,HDGF,0.0,0.4081085622222017,True, +expr_ZNF496,ZNF496,0.0,0.21224604360580146,True, +expr_CCZ1,CCZ1,0.013171225937183385,0.24320260027364451,True, +expr_HIST1H2BM,HIST1H2BM,0.0010131712259371835,0.9122534408914663,True, +expr_DHRSX,DHRSX,0.0,0.2844528755296822,True, +expr_IL6R,IL6R,0.0,0.39343989880021335,True, +expr_CAMK2A,CAMK2A,0.0,0.3129390960927467,True, +expr_SAPCD1,SAPCD1,0.0,0.34072886202812863,True, +expr_LSMEM1,LSMEM1,0.0,0.3598051367740095,True, +expr_SDC2,SDC2,0.0,0.7476800686344413,True, +expr_GLRX3,GLRX3,0.0010131712259371835,0.3319475891020844,True, +expr_LMO3,LMO3,0.0,1.2904554358663283,True, +expr_ITM2B,ITM2B,0.0,0.840597748840309,True, +expr_MIF4GD,MIF4GD,0.0,0.5218057353527776,True, +expr_IGFBP4,IGFBP4,0.0,0.923135040195305,True, +expr_NNAT,NNAT,0.0,0.662649755051105,True, +expr_OXT,OXT,0.0010131712259371835,0.25642323755654467,True, +expr_KRTAP13-1,KRTAP13-1,0.0,0.3325775452894313,True, +expr_KNCN,KNCN,0.0,0.3184706995355015,True, +expr_MTMR7,MTMR7,0.0,0.4762585673373665,True, +expr_IER5L,IER5L,0.0,0.3161666050782102,True, +expr_C19orf70,C19orf70,0.0,0.36663115837358823,True, +expr_NANOS1,NANOS1,0.0,2.036374955613759,True, +expr_POU5F1P3,POU5F1P3,0.0,0.24341623249009156,True, +expr_AMZ1,AMZ1,0.0,0.6776244956121577,True, +expr_RASGEF1C,RASGEF1C,0.0010131712259371835,0.396916486393865,True, +expr_SPATA31B1,SPATA31B1,0.0,0.3044160596911419,True, +expr_CT64,CT64,0.0,0.3763504403772035,True, +expr_GLYCAM1,GLYCAM1,0.0,0.4175791467669573,True, +expr_ALDH9A1,ALDH9A1,0.0,0.39353972626899436,True, +expr_RABEPK,RABEPK,0.0,0.27972424275516883,True, 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+expr_ACTG1P4,ACTG1P4,0.0,1.418185127199182,True, +expr_SYDE2,SYDE2,0.0,0.40977299191485256,True, +expr_TLDC2,TLDC2,0.0,0.3155236102544682,True, +expr_C2orf82,C2orf82,0.0,2.971969976278202,True, +expr_ANKRD34B,ANKRD34B,0.0010131712259371835,0.4142823440735407,True, +expr_DRICH1,DRICH1,0.0,0.5880318359639294,True, +expr_LOC158960,LOC158960,0.0,0.4097000615205781,True, +expr_ADM2,ADM2,0.0,0.32187097495547484,True, +expr_LOC101927530,LOC101927530,0.0,0.27692926612148405,True, +expr_WHAMMP3,WHAMMP3,0.0,0.2997007909509336,True, +expr_SPANXN3,SPANXN3,0.0,0.4036154750032489,True, +expr_LOC154761,LOC154761,0.0,0.2660218546602079,True, +expr_NXT2,NXT2,0.0,0.35870605895689567,True, +expr_ZNF790,ZNF790,0.0,0.24806572136190438,True, +expr_NAT8L,NAT8L,0.0,1.044062298497956,True, +expr_FAM200B,FAM200B,0.0,0.1942179605994391,True, +expr_ARHGAP23,ARHGAP23,0.0,0.3698208066325658,True, +expr_C8orf59,C8orf59,0.0,0.3731689116882851,True, +expr_METTL23,METTL23,0.0,0.2831163159583245,True, +expr_PWAR5,PWAR5,0.0,0.3978627711160127,True, +expr_DBIL5P2,DBIL5P2,0.0,0.3222774252134281,True, +expr_ZNF497,ZNF497,0.0,0.224468400942588,True, +expr_SGSM2,SGSM2,0.0,0.5145407366516744,True, +expr_C5orf58,C5orf58,0.0,0.9240962175387022,True, +expr_ANHX,ANHX,0.0,0.34209784327259435,True, +expr_ZNF605,ZNF605,0.0,0.37687035285707093,True, +expr_YDJC,YDJC,0.0,0.38089181536413086,True, +expr_ERVFRD-1,ERVFRD-1,0.0,0.36615905589808856,True, +expr_FAM230B,FAM230B,0.0,0.34592189218358926,True, +expr_EMR4P,EMR4P,0.0,0.312390428459369,True, +expr_SLC26A4-AS1,SLC26A4-AS1,0.0,0.3775211662555932,True, +expr_BCL2L15,BCL2L15,0.0,0.26784316760549765,True, +expr_RSBN1L,RSBN1L,0.0,0.207700019302272,True, +expr_ZNF674,ZNF674,0.0,0.3087999401282067,True, +expr_LINC00899,LINC00899,0.0010131712259371835,0.33289993112788213,True, +expr_LOC101060589,LOC101060589,0.0,0.35082683228119554,True, +expr_C11orf82,C11orf82,0.0,0.3333246577962602,True, +expr_MGC57346,MGC57346,0.0,0.31191490686893136,True, +expr_MROH3P,MROH3P,0.0,0.37346389473768926,True, +expr_ARVP6125,ARVP6125,0.0,0.33989509705849297,True, +expr_SLED1,SLED1,0.0,0.3501021639818605,True, +expr_SFTPA2,SFTPA2,0.0,0.3530213371961538,True, +expr_FLJ42393,FLJ42393,0.0,0.2525722795315854,True, +expr_LINC01121,LINC01121,0.0010131712259371835,0.33596327657065295,True, +expr_LOC401010,LOC401010,0.0,0.20234389556506624,True, +expr_CD300LD,CD300LD,0.0,0.35809866157143677,True, +expr_MROH5,MROH5,0.0,0.657839001712634,True, +expr_LINC00641,LINC00641,0.0010131712259371835,0.34909242065299845,True, +expr_LOC100128818,LOC100128818,0.0,0.3700513964374765,True, +expr_DEFB114,DEFB114,0.0010131712259371835,0.37639874175788623,True, +expr_LOC100133106,LOC100133106,0.0,0.36482496148565086,True, +expr_HIST1H3I,HIST1H3I,0.0010131712259371835,1.0043532499311274,True, +expr_TMEM14E,TMEM14E,0.0010131712259371835,0.3538748295568615,True, +expr_LOC400943,LOC400943,0.0,0.3406826067271849,True, +expr_YPLR6490,YPLR6490,0.0,0.3718343509378198,True, +expr_LOC401052,LOC401052,0.0,0.310244551371066,True, +expr_CDNF,CDNF,0.0,0.26276533518229894,True, +expr_KIAA1654,KIAA1654,0.0,0.27602556182180404,True, +expr_LACTBL1,LACTBL1,0.0,0.2833602995615956,True, +expr_CLEC18A,CLEC18A,0.0,0.3406964844008945,True, +expr_SYNGAP1,SYNGAP1,0.0,0.29985729774069486,True, +expr_IGKV1D-8,IGKV1D-8,0.0,2.1843271487945572,True, +expr_ZNF766,ZNF766,0.0,0.27366492442112206,True, +expr_FAM150A,FAM150A,0.0,0.36505732256112133,True, +expr_LOC100128993,LOC100128993,0.0,0.35283421981001245,True, +expr_DKFZP434H168,DKFZP434H168,0.0,0.3576669114705303,True, +expr_LOC100132099,LOC100132099,0.0,0.23233299261273968,True, +expr_IL31,IL31,0.0,0.3736092467032722,True, +expr_EHMT1-IT1,EHMT1-IT1,0.0,0.28911148123505775,True, +expr_CCDC166,CCDC166,0.0,0.28246733382010214,True, +expr_HOXB-AS3,HOXB-AS3,0.0,0.47894452235248713,True, +expr_ZNF847P,ZNF847P,0.0,0.37944790539869366,True, +expr_SIN3B,SIN3B,0.0,0.6464133741794903,True, +expr_IPCEF1,IPCEF1,0.0,0.287899119574427,True, +expr_LOC100996455,LOC100996455,0.0,0.3061412755352716,True, +expr_ADH1B,ADH1B,0.0,0.3883296010782318,True, +expr_FLJ38723,FLJ38723,0.0,0.38027306730704835,True, +expr_KLHL30-AS1,KLHL30-AS1,0.0,0.34392381346680095,True, +expr_ZNF425,ZNF425,0.0,0.3403109915324343,True, +expr_LOC100862671,LOC100862671,0.0,0.5729902928907253,True, +expr_ZNF70,ZNF70,0.0,0.20524826984502173,True, +expr_NUTM2D,NUTM2D,0.0,0.2323843434324178,True, +expr_LOC100132356,LOC100132356,0.0,0.2834714496928818,True, +expr_ECT2L,ECT2L,0.0,0.3578825640880381,True, +expr_WSCD1,WSCD1,0.0,0.2943979212222314,True, +expr_KDM6B,KDM6B,0.0,0.23719302744245094,True, +expr_CCDC186,CCDC186,0.0,0.25009466088328103,True, +expr_CERS3,CERS3,0.0,0.250261637441486,True, +expr_C1orf177,C1orf177,0.0,0.241603603524486,True, +expr_GAGE1,GAGE1,0.0,0.37333848290959265,True, +expr_FBXL19-AS1,FBXL19-AS1,0.0,0.22792221947783697,True, +expr_SCUBE3,SCUBE3,0.0,0.4784753463889376,True, +expr_CACHD1,CACHD1,0.0,0.2561735685749392,True, +expr_GPR83,GPR83,0.0,0.40071022058831685,True, +expr_ZNF517,ZNF517,0.0,0.2814773089759015,True, +expr_GP5,GP5,0.0,0.32605842834477383,True, +expr_ZNF788,ZNF788,0.0,0.2878735731412055,True, +expr_PAPOLB,PAPOLB,0.0,0.35699672536263727,True, +expr_TAX1BP1,TAX1BP1,0.0,0.3296736930311681,True, +expr_CARS,CARS,0.0,0.2510456794680389,True, +expr_QTRT1,QTRT1,0.0,0.3995470583956839,True, +expr_CDK11A,CDK11A,0.0,0.2122176638566768,True, +expr_DPP4,DPP4,0.0,0.700378925396538,True, +expr_PROK2,PROK2,0.0,0.6148002899625219,True, +expr_EOMES,EOMES,0.0,0.9042421301062187,True, +expr_HTR1A,HTR1A,0.0,0.268293562985288,True, +expr_LOC100287869,LOC100287869,0.0,0.3421480638316709,True, +expr_SLC16A10,SLC16A10,0.0,0.4428469627982362,True, +expr_EBAG9,EBAG9,0.0,0.36627676083046684,True, +expr_RNF20,RNF20,0.0,0.17120166497804795,True, +expr_PPP3CB,PPP3CB,0.0,0.21799768473291084,True, +expr_MFRP,MFRP,0.0,0.27481400527200106,True, +expr_PFKM,PFKM,0.0,0.5593738502271166,True, +expr_USP39,USP39,0.0,0.15485234143262616,True, +expr_PRINS,PRINS,0.0,1.0623903403520127,True, +expr_CXorf65,CXorf65,0.0,0.6252664663060106,True, +expr_TPTE2P5,TPTE2P5,0.0,0.3113970881904012,True, +expr_LOC541473,LOC541473,0.0010131712259371835,0.37553137201846387,True, +expr_KCNJ2-AS1,KCNJ2-AS1,0.0,0.39000289720720427,True, +expr_MCM2,MCM2,0.0,0.6242992871310008,True, +expr_GOLGA6C,GOLGA6C,0.0,0.6589235747560432,True, +expr_B4GALT4,B4GALT4,0.0,0.2948299666274948,True, +expr_DCUN1D3,DCUN1D3,0.0,0.16058876951697293,True, +expr_CRNDE,CRNDE,0.0,0.5856538219544093,True, +expr_LINC00087,LINC00087,0.0,0.5170432961365071,True, +expr_FAM47B,FAM47B,0.0,0.3576323527735537,True, +expr_BCAR4,BCAR4,0.0,1.070886082889437,True, +expr_CBY3,CBY3,0.0,0.3162259687080424,True, +expr_SFTPD,SFTPD,0.0,0.690095423451049,True, +expr_MIR155HG,MIR155HG,0.0,0.38318944387392234,True, +expr_LOC145783,LOC145783,0.0,0.2523882118238057,True, +expr_CCDC144NL,CCDC144NL,0.0,0.3543680057697227,True, +expr_ZUFSP,ZUFSP,0.0,0.2111397761313694,True, +expr_PAGE2B,PAGE2B,0.0,0.7553950051770484,True, +expr_SFSWAP,SFSWAP,0.0,0.25321276464000086,True, +expr_ZFAT,ZFAT,0.0,0.24420992123903038,True, +expr_TMEM171,TMEM171,0.0,0.4028231024844919,True, +expr_IYD,IYD,0.0,0.63444601901553,True, +expr_GGACT,GGACT,0.0,0.47388960668472824,True, +expr_ZCCHC13,ZCCHC13,0.0,0.6412755726462708,True, +expr_LINC00189,LINC00189,0.0,0.3461215341566196,True, +expr_CHST9,CHST9,0.0,0.7416550476823837,True, +expr_C14orf23,C14orf23,0.0,0.33566684766797134,True, +expr_CHTF8,CHTF8,0.0,0.28996983264659926,True, +expr_C11orf85,C11orf85,0.0,0.3290965468556277,True, +expr_LINC00999,LINC00999,0.0,0.296462590013704,True, +expr_PKDCC,PKDCC,0.0,0.6815132971171122,True, +expr_UBL4B,UBL4B,0.0,0.2621993070335178,True, +expr_ZNF592,ZNF592,0.0,0.24078833685110082,True, +expr_XLOC_007348,XLOC_007348,0.0,0.3024939324636844,True, 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+expr_FRMPD3,FRMPD3,0.0,0.4174863829601075,True, +expr_MEGF9,MEGF9,0.0,0.6133469773238935,True, +expr_ZNF284,ZNF284,0.0,0.2573217136440187,True, +expr_TEKT5,TEKT5,0.0,0.9600075387710962,True, +expr_SAMD13,SAMD13,0.0,0.6283782689644609,True, +expr_FAM71C,FAM71C,0.0,0.3519803582273712,True, +expr_CECR5-AS1,CECR5-AS1,0.0,0.7175016787600099,True, +expr_ANKRD20A9P,ANKRD20A9P,0.0,0.3218294739756706,True, +expr_FLJ20021,FLJ20021,0.0,0.2852773572102736,True, +expr_FAM86JP,FAM86JP,0.0,0.35226777072760473,True, +expr_AKAP1,AKAP1,0.0,0.4370166323547763,True, +expr_ZYG11A,ZYG11A,0.0,0.46855061654835556,True, +expr_BRE,BRE,0.0,0.19756693533116432,True, +expr_UNQ6494,UNQ6494,0.0,0.32306645182039767,True, +expr_SPON1,SPON1,0.0010131712259371835,1.6282889895728665,True, +expr_XKR4,XKR4,0.0,0.45282284999194694,True, +expr_LOC388242,LOC388242,0.0,0.7490783509234178,True, +expr_HTATSF1P2,HTATSF1P2,0.0,2.02515039900874,True, +expr_THOC7,THOC7,0.0,0.24380336685995965,True, 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+expr_FAM189A1,FAM189A1,0.0,0.6111344666218952,True, +expr_MEMO1,MEMO1,0.0,0.28533826494353653,True, +expr_C3P1,C3P1,0.0,0.390026771876774,True, +expr_OCM2,OCM2,0.0,0.22797834040036175,True, +expr_ARMC12,ARMC12,0.0,0.3160146475949194,True, +expr_LOC100130331,LOC100130331,0.0010131712259371835,0.4081421987224824,True, +expr_ATP6V0E2-AS1,ATP6V0E2-AS1,0.0,0.42899374204537916,True, +expr_OOEP,OOEP,0.0,0.5654591493439846,True, +expr_MAP3K9,MAP3K9,0.0010131712259371835,0.256876227043644,True, +expr_LINC00900,LINC00900,0.0,0.2880282847577987,True, +expr_SPIC,SPIC,0.0,0.47285538367743174,True, +expr_LPPR4,LPPR4,0.0,0.28507973046781415,True, +expr_LINC00515,LINC00515,0.0010131712259371835,0.31052549461618856,True, +expr_LAMB2P1,LAMB2P1,0.0,0.25138951636450657,True, +expr_C6orf226,C6orf226,0.0,0.4026298545343159,True, +expr_PPM1D,PPM1D,0.0,0.34762899908964456,True, +expr_DKFZp434L192,DKFZp434L192,0.0,0.28098182233692,True, +expr_C17orf100,C17orf100,0.0,0.2537892676445463,True, +expr_FAM72D,FAM72D,0.0,0.6732408283063412,True, +expr_ZNF398,ZNF398,0.0,0.2215955805639884,True, +expr_STAC2,STAC2,0.0,4.7009836715737,True, +expr_IQCF3,IQCF3,0.0010131712259371835,0.2886976155359722,True, +expr_SKIDA1,SKIDA1,0.0,0.37704968146782025,True, +expr_BEAN1,BEAN1,0.0,0.49666870304710986,True, +expr_LOC202181,LOC202181,0.0,0.3064613038364596,True, +expr_LOC389641,LOC389641,0.0,0.2515229414292797,True, +expr_KIF5C,KIF5C,0.0,1.6502824524312312,True, +expr_TPTE2P1,TPTE2P1,0.0,0.29443108927050643,True, +expr_CTXN1,CTXN1,0.0,0.6612546056143236,True, +expr_ERI3,ERI3,0.0,0.25737568221398444,True, +expr_LINC00162,LINC00162,0.0,0.6930755804306645,True, +expr_UBE2E2,UBE2E2,0.0,0.3032473719874221,True, +expr_ECEL1,ECEL1,0.0,1.1214387014068146,True, +expr_POTEKP,POTEKP,0.0,0.6202630750092849,True, +expr_USP27X-AS1,USP27X-AS1,0.0,0.23117969954283085,True, +expr_LOC102725134,LOC102725134,0.0,0.5707804597314379,True, +expr_RCAN2,RCAN2,0.0,0.5328128315167902,True, +expr_PGM5-AS1,PGM5-AS1,0.0010131712259371835,0.34756906927759684,True, +expr_FOLH1B,FOLH1B,0.0,0.8248558104129571,True, +expr_DSP,DSP,0.0,1.2587777466180716,True, +expr_LHFPL3,LHFPL3,0.0,0.36227938501481777,True, +expr_FAM47C,FAM47C,0.0,0.3924311925872821,True, +expr_C21orf37,C21orf37,0.0,0.3278314335033398,True, +expr_C12orf56,C12orf56,0.0,0.5862776816585418,True, +expr_KLRF1,KLRF1,0.0,0.3760066733677832,True, +expr_SORCS3-AS1,SORCS3-AS1,0.0,0.3619491554167552,True, +expr_UBR5,UBR5,0.0,0.2907932682023345,True, +expr_ZNF295-AS1,ZNF295-AS1,0.0,0.5111868786600939,True, +expr_ASIC2,ASIC2,0.0,0.6598404103994636,True, +expr_FAM86FP,FAM86FP,0.0,0.19798331864626673,True, +expr_TCTEX1D1,TCTEX1D1,0.0,0.27416148115212047,True, +expr_LOC102724631,LOC102724631,0.0,1.446558810793235,True, +expr_LOC284801,LOC284801,0.0,0.37381762569385807,True, +expr_ABRACL,ABRACL,0.0,0.6709626022475772,True, +expr_CBWD2,CBWD2,0.0,0.3966875224165827,True, +expr_FLJ33534,FLJ33534,0.0,0.33019862819344487,True, +expr_TMEM240,TMEM240,0.0,0.2577077891194649,True, +expr_LINC00935,LINC00935,0.0010131712259371835,0.3402795722155435,True, +expr_LINC00221,LINC00221,0.0,0.46164041969363123,True, +expr_LINC00491,LINC00491,0.002026342451874367,0.3087088815658636,True, +expr_C12orf75,C12orf75,0.0,0.6913789060713028,True, +expr_SGMS1,SGMS1,0.0,0.4348768848824588,True, +expr_VSIG1,VSIG1,0.0,0.2295131553786047,True, +expr_CD8A,CD8A,0.0,0.914668088263289,True, +expr_KIAA1257,KIAA1257,0.0,1.077061868510351,True, +expr_PRSS38,PRSS38,0.0,0.31067693753804526,True, +expr_ZMAT4,ZMAT4,0.0010131712259371835,0.7307191695769603,True, +expr_LOC101060161,LOC101060161,0.0,0.46657785322204354,True, +expr_IQCF2,IQCF2,0.0,0.25312613466137807,True, +expr_FAM35BP,FAM35BP,0.0,0.2338017189669554,True, +expr_CAPN14,CAPN14,0.0,0.3026893230833716,True, +expr_C1orf189,C1orf189,0.0,0.24558463453400795,True, +expr_AGBL2,AGBL2,0.0,0.4365120280895615,True, +expr_HOTAIR,HOTAIR,0.0,0.6587317927955572,True, +expr_ANAPC13,ANAPC13,0.0,0.3141581664602754,True, +expr_KRT16P1,KRT16P1,0.0,2.8193136978860798,True, +expr_MSX2P1,MSX2P1,0.0,1.224005729621739,True, +expr_LOC400043,LOC400043,0.0,0.49729983427802055,True, +expr_TTC8,TTC8,0.0,0.4947387615194951,True, +expr_ANKS3,ANKS3,0.0,0.2507353530569337,True, +expr_POLA1,POLA1,0.0,0.20884653609540024,True, +expr_LOC100289090,LOC100289090,0.0,0.8821880675731983,True, +expr_CT45A5,CT45A5,0.0,1.7550570652478574,True, +expr_TXNRD3,TXNRD3,0.0,0.3252011542585886,True, +expr_RBAK-RBAKDN,RBAK-RBAKDN,0.0,1.2037357917715303,True, +expr_PLEKHH3,PLEKHH3,0.0010131712259371835,0.4683855253692156,True, +expr_LBX1-AS1,LBX1-AS1,0.0,0.412452596753746,True, +expr_LOC399815,LOC399815,0.0,0.3231410533691844,True, +expr_CRISP2,CRISP2,0.0,1.1498820903077394,True, +expr_C9orf135-AS1,C9orf135-AS1,0.0,0.34707416026669397,True, +expr_SELV,SELV,0.0,0.39340416056959826,True, +expr_LOC441601,LOC441601,0.0,0.3789105569926214,True, +expr_LOC101927799,LOC101927799,0.0,0.49762830628051197,True, +expr_LINC00857,LINC00857,0.0,0.3277824658038852,True, +expr_RCN2,RCN2,0.0,0.3568494761528031,True, +expr_MEIG1,MEIG1,0.0,0.3119788262998669,True, +expr_ACTL8,ACTL8,0.0,1.9898299923228158,True, +expr_JMY,JMY,0.0,0.17978010833013575,True, +expr_LINC00239,LINC00239,0.0,0.41174346145847895,True, +expr_SPDYE5,SPDYE5,0.0010131712259371835,0.2860553969665787,True, +expr_SLC25A52,SLC25A52,0.0,0.22605979303677287,True, +expr_LOC441461,LOC441461,0.0,0.48836351195448124,True, +expr_TMEM170B,TMEM170B,0.0,0.29668874046693644,True, +expr_RNF151,RNF151,0.0,0.2611108670118224,True, +expr_DMRTC1,DMRTC1,0.0,0.8629472043049974,True, +expr_CCDC180,CCDC180,0.0,0.37118823114267135,True, +expr_COLCA1,COLCA1,0.0,0.9071812451205693,True, +expr_DLX6-AS1,DLX6-AS1,0.0,0.41523681457309763,True, +expr_LOC728323,LOC728323,0.0,0.47322159194761887,True, +expr_DXO,DXO,0.0,0.2953221636372744,True, +expr_ST7-AS1,ST7-AS1,0.0,0.506169982207194,True, +expr_AARD,AARD,0.0,4.35591113531841,True, +expr_ZNF511,ZNF511,0.0,0.2908039756285409,True, +expr_FUNDC2P2,FUNDC2P2,0.0,0.2704526134809515,True, +expr_SERPINB9P1,SERPINB9P1,0.0,0.2944111975404319,True, +expr_C15orf62,C15orf62,0.0,0.21598559815914387,True, +expr_LOC441052,LOC441052,0.0,0.3452696352827487,True, +expr_CCDC178,CCDC178,0.0,0.3582675106746365,True, +expr_ROPN1,ROPN1,0.0,7.213073932505243,True, +expr_PHLDB3,PHLDB3,0.0,0.6999208693201282,True, +expr_TCEAL5,TCEAL5,0.0,0.933511338462628,True, +expr_MNX1-AS1,MNX1-AS1,0.0,2.950284533400365,True, +expr_YBEY,YBEY,0.0010131712259371835,0.4701366394172189,True, +expr_ISM1,ISM1,0.0,0.9957447444919055,True, +expr_TDRD3,TDRD3,0.0,0.2008603577418292,True, +expr_LOC100126784,LOC100126784,0.0,0.3149274945765468,True, +expr_NPIPB6,NPIPB6,0.0,0.26506840643218993,True, +expr_BRD7,BRD7,0.0,0.1884093085103509,True, +expr_C15orf56,C15orf56,0.0,0.3258342977120808,True, +expr_CTXN3,CTXN3,0.0,0.3704497194401587,True, +expr_LINC00520,LINC00520,0.0,0.3367454458046755,True, +expr_DKFZp779M0652,DKFZp779M0652,0.0,0.569950870613605,True, +expr_FAM86DP,FAM86DP,0.0,0.29118254069570576,True, +expr_LONRF2,LONRF2,0.0,2.0267609247808336,True, +expr_FLVCR1-AS1,FLVCR1-AS1,0.0,0.3983988916513049,True, +expr_ATAD2B,ATAD2B,0.0,0.24811918165494898,True, +expr_KCTD5,KCTD5,0.0,0.13043002554128186,True, +expr_C10orf90,C10orf90,0.0,0.47085122335043,True, +expr_SCGB2B2,SCGB2B2,0.0,0.463415922297471,True, +expr_FLJ31356,FLJ31356,0.0,0.3852385692718768,True, +expr_PRRT1,PRRT1,0.0,0.20262713206509855,True, +expr_TCEAL6,TCEAL6,0.0010131712259371835,0.8307922859875992,True, +expr_ANKRD30BP3,ANKRD30BP3,0.0,0.3211840547127449,True, +expr_PRPS1L1,PRPS1L1,0.0,0.305099088687933,True, +expr_GLT1D1,GLT1D1,0.0,0.4491971309361723,True, +expr_FMNL2,FMNL2,0.0,0.4085175596445586,True, +expr_SPATA3-AS1,SPATA3-AS1,0.0,0.3319167064698887,True, +expr_FAM218A,FAM218A,0.0,0.28902647914796614,True, +expr_C4orf47,C4orf47,0.0,0.4233020881179395,True, +expr_TECPR1,TECPR1,0.0,0.42017516569833363,True, +expr_SUN2,SUN2,0.0,0.5011144320672901,True, +expr_CLEC16A,CLEC16A,0.0,0.2768144934654921,True, +expr_CHAC2,CHAC2,0.0,0.3474711459367522,True, +expr_CENPVP2,CENPVP2,0.0,0.4084851496715406,True, +expr_PAQR9,PAQR9,0.0,0.3393157856993192,True, +expr_CCDC172,CCDC172,0.0,0.33244409427273913,True, +expr_DLGAP1-AS4,DLGAP1-AS4,0.0,0.2906417261895062,True, +expr_PALM3,PALM3,0.0,0.3450279265188946,True, +expr_DNAJC24,DNAJC24,0.0,0.24310881244859464,True, +expr_LRRC75B,LRRC75B,0.0,0.7765343711765874,True, +expr_NEURL1B,NEURL1B,0.0,0.3572526117064698,True, +expr_C2orf80,C2orf80,0.0,0.3674561946975473,True, +expr_SPTSSB,SPTSSB,0.0,2.2604560996058845,True, +expr_LOC729911,LOC729911,0.0,0.35160522848364606,True, +expr_HORMAD1,HORMAD1,0.0,1.6791481333095644,True, +expr_RIPPLY1,RIPPLY1,0.0,0.4007347171986791,True, +expr_LOC157740,LOC157740,0.0,0.3400738787377549,True, +expr_UCA1,UCA1,0.0,1.4580507990921854,True, +expr_LINC00608,LINC00608,0.0,0.344907599607373,True, +expr_CETN4P,CETN4P,0.0,0.2951728177813244,True, +expr_CD300E,CD300E,0.0010131712259371835,0.3570266514366754,True, +expr_FAM196A,FAM196A,0.0,2.0162520268074635,True, +expr_SPDYE8P,SPDYE8P,0.0010131712259371835,0.3119585386185501,True, +expr_P2RX6P,P2RX6P,0.0010131712259371835,0.35438115757160077,True, +expr_H1FNT,H1FNT,0.0,0.27353951152009554,True, +expr_RPS10P7,RPS10P7,0.0,1.623478670176078,True, +expr_FAM9B,FAM9B,0.0,0.3546463451535,True, +expr_TCTE1,TCTE1,0.0010131712259371835,0.26848012793640635,True, +expr_FAM69C,FAM69C,0.0,0.41065844319967065,True, +expr_ZNF30,ZNF30,0.0,0.26133401603219253,True, +expr_SYCE2,SYCE2,0.0,0.3018013158851903,True, +expr_ULK4P1,ULK4P1,0.0,0.24870568763775586,True, +expr_C9,C9,0.0,0.3111924653746116,True, +expr_FAM180A,FAM180A,0.0,0.22006643797743,True, +expr_ZNF667-AS1,ZNF667-AS1,0.0,0.7641009697227945,True, +expr_LOC401176,LOC401176,0.0,0.319992708336341,True, +expr_FBXO39,FBXO39,0.0,0.318938776693351,True, +expr_TIGD2,TIGD2,0.0,0.5142648516248618,True, +expr_SHC2,SHC2,0.0,1.3521477210127402,True, +expr_PARD6B,PARD6B,0.0,2.0100843947639526,True, +expr_TBC1D30,TBC1D30,0.0,0.3587846999881745,True, +expr_LOC101929541,LOC101929541,0.0,0.45424955988114996,True, +expr_ZNF831,ZNF831,0.0,1.1033211398757918,True, +expr_TMEM17,TMEM17,0.0,0.2932179787444889,True, +expr_SERTAD4-AS1,SERTAD4-AS1,0.0,1.0017500199918237,True, +expr_ARL16,ARL16,0.0,0.41948918367656945,True, +expr_TTI2,TTI2,0.0,0.20920008444339225,True, +expr_TDRD9,TDRD9,0.0,1.1473736932813248,True, +expr_MKRN7P,MKRN7P,0.0,0.2877604740549073,True, +expr_NPIPB3,NPIPB3,0.0010131712259371835,0.28543002325787187,True, +expr_E2F7,E2F7,0.0,0.39980747663252986,True, +expr_C1orf53,C1orf53,0.0,0.5914301766130516,True, +expr_EGFL7,EGFL7,0.0,0.8569194164579862,True, +expr_LINC00347,LINC00347,0.0,0.4058476275723668,True, +expr_HEPN1,HEPN1,0.0,0.28559316057615775,True, +expr_LOC100131138,LOC100131138,0.0,1.0608337419989549,True, +expr_PIH1D3,PIH1D3,0.0,0.39713536746940215,True, +expr_CEP19,CEP19,0.0,0.2139419494325317,True, +expr_C17orf105,C17orf105,0.0,0.3590250567464783,True, +expr_HCG27,HCG27,0.0,0.27311638433089125,True, +expr_DMRT2,DMRT2,0.0010131712259371835,0.3602589352047144,True, +expr_TMED8,TMED8,0.0,0.18819119996676145,True, +expr_C20orf202,C20orf202,0.0,0.3342005011685036,True, +expr_LOC100507205,LOC100507205,0.0,0.25190792748707874,True, +expr_C11orf83,C11orf83,0.0,0.378835778334519,True, +expr_LINC00319,LINC00319,0.0,0.41134495296237095,True, +expr_IRAK1BP1,IRAK1BP1,0.0,0.3973356266457463,True, +expr_FLJ26850,FLJ26850,0.0,0.3408500659723877,True, +expr_CCDC58,CCDC58,0.0,0.7991848073876966,True, +expr_TMEM161B-AS1,TMEM161B-AS1,0.0,0.808754038293828,True, +expr_TRIM61,TRIM61,0.0,0.25033928974849334,True, +expr_LINC00661,LINC00661,0.0010131712259371835,0.36056090442164185,True, +expr_FLJ90680,FLJ90680,0.0,0.3632417454402419,True, +expr_RIPPLY2,RIPPLY2,0.0,0.4356429248214684,True, +expr_LOC100996404,LOC100996404,0.0,0.3509738883465805,True, +expr_ISX,ISX,0.0,0.6498989464151292,True, +expr_SPATA8,SPATA8,0.0,0.2819901342657178,True, +expr_WDR75,WDR75,0.0010131712259371835,0.3459795684892348,True, +expr_LOC645166,LOC645166,0.0,0.5987764596141326,True, +expr_LOC286382,LOC286382,0.0,0.36745220428287084,True, +expr_LOC100506253,LOC100506253,0.0,0.477376831835277,True, +expr_FAM109B,FAM109B,0.0,0.32111115488394726,True, +expr_C6orf132,C6orf132,0.0,0.4840153356564569,True, +expr_LOC440173,LOC440173,0.0,0.40263755021541947,True, +expr_LOC401317,LOC401317,0.0,0.49486543572929853,True, +expr_ELFN2,ELFN2,0.0,0.4085995982999818,True, +expr_LOC100133091,LOC100133091,0.0,0.23189210403765673,True, +expr_PSG5,PSG5,0.0,0.28480011133252553,True, +expr_FBLL1,FBLL1,0.0,1.4461769521729804,True, +expr_ZFAND6,ZFAND6,0.0,0.4130251441662176,True, +expr_HCG26,HCG26,0.0,0.4071939925197373,True, +expr_C16orf78,C16orf78,0.0,0.26256128089368996,True, +expr_MGC70870,MGC70870,0.0,0.9479639682886695,True, +expr_LRRC72,LRRC72,0.0010131712259371835,0.2883829056629425,True, +expr_ARHGEF37,ARHGEF37,0.0,0.8019489016748479,True, +expr_SLC45A1,SLC45A1,0.0,0.310114445310131,True, +expr_SUMO1P3,SUMO1P3,0.0,0.8319363407780375,True, +expr_SSMEM1,SSMEM1,0.0,0.3359481771895174,True, +expr_C2orf66,C2orf66,0.0,0.2918906136741777,True, +expr_FKBP15,FKBP15,0.0,0.22311965707603099,True, +expr_LOC645195,LOC645195,0.0,0.42548553367559944,True, +expr_COL6A6,COL6A6,0.0,0.9586436846504457,True, +expr_LOC101927764,LOC101927764,0.0,0.5533662974110858,True, +expr_EIF3J-AS1,EIF3J-AS1,0.0,0.2563093781360319,True, +expr_LOC643355,LOC643355,0.0,0.471807178223568,True, +expr_FAM187B,FAM187B,0.0,0.29427473253057224,True, +expr_LOC389834,LOC389834,0.0,0.25810139124806886,True, +expr_UTS2B,UTS2B,0.0,0.3304056899624808,True, +expr_NOP14,NOP14,0.0,0.2064861996399444,True, +expr_HAR1A,HAR1A,0.0,0.42034665651403397,True, +expr_LOC100129781,LOC100129781,0.0,0.3907809235259026,True, +expr_MIR497HG,MIR497HG,0.0,0.3477667880920713,True, +expr_DDX11L2,DDX11L2,0.0,0.2971478541810456,True, +expr_RGS9BP,RGS9BP,0.0,0.35682379450943313,True, +expr_LOC100288594,LOC100288594,0.0010131712259371835,0.24702587876512813,True, +expr_LOC220729,LOC220729,0.0,0.3440085724964971,True, +expr_C5orf52,C5orf52,0.0,0.3377212533274206,True, +expr_C1orf101,C1orf101,0.0,0.27142352982702184,True, +expr_C12orf50,C12orf50,0.0,0.31610953577549683,True, +expr_DNAH10,DNAH10,0.0,0.290143687507219,True, +expr_LOC149703,LOC149703,0.0,0.27293870456019953,True, +expr_FLJ45248,FLJ45248,0.0,0.2594262111820844,True, +expr_CDC26,CDC26,0.0,0.24176255768892255,True, +expr_PRDM10,PRDM10,0.0,0.11754696550161728,True, +expr_SDHAF1,SDHAF1,0.0,0.26814490036609656,True, +expr_LOC389033,LOC389033,0.0,0.6871844013111482,True, +expr_GAS5,GAS5,0.0,0.6913218674467982,True, +expr_TEKT4,TEKT4,0.0,0.3750207284613809,True, +expr_LINC00261,LINC00261,0.0,0.32124396244547404,True, +expr_TM4SF1,TM4SF1,0.0010131712259371835,2.1133425074117156,True, +expr_LOC100270746,LOC100270746,0.002026342451874367,0.8698860129293102,True, +expr_PTCHD2,PTCHD2,0.0,0.3471017911925549,True, +expr_PRKCQ-AS1,PRKCQ-AS1,0.0,1.1131065497780313,True, +expr_LOC101930608,LOC101930608,0.0,0.6514265863624279,True, +expr_LOC284412,LOC284412,0.0,0.29917234873035375,True, +expr_LINC01366,LINC01366,0.0,0.3169722807020958,True, +expr_XKR5,XKR5,0.002026342451874367,0.3979218930160117,True, +expr_DPPA5,DPPA5,0.0,0.391770185521737,True, +expr_HES5,HES5,0.0,0.7781719428251618,True, +expr_AWAT1,AWAT1,0.0,0.38082263911523045,True, +expr_BANF2,BANF2,0.0,0.3217620344929114,True, +expr_MSL3P1,MSL3P1,0.0,0.7629660485570522,True, +expr_BBS12,BBS12,0.0,0.21369292397920686,True, +expr_TSC22D1-AS1,TSC22D1-AS1,0.0010131712259371835,0.28974441449910304,True, +expr_LINC00371,LINC00371,0.0,0.24763173269789945,True, +expr_CCDC114,CCDC114,0.0,0.2688936101976351,True, +expr_TBC1D3C,TBC1D3C,0.0,0.3125871356239215,True, +expr_ZFP69,ZFP69,0.0,0.1758667832237682,True, +expr_CDH15,CDH15,0.0,0.6756141533294121,True, +expr_CHIC1,CHIC1,0.0010131712259371835,0.21838444909678964,True, +expr_TNFRSF4,TNFRSF4,0.0,0.47269369131783595,True, +expr_AGPAT2,AGPAT2,0.0,0.5594255902012638,True, +expr_C21orf54,C21orf54,0.0,0.3704456943588587,True, +expr_CHGA,CHGA,0.0,1.659804679837097,True, +expr_TCTN3,TCTN3,0.0,0.1591496500287322,True, +expr_NLRP11,NLRP11,0.0,0.3366408106819864,True, +expr_SEPT14,SEPT14,0.0,0.3129344951015481,True, +expr_ZNF81,ZNF81,0.0,0.2702762388226632,True, +expr_SOGA3,SOGA3,0.0,0.34877217593789167,True, +expr_KIF26A,KIF26A,0.0,0.37313755127289,True, +expr_ABCA17P,ABCA17P,0.0,0.5885458184430011,True, +expr_CRADD,CRADD,0.0,0.3736093962696565,True, +expr_ADARB2-AS1,ADARB2-AS1,0.0,0.6172678912929688,True, +expr_MAGEA9,MAGEA9,0.0,1.9088350959628515,True, +expr_APCDD1L,APCDD1L,0.0,1.272779206997903,True, +expr_SI,SI,0.0,0.3863843481627777,True, +expr_ARRDC5,ARRDC5,0.0,0.3084784583800398,True, +expr_KCNB2,KCNB2,0.0,0.3658961006349155,True, +expr_CCSER1,CCSER1,0.0,0.36099668152809217,True, +expr_RPLP0P2,RPLP0P2,0.0,0.9565787508486516,True, +expr_ZNF620,ZNF620,0.0,0.6909709483188492,True, +expr_TAS2R39,TAS2R39,0.0,0.2932891624384321,True, +expr_OR2M2,OR2M2,0.0,0.34931176054311414,True, +expr_ZNF169,ZNF169,0.0,0.20457293343169408,True, +expr_LOC100131496,LOC100131496,0.0,0.35590790147282964,True, +expr_ATP13A5,ATP13A5,0.0,0.5223209657708313,True, +expr_MGC16275,MGC16275,0.0,0.22314533082314772,True, +expr_ZNF804A,ZNF804A,0.0,0.35884675496155183,True, +expr_LOC101928154,LOC101928154,0.0,0.5067096345022116,True, +expr_NKPD1,NKPD1,0.0010131712259371835,0.2690603541971604,True, +expr_UVSSA,UVSSA,0.0,0.28044970002668945,True, +expr_HP09025,HP09025,0.0010131712259371835,0.32754381295130813,True, +expr_ANAPC16,ANAPC16,0.0,0.273882973010802,True, +expr_ERV9-1,ERV9-1,0.0,0.6360278701185985,True, +expr_LINC00282,LINC00282,0.0,0.34699874979265405,True, +expr_LOC100996634,LOC100996634,0.0,0.4035844640338586,True, +expr_DKFZP434K028,DKFZP434K028,0.0,0.3191821940316105,True, +expr_TMEM99,TMEM99,0.0,0.4696352518197099,True, +expr_PCDHGC5,PCDHGC5,0.0010131712259371835,0.28378895855515757,True, +expr_MIRLET7BHG,MIRLET7BHG,0.0,0.6163496260624801,True, +expr_RBBP8NL,RBBP8NL,0.0010131712259371835,0.19835132194990515,True, +expr_C1orf192,C1orf192,0.0,0.40759848133449117,True, +expr_MYADML,MYADML,0.0,0.2763769097571982,True, +expr_BLACAT1,BLACAT1,0.0,0.34658829461610874,True, +expr_FAM216B,FAM216B,0.0,0.8002150739906525,True, +expr_MLLT4-AS1,MLLT4-AS1,0.0,1.3843011454451384,True, +expr_FBXL22,FBXL22,0.0,0.3188670654430597,True, +expr_ZDHHC8,ZDHHC8,0.0,0.5403879991098106,True, +expr_FRMD7,FRMD7,0.002026342451874367,0.38518885083355925,True, +expr_C10orf67,C10orf67,0.0,0.3307958703516279,True, +expr_HFM1,HFM1,0.0,0.3557834942630334,True, +expr_FAM25A,FAM25A,0.0,3.0014673941631074,True, +expr_C9orf84,C9orf84,0.0,0.42640855406636324,True, +expr_SPATA7,SPATA7,0.0,0.20468815321360048,True, +expr_FHOD3,FHOD3,0.0,0.9273628513867102,True, +expr_XIRP1,XIRP1,0.0,0.30639103572458676,True, +expr_WDR88,WDR88,0.0,0.3598567606858204,True, +expr_RPRML,RPRML,0.0,1.0978254965848482,True, +expr_APOBEC3H,APOBEC3H,0.0,0.30730633025662385,True, +expr_WDR93,WDR93,0.0,0.2912811106241781,True, +expr_LINC00944,LINC00944,0.0,0.4309746849258342,True, +expr_LOC440330,LOC440330,0.0,0.38301134011730514,True, +expr_LOC285740,LOC285740,0.0,0.3184717107194183,True, +expr_LOC650293,LOC650293,0.0,0.36812336932490675,True, +expr_FAM19A3,FAM19A3,0.0,0.8336712501720748,True, +expr_PGPEP1L,PGPEP1L,0.0,0.43369783232166087,True, +expr_PTDSS2,PTDSS2,0.0,0.6116694758690945,True, +expr_LOC100506797,LOC100506797,0.0,0.5992917197740432,True, +expr_ICE1,ICE1,0.0,0.19868197573525745,True, +expr_LOC284648,LOC284648,0.0,0.3783828997609655,True, +expr_KLHL17,KLHL17,0.0,0.32994581666445455,True, +expr_ZSCAN12P1,ZSCAN12P1,0.0,0.34988252907333844,True, +expr_MSS51,MSS51,0.0,0.37422406475894837,True, +expr_CYP1B1-AS1,CYP1B1-AS1,0.0,0.29471356708335,True, +expr_FER1L5,FER1L5,0.0,0.3563192305484366,True, +expr_JAZF1,JAZF1,0.0,0.2954854522688568,True, +expr_ZNF740,ZNF740,0.0,0.31960197295624787,True, +expr_LOC158863,LOC158863,0.0,0.3175800301263743,True, +expr_LACE1,LACE1,0.0,0.27082761763592866,True, +expr_LOC100506700,LOC100506700,0.0,0.3427642250778869,True, +expr_NUP210P1,NUP210P1,0.0,0.40831000995100947,True, +expr_ZNF660,ZNF660,0.0,0.30673511072339094,True, +expr_SCARNA17,SCARNA17,0.0,0.8463916281910018,True, +expr_LINC00471,LINC00471,0.0,0.2795697859972089,True, +expr_KIAA1656,KIAA1656,0.0,0.34895999929623606,True, +expr_DDX53,DDX53,0.0,0.35830325105058775,True, +expr_ISLR2,ISLR2,0.0,0.25111810330275347,True, +expr_VN1R4,VN1R4,0.0,0.3320016369562417,True, +expr_SNHG8,SNHG8,0.0010131712259371835,0.6625439886364066,True, +expr_OR10J3,OR10J3,0.0,0.26346337669075387,True, +expr_MAGEB10,MAGEB10,0.0,0.3370595912314855,True, +expr_KRBA1,KRBA1,0.0,0.4977568752803056,True, +expr_FAM170A,FAM170A,0.0,0.2711465510484474,True, +expr_SMEK3P,SMEK3P,0.0,0.35049336628283695,True, +expr_HEATR5B,HEATR5B,0.0,0.18639736114017177,True, +expr_KIRREL3-AS3,KIRREL3-AS3,0.0,0.2533973325305927,True, +expr_CXCR2P1,CXCR2P1,0.0,1.3608056438867127,True, +expr_LOC100133050,LOC100133050,0.0,0.9565168310552429,True, +expr_REXO1,REXO1,0.0,0.6887125778727305,True, +expr_WIPF3,WIPF3,0.0,0.3856821472365113,True, +expr_LOC541467,LOC541467,0.0,0.3337059695087814,True, +expr_LOC283278,LOC283278,0.0,0.2700584163275931,True, +expr_C7orf57,C7orf57,0.0,0.37104576294289804,True, +expr_TRIM66,TRIM66,0.0,0.35730493951078307,True, +expr_SSTR5-AS1,SSTR5-AS1,0.0,0.3156459284729446,True, +expr_CDY2A,CDY2A,0.0,0.3624940389335731,True, +expr_C17orf47,C17orf47,0.0,0.2946687720450199,True, +expr_LOC389906,LOC389906,0.0,0.5355514755005086,True, +expr_CCDC39,CCDC39,0.0,0.36846798081121446,True, +expr_NUDT9P1,NUDT9P1,0.0,0.3135610669251845,True, +expr_KIAA1161,KIAA1161,0.0,0.22056200388948938,True, +expr_COL22A1,COL22A1,0.0,0.6722687781300422,True, +expr_PRR18,PRR18,0.0,0.2968153469973639,True, +expr_ZNF628,ZNF628,0.0,0.4593801043805182,True, +expr_CHDC2,CHDC2,0.0,0.3407329786339331,True, +expr_FZD10-AS1,FZD10-AS1,0.0,0.34802802258993565,True, +expr_TTTY2,TTTY2,0.0,0.34376453568144744,True, +expr_THOC3,THOC3,0.0,0.3673713544255001,True, +expr_POLN,POLN,0.0,0.3340430578817074,True, +expr_LOC100132831,LOC100132831,0.0,0.36464718120965145,True, +expr_WDR27,WDR27,0.0,0.2881935932220437,True, +expr_LOC285957,LOC285957,0.0,0.354497369623977,True, +expr_TSACC,TSACC,0.0,0.3474923497010067,True, +expr_XKRX,XKRX,0.0,0.2794331877355212,True, +expr_BPIFC,BPIFC,0.0,0.3142520483104728,True, +expr_CCDC179,CCDC179,0.0,0.2671910519336018,True, +expr_DND1,DND1,0.0,0.1849955632354961,True, +expr_CCZ1B,CCZ1B,0.016210739614994935,0.2565380979479679,True, +expr_ADIG,ADIG,0.0,0.3403890622257329,True, +expr_LINC00684,LINC00684,0.0,0.3192986458120357,True, +expr_IGFN1,IGFN1,0.0,0.2875376958422152,True, +expr_FAM47A,FAM47A,0.0,0.3184865829979757,True, +expr_C20orf26,C20orf26,0.0,0.3637175440992066,True, +expr_MROH2A,MROH2A,0.0,0.513278092365493,True, +expr_C1orf210,C1orf210,0.0,0.4499762285075023,True, +expr_NUPR1L,NUPR1L,0.0,2.2184483039812752,True, +expr_LINC01197,LINC01197,0.0,0.2703073145447094,True, +expr_ZNF182,ZNF182,0.0,0.298968461172081,True, +expr_IBA57,IBA57,0.0,0.2550104089954053,True, +expr_ZSWIM2,ZSWIM2,0.0,0.3711338169003325,True, +expr_C12orf79,C12orf79,0.0,0.3453689840993093,True, +expr_LOC100133315,LOC100133315,0.0,0.26339584164708074,True, +expr_DCUN1D4,DCUN1D4,0.0,0.3046761223201518,True, +expr_NEUROG2,NEUROG2,0.0,0.4655289096197887,True, +expr_TOB2P1,TOB2P1,0.0,0.37610207244015664,True, +expr_C16orf72,C16orf72,0.0,0.2638491803393662,True, +expr_ALOX12P2,ALOX12P2,0.0,0.2850936063196016,True, +expr_AIM2,AIM2,0.0,1.491304621274476,True, +expr_INPP1,INPP1,0.0,0.2748672723573374,True, +expr_ERVV-2,ERVV-2,0.0,1.0114905567609673,True, +expr_C15orf65,C15orf65,0.0,0.3579138479301436,True, +expr_C9orf85,C9orf85,0.0,0.19872999949099693,True, +expr_ASB16-AS1,ASB16-AS1,0.0010131712259371835,0.23966857655695972,True, +expr_WDR38,WDR38,0.0,0.2853333177098019,True, +expr_IDH1,IDH1,0.0,0.48568661598589163,True, +expr_C1orf228,C1orf228,0.0,0.28404227330327697,True, +expr_PGAM1,PGAM1,0.0,0.21423411269709877,True, +expr_C1orf95,C1orf95,0.0,0.28397404168149976,True, +expr_LOC389199,LOC389199,0.0,0.6327082841134289,True, +expr_FCHO1,FCHO1,0.0,1.015793890800241,True, +expr_TAAR6,TAAR6,0.0,0.36163050887644754,True, +expr_ZNF727P,ZNF727P,0.0,0.7247471207152147,True, +expr_TTC28-AS1,TTC28-AS1,0.0,0.25687043024138007,True, +expr_KRT17P5,KRT17P5,0.0,0.3423048124522336,True, +expr_LOC101928076,LOC101928076,0.0,0.825378681226358,True, +expr_ABHD16B,ABHD16B,0.0,0.22327154356490506,True, +expr_PIP5K1B,PIP5K1B,0.0,0.4880198390493025,True, +expr_LOC145837,LOC145837,0.0,2.6627667301230122,True, +expr_IRF2BPL,IRF2BPL,0.0,0.4842734013499557,True, +expr_LSMEM2,LSMEM2,0.0010131712259371835,0.3690974820277084,True, +expr_C1orf127,C1orf127,0.0,0.3418703606267085,True, +expr_ODF3L1,ODF3L1,0.0,0.31393587126656153,True, +expr_LOC374890,LOC374890,0.0,0.3201912260720881,True, +expr_GSX1,GSX1,0.0,0.3007172481057445,True, +expr_ERICH6B,ERICH6B,0.0,0.3668960390400023,True, +expr_LINC00950,LINC00950,0.0,0.47129709631577266,True, +expr_LOC253805,LOC253805,0.0,0.32283908179521215,True, +expr_VLDLR-AS1,VLDLR-AS1,0.0,0.5653209491068234,True, +expr_UBLCP1,UBLCP1,0.0010131712259371835,0.19228528355982746,True, +expr_NPAS4,NPAS4,0.0,0.3488417885840701,True, +expr_DKFZP434L187,DKFZP434L187,0.0,0.35775350954660334,True, +expr_LINC00593,LINC00593,0.0,0.27423344454015164,True, +expr_TNN,TNN,0.0010131712259371835,1.413351076513594,True, +expr_TPTE2P3,TPTE2P3,0.0,0.3436306110578554,True, +expr_KRTAP11-1,KRTAP11-1,0.0,0.3310679126958258,True, +expr_LOC400752,LOC400752,0.0,0.25445605198502,True, +expr_RBM12B,RBM12B,0.0,0.15080130027415675,True, +expr_LCA5L,LCA5L,0.0010131712259371835,0.44468887592113365,True, +expr_NAALADL2-AS3,NAALADL2-AS3,0.0010131712259371835,0.3633226620137194,True, +expr_C16orf92,C16orf92,0.0,0.2862318540978619,True, +expr_SLC9C2,SLC9C2,0.0,0.3576945401642168,True, +expr_IGSF22,IGSF22,0.0,0.539888104757229,True, +expr_KRT72,KRT72,0.0,0.37032106182218893,True, +expr_YIPF7,YIPF7,0.0,0.29180022570131053,True, +expr_LOC100132735,LOC100132735,0.0010131712259371835,0.4026474711829816,True, +expr_C9orf129,C9orf129,0.0,0.44288202104837554,True, +expr_KRT28,KRT28,0.0,0.30132861258902716,True, +expr_MTX3,MTX3,0.0,0.29321609117186026,True, +expr_LENG9,LENG9,0.0,0.632232875136614,True, +expr_LOC284889,LOC284889,0.0,0.4780343415562392,True, +expr_GUF1,GUF1,0.0,0.2756427282555491,True, +expr_LHFPL5,LHFPL5,0.0,0.24941466713482463,True, +expr_HMGCLL1,HMGCLL1,0.0,0.351408883610005,True, +expr_C14orf183,C14orf183,0.0,0.29630561988975224,True, +expr_LRCOL1,LRCOL1,0.0,0.43536973715115657,True, +expr_LOC388882,LOC388882,0.0,0.30124042458795647,True, +expr_SRGAP2B,SRGAP2B,0.0,0.3184823159565999,True, +expr_LOC286297,LOC286297,0.0,0.25529167803986785,True, +expr_PLK5,PLK5,0.0,0.35569475689817687,True, +expr_CCDC105,CCDC105,0.0,0.4223008154808252,True, +expr_DLEU7,DLEU7,0.0,0.27211826658834354,True, +expr_C19orf47,C19orf47,0.0,0.260793412279471,True, +expr_PI4KAP2,PI4KAP2,0.0,0.2838807718609605,True, +expr_C2CD4A,C2CD4A,0.0,1.8979636308331256,True, +expr_C20orf203,C20orf203,0.0,0.34348098882969486,True, +expr_NUP205,NUP205,0.0,0.37603251816902405,True, +expr_C11orf42,C11orf42,0.0,0.27045679827843017,True, +expr_GBAP1,GBAP1,0.0,0.3970340473553357,True, +expr_KANK4,KANK4,0.0,2.523022753138095,True, +expr_ARMC5,ARMC5,0.0010131712259371835,0.1536401931337405,True, +expr_UNK,UNK,0.0,0.4167137131675921,True, +expr_LINC00675,LINC00675,0.0,1.5829497389538982,True, +expr_EFCAB3,EFCAB3,0.0,0.2937424770383578,True, +expr_C10orf111,C10orf111,0.0,0.28695508429591277,True, +expr_ANKRD33,ANKRD33,0.0,0.3568471054809843,True, +expr_C3orf55,C3orf55,0.0,0.582361447099995,True, +expr_FOXD2-AS1,FOXD2-AS1,0.0010131712259371835,0.24815618873890655,True, +expr_LOC113230,LOC113230,0.0,0.34097238632687454,True, +expr_RASSF10,RASSF10,0.0,0.6271286494630859,True, +expr_C17orf74,C17orf74,0.0,0.3147568963920223,True, +expr_OTOA,OTOA,0.0,0.32848955207010283,True, +expr_ITPRIPL1,ITPRIPL1,0.0,0.2806325273794331,True, +expr_PNPLA1,PNPLA1,0.0,0.367695745339787,True, +expr_LMF2,LMF2,0.0,0.2070973781667606,True, +expr_DAAM2,DAAM2,0.0,0.3006412121156545,True, +expr_VMAC,VMAC,0.0,0.32001861240160584,True, +expr_BOLA2B,BOLA2B,0.0,0.39545645095284293,True, +expr_TDRD5,TDRD5,0.0,0.3249886161488612,True, +expr_TBX10,TBX10,0.0,0.9772633770810403,True, +expr_DSG4,DSG4,0.0,0.33824241639393166,True, +expr_BPIFB6,BPIFB6,0.0,0.36451871157823745,True, +expr_CCDC38,CCDC38,0.0,0.3592522686735669,True, +expr_TET3,TET3,0.0,0.28790899910567364,True, +expr_ZNF789,ZNF789,0.0,0.2541350575546902,True, +expr_JHDM1D-AS1,JHDM1D-AS1,0.0,0.42863987583288427,True, +expr_USP41,USP41,0.0,0.4542264816048499,True, +expr_LOC101928327,LOC101928327,0.0,0.2819395983048321,True, +expr_SSX1,SSX1,0.0,0.4497066357260958,True, +expr_LYZL2,LYZL2,0.0,0.743305408840381,True, +expr_C6orf100,C6orf100,0.0,0.3609320409493219,True, +expr_LOC100132005,LOC100132005,0.0,0.3133745843819245,True, +expr_LINC00202-2,LINC00202-2,0.0,0.34846942898724964,True, +expr_SPERT,SPERT,0.0010131712259371835,0.5927683566437247,True, +expr_FAM92B,FAM92B,0.0,0.5551199285595622,True, +expr_POM121L12,POM121L12,0.0,0.24070477404873278,True, +expr_FAM74A1,FAM74A1,0.0,0.2997135055055591,True, +expr_LANCL3,LANCL3,0.0,0.7757646745921961,True, +expr_FBXO10,FBXO10,0.0,0.3807088770829907,True, +expr_LOC641746,LOC641746,0.0,0.48127477182514017,True, +expr_OST4,OST4,0.0,0.251417692791025,True, +expr_PHF13,PHF13,0.0,0.23061684906446417,True, +expr_LINC00238,LINC00238,0.0,0.8639077215840578,True, +expr_LRRC63,LRRC63,0.0,0.34564645454758364,True, +expr_GOLGA6L10,GOLGA6L10,0.0,0.24488784944296116,True, +expr_C11orf97,C11orf97,0.0,0.386720853741009,True, +expr_ZNF33B,ZNF33B,0.0,0.30947624199801066,True, +expr_LINC01003,LINC01003,0.0,0.5623008341961764,True, +expr_SENCR,SENCR,0.0010131712259371835,0.2903505569057088,True, +expr_FAM86C2P,FAM86C2P,0.0,0.21372700628283697,True, +expr_LINC00943,LINC00943,0.0010131712259371835,0.3268384399238013,True, +expr_SCHIP1,SCHIP1,0.0,1.1318336109347555,True, +expr_KRT16P2,KRT16P2,0.0,4.56406850694999,True, +expr_PBK,PBK,0.0010131712259371835,1.0287146311440722,True, +expr_MAP2K4,MAP2K4,0.0,0.26489160143552093,True, +expr_MIG7,MIG7,0.0,0.5121081815704821,True, +expr_JARID2-AS1,JARID2-AS1,0.0,0.2121409767046375,True, +expr_SDE2,SDE2,0.0,0.23457119078847713,True, +expr_SEPT7P9,SEPT7P9,0.0,0.280663907292205,True, +expr_PRL,PRL,0.0,0.4067026315133412,True, +expr_REG3G,REG3G,0.0,0.3619343163134118,True, +expr_C9orf92,C9orf92,0.0,0.39549981747240465,True, +expr_TOB1-AS1,TOB1-AS1,0.0,0.5594361320407445,True, +expr_LOC152586,LOC152586,0.0,0.32981216427698373,True, +expr_PCDP1,PCDP1,0.0,0.3656999887862014,True, +expr_C5orf51,C5orf51,0.0,0.16838483444130847,True, +expr_CSNK1A1P1,CSNK1A1P1,0.0,0.19092403923105744,True, +expr_ZDBF2,ZDBF2,0.0,0.637183271092875,True, +expr_MORN2,MORN2,0.0,0.4735204345184871,True, +expr_BEX5,BEX5,0.0,1.2118410534193607,True, +expr_SPATA42,SPATA42,0.0,0.39346046834137094,True, +expr_TSPAN15,TSPAN15,0.0,1.3116747883228679,True, +expr_LILRB3,LILRB3,0.0,1.02229269490554,True, +expr_LOC646626,LOC646626,0.0,0.3174815083313932,True, +expr_TIMP4,TIMP4,0.0,0.8762318652528053,True, +expr_KIF9-AS1,KIF9-AS1,0.0,0.20221127342192166,True, +expr_PAGE2,PAGE2,0.0,2.2944683810288358,True, +expr_OTOP2,OTOP2,0.0,0.25948650850398647,True, +expr_LINC00657,LINC00657,0.005065856129685917,0.2516225676262854,True, +expr_NCAPD3,NCAPD3,0.0010131712259371835,0.2809307155774041,True, +expr_LINC00622,LINC00622,0.0,0.311497931086639,True, +expr_SYCE1L,SYCE1L,0.004052684903748734,0.729541665791228,True, +expr_FAM19A4,FAM19A4,0.0,0.3793012991940259,True, +expr_SMIM1,SMIM1,0.0,1.0627560328702461,True, +expr_ECEL1P2,ECEL1P2,0.0,0.32654932954380095,True, +expr_C12orf36,C12orf36,0.0,0.24966056243532694,True, +expr_LINC00669,LINC00669,0.0,0.27804168771089516,True, +expr_LINC00317,LINC00317,0.0010131712259371835,0.3508293794443121,True, +expr_C3orf30,C3orf30,0.0,0.37675708730199786,True, +expr_METTL2A,METTL2A,0.0,0.278626447503462,True, +expr_LOC101926937,LOC101926937,0.0,0.2668239546789777,True, +expr_CMAS,CMAS,0.0,0.503550882318145,True, +expr_TMEM167B,TMEM167B,0.0,0.18110524709121825,True, +expr_CYorf17,CYorf17,0.0,0.6093283755562742,True, +expr_ANO8,ANO8,0.0,0.8854362698680158,True, +expr_TTTY7,TTTY7,0.0,0.382629033564592,True, +expr_TP73-AS1,TP73-AS1,0.0,0.20425037559600032,True, +expr_FLJ32790,FLJ32790,0.0010131712259371835,0.3161610140188707,True, +expr_LOC284837,LOC284837,0.0,0.2796158134876392,True, +expr_C14orf177,C14orf177,0.0,0.34670843270112267,True, +expr_GLB1L3,GLB1L3,0.0,0.313998133582592,True, +expr_LOC101928504,LOC101928504,0.0,0.24156902485860257,True, +expr_DPPA3,DPPA3,0.0,0.3631764539162968,True, +expr_C11orf96,C11orf96,0.0,0.646099782062517,True, +expr_TOMM5,TOMM5,0.0,0.4561357607577742,True, +expr_LINC01021,LINC01021,0.0,0.39131709657795,True, +expr_FAM132A,FAM132A,0.0,0.5214448499206606,True, +expr_CCDC168,CCDC168,0.0,0.28244844786862955,True, +expr_MEIOB,MEIOB,0.0,0.752552042760096,True, +expr_LINC00308,LINC00308,0.0,0.36183651586431104,True, +expr_LOC100505478,LOC100505478,0.0,0.33151249551398165,True, +expr_FLJ40536,FLJ40536,0.0,0.3648340457424687,True, +expr_HLA-F-AS1,HLA-F-AS1,0.0010131712259371835,1.057928398599799,True, +expr_LINC00984,LINC00984,0.0,0.30593310146032154,True, +expr_TMEM200B,TMEM200B,0.0010131712259371835,0.3438539803784422,True, +expr_LINC00892,LINC00892,0.0,0.8550856875444146,True, +expr_PTGES2-AS1,PTGES2-AS1,0.0,0.3433216635108693,True, +expr_RGPD1,RGPD1,0.0,0.5512344330775922,True, +expr_C2orf61,C2orf61,0.0,0.2777237495263194,True, +expr_C16orf82,C16orf82,0.0,0.3148898669033042,True, +expr_CT45A1,CT45A1,0.0,1.8315688006617485,True, +expr_IGSF21,IGSF21,0.0010131712259371835,1.7030892605863117,True, +expr_LOC401098,LOC401098,0.0,0.3626340561894292,True, +expr_DTHD1,DTHD1,0.0,0.3342002408206584,True, +expr_ZNF90,ZNF90,0.0,0.30753515972466283,True, +expr_HABP4,HABP4,0.0,0.2794290476511108,True, +expr_FGF14-AS2,FGF14-AS2,0.0,0.5649911463449823,True, +expr_NUTM2B,NUTM2B,0.0,0.23895455059016968,True, +expr_KCNG3,KCNG3,0.0,0.3226507854650476,True, +expr_ZFP57,ZFP57,0.0,0.6650619904082762,True, +expr_LPPR5,LPPR5,0.0,0.37670849875602186,True, +expr_KCNK4,KCNK4,0.0,0.31090847352600526,True, +expr_C8orf22,C8orf22,0.0,0.5635934445281107,True, +expr_SIGLECL1,SIGLECL1,0.0,0.3776851133944983,True, +expr_FLJ40288,FLJ40288,0.0,0.36696902477068655,True, +expr_CALHM1,CALHM1,0.0,0.23328775384147926,True, +expr_SLC36A3,SLC36A3,0.0,0.323361786455615,True, +expr_C10orf107,C10orf107,0.0,0.3770531990275609,True, +expr_CST9,CST9,0.0,1.4078614981128736,True, +expr_LOC100130264,LOC100130264,0.0,0.28336222526888044,True, +expr_LRFN2,LRFN2,0.0,1.9367346946153696,True, +expr_GRM8,GRM8,0.0,0.3675293354994616,True, +expr_LOC400655,LOC400655,0.0,0.3746832070966177,True, +expr_KLHL33,KLHL33,0.0,0.22437739345425692,True, +expr_MIR31HG,MIR31HG,0.0010131712259371835,0.4373619091232632,True, +expr_SNHG10,SNHG10,0.0,0.42966708870830417,True, +expr_C2CD4C,C2CD4C,0.0,0.7101499554221496,True, +expr_LINC00837,LINC00837,0.0,0.2654299615659859,True, +expr_LINC00671,LINC00671,0.0,0.29507675891718993,True, +expr_LOC100128843,LOC100128843,0.0,0.227742173927645,True, 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+++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_hr_distribution.csv @@ -0,0 +1,3 @@ +HR,n,fraction +1,535,0.5420466058763931 +0,452,0.4579533941236069 diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_lasso_selected_genes_coefficients.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_lasso_selected_genes_coefficients.csv new file mode 100644 index 00000000..1ec0cc2d --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_lasso_selected_genes_coefficients.csv @@ -0,0 +1,154 @@ +model,feature_name,gene_symbol,coefficient,abs_coefficient +lasso_logistic_l1,expr_GRB7,GRB7,0.06473836537177269,0.06473836537177269 +lasso_logistic_l1,expr_STARD3,STARD3,0.06290449556821083,0.06290449556821083 +lasso_logistic_l1,expr_ANKS3,ANKS3,-0.04951655123920965,0.04951655123920965 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b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_pcr_distribution.csv new file mode 100644 index 00000000..ce882f3e --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_pcr_distribution.csv @@ -0,0 +1,3 @@ +pCR,n,fraction +0,668,0.6767983789260384 +1,319,0.3232016210739615 diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_post_normalization_sample_summary.csv b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_post_normalization_sample_summary.csv new file mode 100644 index 00000000..9bb67377 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/tables/gse194040_post_normalization_sample_summary.csv @@ -0,0 +1,988 @@ +sample_id,platform,expression_median,expression_iqr,expression_mean +ISPY2_100899,GPL20078,7.377549999999999,3.6241250000000003,7.737379972823246 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--- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/validation/gse194040_full_test_suite_v2_20260719.json @@ -0,0 +1,16 @@ +{ + "status": "passed", + "command": "python -m pytest -q", + "test_count": 41, + "passed": 41, + "failed": 0, + "errors": 0, + "duration_seconds": 145.42, + "exit_code": 0, + "python": "3.12.13", + "pytest": "9.1.1", + "dependency_source": "requirements-lock.txt via clean .venv site-packages", + "python_packages_on_sys_path": false, + "stdout_path": "results/validation/gse194040_full_test_suite_v2_20260719.txt", + "stdout_sha256": "151e20fe5a6a006701948b4bb34b85ace2c83ad1944183f7da043726fd970140" +} diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/results/validation/gse194040_full_test_suite_v2_20260719.txt b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/validation/gse194040_full_test_suite_v2_20260719.txt new file mode 100644 index 00000000..2478ffb1 Binary files /dev/null and b/flask_backend/models/gse194040_pcr_expression_elastic_net/results/validation/gse194040_full_test_suite_v2_20260719.txt differ diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/2791object.json b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/2791object.json new file mode 100644 index 00000000..1fe4e019 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/2791object.json @@ -0,0 +1,178 @@ +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "$id": "https://w3id.org/ieee/ieee-2791-schema/2791object.json", + "type": "object", + "title": "Base type for all IEEE-2791 Objects", + "description": "All IEEE-2791 object types must adhear to this type in order to be compliant with IEEE-2791 standard", + "required": [ + "object_id", + "spec_version", + "etag", + "provenance_domain", + "usability_domain", + "description_domain", + "execution_domain", + "io_domain" + ], + "definitions": { + "object_id": { + "type": "string", + "description": "A unique identifier that should be applied to each IEEE-2791 Object instance, generated and assigned by a IEEE-2791 database engine. IDs should never be reused" + }, + "uri": { + "type": "object", + "description": "Any of the four Resource Identifers defined at https://tools.ietf.org/html/draft-handrews-json-schema-validation-01#section-7.3.5", + "additionalProperties": false, + "required": [ + "uri" + ], + "properties": { + "filename": { + "type": "string" + }, + "uri": { + "type": "string", + "format": "uri" + }, + "access_time": { + "type": "string", + "description": "Time stamp of when the request for this data was submitted", + "format": "date-time" + }, + "sha1_checksum": { + "type": "string", + "description": "output of hash function that produces a message digest", + "pattern": "[A-Za-z0-9]+" + } + } + }, + "contributor": { + "type": "object", + "description": "Contributor identifier and type of contribution (determined according to PAV ontology) is required", + "required": [ + "contribution", + "name" + ], + "additionalProperties": false, + "properties": { + "name": { + "type": "string", + "description": "Name of contributor", + "examples": [ + "Charles Darwin" + ] + }, + "affiliation": { + "type": "string", + "description": "Organization the particular contributor is affiliated with", + "examples": [ + "HMS Beagle" + ] + }, + "email": { + "type": "string", + "description": "electronic means for identification and communication purposes", + "examples": [ + "name@example.edu" + ], + "format": "email" + }, + "contribution": { + "type": "array", + "description": "type of contribution determined according to PAV ontology", + "reference": "https://doi.org/10.1186/2041-1480-4-37", + "items": { + "type": "string", + "enum": [ + "authoredBy", + "contributedBy", + "createdAt", + "createdBy", + "createdWith", + "curatedBy", + "derivedFrom", + "importedBy", + "importedFrom", + "providedBy", + "retrievedBy", + "retrievedFrom", + "sourceAccessedBy" + ] + } + }, + "orcid": { + "type": "string", + "description": "Field to record author information. ORCID identifiers allow for the author to curate their information after submission. ORCID identifiers must be valid and must have the prefix ‘https://orcid.org/’", + "examples": [ + "http://orcid.org/0000-0002-1825-0097" + ], + "format": "uri" + } + } + } + }, + "additionalProperties": false, + "properties": { + "object_id": { + "$ref": "#/definitions/object_id", + "readOnly": true + }, + "spec_version": { + "type": "string", + "description": "Version of the IEEE-2791 specification used to define this document", + "examples": [ + "https://w3id.org/ieee/ieee-2791-schema/" + ], + "readOnly": true, + "format": "uri" + }, + "etag": { + "type": "string", + "description": "See https://tools.ietf.org/html/rfc7232#section-2.1 for full description. It is recommended that the ETag be deleted or updated if the object file is changed (except in cases using weak ETags in which the entirety of the change comprises a simple re-writing of the JSON).", + "examples": [ + "5986B05969341343E77A95B4023600FC8FEF48B7E79F355E58B0B404A4F50995" + ], + "readOnly": true, + "pattern": "^([A-Za-z0-9]+)$" + }, + "provenance_domain": { + "$ref": "provenance_domain.json" + }, + "usability_domain": { + "$ref": "usability_domain.json" + }, + "extension_domain": { + "type": "array", + "description": "An optional domain that contains user-defined fields.", + "items":{ + "required":[ + "extension_schema" + ], + "additionalProperties": true, + "properties": { + "extension_schema":{ + "title": "Extension Schema", + "description": "resolving this URI should provide this extension's JSON Schema", + "type": "string", + "format": "uri" + } + } + } + }, + "description_domain": { + "$ref": "description_domain.json" + }, + "execution_domain": { + "$ref": "execution_domain.json" + }, + "parametric_domain": { + "$ref": "parametric_domain.json" + }, + "io_domain": { + "$ref": "io_domain.json" + }, + "error_domain": { + "$ref": "error_domain.json" + } + } +} diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/README.md b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/README.md new file mode 100644 index 00000000..1a6a1551 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/README.md @@ -0,0 +1,18 @@ +# IEEE 2791 v1.4 schema snapshot + +Retrieved 2026-07-19 from the BioCompute Objects documentation repository: `https://github.com/biocompute-objects/BCO_Documentation/tree/main/ieee-2791-schema`. + +The root schema identifies itself as `https://w3id.org/ieee/ieee-2791-schema/2791object.json` and declares JSON Schema Draft 7. IEEE Std 2791-2020 normatively references this v1.4 schema set. + +| File | SHA-256 | +|---|---| +| `2791object.json` | `29386c429aa50cab9ea817ec2f80526a1d7cd49a1a8cd81c2beffc929ded4094` | +| `description_domain.json` | `23676a16e03857f0f98a61d1afcb0b31e41df4116ab6ea6a153cfeeb20f9df2a` | +| `error_domain.json` | `0807ea8b5680d1665b81480273abf84f3ffe5c12143ce6d5931d544c56c2c617` | +| `execution_domain.json` | `9a6f2de3d895cc2dec62203f6d64ca75aaf95a6b0d2be7d24f1a85cd857f217a` | +| `io_domain.json` | `3a821fe1e057106c38acf46170cffdaae74f9ef58e76b2c6447a432911d09c59` | +| `parametric_domain.json` | `9279308f6e7b2ed4b748b2bf7b51aa32b32db787393ba02cec340d9b748fb8dc` | +| `provenance_domain.json` | `c041a34c0c89d97be9761bd7673788741584d85cd55115f731aefcd3dcf335d6` | +| `usability_domain.json` | `e27d87aa2c1a614c733bc56f6fce1b1be54d6bf9d8f077d8280a5c70305ac959` | + +These files are vendored only to make validation reproducible and offline. The saved validation result records the root schema hash. diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/description_domain.json b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/description_domain.json new file mode 100644 index 00000000..f22610e8 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/description_domain.json @@ -0,0 +1,165 @@ +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "$id": "https://w3id.org/ieee/ieee-2791-schema/description_domain.json", + "type": "object", + "title": "Description Domain", + "description": "Structured field for description of external references, the pipeline steps, and the relationship of I/O objects.", + "required": [ + "keywords", + "pipeline_steps" + ], + "properties": { + "keywords": { + "type": "array", + "description": "Keywords to aid in search-ability and description of the object.", + "items": { + "type": "string", + "description": "This field should take free text value using common biological research terminology.", + "examples": [ + "HCV1a", + "Ledipasvir", + "antiviral resistance", + "SNP", + "amino acid substitutions" + ] + } + }, + "xref": { + "type": "array", + "description": "List of the databases or ontology IDs that are cross-referenced in the IEEE-2791 Object.", + "items": { + "type": "object", + "description": "External references are stored in the form of prefixed identifiers (CURIEs). These CURIEs map directly to the URIs maintained by Identifiers.org.", + "reference": "https://identifiers.org/", + "required": [ + "namespace", + "name", + "ids", + "access_time" + ], + "properties": { + "namespace": { + "type": "string", + "description": "External resource vendor prefix", + "examples": [ + "pubchem.compound" + ] + }, + "name": { + "type": "string", + "description": "Name of external reference", + "examples": [ + "PubChem-compound" + ] + }, + "ids": { + "type": "array", + "description": "List of reference identifiers", + "items": { + "type": "string", + "description": "Reference identifier", + "examples": [ + "67505836" + ] + } + }, + "access_time": { + "type": "string", + "description": "Date and time the external reference was accessed", + "format": "date-time" + } + } + } + }, + "platform": { + "type": "array", + "description": "reference to a particular deployment of an existing platform where this IEEE-2791 Object can be reproduced.", + "items": { + "type": "string", + "examples": [ + "hive" + ] + } + }, + "pipeline_steps": { + "type": "array", + "description": "Each individual tool (or a well defined and reusable script) is represented as a step. Parallel processes are given the same step number.", + "items": { + "additionalProperties": false, + "type": "object", + "required": [ + "step_number", + "name", + "description", + "input_list", + "output_list" + ], + "properties": { + "step_number": { + "type": "integer", + "description": "Non-negative integer value representing the position of the tool in a one-dimensional representation of the pipeline." + }, + "name": { + "type": "string", + "description": "This is a recognized name of the software tool", + "examples": [ + "HIVE-hexagon" + ] + }, + "description": { + "type": "string", + "description": "Specific purpose of the tool.", + "examples": [ + "Alignment of reads to a set of references" + ] + }, + "version": { + "type": "string", + "description": "Version assigned to the instance of the tool used corresponding to the upstream release.", + "examples": [ + "1.3" + ] + }, + "prerequisite": { + "type": "array", + "description": "Reference or required prereqs", + "items": { + "type": "object", + "description": "Text value to indicate a package or prerequisite for running the tool used.", + "required": [ + "name", + "uri" + ], + "properties": { + "name": { + "type": "string", + "description": "Public searchable name for reference or prereq.", + "examples": [ + "Hepatitis C virus genotype 1" + ] + }, + "uri": { + "$ref": "2791object.json#/definitions/uri" + } + } + } + }, + "input_list": { + "type": "array", + "description": "URIs (expressed as a URN or URL) of the input files for each tool.", + "items": { + "$ref": "2791object.json#/definitions/uri" + } + }, + "output_list": { + "type": "array", + "description": "URIs (expressed as a URN or URL) of the output files for each tool.", + "items": { + "$ref": "2791object.json#/definitions/uri" + } + } + } + } + } + } +} diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/error_domain.json b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/error_domain.json new file mode 100644 index 00000000..c0be62b0 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/error_domain.json @@ -0,0 +1,24 @@ +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "$id": "https://w3id.org/ieee/ieee-2791-schema/error_domain.json", + "type": "object", + "title": "Error Domain", + "description": "Fields in the Error Domain are open-ended and not restricted nor defined by the IEEE-2791 standard. It is RECOMMENDED that the keys directly under empirical_error and algorithmic_error use a full URI. Resolving the URI SHOULD give a JSON Schema or textual definition of the field. Other keys are not allowed error_domain", + "additionalProperties": false, + "required": [ + "empirical_error", + "algorithmic_error" + ], + "properties": { + "empirical_error": { + "type": "object", + "title": "Empirical Error", + "description": "empirically determined values such as limits of detectability, false positives, false negatives, statistical confidence of outcomes, etc. This can be measured by running the algorithm on multiple data samples of the usability domain or through the use of carefully designed in-silico data." + }, + "algorithmic_error": { + "type": "object", + "title": "Algorithmic Error", + "description": "descriptive of errors that originate by fuzziness of the algorithms, driven by stochastic processes, in dynamically parallelized multi-threaded executions, or in machine learning methodologies where the state of the machine can affect the outcome." + } + } +} diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/execution_domain.json b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/execution_domain.json new file mode 100644 index 00000000..858cad2d --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/execution_domain.json @@ -0,0 +1,111 @@ +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "$id": "https://w3id.org/ieee/ieee-2791-schema/execution_domain.json", + "type": "object", + "title": "Execution Domain", + "description": "The fields required for execution of the IEEE-2791 Object are herein encapsulated together in order to clearly separate information needed for deployment, software configuration, and running applications in a dependent environment", + "required": [ + "script", + "script_driver", + "software_prerequisites", + "external_data_endpoints", + "environment_variables" + ], + "additionalProperties": false, + "properties": { + "script": { + "type": "array", + "description": "points to a script object or objects that was used to perform computations for this IEEE-2791 Object instance.", + "items": { + "additionalProperties": false, + "properties": { + "uri": { + "$ref": "2791object.json#/definitions/uri" + } + } + } + }, + "script_driver": { + "type": "string", + "description": "Indication of the kind of executable that can be launched in order to perform a sequence of commands described in the script in order to run the pipelin", + "examples": [ + "hive", + "cwl-runner", + "shell" + ] + }, + "software_prerequisites": { + "type": "array", + "description": "Minimal necessary prerequisites, library, tool versions needed to successfully run the script to produce this IEEE-2791 Object.", + "items": { + "type": "object", + "description": "A necessary prerequisite, library, or tool version.", + "required": [ + "name", + "version", + "uri" + ], + "additionalProperties": false, + "properties": { + "name": { + "type": "string", + "description": "Names of software prerequisites", + "examples": [ + "HIVE-hexagon" + ] + }, + "version": { + "type": "string", + "description": "Versions of the software prerequisites", + "examples": [ + "babajanian.1" + ] + }, + "uri": { + "$ref": "2791object.json#/definitions/uri" + } + } + } + }, + "external_data_endpoints": { + "type": "array", + "description": "Minimal necessary domain-specific external data source access in order to successfully run the script to produce this IEEE-2791 Object.", + "items": { + "type": "object", + "description": "Requirement for network protocol endpoints used by a pipeline’s scripts, or other software.", + "required": [ + "name", + "url" + ], + "additionalProperties": false, + "properties": { + "name": { + "type": "string", + "description": "Description of the service that is accessed", + "examples": [ + "HIVE", + "access to e-utils" + ] + }, + "url": { + "type": "string", + "description": "The endpoint to be accessed.", + "examples": [ + "https://hive.biochemistry.gwu.edu/dna.cgi?cmd=login" + ] + } + } + } + }, + "environment_variables": { + "type": "object", + "description": "Environmental parameters that are useful to configure the execution environment on the target platform.", + "additionalProperties": false, + "patternProperties": { + "^[a-zA-Z_]+[a-zA-Z0-9_]*$": { + "type": "string" + } + } + } + } +} diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/io_domain.json b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/io_domain.json new file mode 100644 index 00000000..c460e576 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/io_domain.json @@ -0,0 +1,58 @@ +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "$id": "https://w3id.org/ieee/ieee-2791-schema/io_domain.json", + "type": "object", + "title": "Input and Output Domain", + "description": "The list of global input and output files created by the computational workflow, excluding the intermediate files. Custom to every specific IEEE-2791 Object implementation, these fields are pointers to objects that can reside in the system performing the computation or any other accessible system.", + "required": [ + "input_subdomain", + "output_subdomain" + ], + "properties": { + "input_subdomain": { + "type": "array", + "title": "input_domain", + "description": "A record of the references and input files for the entire pipeline. Each type of input file is listed under a key for that type.", + "items": { + "additionalProperties": false, + "type": "object", + "required": [ + "uri" + ], + "properties": { + "uri": { + "$ref": "2791object.json#/definitions/uri" + } + } + } + }, + "output_subdomain": { + "type": "array", + "title": "output_subdomain", + "description": "A record of the outputs for the entire pipeline.", + "items": { + "type": "object", + "title": "The Items Schema", + "required": [ + "mediatype", + "uri" + ], + "properties": { + "mediatype": { + "type": "string", + "title": "mediatype", + "description": "https://www.iana.org/assignments/media-types/", + "default": "application/octet-stream", + "examples": [ + "text/csv" + ], + "pattern": "^(.*)$" + }, + "uri": { + "$ref": "2791object.json#/definitions/uri" + } + } + } + } + } +} diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/parametric_domain.json b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/parametric_domain.json new file mode 100644 index 00000000..cde0644b --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/parametric_domain.json @@ -0,0 +1,42 @@ +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "$id": "https://w3id.org/ieee/ieee-2791-schema/parametric_domain.json", + "type": "array", + "title": "Parametric Domain", + "description": "This represents the list of NON-default parameters customizing the computational flow which can affect the output of the calculations. These fields can be custom to each kind of analysis and are tied to a particular pipeline implementation", + "items":{ + "required": [ + "param", + "value", + "step" + ], + "additionalProperties": false, + "properties": { + "param": { + "type": "string", + "title": "param", + "description": "Specific variables for the computational workflow", + "examples": [ + "seed" + ] + }, + "value": { + "type": "string", + "description": "Specific (non-default) parameter values for the computational workflow", + "title": "value", + "examples": [ + "14" + ] + }, + "step": { + "type": "string", + "title": "step", + "description": "Refers to the specific step of the workflow relevant to the parameters specified in 'param' and 'value'", + "examples": [ + "1" + ], + "pattern": "^(.*)$" + } + } + } +} diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/provenance_domain.json b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/provenance_domain.json new file mode 100644 index 00000000..0c1aa5ac --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/provenance_domain.json @@ -0,0 +1,126 @@ +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "$id": "https://w3id.org/ieee/ieee-2791-schema/provenance_domain.json", + "type": "object", + "title": "Provenance Domain", + "description": "Structured field for tracking data through transformations, including contributors, reviewers, and versioning.", + "required": [ + "name", + "version", + "created", + "modified", + "contributors", + "license" + ], + "additionalProperties": false, + "properties": { + "name": { + "type": "string", + "description": "Public searchable name for IEEE-2791 Object. This public field should take free text value using common biological research terminology supporting the terminology used in the usability_domain, external references (xref), and keywords sections.", + "examples": [ + "HCV1a ledipasvir resistance SNP detection" + ] + }, + "version": { + "type": "string", + "description": "Records the versioning of this IEEE-2791 Object instance. IEEE-2791 Object Version should adhere to semantic versioning as recommended by Semantic Versioning 2.0.0.", + "reference": "https://semver.org/spec/v2.0.0.html", + "examples": [ + "2.9" + ] + }, + "review": { + "type": "array", + "description": "Description of the current verification status of an object in the review process. The unreviewed flag indicates that the object has been submitted, but no further evaluation or verification has occurred. The in-review flag indicates that verification is underway. The approved flag indicates that the IEEE-2791 Object has been verified and reviewed. The suspended flag indicates an object that was once valid is no longer considered valid. The rejected flag indicates that an error or inconsistency was detected in the IEEE-2791 Object, and it has been removed or rejected. The fields from the contributor object (described in section 2.1.10) is inherited to populate the reviewer section.", + "items": { + "type": "object", + "required": [ + "status", + "reviewer" + ], + "additionalProperties": false, + "properties": { + "date": { + "type": "string", + "format": "date-time" + }, + "reviewer": { + "$ref": "2791object.json#/definitions/contributor", + "description": "Contributer that assigns IEEE-2791 review status." + }, + "reviewer_comment": { + "type": "string", + "description": "Optional free text comment by reviewer", + "examples": [ + "Approved by research institution staff. Waiting for approval from regulator" + ] + }, + "status": { + "type": "string", + "enum": [ + "unreviewed", + "in-review", + "approved", + "rejected", + "suspended" + ], + "description": "Current verification status of the IEEE-2791 Object", + "default": "unreviewed" + } + } + } + }, + "derived_from": { + "description": "value of `ieee2791_id` field of another IEEE-2791 that this object is partially or fully derived from", + "$ref": "2791object.json#/definitions/object_id" + }, + "obsolete_after": { + "type": "string", + "description": "If the object has an expiration date, this optional field will specify that using the ‘datetime’ type described in ISO-8601 format, as clarified by W3C https://www.w3.org/TR/NOTE-datetime.", + "format": "date-time" + }, + "embargo": { + "type": "object", + "description": "If the object has a period of time during which it shall not be made public, that range can be specified using these optional fields. Using the datetime type, a start and end time are specified for the embargo.", + "additionalProperties": false, + "properties": { + "start_time": { + "type": "string", + "description": "Beginning date of embargo period.", + "format": "date-time" + }, + "end_time": { + "type": "string", + "description": "End date of embargo period.", + "format": "date-time" + } + } + }, + "created": { + "type": "string", + "description": "Date and time of the IEEE-2791 Object creation", + "readOnly": true, + "format": "date-time" + }, + "modified": { + "type": "string", + "description": "Date and time the IEEE-2791 Object was last modified", + "readOnly": true, + "format": "date-time" + }, + "contributors": { + "type": "array", + "description": "This is a list to hold contributor identifiers and a description of their type of contribution, including a field for ORCIDs to record author information, as they allow for the author to curate their information after submission. The contribution type is a choice taken from PAV ontology: provenance, authoring and versioning, which also maps to the PROV-O.", + "items": { + "$ref": "2791object.json#/definitions/contributor" + } + }, + "license": { + "type": "string", + "description": "Creative Commons license or other license information (text) space. The default or recommended license can be Attribution 4.0 International as shown in example", + "examples": [ + "https://spdx.org/licenses/CC-BY-4.0.html" + ] + } + } +} diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/usability_domain.json b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/usability_domain.json new file mode 100644 index 00000000..54e936e4 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/schemas/ieee-2791-v1.4/usability_domain.json @@ -0,0 +1,16 @@ +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "$id": "https://w3id.org/ieee/ieee-2791-schema/usability_domain.json", + "type": "array", + "title": "Usability Domain", + "description": "Author-defined usability domain of the IEEE-2791 Object. This field is to aid in search-ability and provide a specific description of the function of the object.", + "items": { + "type": "string", + "description": "Free text values that can be used to provide scientific reasoning and purpose for the experiment", + "examples": [ + "Identify baseline single nucleotide polymorphisms SNPs [SO:0000694], insertions [so:SO:0000667], and deletions [so:SO:0000045] that correlate with reduced ledipasvir [pubchem.compound:67505836] antiviral drug efficacy in Hepatitis C virus subtype 1 [taxonomy:31646]", + "Identify treatment emergent amino acid substitutions [so:SO:0000048] that correlate with antiviral drug treatment failure", + "Determine whether the treatment emergent amino acid substitutions [so:SO:0000048] identified correlate with treatment failure involving other drugs against the same virus" + ] + } +} diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/analyze_gse194040_calibration.py b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/analyze_gse194040_calibration.py new file mode 100644 index 00000000..097a3a41 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/analyze_gse194040_calibration.py @@ -0,0 +1,628 @@ +"""Evaluate the frozen GSE194040 model on its held-out test set. + +This script is diagnostic only. It loads the already selected model and saved +train/test membership, calculates calibration statistics from the held-out test +predictions, and writes new versioned calibration and performance outputs. It +never refits, recalibrates, tunes, or overwrites the trained model or the +original performance results. +""" + +from __future__ import annotations + +import argparse +import json +import os +import platform +import sys +from datetime import datetime +from pathlib import Path + + +PROJECT_ROOT = Path(__file__).resolve().parents[1] +import joblib +import matplotlib +import numpy as np +import pandas as pd +from sklearn.linear_model import LogisticRegression +from sklearn.metrics import ( + accuracy_score, + average_precision_score, + brier_score_loss, + confusion_matrix, + f1_score, + precision_score, + recall_score, + roc_auc_score, +) + + +matplotlib.use("Agg") +import matplotlib.pyplot as plt + + +DEFAULT_DATA_PATH = ( + PROJECT_ROOT / "data_processed" / "gse194040_ml_ready_pcr_expression.csv" +) +DEFAULT_SPLIT_PATH = ( + PROJECT_ROOT / "results" / "tables" / "gse194040_train_test_split.csv" +) +DEFAULT_MODEL_PATH = PROJECT_ROOT / "models" / "gse194040_best_model.joblib" +DEFAULT_ORIGINAL_METRICS_PATH = ( + PROJECT_ROOT / "results" / "tables" / "gse194040_final_test_metrics.csv" +) +DEFAULT_OUTPUT_DIR = ( + PROJECT_ROOT + / "results" + / "evaluation" + / "gse194040_locked_test_evaluation_v2_20260719" +) +CALIBRATION_METRICS_FILENAME = "gse194040_heldout_calibration_metrics_v2.csv" +CURVE_FILENAME = "gse194040_heldout_calibration_curve_v2.csv" +RATES_FILENAME = "gse194040_observed_vs_predicted_pcr_rates_v2.csv" +PLOT_FILENAME = "gse194040_heldout_calibration_plot_v2.png" +PREDICTIONS_FILENAME = "gse194040_locked_test_predictions_v2.csv" +POINT_METRICS_FILENAME = "gse194040_locked_test_point_metrics_v2.csv" +BOOTSTRAP_CI_FILENAME = "gse194040_locked_test_bootstrap_95ci_v2.csv" +SUMMARY_FILENAME = "gse194040_locked_test_evaluation_summary_v2.md" +SESSION_FILENAME = "gse194040_locked_test_evaluation_session_v2.json" +DEFAULT_BOOTSTRAP_ITERATIONS = 2_000 +DEFAULT_RANDOM_SEED = 20_260_719 +BOOTSTRAP_METRICS = ( + "roc_auc", + "accuracy", + "sensitivity", + "specificity", + "precision", + "f1", +) + + +def portable_package_path(path: Path) -> str: + """Return a POSIX path relative to the package root.""" + try: + relative = os.path.relpath(path.resolve(), PROJECT_ROOT.resolve()) + except ValueError: + return path.name + return Path(relative).as_posix() + + +def parse_args() -> argparse.Namespace: + parser = argparse.ArgumentParser( + description=( + "Calculate performance confidence intervals and diagnostic calibration " + "statistics for the frozen selected GSE194040 model on the saved " + "held-out test split." + ) + ) + parser.add_argument("--data", type=Path, default=DEFAULT_DATA_PATH) + parser.add_argument("--split", type=Path, default=DEFAULT_SPLIT_PATH) + parser.add_argument("--model", type=Path, default=DEFAULT_MODEL_PATH) + parser.add_argument( + "--original-metrics", + type=Path, + default=DEFAULT_ORIGINAL_METRICS_PATH, + help="Canonical metrics used only to verify locked predictions.", + ) + parser.add_argument("--output-dir", type=Path, default=DEFAULT_OUTPUT_DIR) + parser.add_argument( + "--n-bins", + type=int, + default=10, + help="Number of equal-frequency bins for calibration curve data.", + ) + parser.add_argument( + "--bootstrap-iterations", + type=int, + default=DEFAULT_BOOTSTRAP_ITERATIONS, + help="Number of paired patient-level bootstrap replicates.", + ) + parser.add_argument( + "--random-seed", + type=int, + default=DEFAULT_RANDOM_SEED, + help="Seed for NumPy's bootstrap random-number generator.", + ) + return parser.parse_args() + + +def get_expected_features(model: object) -> list[str]: + if not hasattr(model, "feature_names_in_"): + raise AttributeError( + "The loaded model does not expose feature_names_in_; cannot align test data." + ) + return [str(feature) for feature in model.feature_names_in_] + + +def get_pcr_scores(model: object, features: pd.DataFrame) -> np.ndarray: + if not hasattr(model, "predict_proba"): + raise AttributeError("The loaded model does not support predict_proba.") + classes = list(getattr(model, "classes_", [])) + if 1 not in classes: + raise ValueError(f"Class 1 was not found in model classes: {classes}") + return np.asarray(model.predict_proba(features)[:, classes.index(1)], dtype=float) + + +def select_heldout_rows( + data: pd.DataFrame, + split: pd.DataFrame, + expected_features: list[str], +) -> pd.DataFrame: + required_split_columns = {"sample_id", "pCR", "split"} + missing_split_columns = required_split_columns.difference(split.columns) + if missing_split_columns: + raise ValueError( + "Split table is missing required columns: " + + ", ".join(sorted(missing_split_columns)) + ) + + test_membership = split.loc[ + split["split"].eq("test"), ["sample_id", "pCR"] + ].rename(columns={"pCR": "split_pCR"}) + if test_membership.empty: + raise ValueError("Split table does not contain any held-out test rows.") + if test_membership["sample_id"].duplicated().any(): + raise ValueError("Split table contains duplicate held-out sample_id values.") + if data["sample_id"].duplicated().any(): + raise ValueError("ML-ready dataset contains duplicate sample_id values.") + + selected = test_membership.merge( + data.loc[:, ["sample_id", "pCR", *expected_features]], + on="sample_id", + how="left", + validate="one_to_one", + ) + missing_rows = selected["pCR"].isna() + if missing_rows.any(): + missing_ids = ", ".join(selected.loc[missing_rows, "sample_id"].head(25)) + raise ValueError(f"Held-out sample IDs were not found in the dataset: {missing_ids}") + + label_mismatch = selected["split_pCR"].astype(int) != selected["pCR"].astype(int) + if label_mismatch.any(): + mismatched_ids = ", ".join( + selected.loc[label_mismatch, "sample_id"].head(25) + ) + raise ValueError( + "Held-out pCR labels disagree between split and dataset for: " + f"{mismatched_ids}" + ) + return selected + + +def calibration_intercept_slope( + y_true: np.ndarray, + predicted_scores: np.ndarray, +) -> tuple[float, float]: + clipped = np.clip(np.asarray(predicted_scores, dtype=float), 1e-15, 1 - 1e-15) + logits = np.log(clipped / (1 - clipped)).reshape(-1, 1) + diagnostic_model = LogisticRegression( + C=np.inf, + solver="lbfgs", + max_iter=10_000, + ) + diagnostic_model.fit(logits, np.asarray(y_true, dtype=int)) + return ( + float(diagnostic_model.intercept_[0]), + float(diagnostic_model.coef_[0, 0]), + ) + + +def build_calibration_curve_data( + y_true: np.ndarray, + predicted_scores: np.ndarray, + n_bins: int, +) -> pd.DataFrame: + if n_bins < 2: + raise ValueError("n_bins must be at least 2.") + frame = pd.DataFrame( + { + "observed_pCR": np.asarray(y_true, dtype=int), + "predicted_pCR_score": np.asarray(predicted_scores, dtype=float), + } + ) + frame["bin"] = pd.qcut( + frame["predicted_pCR_score"], + q=min(n_bins, len(frame)), + labels=False, + duplicates="drop", + ) + curve = ( + frame.groupby("bin", observed=True) + .agg( + n=("observed_pCR", "size"), + observed_pCR_count=("observed_pCR", "sum"), + minimum_predicted_pCR_score=("predicted_pCR_score", "min"), + maximum_predicted_pCR_score=("predicted_pCR_score", "max"), + mean_predicted_pCR_score=("predicted_pCR_score", "mean"), + observed_pCR_rate=("observed_pCR", "mean"), + ) + .reset_index() + ) + curve["bin"] = curve["bin"].astype(int) + 1 + return curve + + +def build_observed_vs_predicted_rates( + y_true: np.ndarray, + predicted_scores: np.ndarray, + curve: pd.DataFrame, +) -> pd.DataFrame: + overall = pd.DataFrame( + [ + { + "scope": "overall_heldout_test", + "bin": pd.NA, + "n": len(y_true), + "observed_pCR_count": int(np.asarray(y_true, dtype=int).sum()), + "mean_predicted_pCR_score": float(np.mean(predicted_scores)), + "observed_pCR_rate": float(np.mean(y_true)), + } + ] + ) + by_bin = curve.loc[ + :, + [ + "bin", + "n", + "observed_pCR_count", + "mean_predicted_pCR_score", + "observed_pCR_rate", + ], + ].copy() + by_bin.insert(0, "scope", "equal_frequency_bin") + rates = pd.concat([overall, by_bin], ignore_index=True) + rates["observed_minus_predicted"] = ( + rates["observed_pCR_rate"] - rates["mean_predicted_pCR_score"] + ) + return rates + + +def calculate_point_metrics( + y_true: np.ndarray, + predicted_classes: np.ndarray, + predicted_scores: np.ndarray, +) -> dict[str, float]: + y_true = np.asarray(y_true, dtype=int) + predicted_classes = np.asarray(predicted_classes, dtype=int) + predicted_scores = np.asarray(predicted_scores, dtype=float) + if not (len(y_true) == len(predicted_classes) == len(predicted_scores)): + raise ValueError("Observed labels, classes, and scores must have equal lengths.") + if len(np.unique(y_true)) != 2: + raise ValueError("ROC AUC requires both outcome classes.") + + tn, fp, fn, tp = confusion_matrix( + y_true, predicted_classes, labels=[0, 1] + ).ravel() + return { + "roc_auc": float(roc_auc_score(y_true, predicted_scores)), + "pr_auc_average_precision": float( + average_precision_score(y_true, predicted_scores) + ), + "accuracy": float(accuracy_score(y_true, predicted_classes)), + "sensitivity": float(recall_score(y_true, predicted_classes)), + "specificity": float(tn / (tn + fp)), + "precision": float( + precision_score(y_true, predicted_classes, zero_division=0) + ), + "f1": float(f1_score(y_true, predicted_classes, zero_division=0)), + } + + +def verify_locked_point_metrics( + point_metrics: dict[str, float], + original_metrics_path: Path, + tolerance: float = 1e-12, +) -> None: + original = pd.read_csv(original_metrics_path) + if len(original) != 1: + raise ValueError("Canonical test metrics must contain exactly one row.") + for metric in BOOTSTRAP_METRICS: + if metric not in original.columns: + raise ValueError(f"Canonical test metrics are missing column: {metric}") + expected = float(original.loc[0, metric]) + actual = point_metrics[metric] + if not np.isclose(actual, expected, rtol=0.0, atol=tolerance): + raise ValueError( + f"Locked prediction verification failed for {metric}: " + f"recomputed={actual:.17g}, canonical={expected:.17g}." + ) + + +def bootstrap_confidence_intervals( + y_true: np.ndarray, + predicted_classes: np.ndarray, + predicted_scores: np.ndarray, + point_metrics: dict[str, float], + iterations: int, + random_seed: int, +) -> pd.DataFrame: + if iterations < 1: + raise ValueError("bootstrap_iterations must be at least 1.") + y_true = np.asarray(y_true, dtype=int) + predicted_classes = np.asarray(predicted_classes, dtype=int) + predicted_scores = np.asarray(predicted_scores, dtype=float) + if not (len(y_true) == len(predicted_classes) == len(predicted_scores)): + raise ValueError("Observed labels, classes, and scores must have equal lengths.") + + rng = np.random.default_rng(random_seed) + estimates: dict[str, list[float]] = { + metric: [] for metric in BOOTSTRAP_METRICS + } + for _ in range(iterations): + indices = rng.integers(0, len(y_true), size=len(y_true)) + observed = y_true[indices] + classes = predicted_classes[indices] + scores = predicted_scores[indices] + + estimates["accuracy"].append(float(accuracy_score(observed, classes))) + estimates["sensitivity"].append( + float(recall_score(observed, classes, zero_division=0)) + ) + confusion = confusion_matrix(observed, classes, labels=[0, 1]).ravel() + tn, fp = int(confusion[0]), int(confusion[1]) + if tn + fp: + estimates["specificity"].append(float(tn / (tn + fp))) + estimates["precision"].append( + float(precision_score(observed, classes, zero_division=0)) + ) + estimates["f1"].append( + float(f1_score(observed, classes, zero_division=0)) + ) + if len(np.unique(observed)) == 2: + estimates["roc_auc"].append(float(roc_auc_score(observed, scores))) + + rows = [] + for metric in BOOTSTRAP_METRICS: + values = np.asarray(estimates[metric], dtype=float) + if values.size == 0: + raise ValueError(f"No valid bootstrap replicates for {metric}.") + lower, upper = np.percentile(values, [2.5, 97.5]) + rows.append( + { + "metric": metric, + "point_estimate": point_metrics[metric], + "ci_lower_95": float(lower), + "ci_upper_95": float(upper), + "bootstrap_iterations": iterations, + "valid_replicates": int(values.size), + "random_seed": random_seed, + "method": "paired patient-level nonparametric percentile bootstrap", + } + ) + return pd.DataFrame(rows) + + +def save_calibration_plot( + curve: pd.DataFrame, + predicted_scores: np.ndarray, + brier_score: float, + intercept: float, + slope: float, + output_path: Path, +) -> None: + fig, (ax_curve, ax_hist) = plt.subplots( + 2, + 1, + figsize=(7.2, 7.2), + gridspec_kw={"height_ratios": [3, 1]}, + constrained_layout=True, + ) + ax_curve.plot([0, 1], [0, 1], linestyle="--", color="#5A6573", label="Ideal") + ax_curve.plot( + curve["mean_predicted_pCR_score"], + curve["observed_pCR_rate"], + marker="o", + linewidth=2, + color="#2F6BFF", + label="Held-out test bins", + ) + ax_curve.set_xlim(0, 1) + ax_curve.set_ylim(0, 1) + ax_curve.set_xlabel("Mean predicted pCR model score (uncalibrated)") + ax_curve.set_ylabel("Observed pCR rate") + ax_curve.set_title("GSE194040 held-out calibration diagnostic") + ax_curve.grid(alpha=0.25) + ax_curve.legend(loc="upper left") + ax_curve.text( + 0.98, + 0.03, + f"Brier = {brier_score:.3f}\nIntercept = {intercept:.3f}\nSlope = {slope:.3f}", + transform=ax_curve.transAxes, + horizontalalignment="right", + verticalalignment="bottom", + fontsize=10, + bbox={"facecolor": "white", "edgecolor": "#C8CDD4", "alpha": 0.9}, + ) + + ax_hist.hist(predicted_scores, bins=10, range=(0, 1), color="#63BCE3", edgecolor="white") + ax_hist.set_xlim(0, 1) + ax_hist.set_xlabel("Predicted pCR model score (uncalibrated)") + ax_hist.set_ylabel("Patients") + ax_hist.grid(axis="y", alpha=0.2) + fig.savefig(output_path, dpi=200) + plt.close(fig) + + +def ensure_new_output_directory(output_dir: Path) -> None: + if output_dir.exists() and any(output_dir.iterdir()): + raise FileExistsError( + f"Refusing to overwrite non-empty evaluation output directory: {output_dir}. " + "Choose a new versioned --output-dir." + ) + output_dir.mkdir(parents=True, exist_ok=True) + + +def main() -> None: + args = parse_args() + ensure_new_output_directory(args.output_dir) + + model = joblib.load(args.model) + expected_features = get_expected_features(model) + data = pd.read_csv(args.data, usecols=["sample_id", "pCR", *expected_features]) + split = pd.read_csv(args.split) + heldout = select_heldout_rows(data, split, expected_features) + + features = heldout.loc[:, expected_features] + y_true = heldout["pCR"].astype(int).to_numpy() + predicted_scores = get_pcr_scores(model, features) + predicted_classes = np.asarray(model.predict(features), dtype=int) + + point_metrics = calculate_point_metrics( + y_true, predicted_classes, predicted_scores + ) + verify_locked_point_metrics(point_metrics, args.original_metrics) + bootstrap_cis = bootstrap_confidence_intervals( + y_true, + predicted_classes, + predicted_scores, + point_metrics, + args.bootstrap_iterations, + args.random_seed, + ) + + brier = float(brier_score_loss(y_true, predicted_scores)) + intercept, slope = calibration_intercept_slope(y_true, predicted_scores) + curve = build_calibration_curve_data(y_true, predicted_scores, args.n_bins) + rates = build_observed_vs_predicted_rates(y_true, predicted_scores, curve) + + calibration_metrics = pd.DataFrame( + [ + { + "model": "elastic_net_logistic", + "evaluation_split": "heldout_test", + "n": len(y_true), + "observed_pCR_count": int(y_true.sum()), + "observed_pCR_rate": float(y_true.mean()), + "mean_predicted_pCR_score": float(predicted_scores.mean()), + "brier_score": brier, + "calibration_intercept": intercept, + "calibration_slope": slope, + "calibration_bins": len(curve), + } + ] + ) + + predictions = pd.DataFrame( + { + "sample_id": heldout["sample_id"], + "observed_pCR": y_true, + "predicted_pCR_class": predicted_classes, + "predicted_pCR_score": predicted_scores, + } + ) + point_metrics_table = pd.DataFrame( + [ + { + "model": "elastic_net_logistic", + "evaluation_split": "locked_heldout_test", + "n": len(y_true), + "observed_pCR_count": int(y_true.sum()), + "observed_non_pCR_count": int(len(y_true) - y_true.sum()), + **point_metrics, + "classification_source": "frozen_model_predict", + "canonical_metrics_verified": True, + } + ] + ) + + calibration_metrics.to_csv( + args.output_dir / CALIBRATION_METRICS_FILENAME, index=False + ) + curve.to_csv(args.output_dir / CURVE_FILENAME, index=False) + rates.to_csv(args.output_dir / RATES_FILENAME, index=False) + predictions.to_csv(args.output_dir / PREDICTIONS_FILENAME, index=False) + point_metrics_table.to_csv(args.output_dir / POINT_METRICS_FILENAME, index=False) + bootstrap_cis.to_csv(args.output_dir / BOOTSTRAP_CI_FILENAME, index=False) + save_calibration_plot( + curve, + predicted_scores, + brier, + intercept, + slope, + args.output_dir / PLOT_FILENAME, + ) + + summary = [ + "# GSE194040 locked held-out evaluation (v2)", + "", + f"Run timestamp: {datetime.now().isoformat(timespec='seconds')}", + "", + "## Frozen evaluation design", + "", + f"- Saved model: `{portable_package_path(args.model)}`", + f"- Saved split: `{portable_package_path(args.split)}`", + f"- Held-out patients: {len(y_true)} ({int(y_true.sum())} pCR; {len(y_true) - int(y_true.sum())} non-pCR).", + "- The original selected model was loaded without refitting or parameter changes.", + "- Test outcomes were used only to estimate post-hoc evaluation diagnostics and uncertainty.", + "- No calibration mapping was saved or applied to model outputs.", + "- Frozen class predictions and model scores were calculated once, then resampled as paired patient-level records.", + f"- Bootstrap: {args.bootstrap_iterations} percentile replicates with NumPy seed {args.random_seed}.", + "- Recomputed AUC and classification metrics matched the canonical metrics CSV before output was written.", + "", + "## Discrimination and classification", + "", + f"- ROC AUC: {point_metrics['roc_auc']:.6f}", + f"- PR-AUC (average precision): {point_metrics['pr_auc_average_precision']:.6f}", + f"- Accuracy: {point_metrics['accuracy']:.6f}", + f"- Sensitivity: {point_metrics['sensitivity']:.6f}", + f"- Specificity: {point_metrics['specificity']:.6f}", + f"- Precision: {point_metrics['precision']:.6f}", + f"- F1: {point_metrics['f1']:.6f}", + "", + "## Calibration diagnostics", + "", + f"- Brier score: {brier:.6f}", + f"- Calibration intercept: {intercept:.6f}", + f"- Calibration slope: {slope:.6f}", + f"- Mean predicted pCR model score: {predicted_scores.mean():.6f}", + f"- Observed held-out pCR rate: {y_true.mean():.6f}", + f"- Observed minus predicted rate: {y_true.mean() - predicted_scores.mean():.6f}", + "", + "The classifier outputs remain uncalibrated model scores. These diagnostics do not convert them into clinical probabilities or establish external validity.", + "", + "## Outputs", + "", + f"- `{POINT_METRICS_FILENAME}`", + f"- `{BOOTSTRAP_CI_FILENAME}`", + f"- `{PREDICTIONS_FILENAME}`", + f"- `{CALIBRATION_METRICS_FILENAME}`", + f"- `{CURVE_FILENAME}`", + f"- `{RATES_FILENAME}`", + f"- `{PLOT_FILENAME}`", + f"- `{SESSION_FILENAME}`", + ] + (args.output_dir / SUMMARY_FILENAME).write_text( + "\n".join(summary) + "\n", encoding="utf-8" + ) + + session = { + "timestamp": datetime.now().isoformat(timespec="seconds"), + "python": sys.version, + "platform": platform.platform(), + "pandas": pd.__version__, + "numpy": np.__version__, + "model_path": portable_package_path(args.model), + "data_path": portable_package_path(args.data), + "split_path": portable_package_path(args.split), + "original_metrics_path": portable_package_path(args.original_metrics), + "output_dir": portable_package_path(args.output_dir), + "n_bins_requested": args.n_bins, + "n_bins_created": len(curve), + "bootstrap_iterations": args.bootstrap_iterations, + "bootstrap_random_seed": args.random_seed, + "bootstrap_method": "paired patient-level nonparametric percentile bootstrap", + "pr_auc_definition": "average precision", + "canonical_metrics_verified": True, + "diagnostic_only_no_model_refit": True, + } + (args.output_dir / SESSION_FILENAME).write_text( + json.dumps(session, indent=2) + "\n", encoding="utf-8" + ) + print(f"Wrote locked held-out evaluation to {args.output_dir}") + + +if __name__ == "__main__": + try: + main() + except Exception as exc: + print(f"ERROR: {exc}", file=sys.stderr) + raise SystemExit(1) from None diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/analyze_gse194040_subgroups.py b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/analyze_gse194040_subgroups.py new file mode 100644 index 00000000..42d7c239 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/analyze_gse194040_subgroups.py @@ -0,0 +1,453 @@ +"""Evaluate prespecified subgroups using frozen GSE194040 test predictions. + +The script reads the existing versioned locked-test predictions and saved test +membership. It never loads, fits, tunes, or modifies the trained model. +""" + +from __future__ import annotations + +import argparse +import hashlib +import json +import os +import platform +import sys +from datetime import datetime +from pathlib import Path + + +PROJECT_ROOT = Path(__file__).resolve().parents[1] +import numpy as np +import pandas as pd +from sklearn.metrics import ( + accuracy_score, + confusion_matrix, + f1_score, + precision_score, + recall_score, + roc_auc_score, +) + + +DEFAULT_PREDICTIONS_PATH = ( + PROJECT_ROOT + / "results" + / "evaluation" + / "gse194040_locked_test_evaluation_v2_20260719" + / "gse194040_locked_test_predictions_v2.csv" +) +DEFAULT_DATA_PATH = ( + PROJECT_ROOT / "data_processed" / "gse194040_ml_ready_pcr_expression.csv" +) +DEFAULT_SPLIT_PATH = ( + PROJECT_ROOT / "results" / "tables" / "gse194040_train_test_split.csv" +) +DEFAULT_ORIGINAL_METRICS_PATH = ( + PROJECT_ROOT / "results" / "tables" / "gse194040_final_test_metrics.csv" +) +DEFAULT_OUTPUT_DIR = ( + PROJECT_ROOT + / "results" + / "evaluation" + / "gse194040_locked_test_subgroups_v1_20260719" +) +RESULTS_FILENAME = "gse194040_locked_test_subgroup_metrics_v1.csv" +SUMMARY_FILENAME = "gse194040_locked_test_subgroup_summary_v1.md" +SESSION_FILENAME = "gse194040_locked_test_subgroup_session_v1.json" +DEFAULT_BOOTSTRAP_ITERATIONS = 2_000 +DEFAULT_RANDOM_SEED = 20_260_719 +DEFAULT_MINIMUM_TREATMENT_N = 10 +DEFAULT_MINIMUM_OUTCOME_COUNT = 3 +DEFAULT_EXPLORATORY_N = 30 + + +def portable_package_path(path: Path) -> str: + """Return a POSIX path relative to the package root.""" + try: + relative = os.path.relpath(path.resolve(), PROJECT_ROOT.resolve()) + except ValueError: + return path.name + return Path(relative).as_posix() + + +def parse_args() -> argparse.Namespace: + parser = argparse.ArgumentParser( + description="Evaluate subgroups from frozen GSE194040 test predictions." + ) + parser.add_argument( + "--predictions", type=Path, default=DEFAULT_PREDICTIONS_PATH + ) + parser.add_argument("--data", type=Path, default=DEFAULT_DATA_PATH) + parser.add_argument("--split", type=Path, default=DEFAULT_SPLIT_PATH) + parser.add_argument( + "--original-metrics", type=Path, default=DEFAULT_ORIGINAL_METRICS_PATH + ) + parser.add_argument("--output-dir", type=Path, default=DEFAULT_OUTPUT_DIR) + parser.add_argument( + "--bootstrap-iterations", type=int, default=DEFAULT_BOOTSTRAP_ITERATIONS + ) + parser.add_argument("--random-seed", type=int, default=DEFAULT_RANDOM_SEED) + parser.add_argument( + "--minimum-treatment-n", type=int, default=DEFAULT_MINIMUM_TREATMENT_N + ) + parser.add_argument( + "--minimum-outcome-count", type=int, default=DEFAULT_MINIMUM_OUTCOME_COUNT + ) + parser.add_argument( + "--exploratory-n", type=int, default=DEFAULT_EXPLORATORY_N + ) + return parser.parse_args() + + +def ensure_new_output_directory(output_dir: Path) -> None: + if output_dir.exists() and any(output_dir.iterdir()): + raise FileExistsError( + f"Refusing to overwrite non-empty subgroup output directory: {output_dir}. " + "Choose a new versioned --output-dir." + ) + output_dir.mkdir(parents=True, exist_ok=True) + + +def binary_metrics( + observed: np.ndarray, + predicted_classes: np.ndarray, + predicted_scores: np.ndarray, +) -> dict[str, float]: + observed = np.asarray(observed, dtype=int) + predicted_classes = np.asarray(predicted_classes, dtype=int) + predicted_scores = np.asarray(predicted_scores, dtype=float) + tn, fp, fn, tp = confusion_matrix( + observed, predicted_classes, labels=[0, 1] + ).ravel() + return { + "roc_auc": ( + float(roc_auc_score(observed, predicted_scores)) + if len(np.unique(observed)) == 2 + else np.nan + ), + "sensitivity": float(tp / (tp + fn)) if tp + fn else np.nan, + "specificity": float(tn / (tn + fp)) if tn + fp else np.nan, + } + + +def verify_overall_metrics( + locked: pd.DataFrame, + original_metrics_path: Path, + tolerance: float = 1e-12, +) -> None: + observed = locked["observed_pCR"].astype(int).to_numpy() + classes = locked["predicted_pCR_class"].astype(int).to_numpy() + scores = locked["predicted_pCR_score"].astype(float).to_numpy() + subgroup_metrics = binary_metrics(observed, classes, scores) + tn, fp, fn, tp = confusion_matrix(observed, classes, labels=[0, 1]).ravel() + recomputed = { + "roc_auc": subgroup_metrics["roc_auc"], + "accuracy": float(accuracy_score(observed, classes)), + "sensitivity": subgroup_metrics["sensitivity"], + "specificity": subgroup_metrics["specificity"], + "precision": float(precision_score(observed, classes, zero_division=0)), + "f1": float(f1_score(observed, classes, zero_division=0)), + } + original = pd.read_csv(original_metrics_path) + if len(original) != 1: + raise ValueError("Canonical test metrics must contain exactly one row.") + for metric, actual in recomputed.items(): + expected = float(original.loc[0, metric]) + if not np.isclose(actual, expected, rtol=0.0, atol=tolerance): + raise ValueError( + f"Locked prediction verification failed for {metric}: " + f"recomputed={actual:.17g}, canonical={expected:.17g}." + ) + + +def load_locked_subgroup_data( + predictions_path: Path, + data_path: Path, + split_path: Path, + original_metrics_path: Path, +) -> pd.DataFrame: + predictions = pd.read_csv(predictions_path) + required_prediction_columns = { + "sample_id", + "observed_pCR", + "predicted_pCR_class", + "predicted_pCR_score", + } + missing = required_prediction_columns.difference(predictions.columns) + if missing: + raise ValueError( + "Locked predictions are missing columns: " + ", ".join(sorted(missing)) + ) + if predictions["sample_id"].duplicated().any(): + raise ValueError("Locked predictions contain duplicate sample_id values.") + + split = pd.read_csv(split_path) + required_split_columns = {"sample_id", "pCR", "split"} + missing = required_split_columns.difference(split.columns) + if missing: + raise ValueError("Saved split is missing columns: " + ", ".join(sorted(missing))) + test_split = split.loc[ + split["split"].eq("test"), ["sample_id", "pCR"] + ].rename(columns={"pCR": "split_pCR"}) + if test_split["sample_id"].duplicated().any(): + raise ValueError("Saved test split contains duplicate sample_id values.") + if set(predictions["sample_id"]) != set(test_split["sample_id"]): + raise ValueError("Locked predictions do not exactly match saved test membership.") + + metadata = pd.read_csv( + data_path, + usecols=["sample_id", "pCR", "HR", "HER2", "MP", "treatment_arm"], + ) + if metadata["sample_id"].duplicated().any(): + raise ValueError("ML-ready data contain duplicate sample_id values.") + locked = ( + test_split.merge(predictions, on="sample_id", validate="one_to_one") + .merge(metadata, on="sample_id", validate="one_to_one") + ) + if len(locked) != len(test_split): + raise ValueError("One or more saved test samples lack subgroup metadata.") + if not ( + locked["split_pCR"].astype(int).eq(locked["observed_pCR"].astype(int)).all() + and locked["pCR"].astype(int).eq(locked["observed_pCR"].astype(int)).all() + ): + raise ValueError("Outcome labels disagree across split, predictions, and data.") + if locked[["HR", "HER2", "MP", "treatment_arm"]].isna().any().any(): + raise ValueError("Locked test subgroup metadata contain missing values.") + verify_overall_metrics(locked, original_metrics_path) + return locked + + +def derived_group_seed(base_seed: int, family: str, subgroup: str) -> int: + digest = hashlib.sha256( + f"{base_seed}|{family}|{subgroup}".encode("utf-8") + ).digest() + return int.from_bytes(digest[:4], byteorder="little", signed=False) + + +def bootstrap_metric_intervals( + observed: np.ndarray, + predicted_classes: np.ndarray, + predicted_scores: np.ndarray, + iterations: int, + random_seed: int, +) -> dict[str, float | int]: + if iterations < 1: + raise ValueError("bootstrap_iterations must be at least 1.") + observed = np.asarray(observed, dtype=int) + predicted_classes = np.asarray(predicted_classes, dtype=int) + predicted_scores = np.asarray(predicted_scores, dtype=float) + rng = np.random.default_rng(random_seed) + estimates: dict[str, list[float]] = { + "roc_auc": [], + "sensitivity": [], + "specificity": [], + } + for _ in range(iterations): + indices = rng.integers(0, len(observed), size=len(observed)) + metrics = binary_metrics( + observed[indices], predicted_classes[indices], predicted_scores[indices] + ) + for metric, value in metrics.items(): + if np.isfinite(value): + estimates[metric].append(value) + + result: dict[str, float | int] = {} + for metric, values in estimates.items(): + if not values: + raise ValueError(f"No valid bootstrap replicates for {metric}.") + lower, upper = np.percentile(np.asarray(values), [2.5, 97.5]) + result[f"{metric}_ci_lower_95"] = float(lower) + result[f"{metric}_ci_upper_95"] = float(upper) + result[f"{metric}_valid_replicates"] = len(values) + return result + + +def subgroup_definitions(locked: pd.DataFrame) -> list[tuple[str, str, pd.DataFrame]]: + definitions: list[tuple[str, str, pd.DataFrame]] = [] + hr_her2_labels = { + (0, 0): "HR-/HER2-", + (0, 1): "HR-/HER2+", + (1, 0): "HR+/HER2-", + (1, 1): "HR+/HER2+", + } + for values, label in hr_her2_labels.items(): + subset = locked.loc[locked["HR"].eq(values[0]) & locked["HER2"].eq(values[1])] + definitions.append(("HR_HER2", label, subset)) + for value in (0, 1): + definitions.append(("MP_status", f"MP={value}", locked.loc[locked["MP"].eq(value)])) + for arm in sorted(locked["treatment_arm"].astype(str).unique()): + definitions.append( + ( + "treatment_arm", + arm, + locked.loc[locked["treatment_arm"].astype(str).eq(arm)], + ) + ) + return definitions + + +def build_subgroup_results( + locked: pd.DataFrame, + bootstrap_iterations: int, + random_seed: int, + minimum_treatment_n: int, + minimum_outcome_count: int, + exploratory_n: int, +) -> pd.DataFrame: + rows: list[dict[str, object]] = [] + for family, subgroup, subset in subgroup_definitions(locked): + n = len(subset) + pcr_count = int(subset["observed_pCR"].sum()) + non_pcr_count = n - pcr_count + minimum_n = minimum_treatment_n if family == "treatment_arm" else 1 + sufficient = ( + n >= minimum_n + and pcr_count >= minimum_outcome_count + and non_pcr_count >= minimum_outcome_count + ) + exploratory = n < exploratory_n + if not sufficient: + status = "not_estimated_insufficient_sample" + elif exploratory: + status = "exploratory_small_sample" + else: + status = "reported" + + row: dict[str, object] = { + "subgroup_family": family, + "subgroup": subgroup, + "n": n, + "pCR_count": pcr_count, + "non_pCR_count": non_pcr_count, + "sufficient_for_estimation": sufficient, + "exploratory": exploratory, + "analysis_status": status, + "roc_auc": np.nan, + "roc_auc_ci_lower_95": np.nan, + "roc_auc_ci_upper_95": np.nan, + "sensitivity": np.nan, + "sensitivity_ci_lower_95": np.nan, + "sensitivity_ci_upper_95": np.nan, + "specificity": np.nan, + "specificity_ci_lower_95": np.nan, + "specificity_ci_upper_95": np.nan, + "bootstrap_iterations": bootstrap_iterations, + "bootstrap_base_random_seed": random_seed, + "bootstrap_group_random_seed": np.nan, + "roc_auc_valid_replicates": 0, + "sensitivity_valid_replicates": 0, + "specificity_valid_replicates": 0, + } + if sufficient: + observed = subset["observed_pCR"].astype(int).to_numpy() + classes = subset["predicted_pCR_class"].astype(int).to_numpy() + scores = subset["predicted_pCR_score"].astype(float).to_numpy() + metrics = binary_metrics(observed, classes, scores) + group_seed = derived_group_seed(random_seed, family, subgroup) + intervals = bootstrap_metric_intervals( + observed, classes, scores, bootstrap_iterations, group_seed + ) + row.update(metrics) + row.update(intervals) + row["bootstrap_group_random_seed"] = group_seed + rows.append(row) + return pd.DataFrame(rows) + + +def write_summary(results: pd.DataFrame, args: argparse.Namespace) -> None: + estimated = results.loc[results["sufficient_for_estimation"]] + omitted = results.loc[~results["sufficient_for_estimation"]] + lines = [ + "# GSE194040 locked test subgroup evaluation (v1)", + "", + f"Run timestamp: {datetime.now().isoformat(timespec='seconds')}", + "", + "## Design", + "", + "- Uses only the existing versioned locked-test predictions; the trained model is not loaded or refit.", + f"- Bootstrap: {args.bootstrap_iterations} paired patient-level percentile replicates with base seed {args.random_seed}.", + f"- Treatment arms require n >= {args.minimum_treatment_n} and at least {args.minimum_outcome_count} patients in each outcome class.", + f"- Any estimated subgroup with n < {args.exploratory_n} is marked exploratory.", + "- ROC AUC, sensitivity, and specificity confidence intervals are internal descriptive estimates, not external validation.", + "", + "## Estimated subgroups", + "", + "| Family | Subgroup | n | pCR | ROC AUC (95% CI) | Sensitivity (95% CI) | Specificity (95% CI) | Status |", + "|---|---|---:|---:|---:|---:|---:|---|", + ] + for row in estimated.itertuples(index=False): + lines.append( + f"| {row.subgroup_family} | {row.subgroup} | {row.n} | {row.pCR_count} | " + f"{row.roc_auc:.3f} ({row.roc_auc_ci_lower_95:.3f}-{row.roc_auc_ci_upper_95:.3f}) | " + f"{row.sensitivity:.3f} ({row.sensitivity_ci_lower_95:.3f}-{row.sensitivity_ci_upper_95:.3f}) | " + f"{row.specificity:.3f} ({row.specificity_ci_lower_95:.3f}-{row.specificity_ci_upper_95:.3f}) | " + f"{row.analysis_status} |" + ) + lines.extend(["", "## Treatment arms not estimated", ""]) + if omitted.empty: + lines.append("None.") + else: + for row in omitted.itertuples(index=False): + lines.append( + f"- {row.subgroup}: n={row.n}, pCR={row.pCR_count}; insufficient under the prespecified reporting rule." + ) + lines.extend( + [ + "", + "The subgroup analysis is descriptive and underpowered for interaction or treatment-effect inference. It must not be interpreted as evidence that treatment performance differs between arms or biomarker groups.", + ] + ) + (args.output_dir / SUMMARY_FILENAME).write_text( + "\n".join(lines) + "\n", encoding="utf-8" + ) + + +def main() -> None: + args = parse_args() + ensure_new_output_directory(args.output_dir) + locked = load_locked_subgroup_data( + args.predictions, args.data, args.split, args.original_metrics + ) + results = build_subgroup_results( + locked, + args.bootstrap_iterations, + args.random_seed, + args.minimum_treatment_n, + args.minimum_outcome_count, + args.exploratory_n, + ) + results.to_csv(args.output_dir / RESULTS_FILENAME, index=False) + write_summary(results, args) + session = { + "timestamp": datetime.now().isoformat(timespec="seconds"), + "python": sys.version, + "platform": platform.platform(), + "pandas": pd.__version__, + "numpy": np.__version__, + "predictions_path": portable_package_path(args.predictions), + "data_path": portable_package_path(args.data), + "split_path": portable_package_path(args.split), + "original_metrics_path": portable_package_path(args.original_metrics), + "output_dir": portable_package_path(args.output_dir), + "locked_test_patients": len(locked), + "bootstrap_iterations": args.bootstrap_iterations, + "bootstrap_base_random_seed": args.random_seed, + "bootstrap_method": "paired patient-level nonparametric percentile bootstrap", + "minimum_treatment_n": args.minimum_treatment_n, + "minimum_outcome_count": args.minimum_outcome_count, + "exploratory_n": args.exploratory_n, + "model_loaded_or_refit": False, + "canonical_overall_metrics_verified": True, + } + (args.output_dir / SESSION_FILENAME).write_text( + json.dumps(session, indent=2) + "\n", encoding="utf-8" + ) + print(f"Wrote locked test subgroup evaluation to {args.output_dir}") + + +if __name__ == "__main__": + try: + main() + except Exception as exc: + print(f"ERROR: {exc}", file=sys.stderr) + raise SystemExit(1) from None diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/capture_gse194040_reproducibility.py b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/capture_gse194040_reproducibility.py new file mode 100644 index 00000000..f2aa9de0 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/capture_gse194040_reproducibility.py @@ -0,0 +1,255 @@ +"""Capture the installed environment, canonical hashes, and model convergence status.""" + +from __future__ import annotations + +import hashlib +import importlib.metadata +import json +import os +import platform +import sys +from datetime import datetime, timezone +from pathlib import Path + +import joblib +import numpy as np + + +PROJECT_ROOT = Path(__file__).resolve().parents[1] +DEFAULT_OUTPUT = ( + PROJECT_ROOT + / "results" + / "reproducibility" + / "gse194040_reproducibility_manifest_v1_20260719.json" +) +CANONICAL_HASHES = { + "results/tables/gse194040_train_test_split.csv": "9fe0dcc93812713add7c993516061a52d755038879171cf96ce5d5ca87c50906", + "models/gse194040_best_model.joblib": "e3bbccac97c4495dbb8e8c66a8f35921ca6ff20cbb9e0b0671aaf0a00504f9d4", + "models/gse194040_best_model_metadata.json": "4b1e8633bc76d254bd6c9c541a2545bdf7ab08ed8df9df15b71297e605c11781", + "results/tables/gse194040_cv_model_comparison.csv": "b2ed30e6a01806793814da5a37b3ec2569c20431f1ad9a32c7ca45f21ce6cc14", + "results/tables/gse194040_final_test_metrics.csv": "e37a940e836b9f69575bc6913c8be8926bfc03eba8fafda83092ad4ec8b7a82c", + "results/figures/gse194040_final_roc_curve.png": "96a79a1c215b63e7486ac20951cdc42c16f09b8eebb67bc78f08d494e25be44f", + "results/figures/gse194040_final_confusion_matrix.png": "759d3df850f4d3a245cae1b571d363b2928f8b4e3dd11d2eb57bb779d319778f", +} +EXCLUDED_RECREATABLE_ARTIFACTS = [ + { + "path": "data_processed/gse194040_ml_ready_pcr_expression.csv", + "included_in_submission": False, + "expected_sha1": "714aacadbdbfecbc882662ad36f578afc398201c", + "expected_sha256": "4f00b3fdf4006129ed31835763dfc906245da1c6d383546a7fe354d5069de78a", + "rows": 987, + "columns": 19143, + "expression_features": 19134, + "recreated_by": "scripts/preprocess_gse194040.py", + }, + { + "path": "GSE194040/GSE194040_ISPY2ResID_AgilentGeneExp_990_FrshFrzn_meanCol_geneLevel_n988.txt.gz", + "included_in_submission": False, + "expected_sha1": "f84873f85a5ba8ca4a357a414e0b847532ed74d6", + "download_url": "https://ftp.ncbi.nlm.nih.gov/geo/series/GSE194nnn/GSE194040/suppl/GSE194040_ISPY2ResID_AgilentGeneExp_990_FrshFrzn_meanCol_geneLevel_n988.txt.gz", + }, + { + "path": "GSE194040/GSE194040-GPL20078_series_matrix.txt.gz", + "included_in_submission": False, + "expected_sha1": "6fdf48178aeb1a1394ae5718b1e13d026987ed86", + "download_url": "https://ftp.ncbi.nlm.nih.gov/geo/series/GSE194nnn/GSE194040/matrix/GSE194040-GPL20078_series_matrix.txt.gz", + }, + { + "path": "GSE194040/GSE194040-GPL30493_series_matrix.txt.gz", + "included_in_submission": False, + "expected_sha1": "27a7ad81e2e7ffa42b9f9382928f43ff39312069", + "download_url": "https://ftp.ncbi.nlm.nih.gov/geo/series/GSE194nnn/GSE194040/matrix/GSE194040-GPL30493_series_matrix.txt.gz", + }, +] +MAJOR_PACKAGES = [ + "numpy", + "pandas", + "scipy", + "scikit-learn", + "joblib", + "matplotlib", + "pytest", + "jsonschema", + "referencing", +] + + +def portable_package_path(path: Path) -> str: + """Return a POSIX path relative to the package root.""" + try: + relative = os.path.relpath(path.resolve(), PROJECT_ROOT.resolve()) + except ValueError: + return path.name + return Path(relative).as_posix() + + +def sha256(path: Path) -> str: + digest = hashlib.sha256() + with path.open("rb") as handle: + for block in iter(lambda: handle.read(1024 * 1024), b""): + digest.update(block) + return digest.hexdigest() + + +def pinned_versions(path: Path) -> dict[str, str]: + versions = {} + for line in path.read_text(encoding="utf-8").splitlines(): + stripped = line.strip() + if stripped and not stripped.startswith("#"): + name, version = stripped.split("==", maxsplit=1) + versions[name.lower()] = version + return versions + + +def selected_model_convergence() -> dict[str, object]: + model_path = PROJECT_ROOT / "models" / "gse194040_best_model.joblib" + model = joblib.load(model_path) + classifier = model.named_steps["classifier"] + iterations = np.asarray(classifier.n_iter_, dtype=int).ravel() + observed_max = int(iterations.max()) + configured_max = int(classifier.max_iter) + return { + "model_path": portable_package_path(model_path), + "model_sha256": sha256(model_path), + "classifier_class": type(classifier).__name__, + "solver": classifier.solver, + "n_iter": iterations.tolist(), + "observed_max_iter": observed_max, + "configured_max_iter": configured_max, + "status": ( + "converged_before_max_iter" + if observed_max < configured_max + else "reached_max_iter_review_original_training_log" + ), + "note": "Status is read from the frozen fitted estimator; the model was not refit.", + } + + +def additional_model_convergence() -> list[dict[str, object]]: + directory = ( + PROJECT_ROOT + / "results" + / "evaluation" + / "gse194040_clinical_expression_comparison_v1_20260719" + ) + records = [] + for model_path in sorted(directory.glob("*.joblib")): + model = joblib.load(model_path) + classifier = model.named_steps["classifier"] + iterations = np.asarray(classifier.n_iter_, dtype=int).ravel() + observed_max = int(iterations.max()) + configured_max = int(classifier.max_iter) + records.append( + { + "model_path": portable_package_path(model_path), + "model_sha256": sha256(model_path), + "classifier_class": type(classifier).__name__, + "n_iter": iterations.tolist(), + "observed_max_iter": observed_max, + "configured_max_iter": configured_max, + "status": ( + "converged_before_max_iter" + if observed_max < configured_max + else "reached_max_iter_review_original_training_log" + ), + "note": "Status is read from the frozen fitted estimator; the model was not refit.", + } + ) + return records + + +def main() -> None: + output = DEFAULT_OUTPUT + lock_path = PROJECT_ROOT / "requirements-lock.txt" + locked_versions = pinned_versions(lock_path) + historical_session_path = PROJECT_ROOT / "logs" / "gse194040_session_info.json" + historical_session = json.loads( + historical_session_path.read_text(encoding="utf-8") + ) + canonical = [] + for relative_path, expected in CANONICAL_HASHES.items(): + actual = sha256(PROJECT_ROOT / relative_path) + canonical.append( + { + "path": relative_path, + "expected_sha256": expected, + "actual_sha256": actual, + "matches": actual == expected, + } + ) + manifest = { + "captured_at_utc": datetime.now(timezone.utc).isoformat(), + "python": { + "version": platform.python_version(), + "distribution": platform.python_implementation(), + }, + "operating_system": { + "platform": platform.platform(), + "system": platform.system(), + "release": platform.release(), + "version": platform.version(), + "machine": platform.machine(), + "logical_cpu_count": os.cpu_count(), + }, + "major_libraries": { + name: importlib.metadata.version(name) for name in MAJOR_PACKAGES + }, + "dependency_provenance": { + "existing_processed_dataset": { + "artifact": "data_processed/gse194040_ml_ready_pcr_expression.csv", + "environment_role": "historical preprocessing environment that produced the intentionally excluded artifact", + "session_record": portable_package_path(historical_session_path), + "python": historical_session["python"], + "platform": historical_session["platform"], + "pandas": historical_session["pandas"], + "numpy": historical_session["numpy"], + "regenerated_under_current_lock": False, + "included_in_submission": False, + "recreated_by": "scripts/preprocess_gse194040.py", + }, + "current_prediction_testing": { + "environment_role": "supported environment for frozen-model prediction, BCO validation, and automated testing", + "dependency_source": "requirements-lock.txt", + "python": platform.python_version(), + "distribution": platform.python_implementation(), + "pandas": locked_versions["pandas"], + "numpy": locked_versions["numpy"], + "referencing": locked_versions["referencing"], + "historical_dataset_producer": False, + }, + }, + "lockfile": { + "path": "requirements-lock.txt", + "sha256": sha256(lock_path), + "all_entries_exactly_pinned": all( + "==" in line + for line in lock_path.read_text(encoding="utf-8").splitlines() + if line.strip() and not line.lstrip().startswith("#") + ), + }, + "python_packages_on_sys_path": any( + Path(entry).name == "python_packages" for entry in sys.path if entry + ), + "canonical_artifacts": canonical, + "all_canonical_hashes_match": all(row["matches"] for row in canonical), + "excluded_recreatable_artifacts": EXCLUDED_RECREATABLE_ARTIFACTS, + "selected_model_convergence": selected_model_convergence(), + "additional_frozen_model_convergence": additional_model_convergence(), + "cpu_policy": { + "training_cli_parameter": "--n-jobs", + "accepted_values": "-1 or a positive integer; zero and values below -1 are rejected", + "grid_search_owns_parallelism": True, + "nested_random_forest_jobs": 1, + }, + "methodology_changed": False, + "model_refit": False, + } + output.parent.mkdir(parents=True, exist_ok=True) + output.write_text(json.dumps(manifest, indent=2) + "\n", encoding="utf-8") + print(json.dumps(manifest, indent=2)) + if not manifest["all_canonical_hashes_match"]: + raise SystemExit("One or more canonical artifacts changed.") + + +if __name__ == "__main__": + main() diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/plot_gse194040_qc_demographics.py b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/plot_gse194040_qc_demographics.py new file mode 100644 index 00000000..37e10f2c --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/plot_gse194040_qc_demographics.py @@ -0,0 +1,383 @@ +"""Create descriptive cohort, QC, and normalization plots for GSE194040. + +The expression matrix used here is already submitter-normalized, log2 +transformed, gene-level collapsed, and platform/batch adjusted. The +normalization figure therefore summarizes the post-normalization expression +distributions rather than a raw-versus-normalized comparison. +""" + +from __future__ import annotations + +import argparse +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd + + +PROJECT_ROOT = Path(__file__).resolve().parents[1] + + +LABELS = { + "pCR": {0: "non-pCR", 1: "pCR"}, + "HR": {0: "HR-", 1: "HR+"}, + "HER2": {0: "HER2-", 1: "HER2+"}, + "MP": {0: "MP1 high risk", 1: "MP2 ultra/high risk"}, +} + + +def parse_args() -> argparse.Namespace: + parser = argparse.ArgumentParser( + description="Plot descriptive GSE194040 cohort, QC, and normalization summaries." + ) + parser.add_argument( + "--data", + type=Path, + default=PROJECT_ROOT / "data_processed" / "gse194040_ml_ready_pcr_expression.csv", + help="ML-ready GSE194040 CSV.", + ) + parser.add_argument( + "--gene-qc", + type=Path, + default=PROJECT_ROOT / "results" / "tables" / "gse194040_gene_feature_qc.csv", + help="Gene-level QC CSV produced during preprocessing.", + ) + parser.add_argument( + "--output-dir", + type=Path, + default=PROJECT_ROOT / "results" / "figures", + help="Directory for output figures.", + ) + parser.add_argument( + "--tables-dir", + type=Path, + default=PROJECT_ROOT / "results" / "tables", + help="Directory for output summary tables.", + ) + parser.add_argument( + "--expression-sample-size", + type=int, + default=250_000, + help="Maximum expression values sampled per platform for density plots.", + ) + parser.add_argument("--random-state", type=int, default=20260720) + return parser.parse_args() + + +def add_bar_labels(ax: plt.Axes, counts: pd.Series, total: int) -> None: + for idx, value in enumerate(counts.to_numpy()): + percent = 100 * value / total + ax.text( + value, + idx, + f" {value:,} ({percent:.1f}%)", + va="center", + ha="left", + fontsize=8, + ) + + +def count_series(series: pd.Series, label_map: dict[int, str] | None = None) -> pd.Series: + counts = series.value_counts(dropna=False).sort_index() + if label_map: + counts.index = [label_map.get(int(value), str(value)) for value in counts.index] + return counts + + +def plot_count_panel(ax: plt.Axes, counts: pd.Series, title: str, total: int) -> None: + y = np.arange(len(counts)) + ax.barh(y, counts.to_numpy(), color="#4c78a8") + ax.set_yticks(y, labels=counts.index) + ax.invert_yaxis() + ax.set_title(title) + ax.set_xlabel("Patients") + ax.set_xlim(0, max(counts.max() * 1.22, 1)) + add_bar_labels(ax, counts, total) + ax.grid(axis="x", alpha=0.25) + + +def write_categorical_summary(data: pd.DataFrame, tables_dir: Path) -> pd.DataFrame: + rows: list[dict[str, object]] = [] + total = len(data) + for column in ["pCR", "HR", "HER2", "MP", "platform", "treatment_arm"]: + labels = LABELS.get(column) + counts = count_series(data[column], labels) + for category, n in counts.items(): + rows.append( + { + "variable": column, + "category": category, + "n": int(n), + "fraction": float(n / total), + } + ) + summary = pd.DataFrame(rows) + summary.to_csv(tables_dir / "gse194040_cohort_descriptor_summary.csv", index=False) + return summary + + +def plot_cohort_distributions(data: pd.DataFrame, output_dir: Path) -> None: + total = len(data) + fig, axes = plt.subplots(3, 2, figsize=(12, 13)) + panels = [ + ("pCR", "pCR outcome"), + ("HR", "Hormone receptor status"), + ("HER2", "HER2 status"), + ("MP", "MammaPrint status"), + ("platform", "Agilent platform"), + ("treatment_arm", "Treatment arm"), + ] + for ax, (column, title) in zip(axes.ravel(), panels): + labels = LABELS.get(column) + counts = count_series(data[column], labels) + if column == "treatment_arm": + counts = counts.sort_values(ascending=True) + plot_count_panel(ax, counts, title, total) + fig.suptitle("GSE194040 ML-ready cohort descriptors", y=0.99) + fig.tight_layout(rect=[0, 0, 1, 0.97]) + fig.savefig(output_dir / "gse194040_cohort_distributions.png", dpi=200) + plt.close(fig) + + +def plot_cohort_distribution_range(data: pd.DataFrame, output_dir: Path) -> None: + total = len(data) + rows: list[dict[str, object]] = [] + panels = [ + ("pCR", "pCR outcome"), + ("HR", "Hormone receptor"), + ("HER2", "HER2"), + ("MP", "MammaPrint"), + ("platform", "Platform"), + ("treatment_arm", "Treatment arm"), + ] + for column, group in panels: + labels = LABELS.get(column) + counts = count_series(data[column], labels) + if column == "treatment_arm": + counts = counts.sort_values(ascending=False) + for category, n in counts.items(): + rows.append( + { + "group": group, + "category": str(category), + "n": int(n), + "percent": 100 * int(n) / total, + } + ) + + plot_rows: list[dict[str, object]] = [] + y_positions: list[float] = [] + current_y = 0.0 + previous_group = None + for row in rows: + if previous_group is not None and row["group"] != previous_group: + current_y += 0.7 + plot_rows.append(row) + y_positions.append(current_y) + current_y += 1.0 + previous_group = row["group"] + + group_colors = { + "pCR outcome": "#4c78a8", + "Hormone receptor": "#72b7b2", + "HER2": "#f58518", + "MammaPrint": "#54a24b", + "Platform": "#b279a2", + "Treatment arm": "#9d755d", + } + colors = [group_colors[str(row["group"])] for row in plot_rows] + labels = [f"{row['group']}: {row['category']}" for row in plot_rows] + percents = np.array([float(row["percent"]) for row in plot_rows]) + counts = [int(row["n"]) for row in plot_rows] + + fig_height = max(8, 0.36 * len(plot_rows) + 1.8) + fig, ax = plt.subplots(figsize=(12, fig_height)) + ax.barh(y_positions, percents, color=colors) + ax.set_yticks(y_positions, labels=labels) + ax.invert_yaxis() + ax.set_xlabel("Share of ML-ready cohort (%)") + ax.set_title("GSE194040 cohort distribution range") + ax.set_xlim(0, max(percents.max() * 1.22, 5)) + ax.grid(axis="x", alpha=0.25) + + for y, pct, n in zip(y_positions, percents, counts): + ax.text(pct, y, f" {n:,} ({pct:.1f}%)", va="center", ha="left", fontsize=8) + + fig.tight_layout() + fig.savefig(output_dir / "gse194040_cohort_distribution_range.png", dpi=200) + plt.close(fig) + + +def plot_qc_distributions( + data: pd.DataFrame, gene_qc: pd.DataFrame, output_dir: Path, tables_dir: Path +) -> None: + expr_cols = [column for column in data.columns if column.startswith("expr_")] + sample_missing_rate = data[expr_cols].isna().mean(axis=1) + sample_missing_count = data[expr_cols].isna().sum(axis=1) + + qc_summary = pd.DataFrame( + [ + { + "metric": "gene_missing_rate", + "min": gene_qc["missing_rate"].min(), + "median": gene_qc["missing_rate"].median(), + "mean": gene_qc["missing_rate"].mean(), + "p95": gene_qc["missing_rate"].quantile(0.95), + "max": gene_qc["missing_rate"].max(), + }, + { + "metric": "gene_variance", + "min": gene_qc["variance"].min(), + "median": gene_qc["variance"].median(), + "mean": gene_qc["variance"].mean(), + "p95": gene_qc["variance"].quantile(0.95), + "max": gene_qc["variance"].max(), + }, + { + "metric": "sample_missing_rate", + "min": sample_missing_rate.min(), + "median": sample_missing_rate.median(), + "mean": sample_missing_rate.mean(), + "p95": sample_missing_rate.quantile(0.95), + "max": sample_missing_rate.max(), + }, + { + "metric": "sample_missing_count", + "min": sample_missing_count.min(), + "median": sample_missing_count.median(), + "mean": sample_missing_count.mean(), + "p95": sample_missing_count.quantile(0.95), + "max": sample_missing_count.max(), + }, + ] + ) + qc_summary.to_csv(tables_dir / "gse194040_qc_distribution_summary.csv", index=False) + + fig, axes = plt.subplots(1, 3, figsize=(14, 4.6)) + axes[0].hist(gene_qc["missing_rate"] * 100, bins=40, color="#4c78a8") + axes[0].axvline(20, color="#e45756", linestyle="--", linewidth=1) + axes[0].set_title("Gene missingness") + axes[0].set_xlabel("Missing values per gene (%)") + axes[0].set_ylabel("Genes") + + axes[1].hist(gene_qc["variance"], bins=50, color="#72b7b2") + axes[1].axvline(1e-8, color="#e45756", linestyle="--", linewidth=1) + axes[1].set_xscale("log") + axes[1].set_title("Gene variance") + axes[1].set_xlabel("Variance, log scale") + axes[1].set_ylabel("Genes") + + axes[2].hist(sample_missing_count, bins=40, color="#54a24b") + axes[2].set_title("Sample missingness") + axes[2].set_xlabel("Missing gene values per patient") + axes[2].set_ylabel("Patients") + + fig.suptitle("GSE194040 expression QC distributions", y=0.98) + fig.tight_layout(rect=[0, 0, 1, 0.92]) + fig.savefig(output_dir / "gse194040_qc_distributions.png", dpi=200) + plt.close(fig) + + +def sample_expression_values( + values: pd.DataFrame, sample_size: int, rng: np.random.Generator +) -> np.ndarray: + flattened = values.to_numpy(dtype=float, copy=False).ravel() + flattened = flattened[~np.isnan(flattened)] + if len(flattened) <= sample_size: + return flattened + indices = rng.choice(len(flattened), size=sample_size, replace=False) + return flattened[indices] + + +def plot_normalization_summary( + data: pd.DataFrame, output_dir: Path, tables_dir: Path, sample_size: int, random_state: int +) -> None: + expr_cols = [column for column in data.columns if column.startswith("expr_")] + expr = data[expr_cols] + platforms = data["platform"].astype(str) + rng = np.random.default_rng(random_state) + + sample_stats = pd.DataFrame( + { + "sample_id": data["sample_id"], + "platform": platforms, + "expression_median": expr.median(axis=1, skipna=True), + "expression_iqr": expr.quantile(0.75, axis=1) - expr.quantile(0.25, axis=1), + "expression_mean": expr.mean(axis=1, skipna=True), + } + ) + sample_stats.to_csv(tables_dir / "gse194040_post_normalization_sample_summary.csv", index=False) + + platform_order = sorted(platforms.unique()) + plotted_platform_order = [ + platform for platform in platform_order if int((platforms == platform).sum()) >= 10 + ] + if not plotted_platform_order: + plotted_platform_order = platform_order + medians = [ + sample_stats.loc[sample_stats["platform"] == platform, "expression_median"].to_numpy() + for platform in plotted_platform_order + ] + iqrs = [ + sample_stats.loc[sample_stats["platform"] == platform, "expression_iqr"].to_numpy() + for platform in plotted_platform_order + ] + sampled_values = { + platform: sample_expression_values( + expr.loc[platforms == platform], sample_size=sample_size, rng=rng + ) + for platform in plotted_platform_order + } + + fig, axes = plt.subplots(1, 3, figsize=(14, 4.8)) + axes[0].boxplot(medians, tick_labels=plotted_platform_order, showfliers=False) + axes[0].set_title("Per-sample median") + axes[0].set_ylabel("Normalized log2 expression") + + axes[1].boxplot(iqrs, tick_labels=plotted_platform_order, showfliers=False) + axes[1].set_title("Per-sample IQR") + axes[1].set_ylabel("Normalized log2 expression IQR") + + for platform, values in sampled_values.items(): + axes[2].hist(values, bins=80, alpha=0.45, density=True, label=platform) + axes[2].set_title("Sampled expression values") + axes[2].set_xlabel("Normalized log2 expression") + axes[2].set_ylabel("Density") + axes[2].legend(frameon=False) + + fig.suptitle("GSE194040 post-normalization expression distributions", y=0.98) + fig.tight_layout(rect=[0, 0, 1, 0.92]) + fig.savefig(output_dir / "gse194040_post_normalization_expression_distributions.png", dpi=200) + plt.close(fig) + + +def main() -> None: + args = parse_args() + args.output_dir.mkdir(parents=True, exist_ok=True) + args.tables_dir.mkdir(parents=True, exist_ok=True) + + data = pd.read_csv(args.data) + gene_qc = pd.read_csv(args.gene_qc) + + write_categorical_summary(data, args.tables_dir) + plot_cohort_distributions(data, args.output_dir) + plot_cohort_distribution_range(data, args.output_dir) + plot_qc_distributions(data, gene_qc, args.output_dir, args.tables_dir) + plot_normalization_summary( + data, + args.output_dir, + args.tables_dir, + sample_size=args.expression_sample_size, + random_state=args.random_state, + ) + + print(f"Wrote figures to {args.output_dir}") + print(f"Wrote summary tables to {args.tables_dir}") + + +if __name__ == "__main__": + main() diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/predict_gse194040_single_patient.py b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/predict_gse194040_single_patient.py new file mode 100644 index 00000000..02412f3f --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/predict_gse194040_single_patient.py @@ -0,0 +1,223 @@ +"""Predict pCR for one GSE194040-style patient row. + +Input CSV requirements: +- Exactly one row. +- Contains the same expr_* gene-expression columns used during model training. +- Contains unique column names and numeric, finite gene-expression values. +- Has no more than 20% missing required gene-expression values. +- May contain extra metadata columns; they are ignored except identifiers are + copied to the output when present. + +The class values returned by ``predict_proba`` are exposed as uncalibrated +model scores. They are not clinical probabilities or calibrated risk estimates. +""" + +from __future__ import annotations + +import argparse +import csv +import sys +from collections import Counter +from pathlib import Path + + +PROJECT_ROOT = Path(__file__).resolve().parents[1] +import joblib +import numpy as np +import pandas as pd + + +DEFAULT_MODEL_PATH = PROJECT_ROOT / "models" / "gse194040_best_model.joblib" +ID_COLUMNS = ["sample_id", "patient_id"] +SUPPORTED_INPUT_SUFFIXES = {".csv"} +MAX_MISSING_FRACTION = 0.20 + + +def parse_args() -> argparse.Namespace: + parser = argparse.ArgumentParser( + description="Run single-patient pCR prediction using the trained GSE194040 model." + ) + parser.add_argument("input_csv", type=Path, help="Input CSV containing one patient row.") + parser.add_argument("output_csv", type=Path, help="Output CSV for prediction results.") + parser.add_argument( + "--model", + type=Path, + default=DEFAULT_MODEL_PATH, + help=f"Saved sklearn model path. Default: {DEFAULT_MODEL_PATH}", + ) + return parser.parse_args() + + +def get_expected_features(model: object) -> list[str]: + if hasattr(model, "feature_names_in_"): + return [str(feature) for feature in model.feature_names_in_] + raise AttributeError( + "The loaded model does not expose feature_names_in_; cannot safely align input columns." + ) + + +def get_class_score(model: object, aligned: pd.DataFrame, class_label: int) -> float: + if not hasattr(model, "predict_proba"): + raise AttributeError("The loaded model does not support predict_proba.") + raw_scores = model.predict_proba(aligned)[0] + classes = list(getattr(model, "classes_", [])) + if class_label not in classes: + raise ValueError(f"Class {class_label} was not found in model classes: {classes}") + return float(raw_scores[classes.index(class_label)]) + + +def validate_csv_header(input_path: Path) -> None: + suffix = input_path.suffix.lower() + if suffix not in SUPPORTED_INPUT_SUFFIXES: + supported = ", ".join(sorted(SUPPORTED_INPUT_SUFFIXES)) + displayed_suffix = suffix or "" + raise ValueError( + f"Unsupported input format '{displayed_suffix}'. Supported format: {supported}." + ) + + try: + with input_path.open(newline="", encoding="utf-8-sig") as handle: + header = next(csv.reader(handle, strict=True), None) + except (UnicodeError, csv.Error) as exc: + raise ValueError(f"Unsupported or malformed CSV input: {exc}") from exc + + if not header: + raise ValueError("Unsupported or empty input: expected a CSV header row.") + + duplicate_columns = [ + name for name, count in Counter(header).items() if count > 1 + ] + if duplicate_columns: + preview = ", ".join(repr(name) for name in duplicate_columns[:25]) + more = ( + "" + if len(duplicate_columns) <= 25 + else f" ... and {len(duplicate_columns) - 25} more" + ) + raise ValueError(f"Input CSV contains duplicate columns: {preview}{more}") + + +def read_patient_csv(input_path: Path) -> pd.DataFrame: + validate_csv_header(input_path) + try: + return pd.read_csv(input_path) + except (pd.errors.EmptyDataError, pd.errors.ParserError, UnicodeError) as exc: + raise ValueError(f"Unsupported or malformed CSV input: {exc}") from exc + + +def validate_patient_input( + input_df: pd.DataFrame, + expected_features: list[str], +) -> pd.DataFrame: + if len(input_df) != 1: + raise ValueError( + f"Expected exactly one patient/sample row, but found {len(input_df)} rows." + ) + + missing_features = [ + feature for feature in expected_features if feature not in input_df.columns + ] + if missing_features: + preview = ", ".join(missing_features[:25]) + more = ( + "" + if len(missing_features) <= 25 + else f" ... and {len(missing_features) - 25} more" + ) + raise ValueError( + "Input CSV is missing required gene-expression columns: " + f"{preview}{more}" + ) + + raw_features = input_df.loc[:, expected_features] + aligned = raw_features.apply(pd.to_numeric, errors="coerce") + + nonnumeric_mask = raw_features.notna() & aligned.isna() + if nonnumeric_mask.any(axis=None): + invalid_features = [ + feature for feature in expected_features if nonnumeric_mask.at[0, feature] + ] + preview = ", ".join(invalid_features[:25]) + more = ( + "" + if len(invalid_features) <= 25 + else f" ... and {len(invalid_features) - 25} more" + ) + raise ValueError( + "Input CSV contains nonnumeric gene-expression values in: " + f"{preview}{more}" + ) + + infinite_mask = np.isinf(aligned.to_numpy(dtype=float)) + if infinite_mask.any(): + invalid_features = [ + expected_features[index] + for index in np.flatnonzero(infinite_mask[0])[:25] + ] + preview = ", ".join(invalid_features) + total = int(infinite_mask.sum()) + more = "" if total <= 25 else f" ... and {total - 25} more" + raise ValueError( + "Input CSV contains infinite gene-expression values in: " + f"{preview}{more}" + ) + + missing_count = int(aligned.isna().sum(axis=1).iloc[0]) + feature_count = len(expected_features) + if missing_count == feature_count: + raise ValueError("All required gene-expression values are missing.") + + missing_fraction = missing_count / feature_count + if missing_fraction > MAX_MISSING_FRACTION: + raise ValueError( + "Input CSV has excessive missing gene-expression values: " + f"{missing_count} of {feature_count} ({missing_fraction:.1%}); " + f"maximum allowed is {MAX_MISSING_FRACTION:.0%}." + ) + + return aligned + + +def run_prediction() -> None: + args = parse_args() + + input_df = read_patient_csv(args.input_csv) + if len(input_df) != 1: + raise ValueError( + f"Expected exactly one patient/sample row, but found {len(input_df)} rows." + ) + + model = joblib.load(args.model) + expected_features = get_expected_features(model) + aligned = validate_patient_input(input_df, expected_features) + predicted_class = int(model.predict(aligned)[0]) + pcr_score = get_class_score(model, aligned, 1) + non_pcr_score = get_class_score(model, aligned, 0) + + output = { + "predicted_pCR_class": predicted_class, + "predicted_pCR_score": pcr_score, + "predicted_non_pCR_score": non_pcr_score, + } + for col in ID_COLUMNS: + if col in input_df.columns: + output[col] = input_df.loc[input_df.index[0], col] + + ordered_cols = [ + *[col for col in ID_COLUMNS if col in output], + "predicted_pCR_class", + "predicted_pCR_score", + "predicted_non_pCR_score", + ] + result = pd.DataFrame([{col: output[col] for col in ordered_cols}]) + args.output_csv.parent.mkdir(parents=True, exist_ok=True) + result.to_csv(args.output_csv, index=False) + print(f"Wrote prediction to {args.output_csv}") + + +if __name__ == "__main__": + try: + run_prediction() + except Exception as exc: + print(f"ERROR: {exc}", file=sys.stderr) + raise SystemExit(1) from None diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/preprocess_gse194040.py b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/preprocess_gse194040.py new file mode 100644 index 00000000..dd3dbbff --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/preprocess_gse194040.py @@ -0,0 +1,579 @@ +"""Prepare GSE194040 I-SPY2 pretreatment expression data for ML. + +The GEO supplementary expression matrix is already normalized, log2 transformed, +gene-level collapsed, and platform/batch adjusted by the data submitters. This +script therefore focuses on orientation, clinical label parsing, merge, and +descriptive QC. Statistical feature filtering is deferred to training pipelines. +""" + +from __future__ import annotations + +import argparse +import csv +import gzip +import json +import os +import platform +import re +import sys +import urllib.request +from collections import Counter +from datetime import datetime +from pathlib import Path +from typing import Iterable + +import numpy as np +import pandas as pd + + +GEO_BASE = "https://ftp.ncbi.nlm.nih.gov/geo/series/GSE194nnn/GSE194040" +EXPRESSION_FILE = ( + "GSE194040_ISPY2ResID_AgilentGeneExp_990_FrshFrzn_meanCol_geneLevel_n988.txt.gz" +) +SERIES_FILES = [ + "GSE194040-GPL20078_series_matrix.txt.gz", + "GSE194040-GPL30493_series_matrix.txt.gz", +] +CLINICAL_COLUMNS = ["HR", "HER2", "MP", "pCR", "treatment_arm"] +ID_COLUMNS = ["sample_id", "patient_id", "gsm", "platform"] + + +def portable_project_path(path: Path, project_root: Path) -> str: + """Return a POSIX path relative to the package root.""" + try: + relative = os.path.relpath(path.resolve(), project_root.resolve()) + except ValueError: + return path.name + return Path(relative).as_posix() + + +def parse_args() -> argparse.Namespace: + parser = argparse.ArgumentParser( + description="Build an ML-ready pCR prediction table from GSE194040." + ) + parser.add_argument( + "--project-root", + type=Path, + default=Path(__file__).resolve().parents[1], + help="Project root containing the GSE194040 folder.", + ) + parser.add_argument( + "--max-missing-rate", + type=float, + default=0.20, + help="Missingness threshold recorded for downstream training pipelines.", + ) + parser.add_argument( + "--near-zero-variance-threshold", + type=float, + default=1e-8, + help="Variance threshold recorded for downstream training pipelines.", + ) + parser.add_argument( + "--download-missing", + action=argparse.BooleanOptionalAction, + default=True, + help="Download required GEO files from NCBI HTTPS if they are absent locally.", + ) + return parser.parse_args() + + +def ensure_input_files(raw_dir: Path, download_missing: bool) -> dict[str, Path]: + raw_dir.mkdir(parents=True, exist_ok=True) + expected = { + "expression": raw_dir / EXPRESSION_FILE, + "GPL20078_series_matrix": raw_dir / SERIES_FILES[0], + "GPL30493_series_matrix": raw_dir / SERIES_FILES[1], + } + urls = { + expected["expression"]: f"{GEO_BASE}/suppl/{EXPRESSION_FILE}", + expected["GPL20078_series_matrix"]: f"{GEO_BASE}/matrix/{SERIES_FILES[0]}", + expected["GPL30493_series_matrix"]: f"{GEO_BASE}/matrix/{SERIES_FILES[1]}", + } + + missing = [path for path in expected.values() if not path.exists()] + if missing and not download_missing: + missing_list = "\n".join(str(path) for path in missing) + raise FileNotFoundError(f"Missing required input files:\n{missing_list}") + + for path in missing: + print(f"Downloading {path.name} ...") + urllib.request.urlretrieve(urls[path], path) + + return expected + + +def parse_quoted_tab_line(line: str) -> list[str]: + return [value.strip().strip('"') for value in next(csv.reader([line], delimiter="\t"))] + + +def clean_key(value: str) -> str: + value = value.strip().lower() + value = re.sub(r"[^a-z0-9]+", "_", value) + return value.strip("_") + + +def normalize_patient_id(value: str) -> str: + value = str(value).strip().replace("ISPY2_", "") + return re.sub(r"-GPL\d+$", "", value) + + +def infer_platform(path: Path) -> str: + match = re.search(r"GPL\d+", path.name) + return match.group(0) if match else "" + + +def parse_series_matrix(path: Path) -> pd.DataFrame: + sample_titles: list[str] | None = None + gsm_ids: list[str] | None = None + characteristic_rows: list[list[str]] = [] + + with gzip.open(path, "rt", encoding="utf-8", errors="replace") as handle: + for raw_line in handle: + if raw_line.startswith("!series_matrix_table_begin"): + break + line = raw_line.rstrip("\n") + if line.startswith("!Sample_title"): + sample_titles = parse_quoted_tab_line(line)[1:] + elif line.startswith("!Sample_geo_accession"): + gsm_ids = parse_quoted_tab_line(line)[1:] + elif line.startswith("!Sample_characteristics_ch1"): + characteristic_rows.append(parse_quoted_tab_line(line)[1:]) + + if sample_titles is None or gsm_ids is None: + raise ValueError(f"Could not parse sample titles/accessions from {path}") + + if len(sample_titles) != len(gsm_ids): + raise ValueError(f"Sample title/accession length mismatch in {path}") + + records: list[dict[str, str]] = [] + for idx, title in enumerate(sample_titles): + patient_id = normalize_patient_id(title) + record: dict[str, str] = { + "sample_id": title, + "patient_id": patient_id, + "gsm": gsm_ids[idx], + "platform": infer_platform(path), + } + for row in characteristic_rows: + if idx >= len(row) or ":" not in row[idx]: + continue + key, value = row[idx].split(":", 1) + record[clean_key(key)] = value.strip() + records.append(record) + + meta = pd.DataFrame.from_records(records) + rename = { + "hr": "HR", + "her2": "HER2", + "mp": "MP", + "pcr": "pCR", + "arm": "treatment_arm", + "adjustment_method": "adjustment_method", + } + meta = meta.rename(columns=rename) + for col in ["HR", "HER2", "MP", "pCR"]: + if col in meta.columns: + meta[col] = pd.to_numeric(meta[col], errors="coerce").astype("Int64") + return meta + + +def make_unique(values: Iterable[str]) -> list[str]: + counts: Counter[str] = Counter() + unique_values: list[str] = [] + for value in values: + counts[value] += 1 + if counts[value] == 1: + unique_values.append(value) + else: + unique_values.append(f"{value}__dup{counts[value]}") + return unique_values + + +def sanitize_feature_name(gene_symbol: str, used: set[str]) -> str: + base = re.sub(r"[^A-Za-z0-9_.-]+", "_", gene_symbol.strip()) + base = base.strip("_") or "unknown_gene" + candidate = f"expr_{base}" + suffix = 2 + while candidate in used: + candidate = f"expr_{base}__{suffix}" + suffix += 1 + used.add(candidate) + return candidate + + +def read_expression_matrix(path: Path) -> tuple[pd.DataFrame, pd.DataFrame, dict[str, object]]: + with gzip.open(path, "rt", encoding="utf-8", errors="replace") as handle: + sample_ids = handle.readline().rstrip("\n").split("\t") + + internal_sample_cols = make_unique(sample_ids) + raw = pd.read_csv( + path, + sep="\t", + compression="gzip", + skiprows=1, + header=None, + names=["gene_symbol", *internal_sample_cols], + na_values=["", "NA", "NaN", "nan", "NULL", "null"], + low_memory=False, + ) + + duplicate_genes = raw["gene_symbol"].duplicated().sum() + used_features: set[str] = set() + feature_names = [sanitize_feature_name(str(gene), used_features) for gene in raw["gene_symbol"]] + feature_manifest = pd.DataFrame( + { + "feature_name": feature_names, + "gene_symbol": raw["gene_symbol"].astype(str), + } + ) + + values = raw.drop(columns=["gene_symbol"]).apply(pd.to_numeric, errors="coerce") + values.index = feature_names + expression_by_sample = values.T + expression_by_sample.index.name = "expression_column_id" + expression_by_sample = expression_by_sample.reset_index() + + sample_map = pd.DataFrame( + { + "expression_column_id": internal_sample_cols, + "patient_id": [normalize_patient_id(sample_id) for sample_id in sample_ids], + "expression_sample_id": [f"ISPY2_{sample_id}" for sample_id in sample_ids], + } + ) + expression_by_sample = sample_map.merge(expression_by_sample, on="expression_column_id") + + feature_cols = feature_manifest["feature_name"].tolist() + expression_by_patient = ( + expression_by_sample.groupby("patient_id", sort=False)[feature_cols] + .mean(numeric_only=True) + .reset_index() + ) + expression_by_patient.insert(0, "sample_id", "ISPY2_" + expression_by_patient["patient_id"]) + + stats = { + "expression_orientation": "genes_rows_samples_columns", + "expression_gene_rows_raw": int(raw.shape[0]), + "expression_sample_columns_raw": int(len(sample_ids)), + "expression_unique_patients": int(expression_by_patient["patient_id"].nunique()), + "expression_duplicate_sample_ids": int(len(sample_ids) - len(set(sample_ids))), + "expression_duplicate_patient_ids": int( + len(sample_map) - sample_map["patient_id"].nunique() + ), + "expression_duplicate_gene_symbols": int(duplicate_genes), + "expression_min_row_fields_expected": int(len(sample_ids) + 1), + } + return expression_by_patient, feature_manifest, stats + + +def collapse_metadata_to_patient(metadata: pd.DataFrame) -> tuple[pd.DataFrame, pd.DataFrame]: + duplicate_rows = metadata[metadata["patient_id"].duplicated(keep=False)].copy() + duplicate_reports: list[dict[str, object]] = [] + + def collapse_group(group: pd.DataFrame) -> pd.Series: + out: dict[str, object] = {"patient_id": group.name} + for col in metadata.columns: + if col == "patient_id": + continue + values = [value for value in group[col].dropna().astype(str).tolist() if value != ""] + unique_values = list(dict.fromkeys(values)) + if len(unique_values) > 1: + duplicate_reports.append( + { + "patient_id": group.name, + "field": col, + "values": "; ".join(unique_values), + } + ) + if col == "sample_id": + out[col] = f"ISPY2_{group.name}" + elif col in {"gsm", "platform"}: + out[col] = "; ".join(unique_values) if unique_values else pd.NA + else: + out[col] = unique_values[0] if unique_values else pd.NA + out["sample_id"] = f"ISPY2_{group.name}" + return pd.Series(out) + + collapsed = metadata.groupby("patient_id", sort=False).apply( + collapse_group, include_groups=False + ) + collapsed = collapsed.reset_index(drop=True) + duplicate_report = pd.DataFrame(duplicate_reports) + if duplicate_report.empty: + duplicate_report = pd.DataFrame(columns=["patient_id", "field", "values"]) + duplicate_report.insert(0, "issue", "duplicate_patient_metadata_conflict") + + if not duplicate_rows.empty: + duplicate_rows.insert(0, "issue", "duplicate_patient_metadata_row") + duplicate_rows = duplicate_rows.astype(str) + duplicate_report = pd.concat([duplicate_rows, duplicate_report], ignore_index=True) + + for col in ["HR", "HER2", "MP", "pCR"]: + if col in collapsed.columns: + collapsed[col] = pd.to_numeric(collapsed[col], errors="coerce").astype("Int64") + return collapsed, duplicate_report + + +def value_counts_table(df: pd.DataFrame, column: str) -> pd.DataFrame: + counts = ( + df[column] + .astype("string") + .fillna("") + .value_counts(dropna=False) + .rename_axis(column) + .reset_index(name="n") + ) + counts["fraction"] = counts["n"] / counts["n"].sum() + return counts + + +def write_data_dictionary(path: Path, n_features: int) -> None: + rows = [ + { + "column": "sample_id", + "type": "string", + "description": "ISPY2 sample identifier in the form ISPY2_.", + }, + { + "column": "patient_id", + "type": "string", + "description": "Numeric I-SPY2 patient/sample identifier used to merge GEO metadata and expression.", + }, + { + "column": "pCR", + "type": "integer target", + "description": "Pathological complete response label; 1 = complete response, 0 = no complete response.", + }, + { + "column": "HR", + "type": "integer metadata", + "description": "Hormone receptor status; 1 = positive, 0 = negative.", + }, + { + "column": "HER2", + "type": "integer metadata", + "description": "HER2 status; 1 = positive, 0 = negative.", + }, + { + "column": "MP", + "type": "integer metadata", + "description": "MammaPrint risk; 0 = high risk 1 (MP1), 1 = ultra/high risk 2 (MP2).", + }, + { + "column": "treatment_arm", + "type": "string metadata", + "description": "Neoadjuvant I-SPY2 treatment arm from GEO sample characteristics.", + }, + { + "column": "gsm", + "type": "string metadata", + "description": "GEO sample accession from the series matrix.", + }, + { + "column": "platform", + "type": "string metadata", + "description": "Agilent platform series matrix source, GPL20078 or GPL30493.", + }, + { + "column": "expr_*", + "type": f"{n_features} numeric gene-expression features", + "description": "Pretreatment normalized log2 Agilent gene-expression values; see gse194040_gene_feature_manifest.csv for feature-to-gene mapping.", + }, + ] + pd.DataFrame(rows).to_csv(path, index=False) + + +def main() -> None: + args = parse_args() + root = args.project_root + input_dir = root / "GSE194040" + data_raw = root / "data_raw" + data_processed = root / "data_processed" + tables_dir = root / "results" / "tables" + logs_dir = root / "logs" + + for directory in [data_raw, data_processed, tables_dir, logs_dir]: + directory.mkdir(parents=True, exist_ok=True) + + paths = ensure_input_files(input_dir, args.download_missing) + + metadata_parts = [ + parse_series_matrix(paths["GPL20078_series_matrix"]), + parse_series_matrix(paths["GPL30493_series_matrix"]), + ] + metadata_raw = pd.concat(metadata_parts, ignore_index=True, sort=False) + metadata_raw.to_csv(data_raw / "gse194040_metadata_from_series_matrix.csv", index=False) + + metadata, duplicate_report = collapse_metadata_to_patient(metadata_raw) + metadata.to_csv(data_processed / "gse194040_metadata_clean.csv", index=False) + + expression, feature_manifest, expression_stats = read_expression_matrix(paths["expression"]) + feature_manifest.to_csv(data_processed / "gse194040_gene_feature_manifest.csv", index=False) + expression.to_csv(data_processed / "gse194040_expression_transposed_by_patient.csv", index=False) + + feature_cols = feature_manifest["feature_name"].tolist() + merged = metadata.merge( + expression.drop(columns=["sample_id"]), + on="patient_id", + how="inner", + validate="one_to_one", + ) + if "sample_id" not in merged.columns: + merged.insert(0, "sample_id", "ISPY2_" + merged["patient_id"].astype(str)) + + exclusions: list[dict[str, object]] = [] + metadata_only = sorted(set(metadata["patient_id"]) - set(expression["patient_id"])) + expression_only = sorted(set(expression["patient_id"]) - set(metadata["patient_id"])) + for patient_id in metadata_only: + exclusions.append({"patient_id": patient_id, "reason": "metadata_without_expression"}) + for patient_id in expression_only: + exclusions.append({"patient_id": patient_id, "reason": "expression_without_metadata"}) + + missing_pcr_mask = merged["pCR"].isna() + for patient_id in merged.loc[missing_pcr_mask, "patient_id"]: + exclusions.append({"patient_id": patient_id, "reason": "missing_pCR"}) + merged = merged.loc[~missing_pcr_mask].copy() + + all_expression_missing_mask = merged[feature_cols].isna().all(axis=1) + feature_missing = merged[feature_cols].isna().mean() + all_variances = merged[feature_cols].var(axis=0, skipna=True, ddof=0) + full_cohort_missingness_flags = feature_missing > args.max_missing_rate + full_cohort_variance_flags = ( + all_variances <= args.near_zero_variance_threshold + ) + + # Retain every gene and patient here. Statistical missingness and variance + # filters are learned only from training data inside each model/CV pipeline. + final_feature_cols = feature_cols + final_columns = [ + "sample_id", + "patient_id", + "pCR", + "HR", + "HER2", + "MP", + "treatment_arm", + "gsm", + "platform", + *final_feature_cols, + ] + for col in final_columns: + if col not in merged.columns: + merged[col] = pd.NA + final = merged[final_columns].copy() + + final.to_csv(data_processed / "gse194040_ml_ready_pcr_expression.csv", index=False) + + removed_features = pd.DataFrame(columns=["feature_name", "reason"]) + removed_features.to_csv(data_processed / "gse194040_removed_gene_features.csv", index=False) + + feature_qc = feature_manifest.copy() + feature_qc["missing_rate"] = feature_qc["feature_name"].map(feature_missing) + feature_qc["variance"] = feature_qc["feature_name"].map(all_variances) + feature_qc["full_cohort_missingness_above_pipeline_threshold"] = ( + feature_qc["feature_name"].map(full_cohort_missingness_flags).fillna(False) + ) + feature_qc["full_cohort_variance_at_or_below_pipeline_threshold"] = ( + feature_qc["feature_name"].map(full_cohort_variance_flags).fillna(False) + ) + feature_qc["retained"] = True + feature_qc["removal_reason"] = "" + feature_qc.to_csv(tables_dir / "gse194040_gene_feature_qc.csv", index=False) + + exclusions_df = pd.DataFrame(exclusions) + if exclusions_df.empty: + exclusions_df = pd.DataFrame(columns=["patient_id", "reason"]) + duplicate_report.to_csv(data_processed / "gse194040_duplicate_samples_or_patients.csv", index=False) + exclusions_df.to_csv(data_processed / "gse194040_exclusions.csv", index=False) + + for col in ["pCR", "HR", "HER2", "MP", "treatment_arm"]: + value_counts_table(final, col).to_csv( + tables_dir / f"gse194040_{col.lower()}_distribution.csv", index=False + ) + + qc_rows = [ + {"metric": "expression_orientation", "value": expression_stats["expression_orientation"]}, + {"metric": "expression_gene_rows_raw", "value": expression_stats["expression_gene_rows_raw"]}, + {"metric": "expression_sample_columns_raw", "value": expression_stats["expression_sample_columns_raw"]}, + {"metric": "expression_unique_patients_after_duplicate_aggregation", "value": expression_stats["expression_unique_patients"]}, + {"metric": "metadata_rows_raw", "value": len(metadata_raw)}, + {"metric": "metadata_unique_patients", "value": metadata["patient_id"].nunique()}, + {"metric": "merged_patients_before_label_expression_drops", "value": len(metadata.merge(expression, on="patient_id", how="inner"))}, + {"metric": "final_patients", "value": len(final)}, + {"metric": "initial_gene_features", "value": len(feature_cols)}, + {"metric": "removed_gene_features_before_split", "value": 0}, + {"metric": "full_cohort_genes_above_pipeline_missingness_threshold", "value": int(full_cohort_missingness_flags.sum())}, + {"metric": "full_cohort_genes_at_or_below_pipeline_variance_threshold", "value": int(full_cohort_variance_flags.sum())}, + {"metric": "final_gene_features", "value": len(final_feature_cols)}, + {"metric": "max_missing_rate_threshold", "value": args.max_missing_rate}, + {"metric": "near_zero_variance_threshold", "value": args.near_zero_variance_threshold}, + {"metric": "remaining_missing_expression_values", "value": int(final[final_feature_cols].isna().sum().sum())}, + {"metric": "patients_with_all_expression_missing_retained_for_pipeline", "value": int(all_expression_missing_mask.sum())}, + {"metric": "duplicate_expression_sample_ids", "value": expression_stats["expression_duplicate_sample_ids"]}, + {"metric": "duplicate_expression_patient_ids_after_normalization", "value": expression_stats["expression_duplicate_patient_ids"]}, + {"metric": "duplicate_gene_symbols_raw", "value": expression_stats["expression_duplicate_gene_symbols"]}, + {"metric": "metadata_duplicate_patient_rows", "value": int(metadata_raw["patient_id"].duplicated(keep=False).sum())}, + ] + qc_summary = pd.DataFrame(qc_rows) + qc_summary.to_csv(tables_dir / "gse194040_qc_summary.csv", index=False) + + write_data_dictionary( + data_processed / "gse194040_data_dictionary.csv", len(final_feature_cols) + ) + + summary_lines = [ + "# GSE194040 preprocessing summary", + "", + f"Run timestamp: {datetime.now().isoformat(timespec='seconds')}", + "", + "## Input files", + f"- Expression: `{portable_project_path(paths['expression'], root)}`", + f"- Series matrix: `{portable_project_path(paths['GPL20078_series_matrix'], root)}`", + f"- Series matrix: `{portable_project_path(paths['GPL30493_series_matrix'], root)}`", + "", + "## Structure confirmed", + "- The expression file has genes as rows and ISPY2 numeric sample/patient IDs as columns.", + "- The matrix was transposed and duplicate patient/sample IDs were aggregated by the mean expression value to enforce one row per patient.", + "- Clinical labels were parsed from GEO `Sample_characteristics_ch1` fields and merged by numeric ISPY2 patient ID.", + "", + "## Final dataset", + f"- Rows/patients: {len(final)}", + f"- Gene-expression features retained before splitting: {len(final_feature_cols)} of {len(feature_cols)}", + "- Genes removed before splitting for missingness or variance: 0", + f"- Full-cohort genes above the downstream missingness threshold ({args.max_missing_rate:.2%}), descriptive only: {int(full_cohort_missingness_flags.sum())}", + f"- Full-cohort genes at or below the downstream variance threshold ({args.near_zero_variance_threshold:g}), descriptive only: {int(full_cohort_variance_flags.sum())}", + f"- Remaining missing expression values: {int(final[final_feature_cols].isna().sum().sum())}", + "", + "## Leakage note", + "- No statistical gene filtering is applied before the train/test split.", + "- Missingness filtering, imputation, variance filtering, scaling, supervised feature selection, PCA, and model fitting are fit inside each training fold by the training script.", + "", + "## Main outputs", + "- `data_processed/gse194040_ml_ready_pcr_expression.csv`", + "- `data_processed/gse194040_data_dictionary.csv`", + "- `data_processed/gse194040_gene_feature_manifest.csv`", + "- `results/tables/gse194040_qc_summary.csv`", + "- `results/tables/gse194040_gene_feature_qc.csv`", + ] + (data_processed / "gse194040_preprocessing_summary.md").write_text( + "\n".join(summary_lines) + "\n", encoding="utf-8" + ) + + session_info = { + "python": sys.version, + "platform": platform.platform(), + "pandas": pd.__version__, + "numpy": np.__version__, + "argv": sys.argv, + } + (logs_dir / "gse194040_session_info.json").write_text( + json.dumps(session_info, indent=2), encoding="utf-8" + ) + + print("Wrote final ML-ready dataset:") + print(data_processed / "gse194040_ml_ready_pcr_expression.csv") + print(qc_summary.to_string(index=False)) + + +if __name__ == "__main__": + main() diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/train_evaluate_gse194040_clinical_models.py b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/train_evaluate_gse194040_clinical_models.py new file mode 100644 index 00000000..92bb71c3 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/train_evaluate_gse194040_clinical_models.py @@ -0,0 +1,868 @@ +"""Train clinical comparison models without using the locked test set for tuning. + +The clinical-only and clinical-plus-expression pipelines are selected by +cross-validation on the saved training membership. The locked test membership +is scored once after selection. Existing expression-model predictions are read +from their protected versioned output and are never replaced. +""" + +from __future__ import annotations + +import argparse +import hashlib +import json +import os +import platform +import sys +from datetime import datetime +from pathlib import Path + + +PROJECT_ROOT = Path(__file__).resolve().parents[1] +import joblib +import matplotlib +import numpy as np +import pandas as pd +from sklearn.compose import ColumnTransformer +from sklearn.impute import SimpleImputer +from sklearn.linear_model import LogisticRegression +from sklearn.metrics import ( + accuracy_score, + average_precision_score, + brier_score_loss, + confusion_matrix, + f1_score, + precision_score, + recall_score, + roc_auc_score, +) +from sklearn.model_selection import GridSearchCV, StratifiedKFold +from sklearn.pipeline import Pipeline +from sklearn.preprocessing import OneHotEncoder, StandardScaler + + +matplotlib.use("Agg") +import matplotlib.pyplot as plt + + +DEFAULT_DATA_PATH = ( + PROJECT_ROOT / "data_processed" / "gse194040_ml_ready_pcr_expression.csv" +) +DEFAULT_SPLIT_PATH = ( + PROJECT_ROOT / "results" / "tables" / "gse194040_train_test_split.csv" +) +DEFAULT_EXPRESSION_PREDICTIONS_PATH = ( + PROJECT_ROOT + / "results" + / "evaluation" + / "gse194040_locked_test_evaluation_v2_20260719" + / "gse194040_locked_test_predictions_v2.csv" +) +DEFAULT_ORIGINAL_METRICS_PATH = ( + PROJECT_ROOT / "results" / "tables" / "gse194040_final_test_metrics.csv" +) +DEFAULT_OUTPUT_DIR = ( + PROJECT_ROOT + / "results" + / "evaluation" + / "gse194040_clinical_expression_comparison_v1_20260719" +) +CLINICAL_MODEL_FILENAME = "gse194040_clinical_baseline_model_v1.joblib" +COMBINED_MODEL_FILENAME = "gse194040_clinical_plus_expression_model_v1.joblib" +PREDICTIONS_FILENAME = "gse194040_model_comparison_locked_test_predictions_v1.csv" +METRICS_FILENAME = "gse194040_model_comparison_locked_test_metrics_v1.csv" +CI_FILENAME = "gse194040_model_comparison_bootstrap_95ci_v1.csv" +PAIRWISE_FILENAME = "gse194040_model_comparison_pairwise_differences_v1.csv" +CV_RESULTS_FILENAME = "gse194040_clinical_models_training_cv_results_v1.csv" +CURVE_FILENAME = "gse194040_model_comparison_calibration_curve_v1.csv" +PLOT_FILENAME = "gse194040_model_comparison_calibration_plot_v1.png" +SUMMARY_FILENAME = "gse194040_clinical_expression_comparison_summary_v1.md" +SESSION_FILENAME = "gse194040_clinical_expression_comparison_session_v1.json" + +CLINICAL_BINARY_COLUMNS = ["HR", "HER2", "MP"] +TREATMENT_COLUMN = "treatment_arm" +MODEL_ORDER = [ + "clinical_baseline", + "expression_model_existing", + "clinical_plus_expression", +] +BOOTSTRAP_METRICS = [ + "roc_auc", + "pr_auc_average_precision", + "brier_score", + "calibration_intercept", + "calibration_slope", +] +DEFAULT_CV_FOLDS = 3 +DEFAULT_RANDOM_SEED = 42 +DEFAULT_BOOTSTRAP_SEED = 20_260_719 +DEFAULT_BOOTSTRAP_ITERATIONS = 2_000 + + +def portable_package_path(path: Path) -> str: + """Return a POSIX path relative to the package root.""" + try: + relative = os.path.relpath(path.resolve(), PROJECT_ROOT.resolve()) + except ValueError: + return path.name + return Path(relative).as_posix() + + +def parse_args() -> argparse.Namespace: + parser = argparse.ArgumentParser( + description=( + "Train clinical-only and clinical-plus-expression models using saved " + "training membership, then evaluate the locked test set once." + ) + ) + parser.add_argument("--data", type=Path, default=DEFAULT_DATA_PATH) + parser.add_argument("--split", type=Path, default=DEFAULT_SPLIT_PATH) + parser.add_argument( + "--expression-predictions", + type=Path, + default=DEFAULT_EXPRESSION_PREDICTIONS_PATH, + ) + parser.add_argument( + "--original-metrics", type=Path, default=DEFAULT_ORIGINAL_METRICS_PATH + ) + parser.add_argument("--output-dir", type=Path, default=DEFAULT_OUTPUT_DIR) + parser.add_argument("--cv-folds", type=int, default=DEFAULT_CV_FOLDS) + parser.add_argument("--random-seed", type=int, default=DEFAULT_RANDOM_SEED) + parser.add_argument( + "--bootstrap-seed", type=int, default=DEFAULT_BOOTSTRAP_SEED + ) + parser.add_argument( + "--bootstrap-iterations", type=int, default=DEFAULT_BOOTSTRAP_ITERATIONS + ) + parser.add_argument("--n-jobs", type=int, default=1) + parser.add_argument("--max-iter", type=int, default=1_500) + return parser.parse_args() + + +def validate_n_jobs(n_jobs: int) -> int: + if n_jobs == 0 or n_jobs < -1: + raise ValueError("n_jobs must be -1 or a positive integer.") + return n_jobs + + +def logistic_convergence_status(estimator: Pipeline) -> dict[str, object]: + classifier = estimator.named_steps["classifier"] + iterations = np.asarray(classifier.n_iter_, dtype=int).ravel() + observed_max = int(iterations.max()) + configured_max = int(classifier.max_iter) + return { + "classifier_class": type(classifier).__name__, + "n_iter": iterations.tolist(), + "observed_max_iter": observed_max, + "configured_max_iter": configured_max, + "status": ( + "converged_before_max_iter" + if observed_max < configured_max + else "reached_max_iter_review_warning" + ), + } + + +def ensure_new_output_directory(output_dir: Path) -> None: + if output_dir.exists() and any(output_dir.iterdir()): + raise FileExistsError( + f"Refusing to overwrite non-empty comparison output directory: {output_dir}. " + "Choose a new versioned --output-dir." + ) + output_dir.mkdir(parents=True, exist_ok=True) + + +def load_saved_split_data( + data_path: Path, split_path: Path +) -> tuple[pd.DataFrame, pd.DataFrame, list[str]]: + data = pd.read_csv(data_path) + expression_columns = [column for column in data.columns if column.startswith("expr_")] + required_data_columns = { + "sample_id", + "pCR", + *CLINICAL_BINARY_COLUMNS, + TREATMENT_COLUMN, + } + missing = required_data_columns.difference(data.columns) + if missing: + raise ValueError("ML-ready data are missing columns: " + ", ".join(sorted(missing))) + if not expression_columns: + raise ValueError("ML-ready data do not contain expression features.") + if data["sample_id"].duplicated().any(): + raise ValueError("ML-ready data contain duplicate sample_id values.") + + split = pd.read_csv(split_path) + required_split_columns = {"sample_id", "pCR", "split"} + missing = required_split_columns.difference(split.columns) + if missing: + raise ValueError("Saved split is missing columns: " + ", ".join(sorted(missing))) + if split["sample_id"].duplicated().any(): + raise ValueError("Saved split contains duplicate sample_id values.") + if not split["split"].isin(["train", "test"]).all(): + raise ValueError("Saved split contains unsupported membership labels.") + + selected_columns = [ + "sample_id", + "pCR", + *CLINICAL_BINARY_COLUMNS, + TREATMENT_COLUMN, + *expression_columns, + ] + indexed = data.loc[:, selected_columns].set_index("sample_id", drop=False) + train_membership = split.loc[split["split"].eq("train"), ["sample_id", "pCR"]] + test_membership = split.loc[split["split"].eq("test"), ["sample_id", "pCR"]] + missing_ids = set(split["sample_id"]).difference(indexed.index) + if missing_ids: + raise ValueError("Saved split sample IDs are missing from ML-ready data.") + train = indexed.loc[train_membership["sample_id"]].reset_index(drop=True) + test = indexed.loc[test_membership["sample_id"]].reset_index(drop=True) + if not train["pCR"].astype(int).reset_index(drop=True).eq( + train_membership["pCR"].astype(int).reset_index(drop=True) + ).all(): + raise ValueError("Training outcomes disagree between split and ML-ready data.") + if not test["pCR"].astype(int).reset_index(drop=True).eq( + test_membership["pCR"].astype(int).reset_index(drop=True) + ).all(): + raise ValueError("Test outcomes disagree between split and ML-ready data.") + clinical_columns = [*CLINICAL_BINARY_COLUMNS, TREATMENT_COLUMN] + if train[clinical_columns].isna().any().any() or test[clinical_columns].isna().any().any(): + raise ValueError("Clinical comparison variables contain missing values.") + unseen_treatments = set(test[TREATMENT_COLUMN]).difference(train[TREATMENT_COLUMN]) + if unseen_treatments: + raise ValueError( + "Locked test contains treatment categories absent from training: " + + ", ".join(sorted(map(str, unseen_treatments))) + ) + return train, test, expression_columns + + +def build_model_specs( + expression_columns: list[str], random_seed: int, max_iter: int +) -> dict[str, tuple[Pipeline, dict[str, list[object]]]]: + binary_pipeline = Pipeline( + [ + ("imputer", SimpleImputer(strategy="most_frequent")), + ("scaler", StandardScaler()), + ] + ) + treatment_pipeline = Pipeline( + [ + ("imputer", SimpleImputer(strategy="most_frequent")), + ( + "one_hot", + OneHotEncoder(handle_unknown="ignore", sparse_output=False), + ), + ] + ) + clinical_preprocessor = ColumnTransformer( + [ + ("binary", binary_pipeline, CLINICAL_BINARY_COLUMNS), + ("treatment", treatment_pipeline, [TREATMENT_COLUMN]), + ], + sparse_threshold=0.0, + ) + clinical_model = Pipeline( + [ + ("preprocessor", clinical_preprocessor), + ( + "classifier", + LogisticRegression( + solver="liblinear", + class_weight="balanced", + max_iter=2_000, + random_state=random_seed, + ), + ), + ] + ) + + expression_pipeline = Pipeline( + [ + ("imputer", SimpleImputer(strategy="median")), + ("scaler", StandardScaler()), + ] + ) + combined_preprocessor = ColumnTransformer( + [ + ("expression", expression_pipeline, expression_columns), + ("binary", binary_pipeline, CLINICAL_BINARY_COLUMNS), + ("treatment", treatment_pipeline, [TREATMENT_COLUMN]), + ], + sparse_threshold=0.0, + ) + combined_model = Pipeline( + [ + ("preprocessor", combined_preprocessor), + ( + "classifier", + LogisticRegression( + penalty="elasticnet", + solver="saga", + class_weight="balanced", + max_iter=max_iter, + tol=1e-3, + random_state=random_seed, + ), + ), + ] + ) + return { + "clinical_baseline": ( + clinical_model, + { + "classifier__penalty": ["l1", "l2"], + "classifier__C": [0.01, 0.1, 1.0, 10.0], + }, + ), + "clinical_plus_expression": ( + combined_model, + { + "classifier__C": [0.03, 0.1], + "classifier__l1_ratio": [0.2, 0.8], + }, + ), + } + + +def collect_cv_results(model_name: str, grid: GridSearchCV) -> pd.DataFrame: + results = pd.DataFrame(grid.cv_results_) + output = pd.DataFrame( + { + "model": model_name, + "params": results["params"].map(lambda value: json.dumps(value, sort_keys=True)), + "mean_cv_roc_auc": results["mean_test_roc_auc"], + "std_cv_roc_auc": results["std_test_roc_auc"], + "rank_cv_roc_auc": results["rank_test_roc_auc"], + "mean_cv_pr_auc_average_precision": results["mean_test_average_precision"], + "std_cv_pr_auc_average_precision": results["std_test_average_precision"], + } + ) + output["selected"] = output["rank_cv_roc_auc"].eq(1) + return output + + +def train_models( + train: pd.DataFrame, + expression_columns: list[str], + cv_folds: int, + random_seed: int, + max_iter: int, + n_jobs: int, +) -> tuple[dict[str, GridSearchCV], pd.DataFrame]: + validate_n_jobs(n_jobs) + if cv_folds < 2: + raise ValueError("cv_folds must be at least 2.") + y_train = train["pCR"].astype(int).to_numpy() + cv = StratifiedKFold(n_splits=cv_folds, shuffle=True, random_state=random_seed) + scoring = {"roc_auc": "roc_auc", "average_precision": "average_precision"} + grids: dict[str, GridSearchCV] = {} + cv_tables = [] + for model_name, (pipeline, parameter_grid) in build_model_specs( + expression_columns, random_seed, max_iter + ).items(): + print(f"Training {model_name} on saved training membership...", flush=True) + grid = GridSearchCV( + pipeline, + parameter_grid, + scoring=scoring, + refit="roc_auc", + cv=cv, + n_jobs=n_jobs, + return_train_score=False, + error_score="raise", + verbose=1, + ) + grid.fit(train, y_train) + grids[model_name] = grid + cv_tables.append(collect_cv_results(model_name, grid)) + print( + f"Selected {model_name}: {grid.best_params_}; " + f"training CV AUC={grid.best_score_:.6f}", + flush=True, + ) + return grids, pd.concat(cv_tables, ignore_index=True) + + +def verify_expression_predictions( + predictions_path: Path, + test: pd.DataFrame, + original_metrics_path: Path, + tolerance: float = 1e-12, +) -> pd.DataFrame: + predictions = pd.read_csv(predictions_path) + required = { + "sample_id", + "observed_pCR", + "predicted_pCR_class", + "predicted_pCR_score", + } + missing = required.difference(predictions.columns) + if missing: + raise ValueError( + "Existing expression predictions are missing columns: " + + ", ".join(sorted(missing)) + ) + if predictions["sample_id"].duplicated().any(): + raise ValueError("Existing expression predictions contain duplicate sample IDs.") + if set(predictions["sample_id"]) != set(test["sample_id"]): + raise ValueError("Existing expression predictions do not match locked test membership.") + aligned = test.loc[:, ["sample_id", "pCR"]].merge( + predictions, on="sample_id", validate="one_to_one" + ) + if not aligned["pCR"].astype(int).eq(aligned["observed_pCR"].astype(int)).all(): + raise ValueError("Expression prediction outcomes disagree with locked test labels.") + + observed = aligned["observed_pCR"].astype(int).to_numpy() + classes = aligned["predicted_pCR_class"].astype(int).to_numpy() + scores = aligned["predicted_pCR_score"].astype(float).to_numpy() + tn, fp, fn, tp = confusion_matrix(observed, classes, labels=[0, 1]).ravel() + recomputed = { + "roc_auc": float(roc_auc_score(observed, scores)), + "accuracy": float(accuracy_score(observed, classes)), + "sensitivity": float(recall_score(observed, classes)), + "specificity": float(tn / (tn + fp)), + "precision": float(precision_score(observed, classes, zero_division=0)), + "f1": float(f1_score(observed, classes, zero_division=0)), + } + canonical = pd.read_csv(original_metrics_path) + if len(canonical) != 1: + raise ValueError("Canonical expression metrics must contain exactly one row.") + for metric, actual in recomputed.items(): + expected = float(canonical.loc[0, metric]) + if not np.isclose(actual, expected, rtol=0.0, atol=tolerance): + raise ValueError( + f"Existing expression prediction verification failed for {metric}: " + f"recomputed={actual:.17g}, canonical={expected:.17g}." + ) + return aligned + + +def calibration_intercept_slope( + observed: np.ndarray, predicted_scores: np.ndarray +) -> tuple[float, float]: + clipped = np.clip(np.asarray(predicted_scores, dtype=float), 1e-15, 1 - 1e-15) + logits = np.log(clipped / (1 - clipped)).reshape(-1, 1) + diagnostic_model = LogisticRegression(C=np.inf, solver="lbfgs", max_iter=10_000) + diagnostic_model.fit(logits, np.asarray(observed, dtype=int)) + return float(diagnostic_model.intercept_[0]), float(diagnostic_model.coef_[0, 0]) + + +def evaluate_scores( + observed: np.ndarray, predicted_scores: np.ndarray +) -> dict[str, float]: + observed = np.asarray(observed, dtype=int) + predicted_scores = np.asarray(predicted_scores, dtype=float) + intercept, slope = calibration_intercept_slope(observed, predicted_scores) + return { + "roc_auc": float(roc_auc_score(observed, predicted_scores)), + "pr_auc_average_precision": float( + average_precision_score(observed, predicted_scores) + ), + "brier_score": float(brier_score_loss(observed, predicted_scores)), + "calibration_intercept": intercept, + "calibration_slope": slope, + "observed_pCR_rate": float(observed.mean()), + "mean_predicted_pCR_score": float(predicted_scores.mean()), + "observed_minus_predicted_rate": float( + observed.mean() - predicted_scores.mean() + ), + } + + +def derived_seed(base_seed: int, label: str) -> int: + digest = hashlib.sha256(f"{base_seed}|{label}".encode("utf-8")).digest() + return int.from_bytes(digest[:4], byteorder="little", signed=False) + + +def bootstrap_model_confidence_intervals( + observed: np.ndarray, + predicted_scores: np.ndarray, + point_metrics: dict[str, float], + iterations: int, + random_seed: int, +) -> pd.DataFrame: + if iterations < 1: + raise ValueError("bootstrap_iterations must be at least 1.") + observed = np.asarray(observed, dtype=int) + predicted_scores = np.asarray(predicted_scores, dtype=float) + rng = np.random.default_rng(random_seed) + estimates: dict[str, list[float]] = {metric: [] for metric in BOOTSTRAP_METRICS} + for _ in range(iterations): + indices = rng.integers(0, len(observed), size=len(observed)) + sampled_observed = observed[indices] + sampled_scores = predicted_scores[indices] + estimates["brier_score"].append( + float(brier_score_loss(sampled_observed, sampled_scores)) + ) + if len(np.unique(sampled_observed)) != 2: + continue + estimates["roc_auc"].append( + float(roc_auc_score(sampled_observed, sampled_scores)) + ) + estimates["pr_auc_average_precision"].append( + float(average_precision_score(sampled_observed, sampled_scores)) + ) + intercept, slope = calibration_intercept_slope( + sampled_observed, sampled_scores + ) + estimates["calibration_intercept"].append(intercept) + estimates["calibration_slope"].append(slope) + + rows = [] + for metric in BOOTSTRAP_METRICS: + values = np.asarray(estimates[metric], dtype=float) + if values.size == 0: + raise ValueError(f"No valid bootstrap replicates for {metric}.") + lower, upper = np.percentile(values, [2.5, 97.5]) + rows.append( + { + "metric": metric, + "point_estimate": point_metrics[metric], + "ci_lower_95": float(lower), + "ci_upper_95": float(upper), + "valid_replicates": int(values.size), + "bootstrap_iterations": iterations, + "bootstrap_random_seed": random_seed, + "method": "paired patient-level nonparametric percentile bootstrap", + } + ) + return pd.DataFrame(rows) + + +def bootstrap_pairwise_differences( + observed: np.ndarray, + score_by_model: dict[str, np.ndarray], + iterations: int, + base_seed: int, +) -> pd.DataFrame: + pairs = [ + ("clinical_baseline", "expression_model_existing"), + ("clinical_plus_expression", "expression_model_existing"), + ("clinical_plus_expression", "clinical_baseline"), + ] + rows = [] + observed = np.asarray(observed, dtype=int) + for model_a, model_b in pairs: + seed = derived_seed(base_seed, f"{model_a}_minus_{model_b}") + rng = np.random.default_rng(seed) + distributions = {"roc_auc": [], "pr_auc_average_precision": []} + for _ in range(iterations): + indices = rng.integers(0, len(observed), size=len(observed)) + y_sample = observed[indices] + if len(np.unique(y_sample)) != 2: + continue + score_a = score_by_model[model_a][indices] + score_b = score_by_model[model_b][indices] + distributions["roc_auc"].append( + roc_auc_score(y_sample, score_a) - roc_auc_score(y_sample, score_b) + ) + distributions["pr_auc_average_precision"].append( + average_precision_score(y_sample, score_a) + - average_precision_score(y_sample, score_b) + ) + for metric, values in distributions.items(): + values_array = np.asarray(values, dtype=float) + if metric == "roc_auc": + point_a = roc_auc_score(observed, score_by_model[model_a]) + point_b = roc_auc_score(observed, score_by_model[model_b]) + else: + point_a = average_precision_score(observed, score_by_model[model_a]) + point_b = average_precision_score(observed, score_by_model[model_b]) + lower, upper = np.percentile(values_array, [2.5, 97.5]) + rows.append( + { + "model_a": model_a, + "model_b": model_b, + "metric": metric, + "difference_a_minus_b": float(point_a - point_b), + "ci_lower_95": float(lower), + "ci_upper_95": float(upper), + "valid_replicates": int(values_array.size), + "bootstrap_iterations": iterations, + "bootstrap_random_seed": seed, + "method": "paired patient-level nonparametric percentile bootstrap", + } + ) + return pd.DataFrame(rows) + + +def calibration_curve_data( + model_name: str, + observed: np.ndarray, + predicted_scores: np.ndarray, + n_bins: int = 10, +) -> pd.DataFrame: + frame = pd.DataFrame( + { + "observed_pCR": np.asarray(observed, dtype=int), + "predicted_pCR_score": np.asarray(predicted_scores, dtype=float), + } + ) + frame["bin"] = pd.qcut( + frame["predicted_pCR_score"], + q=min(n_bins, len(frame)), + labels=False, + duplicates="drop", + ) + curve = ( + frame.groupby("bin", observed=True) + .agg( + n=("observed_pCR", "size"), + pCR_count=("observed_pCR", "sum"), + mean_predicted_pCR_score=("predicted_pCR_score", "mean"), + observed_pCR_rate=("observed_pCR", "mean"), + ) + .reset_index() + ) + curve.insert(0, "model", model_name) + curve["bin"] = curve["bin"].astype(int) + 1 + return curve + + +def save_calibration_plot(curves: pd.DataFrame, output_path: Path) -> None: + colors = { + "clinical_baseline": "#E67E22", + "expression_model_existing": "#2F6BFF", + "clinical_plus_expression": "#2AA876", + } + labels = { + "clinical_baseline": "Clinical baseline", + "expression_model_existing": "Expression model (existing)", + "clinical_plus_expression": "Clinical + expression", + } + fig, ax = plt.subplots(figsize=(7.2, 6.2), constrained_layout=True) + ax.plot([0, 1], [0, 1], linestyle="--", color="#5A6573", label="Ideal") + for model_name in MODEL_ORDER: + curve = curves.loc[curves["model"].eq(model_name)] + ax.plot( + curve["mean_predicted_pCR_score"], + curve["observed_pCR_rate"], + marker="o", + linewidth=2, + color=colors[model_name], + label=labels[model_name], + ) + ax.set_xlim(0, 1) + ax.set_ylim(0, 1) + ax.set_xlabel("Mean predicted pCR model score (uncalibrated)") + ax.set_ylabel("Observed pCR rate") + ax.set_title("GSE194040 locked-test calibration comparison") + ax.grid(alpha=0.25) + ax.legend(loc="upper left") + fig.savefig(output_path, dpi=200) + plt.close(fig) + + +def write_summary( + output_dir: Path, + metrics: pd.DataFrame, + confidence_intervals: pd.DataFrame, + pairwise: pd.DataFrame, + best_params: dict[str, dict[str, object]], + cv_scores: dict[str, float], + args: argparse.Namespace, +) -> None: + lines = [ + "# GSE194040 clinical and expression model comparison (v1)", + "", + f"Run timestamp: {datetime.now().isoformat(timespec='seconds')}", + "", + "## Design", + "", + "- Clinical baseline and clinical-plus-expression models were tuned and fit using saved training membership only.", + "- The locked test set was scored once after both specifications and hyperparameter grids were finalized.", + "- The existing frozen expression-model prediction file was reused without modifying the model or canonical results.", + "- Calibration intercept and slope are test-set diagnostics only; no calibration mapping was saved or applied.", + f"- Confidence intervals use {args.bootstrap_iterations} paired patient-level percentile replicates with base seed {args.bootstrap_seed}.", + "", + "## Selected training-CV models", + "", + f"- Clinical baseline: `{json.dumps(best_params['clinical_baseline'], sort_keys=True)}`; mean training CV AUC {cv_scores['clinical_baseline']:.6f}.", + f"- Clinical plus expression: `{json.dumps(best_params['clinical_plus_expression'], sort_keys=True)}`; mean training CV AUC {cv_scores['clinical_plus_expression']:.6f}.", + "", + "## Locked-test results", + "", + "| Model | ROC AUC (95% CI) | PR-AUC (95% CI) | Brier (95% CI) | Calibration intercept (95% CI) | Calibration slope (95% CI) |", + "|---|---:|---:|---:|---:|---:|", + ] + for model_name in MODEL_ORDER: + metric_row = metrics.loc[metrics["model"].eq(model_name)].iloc[0] + ci = confidence_intervals.loc[confidence_intervals["model"].eq(model_name)].set_index("metric") + cells = [] + for metric in BOOTSTRAP_METRICS: + cells.append( + f"{metric_row[metric]:.3f} ({ci.loc[metric, 'ci_lower_95']:.3f}-{ci.loc[metric, 'ci_upper_95']:.3f})" + ) + lines.append(f"| {model_name} | " + " | ".join(cells) + " |") + lines.extend( + [ + "", + "## Paired discrimination differences", + "", + "Positive values favor model A. Intervals containing zero do not demonstrate a difference on this locked test sample.", + "", + "| Model A | Model B | Metric | Difference (95% CI) |", + "|---|---|---|---:|", + ] + ) + for row in pairwise.itertuples(index=False): + lines.append( + f"| {row.model_a} | {row.model_b} | {row.metric} | " + f"{row.difference_a_minus_b:.3f} ({row.ci_lower_95:.3f}-{row.ci_upper_95:.3f}) |" + ) + lines.extend( + [ + "", + "All outputs are internal single-split estimates. Model scores remain uncalibrated and must not be interpreted as clinical probabilities. The comparison is not external validation and does not establish clinical utility.", + ] + ) + (output_dir / SUMMARY_FILENAME).write_text("\n".join(lines) + "\n", encoding="utf-8") + + +def main() -> None: + args = parse_args() + validate_n_jobs(args.n_jobs) + ensure_new_output_directory(args.output_dir) + train, test, expression_columns = load_saved_split_data(args.data, args.split) + expression_predictions = verify_expression_predictions( + args.expression_predictions, test, args.original_metrics + ) + + grids, cv_results = train_models( + train, + expression_columns, + args.cv_folds, + args.random_seed, + args.max_iter, + args.n_jobs, + ) + joblib.dump( + grids["clinical_baseline"].best_estimator_, + args.output_dir / CLINICAL_MODEL_FILENAME, + ) + joblib.dump( + grids["clinical_plus_expression"].best_estimator_, + args.output_dir / COMBINED_MODEL_FILENAME, + ) + cv_results.to_csv(args.output_dir / CV_RESULTS_FILENAME, index=False) + + observed = test["pCR"].astype(int).to_numpy() + expression_scores = expression_predictions["predicted_pCR_score"].astype(float).to_numpy() + print("Scoring the locked test set once for each finalized new model...", flush=True) + clinical_scores = grids["clinical_baseline"].best_estimator_.predict_proba(test)[:, 1] + combined_scores = grids["clinical_plus_expression"].best_estimator_.predict_proba(test)[:, 1] + score_by_model = { + "clinical_baseline": np.asarray(clinical_scores, dtype=float), + "expression_model_existing": np.asarray(expression_scores, dtype=float), + "clinical_plus_expression": np.asarray(combined_scores, dtype=float), + } + + predictions = pd.DataFrame( + { + "sample_id": test["sample_id"], + "observed_pCR": observed, + "clinical_baseline_pCR_score": clinical_scores, + "expression_model_existing_pCR_score": expression_scores, + "clinical_plus_expression_pCR_score": combined_scores, + } + ) + predictions.to_csv(args.output_dir / PREDICTIONS_FILENAME, index=False) + + metric_rows = [] + ci_tables = [] + curve_tables = [] + for model_name in MODEL_ORDER: + point_metrics = evaluate_scores(observed, score_by_model[model_name]) + metric_rows.append( + { + "model": model_name, + "n": len(observed), + "pCR_count": int(observed.sum()), + "model_source": ( + "existing_locked_predictions" + if model_name == "expression_model_existing" + else "new_training_only_cv_pipeline" + ), + **point_metrics, + } + ) + ci = bootstrap_model_confidence_intervals( + observed, + score_by_model[model_name], + point_metrics, + args.bootstrap_iterations, + derived_seed(args.bootstrap_seed, model_name), + ) + ci.insert(0, "model", model_name) + ci_tables.append(ci) + curve_tables.append( + calibration_curve_data(model_name, observed, score_by_model[model_name]) + ) + metrics = pd.DataFrame(metric_rows) + confidence_intervals = pd.concat(ci_tables, ignore_index=True) + curves = pd.concat(curve_tables, ignore_index=True) + pairwise = bootstrap_pairwise_differences( + observed, score_by_model, args.bootstrap_iterations, args.bootstrap_seed + ) + metrics.to_csv(args.output_dir / METRICS_FILENAME, index=False) + confidence_intervals.to_csv(args.output_dir / CI_FILENAME, index=False) + pairwise.to_csv(args.output_dir / PAIRWISE_FILENAME, index=False) + curves.to_csv(args.output_dir / CURVE_FILENAME, index=False) + save_calibration_plot(curves, args.output_dir / PLOT_FILENAME) + + best_params = {name: grid.best_params_ for name, grid in grids.items()} + cv_scores = {name: float(grid.best_score_) for name, grid in grids.items()} + write_summary( + args.output_dir, + metrics, + confidence_intervals, + pairwise, + best_params, + cv_scores, + args, + ) + session = { + "timestamp": datetime.now().isoformat(timespec="seconds"), + "python": sys.version, + "platform": platform.platform(), + "pandas": pd.__version__, + "numpy": np.__version__, + "sklearn": sys.modules["sklearn"].__version__, + "data_path": portable_package_path(args.data), + "split_path": portable_package_path(args.split), + "expression_predictions_path": portable_package_path( + args.expression_predictions + ), + "original_metrics_path": portable_package_path(args.original_metrics), + "output_dir": portable_package_path(args.output_dir), + "training_rows": len(train), + "locked_test_rows": len(test), + "expression_feature_count": len(expression_columns), + "clinical_variables": [*CLINICAL_BINARY_COLUMNS, TREATMENT_COLUMN], + "cv_folds": args.cv_folds, + "training_random_seed": args.random_seed, + "bootstrap_iterations": args.bootstrap_iterations, + "bootstrap_base_seed": args.bootstrap_seed, + "best_params": best_params, + "best_cv_roc_auc": cv_scores, + "model_convergence_status": { + name: logistic_convergence_status(grid.best_estimator_) + for name, grid in grids.items() + }, + "locked_test_scored_once_after_selection": True, + "test_data_used_for_training_or_tuning": False, + "calibration_mapping_saved_or_applied": False, + "existing_expression_results_replaced": False, + } + (args.output_dir / SESSION_FILENAME).write_text( + json.dumps(session, indent=2) + "\n", encoding="utf-8" + ) + print(f"Wrote clinical/expression comparison to {args.output_dir}") + + +if __name__ == "__main__": + try: + main() + except Exception as exc: + print(f"ERROR: {exc}", file=sys.stderr) + raise SystemExit(1) from None diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/train_gse194040_models.py b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/train_gse194040_models.py new file mode 100644 index 00000000..af897378 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/train_gse194040_models.py @@ -0,0 +1,826 @@ +"""Train ML models for GSE194040 pCR prediction from pretreatment expression. + +Leakage controls: +- The existing locked stratified train/test membership is loaded first. +- The test set is used once, after model selection. +- Missingness filtering, imputation, variance filtering, scaling, supervised + feature selection, PCA, and model fitting all + live inside sklearn Pipelines, so CV folds fit preprocessing on training-fold + data only. +""" + +from __future__ import annotations + +import argparse +import json +import os +import platform +import sys +from datetime import datetime +from pathlib import Path +from typing import Any + + +PROJECT_ROOT = Path(__file__).resolve().parents[1] +import joblib +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +import sklearn +from sklearn.base import BaseEstimator, TransformerMixin, clone +from sklearn.calibration import CalibratedClassifierCV +from sklearn.decomposition import PCA +from sklearn.ensemble import RandomForestClassifier +from sklearn.feature_selection import SelectKBest, VarianceThreshold, f_classif +from sklearn.impute import SimpleImputer +from sklearn.linear_model import LogisticRegression +from sklearn.metrics import ( + ConfusionMatrixDisplay, + accuracy_score, + auc, + confusion_matrix, + f1_score, + precision_score, + recall_score, + roc_auc_score, + roc_curve, +) +from sklearn.model_selection import GridSearchCV, StratifiedKFold +from sklearn.pipeline import Pipeline +from sklearn.preprocessing import StandardScaler + + +METRIC_COLUMNS = [ + "roc_auc", + "f1", + "sensitivity", + "specificity", + "precision", + "accuracy", +] +RANDOM_STATE = 42 +DEFAULT_OUTPUT_DIR = ( + PROJECT_ROOT + / "results" + / "evaluation" + / "gse194040_leakage_corrected_training_v1_20260719" +) + + +def portable_package_path(path: Path) -> str: + """Return a POSIX path relative to the package root.""" + try: + relative = os.path.relpath(path.resolve(), PROJECT_ROOT.resolve()) + except ValueError: + return path.name + return Path(relative).as_posix() + + +def parse_args() -> argparse.Namespace: + parser = argparse.ArgumentParser( + description="Train and compare GSE194040 pCR prediction models." + ) + parser.add_argument( + "--data", + type=Path, + default=PROJECT_ROOT / "data_processed" / "gse194040_ml_ready_pcr_expression.csv", + help="ML-ready CSV with pCR target and expr_* features.", + ) + parser.add_argument( + "--split", + type=Path, + default=PROJECT_ROOT / "results" / "tables" / "gse194040_train_test_split.csv", + help="Saved locked train/test membership; read but never rewritten.", + ) + parser.add_argument( + "--output-dir", + type=Path, + default=DEFAULT_OUTPUT_DIR, + help="New versioned output directory; non-empty directories are rejected.", + ) + parser.add_argument("--cv-folds", type=int, default=3) + parser.add_argument("--random-state", type=int, default=RANDOM_STATE) + parser.add_argument( + "--n-jobs", + type=int, + default=1, + help="GridSearchCV parallel jobs. Keep low on memory-constrained machines.", + ) + parser.add_argument( + "--max-iter", + type=int, + default=1500, + help="Maximum iterations for saga logistic regression models.", + ) + parser.add_argument("--max-missing-rate", type=float, default=0.20) + parser.add_argument("--variance-threshold", type=float, default=1e-8) + return parser.parse_args() + + +def validate_n_jobs(n_jobs: int) -> int: + """Validate sklearn job semantics while rejecting the invalid value zero.""" + if n_jobs == 0 or n_jobs < -1: + raise ValueError("n_jobs must be -1 or a positive integer.") + return n_jobs + + +class MissingnessFilter(BaseEstimator, TransformerMixin): + """Drop features whose missing rate exceeds a threshold learned in fit().""" + + def __init__(self, max_missing_rate: float = 0.20) -> None: + self.max_missing_rate = max_missing_rate + + def fit(self, X: Any, y: Any = None) -> "MissingnessFilter": + if not 0 <= self.max_missing_rate <= 1: + raise ValueError("max_missing_rate must be between 0 and 1.") + values = np.asarray(X) + if values.ndim != 2: + raise ValueError("MissingnessFilter requires a two-dimensional matrix.") + self.n_features_in_ = values.shape[1] + if hasattr(X, "columns"): + self.feature_names_in_ = np.asarray(X.columns, dtype=object) + self.missing_rates_ = np.asarray(pd.isna(values).mean(axis=0), dtype=float) + self.support_ = self.missing_rates_ <= self.max_missing_rate + if not self.support_.any(): + raise ValueError("MissingnessFilter removed every feature.") + return self + + def transform(self, X: Any) -> Any: + values = np.asarray(X) + if values.ndim != 2 or values.shape[1] != self.n_features_in_: + raise ValueError("Input feature count does not match MissingnessFilter fit data.") + if hasattr(X, "iloc"): + return X.iloc[:, self.support_] + return values[:, self.support_] + + def get_support(self) -> np.ndarray: + return self.support_.copy() + + def get_feature_names_out(self, input_features: Any = None) -> np.ndarray: + if input_features is None: + input_features = getattr( + self, + "feature_names_in_", + np.asarray( + [f"x{i}" for i in range(self.n_features_in_)], dtype=object + ), + ) + features = np.asarray(input_features, dtype=object) + return features[self.support_] + + +def expression_preprocessing_steps( + max_missing_rate: float, + variance_threshold: float, + scale: bool, +) -> list[tuple[str, Any]]: + steps: list[tuple[str, Any]] = [ + ("missingness", MissingnessFilter(max_missing_rate=max_missing_rate)), + ("imputer", SimpleImputer(strategy="median")), + ("variance", VarianceThreshold(threshold=variance_threshold)), + ] + if scale: + steps.append(("scaler", StandardScaler())) + return steps + + +def ensure_new_output_directory(output_dir: Path) -> None: + if output_dir.exists() and any(output_dir.iterdir()): + raise FileExistsError( + f"Refusing to overwrite non-empty corrected training directory: {output_dir}. " + "Choose a new versioned --output-dir." + ) + output_dir.mkdir(parents=True, exist_ok=True) + + +def specificity_score(y_true: np.ndarray, y_pred: np.ndarray) -> float: + tn, fp, _fn, _tp = confusion_matrix(y_true, y_pred, labels=[0, 1]).ravel() + denom = tn + fp + return float(tn / denom) if denom else 0.0 + + +def scorer_dict() -> dict[str, Any]: + from sklearn.metrics import make_scorer + + return { + "roc_auc": "roc_auc", + "f1": make_scorer(f1_score, zero_division=0), + "sensitivity": make_scorer(recall_score, zero_division=0), + "specificity": make_scorer(specificity_score), + "precision": make_scorer(precision_score, zero_division=0), + "accuracy": "accuracy", + } + + +def get_positive_scores(estimator: Any, X: pd.DataFrame) -> np.ndarray: + if hasattr(estimator, "predict_proba"): + proba = estimator.predict_proba(X) + return proba[:, 1] + if hasattr(estimator, "decision_function"): + scores = estimator.decision_function(X) + return np.asarray(scores) + return estimator.predict(X) + + +def build_model_specs( + random_state: int, + max_iter: int, + max_missing_rate: float = 0.20, + variance_threshold: float = 1e-8, +) -> dict[str, tuple[Pipeline, dict[str, list[Any]]]]: + lasso = Pipeline( + steps=expression_preprocessing_steps( + max_missing_rate, variance_threshold, scale=True + ) + [ + ( + "classifier", + LogisticRegression( + penalty="l1", + solver="saga", + class_weight="balanced", + max_iter=max_iter, + tol=1e-3, + random_state=random_state, + ), + ), + ] + ) + + elastic_net = Pipeline( + steps=expression_preprocessing_steps( + max_missing_rate, variance_threshold, scale=True + ) + [ + ( + "classifier", + LogisticRegression( + penalty="elasticnet", + solver="saga", + class_weight="balanced", + max_iter=max_iter, + tol=1e-3, + random_state=random_state, + ), + ), + ] + ) + + random_forest = Pipeline( + steps=expression_preprocessing_steps( + max_missing_rate, variance_threshold, scale=False + ) + [ + ("select", SelectKBest(score_func=f_classif, k=3000)), + ( + "classifier", + RandomForestClassifier( + n_estimators=200, + class_weight="balanced_subsample", + random_state=random_state, + # GridSearchCV owns parallelism so nested all-core pools are avoided. + n_jobs=1, + ), + ), + ] + ) + + svm_estimator = LinearSVCCompat(random_state=random_state) + linear_svm = Pipeline( + steps=expression_preprocessing_steps( + max_missing_rate, variance_threshold, scale=True + ) + [ + ("select", SelectKBest(score_func=f_classif, k=5000)), + ( + "classifier", + CalibratedClassifierCV( + estimator=svm_estimator, + method="sigmoid", + cv=3, + ), + ), + ] + ) + + pca_logistic = Pipeline( + steps=expression_preprocessing_steps( + max_missing_rate, variance_threshold, scale=True + ) + [ + ( + "pca", + PCA( + svd_solver="randomized", + random_state=random_state, + ), + ), + ( + "classifier", + LogisticRegression( + penalty="l2", + solver="lbfgs", + class_weight="balanced", + max_iter=2000, + random_state=random_state, + ), + ), + ] + ) + + return { + "lasso_logistic_l1": ( + lasso, + {"classifier__C": [0.01, 0.03, 0.1]}, + ), + "elastic_net_logistic": ( + elastic_net, + { + "classifier__C": [0.03, 0.1], + "classifier__l1_ratio": [0.2, 0.8], + }, + ), + "random_forest": ( + random_forest, + { + "classifier__max_features": ["sqrt", 0.10], + "classifier__min_samples_leaf": [1, 5], + }, + ), + "linear_svm_calibrated": ( + linear_svm, + {"classifier__estimator__C": [0.01, 0.1, 1.0]}, + ), + "pca_logistic": ( + pca_logistic, + { + "pca__n_components": [25, 50], + "classifier__C": [0.1, 1.0], + }, + ), + } + + +def LinearSVCCompat(random_state: int) -> Any: + from sklearn.svm import LinearSVC + + return LinearSVC( + C=0.1, + class_weight="balanced", + dual="auto", + max_iter=5000, + random_state=random_state, + ) + + +def model_convergence_records(model_name: str, estimator: Any) -> list[dict[str, Any]]: + """Report fitted iterative-estimator status without suppressing warnings.""" + classifier = ( + estimator.named_steps.get("classifier") + if hasattr(estimator, "named_steps") + else estimator + ) + records: list[dict[str, Any]] = [] + seen: set[int] = set() + + def visit(candidate: Any, path: str) -> None: + if candidate is None or id(candidate) in seen: + return + seen.add(id(candidate)) + if hasattr(candidate, "n_iter_") and hasattr(candidate, "max_iter"): + iterations = np.asarray(candidate.n_iter_, dtype=int).ravel() + max_iter = int(candidate.max_iter) + observed_max = int(iterations.max()) if iterations.size else 0 + records.append( + { + "model": model_name, + "estimator_path": path, + "estimator_class": type(candidate).__name__, + "status": ( + "converged_before_max_iter" + if observed_max < max_iter + else "reached_max_iter_review_warning" + ), + "n_iter": iterations.tolist(), + "observed_max_iter": observed_max, + "configured_max_iter": max_iter, + } + ) + for index, calibrated in enumerate( + getattr(candidate, "calibrated_classifiers_", []) + ): + visit( + getattr(calibrated, "estimator", None), + f"{path}.calibrated_classifiers_[{index}].estimator", + ) + + visit(classifier, "classifier") + if not records: + records.append( + { + "model": model_name, + "estimator_path": "classifier", + "estimator_class": type(classifier).__name__, + "status": "not_applicable_non_iterative_estimator", + "n_iter": None, + "observed_max_iter": None, + "configured_max_iter": getattr(classifier, "max_iter", None), + } + ) + return records + + +def summarize_best_grid(model_name: str, grid: GridSearchCV) -> dict[str, Any]: + best_idx = int(grid.best_index_) + row: dict[str, Any] = { + "model": model_name, + "best_params": json.dumps(grid.best_params_, sort_keys=True), + "selection_refit_metric": grid.refit, + } + for metric in METRIC_COLUMNS: + row[f"cv_mean_{metric}"] = float(grid.cv_results_[f"mean_test_{metric}"][best_idx]) + row[f"cv_std_{metric}"] = float(grid.cv_results_[f"std_test_{metric}"][best_idx]) + return row + + +def collect_full_grid_results(model_name: str, grid: GridSearchCV) -> pd.DataFrame: + cols = ["params"] + for metric in METRIC_COLUMNS: + cols.extend([f"mean_test_{metric}", f"std_test_{metric}", f"rank_test_{metric}"]) + available = [col for col in cols if col in grid.cv_results_] + df = pd.DataFrame({col: grid.cv_results_[col] for col in available}) + df.insert(0, "model", model_name) + df["params"] = df["params"].apply(lambda value: json.dumps(value, sort_keys=True)) + return df + + +def choose_best_model(comparison: pd.DataFrame) -> str: + ranked = comparison.sort_values( + by=["cv_mean_roc_auc", "cv_mean_f1", "cv_mean_sensitivity"], + ascending=[False, False, False], + kind="mergesort", + ) + return str(ranked.iloc[0]["model"]) + + +def evaluate_predictions(y_true: np.ndarray, y_pred: np.ndarray, y_score: np.ndarray) -> dict[str, float]: + return { + "roc_auc": float(roc_auc_score(y_true, y_score)), + "f1": float(f1_score(y_true, y_pred, zero_division=0)), + "sensitivity": float(recall_score(y_true, y_pred, zero_division=0)), + "specificity": float(specificity_score(y_true, y_pred)), + "precision": float(precision_score(y_true, y_pred, zero_division=0)), + "accuracy": float(accuracy_score(y_true, y_pred)), + } + + +def save_gene_coefficients( + estimator: Pipeline, + feature_cols: list[str], + output_path: Path, + model_name: str, + threshold: float = 1e-8, +) -> int: + classifier = estimator.named_steps["classifier"] + transformed_feature_cols = estimator[:-1].get_feature_names_out(feature_cols) + coef = np.asarray(classifier.coef_).ravel() + if len(transformed_feature_cols) != len(coef): + raise ValueError("Filtered feature names do not align with coefficients.") + coef_df = pd.DataFrame( + { + "model": model_name, + "feature_name": transformed_feature_cols, + "gene_symbol": [ + str(col).replace("expr_", "", 1) + for col in transformed_feature_cols + ], + "coefficient": coef, + "abs_coefficient": np.abs(coef), + } + ) + selected = coef_df.loc[coef_df["abs_coefficient"] > threshold].copy() + selected = selected.sort_values("abs_coefficient", ascending=False) + selected.to_csv(output_path, index=False) + return int(len(selected)) + + +def plot_confusion(y_true: np.ndarray, y_pred: np.ndarray, title: str, output_path: Path) -> None: + fig, ax = plt.subplots(figsize=(5.5, 4.8)) + display = ConfusionMatrixDisplay.from_predictions( + y_true, + y_pred, + labels=[0, 1], + display_labels=["non-pCR", "pCR"], + cmap="Blues", + values_format="d", + ax=ax, + ) + display.ax_.set_title(title) + fig.tight_layout() + fig.savefig(output_path, dpi=200) + plt.close(fig) + + +def plot_roc(y_true: np.ndarray, y_score: np.ndarray, title: str, output_path: Path) -> None: + fpr, tpr, _thresholds = roc_curve(y_true, y_score) + roc_auc = auc(fpr, tpr) + fig, ax = plt.subplots(figsize=(5.5, 4.8)) + ax.plot(fpr, tpr, color="#1f77b4", linewidth=2, label=f"AUC = {roc_auc:.3f}") + ax.plot([0, 1], [0, 1], color="#777777", linewidth=1, linestyle="--") + ax.set_xlabel("False positive rate") + ax.set_ylabel("True positive rate / sensitivity") + ax.set_title(title) + ax.legend(loc="lower right") + ax.grid(alpha=0.25) + fig.tight_layout() + fig.savefig(output_path, dpi=200) + plt.close(fig) + + +def write_summary( + path: Path, + best_model_name: str, + comparison: pd.DataFrame, + test_metrics: pd.DataFrame, + lasso_selected_n: int, + elastic_selected_n: int, + feature_count: int, + train_n: int, + test_n: int, + max_missing_rate: float, + variance_threshold: float, + features_after_missingness: int, + features_after_variance: int, +) -> None: + best_cv = comparison.loc[comparison["model"] == best_model_name].iloc[0] + test = test_metrics.iloc[0] + lines = [ + "# GSE194040 pCR model training summary", + "", + f"Run timestamp: {datetime.now().isoformat(timespec='seconds')}", + "", + "## Data and split", + f"- Features: {feature_count} pretreatment `expr_*` gene-expression columns.", + f"- Target: `pCR` (1 = pathological complete response, 0 = no pCR).", + f"- Training rows: {train_n}; untouched test rows: {test_n}.", + "- Metadata columns were excluded from features: `sample_id`, `patient_id`, `HR`, `HER2`, `MP`, `treatment_arm`, `gsm`, and `platform`.", + "", + "## Model selection", + f"- Best model by cross-validated AUC, then F1, then sensitivity: `{best_model_name}`.", + f"- Best-model CV AUC: {best_cv['cv_mean_roc_auc']:.3f} +/- {best_cv['cv_std_roc_auc']:.3f}.", + f"- Best-model CV F1: {best_cv['cv_mean_f1']:.3f} +/- {best_cv['cv_std_f1']:.3f}.", + f"- Best-model CV sensitivity: {best_cv['cv_mean_sensitivity']:.3f} +/- {best_cv['cv_std_sensitivity']:.3f}.", + "", + "## Untouched test performance", + f"- AUC: {test['roc_auc']:.3f}", + f"- F1: {test['f1']:.3f}", + f"- Sensitivity/recall: {test['sensitivity']:.3f}", + f"- Specificity: {test['specificity']:.3f}", + f"- Precision: {test['precision']:.3f}", + f"- Accuracy: {test['accuracy']:.3f}", + "", + "## Sparse logistic model-selected gene features", + f"- LASSO non-zero genes: {lasso_selected_n}", + f"- Elastic Net non-zero genes: {elastic_selected_n}", + "", + "## Leakage controls and limitations", + f"- Missingness filtering (> {max_missing_rate:.2%}), median imputation, variance filtering (<= {variance_threshold:g}), scaling, supervised feature selection, PCA, and classifier fitting were all inside sklearn pipelines and therefore fit separately within each training fold.", + f"- Final selected pipeline retained {features_after_missingness} features after its training-only missingness filter and {features_after_variance} after its training-only variance filter.", + "- The final test set was evaluated once after choosing the model from training-set CV.", + "- This is a single random split of a modest-size high-dimensional cohort; external validation and fold-specific biological stability checks are still needed before interpreting model-selected genes biologically.", + "- Remaining sparse expression missingness is handled by median imputation inside each training fold or final training pipeline.", + ] + path.write_text("\n".join(lines) + "\n", encoding="utf-8") + + +def main() -> None: + args = parse_args() + validate_n_jobs(args.n_jobs) + ensure_new_output_directory(args.output_dir) + output_tables = args.output_dir / "tables" + output_figures = args.output_dir / "figures" + output_models = args.output_dir / "models" + output_logs = args.output_dir / "logs" + for directory in [output_tables, output_figures, output_models, output_logs]: + directory.mkdir(parents=True, exist_ok=True) + + df = pd.read_csv(args.data) + feature_cols = [col for col in df.columns if col.startswith("expr_")] + metadata_cols = [ + col + for col in df.columns + if col not in feature_cols and col != "pCR" + ] + if df["sample_id"].duplicated().any(): + raise ValueError("ML-ready data contain duplicate sample_id values.") + split_df = pd.read_csv(args.split) + required_split_columns = {"sample_id", "pCR", "split"} + missing_split_columns = required_split_columns.difference(split_df.columns) + if missing_split_columns: + raise ValueError( + "Saved split is missing columns: " + + ", ".join(sorted(missing_split_columns)) + ) + if split_df["sample_id"].duplicated().any(): + raise ValueError("Saved split contains duplicate sample_id values.") + indexed = df.set_index("sample_id", drop=False) + if set(split_df["sample_id"]) != set(indexed.index): + raise ValueError("Saved split membership does not exactly match ML-ready data.") + train_membership = split_df.loc[split_df["split"].eq("train")] + test_membership = split_df.loc[split_df["split"].eq("test")] + train_rows = indexed.loc[train_membership["sample_id"]] + test_rows = indexed.loc[test_membership["sample_id"]] + if not np.array_equal( + train_rows["pCR"].astype(int).to_numpy(), + train_membership["pCR"].astype(int).to_numpy(), + ): + raise ValueError("Training outcomes disagree between data and saved split.") + if not np.array_equal( + test_rows["pCR"].astype(int).to_numpy(), + test_membership["pCR"].astype(int).to_numpy(), + ): + raise ValueError("Test outcomes disagree between data and saved split.") + X_train = train_rows.loc[:, feature_cols] + X_test = test_rows.loc[:, feature_cols] + y_train = train_rows["pCR"].astype(int).to_numpy() + y_test = test_rows["pCR"].astype(int).to_numpy() + + cv = StratifiedKFold( + n_splits=args.cv_folds, + shuffle=True, + random_state=args.random_state, + ) + specs = build_model_specs( + args.random_state, + args.max_iter, + args.max_missing_rate, + args.variance_threshold, + ) + + fitted_grids: dict[str, GridSearchCV] = {} + comparison_rows: list[dict[str, Any]] = [] + full_grid_rows: list[pd.DataFrame] = [] + convergence_records: list[dict[str, Any]] = [] + scoring = scorer_dict() + + print(f"Loaded {len(df)} rows, {len(feature_cols)} expression features.", flush=True) + print(f"Excluded metadata columns: {metadata_cols}", flush=True) + print(f"Training rows: {len(X_train)}; test rows: {len(X_test)}", flush=True) + + for model_name, (pipeline, param_grid) in specs.items(): + print(f"\n=== Training {model_name} ===", flush=True) + grid = GridSearchCV( + estimator=pipeline, + param_grid=param_grid, + scoring=scoring, + refit="roc_auc", + cv=cv, + n_jobs=args.n_jobs, + verbose=2, + return_train_score=False, + error_score="raise", + ) + grid.fit(X_train, y_train) + fitted_grids[model_name] = grid + comparison_rows.append(summarize_best_grid(model_name, grid)) + full_grid_rows.append(collect_full_grid_results(model_name, grid)) + convergence_records.extend( + model_convergence_records(model_name, grid.best_estimator_) + ) + joblib.dump(grid.best_estimator_, output_models / f"gse194040_{model_name}_best_pipeline.joblib") + + comparison = pd.DataFrame(comparison_rows) + comparison = comparison.sort_values( + by=["cv_mean_roc_auc", "cv_mean_f1", "cv_mean_sensitivity"], + ascending=[False, False, False], + kind="mergesort", + ) + comparison.to_csv(output_tables / "gse194040_cv_model_comparison.csv", index=False) + pd.concat(full_grid_rows, ignore_index=True).to_csv( + output_tables / "gse194040_cv_grid_results.csv", index=False + ) + convergence_path = output_logs / "gse194040_model_convergence_status.json" + convergence_path.write_text( + json.dumps(convergence_records, indent=2) + "\n", encoding="utf-8" + ) + + best_model_name = choose_best_model(comparison) + best_estimator = fitted_grids[best_model_name].best_estimator_ + features_after_missingness = int( + best_estimator.named_steps["missingness"].get_support().sum() + ) + features_after_variance = int( + best_estimator.named_steps["variance"].get_support().sum() + ) + y_test_pred = best_estimator.predict(X_test) + y_test_score = get_positive_scores(best_estimator, X_test) + test_metrics = pd.DataFrame( + [ + { + "model": best_model_name, + "best_params": json.dumps(fitted_grids[best_model_name].best_params_, sort_keys=True), + **evaluate_predictions(y_test, y_test_pred, y_test_score), + } + ] + ) + test_metrics.to_csv(output_tables / "gse194040_final_test_metrics.csv", index=False) + + joblib.dump(best_estimator, output_models / "gse194040_best_model.joblib") + model_info = { + "best_model": best_model_name, + "best_params": fitted_grids[best_model_name].best_params_, + "random_state": args.random_state, + "split_path": portable_package_path(args.split), + "cv_folds": args.cv_folds, + "feature_count": len(feature_cols), + "max_missing_rate": args.max_missing_rate, + "variance_threshold": args.variance_threshold, + "features_after_training_missingness_filter": features_after_missingness, + "features_after_training_variance_filter": features_after_variance, + "train_rows": len(X_train), + "test_rows": len(X_test), + "convergence_status": [ + row for row in convergence_records if row["model"] == best_model_name + ], + } + (output_models / "gse194040_best_model_metadata.json").write_text( + json.dumps(model_info, indent=2), encoding="utf-8" + ) + + lasso_selected_n = save_gene_coefficients( + fitted_grids["lasso_logistic_l1"].best_estimator_, + feature_cols, + output_tables / "gse194040_lasso_selected_genes_coefficients.csv", + "lasso_logistic_l1", + ) + elastic_selected_n = save_gene_coefficients( + fitted_grids["elastic_net_logistic"].best_estimator_, + feature_cols, + output_tables / "gse194040_elastic_net_selected_genes_coefficients.csv", + "elastic_net_logistic", + ) + + plot_confusion( + y_test, + y_test_pred, + f"{best_model_name} test confusion matrix", + output_figures / "gse194040_final_confusion_matrix.png", + ) + plot_roc( + y_test, + y_test_score, + f"{best_model_name} test ROC curve", + output_figures / "gse194040_final_roc_curve.png", + ) + + write_summary( + args.output_dir / "gse194040_model_training_summary.md", + best_model_name, + comparison, + test_metrics, + lasso_selected_n, + elastic_selected_n, + len(feature_cols), + len(X_train), + len(X_test), + args.max_missing_rate, + args.variance_threshold, + features_after_missingness, + features_after_variance, + ) + + session_info = { + "timestamp": datetime.now().isoformat(timespec="seconds"), + "python": sys.version, + "platform": platform.platform(), + "pandas": pd.__version__, + "numpy": np.__version__, + "sklearn": sklearn.__version__, + "matplotlib": matplotlib.__version__, + "joblib": joblib.__version__, + "argv": sys.argv, + "split_path": portable_package_path(args.split), + "output_dir": portable_package_path(args.output_dir), + "max_missing_rate": args.max_missing_rate, + "variance_threshold": args.variance_threshold, + "preprocessing_fit_inside_cv_pipelines": True, + "canonical_outputs_overwritten": False, + "convergence_warnings_globally_suppressed": False, + "convergence_status_path": portable_package_path(convergence_path), + "n_jobs": args.n_jobs, + "parallelism_policy": "GridSearchCV uses n_jobs; nested estimators use one job", + } + (output_logs / "gse194040_model_training_session_info.json").write_text( + json.dumps(session_info, indent=2), encoding="utf-8" + ) + + print("\n=== Best model ===") + print(best_model_name) + print("\n=== CV comparison ===") + print(comparison.to_string(index=False)) + print("\n=== Final untouched test metrics ===") + print(test_metrics.to_string(index=False)) + print(f"\nLASSO selected genes: {lasso_selected_n}") + print(f"Elastic Net selected genes: {elastic_selected_n}") + + +if __name__ == "__main__": + main() diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/validate_gse194040_bco.py b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/validate_gse194040_bco.py new file mode 100644 index 00000000..30fbe368 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/scripts/validate_gse194040_bco.py @@ -0,0 +1,115 @@ +"""Validate the GSE194040 BCO against the vendored IEEE 2791 v1.4 schemas.""" + +from __future__ import annotations + +import argparse +import hashlib +import importlib.metadata +import json +import os +import platform +import sys +from datetime import datetime, timezone +from pathlib import Path + +from jsonschema import Draft7Validator, FormatChecker +from referencing import Registry, Resource + + +PROJECT_ROOT = Path(__file__).resolve().parents[1] +DEFAULT_BCO = PROJECT_ROOT / "bco" / "gse194040_pcr_pipeline_bco_v1.json" +DEFAULT_SCHEMA_DIR = PROJECT_ROOT / "schemas" / "ieee-2791-v1.4" +DEFAULT_OUTPUT = ( + PROJECT_ROOT + / "results" + / "validation" + / "gse194040_bco_validation_v1_20260719.json" +) + + +def portable_package_path(path: Path) -> str: + """Return a POSIX path relative to the package root.""" + try: + relative = os.path.relpath(path.resolve(), PROJECT_ROOT.resolve()) + except ValueError: + return path.name + return Path(relative).as_posix() + + +def sha256(path: Path) -> str: + digest = hashlib.sha256() + with path.open("rb") as handle: + for block in iter(lambda: handle.read(1024 * 1024), b""): + digest.update(block) + return digest.hexdigest() + + +def build_registry(schema_dir: Path) -> Registry: + registry = Registry() + for schema_path in sorted(schema_dir.glob("*.json")): + resource = Resource.from_contents( + json.loads(schema_path.read_text(encoding="utf-8")) + ) + resource_id = resource.id() + if resource_id is None: + raise ValueError(f"Schema has no $id: {schema_path}") + registry = registry.with_resource(resource_id, resource) + return registry + + +def validate_bco(bco_path: Path, schema_dir: Path) -> list[dict[str, str]]: + schema_path = schema_dir / "2791object.json" + schema = json.loads(schema_path.read_text(encoding="utf-8")) + instance = json.loads(bco_path.read_text(encoding="utf-8")) + Draft7Validator.check_schema(schema) + validator = Draft7Validator( + schema, + registry=build_registry(schema_dir), + format_checker=FormatChecker(), + ) + return [ + { + "instance_path": "/".join(map(str, error.absolute_path)), + "schema_path": "/".join(map(str, error.absolute_schema_path)), + "message": error.message, + } + for error in sorted(validator.iter_errors(instance), key=lambda item: list(item.path)) + ] + + +def parse_args() -> argparse.Namespace: + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--bco", type=Path, default=DEFAULT_BCO) + parser.add_argument("--schema-dir", type=Path, default=DEFAULT_SCHEMA_DIR) + parser.add_argument("--output", type=Path, default=DEFAULT_OUTPUT) + return parser.parse_args() + + +def main() -> None: + args = parse_args() + errors = validate_bco(args.bco, args.schema_dir) + schema_path = args.schema_dir / "2791object.json" + result = { + "validation_timestamp_utc": datetime.now(timezone.utc).isoformat(), + "status": "valid" if not errors else "invalid", + "validator": f"jsonschema {importlib.metadata.version('jsonschema')}", + "python": sys.version, + "operating_system": platform.platform(), + "bco_path": portable_package_path(args.bco), + "bco_sha256": sha256(args.bco), + "schema_path": portable_package_path(schema_path), + "schema_id": "https://w3id.org/ieee/ieee-2791-schema/2791object.json", + "schema_sha256": sha256(schema_path), + "schema_version": "IEEE 2791 v1.4 JSON Schema (Draft 7)", + "error_count": len(errors), + "errors": errors, + } + args.output.parent.mkdir(parents=True, exist_ok=True) + args.output.write_text(json.dumps(result, indent=2) + "\n", encoding="utf-8") + print(json.dumps(result, indent=2)) + if errors: + raise SystemExit(1) + + +if __name__ == "__main__": + main() diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_calibration_analysis.py b/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_calibration_analysis.py new file mode 100644 index 00000000..27bf8aa9 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_calibration_analysis.py @@ -0,0 +1,141 @@ +from __future__ import annotations + +import importlib.util +import tempfile +import unittest +from pathlib import Path + +import numpy as np + + +PROJECT_ROOT = Path(__file__).resolve().parents[1] +SCRIPT = PROJECT_ROOT / "scripts" / "analyze_gse194040_calibration.py" +SPEC = importlib.util.spec_from_file_location("calibration_analysis", SCRIPT) +if SPEC is None or SPEC.loader is None: + raise RuntimeError(f"Could not load calibration analysis module from {SCRIPT}") +CALIBRATION = importlib.util.module_from_spec(SPEC) +SPEC.loader.exec_module(CALIBRATION) + + +class CalibrationAnalysisTests(unittest.TestCase): + def test_brier_score_known_values(self) -> None: + observed = np.array([0, 0, 1, 1]) + scores = np.array([0.1, 0.4, 0.6, 0.9]) + + result = CALIBRATION.brier_score_loss(observed, scores) + + self.assertAlmostEqual(result, 0.085, places=12) + + def test_calibration_intercept_and_slope_for_calibrated_groups(self) -> None: + low_scores = np.full(100, 0.2) + high_scores = np.full(100, 0.8) + scores = np.concatenate([low_scores, high_scores]) + observed = np.concatenate( + [ + np.ones(20, dtype=int), + np.zeros(80, dtype=int), + np.ones(80, dtype=int), + np.zeros(20, dtype=int), + ] + ) + + intercept, slope = CALIBRATION.calibration_intercept_slope(observed, scores) + + self.assertAlmostEqual(intercept, 0.0, places=5) + self.assertAlmostEqual(slope, 1.0, places=5) + + def test_calibration_curve_preserves_all_rows(self) -> None: + observed = np.array([0, 0, 0, 1, 1, 1]) + scores = np.array([0.05, 0.10, 0.20, 0.70, 0.80, 0.95]) + + curve = CALIBRATION.build_calibration_curve_data(observed, scores, n_bins=3) + + self.assertEqual(int(curve["n"].sum()), len(observed)) + self.assertEqual(int(curve["observed_pCR_count"].sum()), int(observed.sum())) + self.assertEqual(list(curve["bin"]), [1, 2, 3]) + + def test_observed_vs_predicted_includes_overall_rates(self) -> None: + observed = np.array([0, 0, 1, 1]) + scores = np.array([0.1, 0.3, 0.7, 0.9]) + curve = CALIBRATION.build_calibration_curve_data(observed, scores, n_bins=2) + + rates = CALIBRATION.build_observed_vs_predicted_rates( + observed, scores, curve + ) + + overall = rates.iloc[0] + self.assertEqual(overall["scope"], "overall_heldout_test") + self.assertEqual(int(overall["n"]), 4) + self.assertAlmostEqual(float(overall["observed_pCR_rate"]), 0.5) + self.assertAlmostEqual(float(overall["mean_predicted_pCR_score"]), 0.5) + self.assertAlmostEqual(float(overall["observed_minus_predicted"]), 0.0) + + def test_nonempty_output_directory_is_not_overwritten(self) -> None: + with tempfile.TemporaryDirectory() as tmpdir: + output_dir = Path(tmpdir) + marker = output_dir / "existing-result.txt" + marker.write_text("preserve", encoding="utf-8") + + with self.assertRaises(FileExistsError): + CALIBRATION.ensure_new_output_directory(output_dir) + + self.assertEqual(marker.read_text(encoding="utf-8"), "preserve") + + def test_point_metrics_include_average_precision_pr_auc(self) -> None: + observed = np.array([0, 0, 1, 1]) + classes = np.array([0, 1, 1, 1]) + scores = np.array([0.1, 0.4, 0.8, 0.9]) + + metrics = CALIBRATION.calculate_point_metrics(observed, classes, scores) + + self.assertAlmostEqual(metrics["roc_auc"], 1.0) + self.assertAlmostEqual(metrics["pr_auc_average_precision"], 1.0) + self.assertAlmostEqual(metrics["accuracy"], 0.75) + self.assertAlmostEqual(metrics["sensitivity"], 1.0) + self.assertAlmostEqual(metrics["specificity"], 0.5) + self.assertAlmostEqual(metrics["precision"], 2 / 3) + self.assertAlmostEqual(metrics["f1"], 0.8) + + def test_bootstrap_confidence_intervals_are_reproducible(self) -> None: + observed = np.array([0, 0, 0, 0, 1, 1, 1, 1]) + classes = np.array([0, 0, 1, 0, 1, 1, 0, 1]) + scores = np.array([0.05, 0.15, 0.60, 0.30, 0.90, 0.75, 0.35, 0.80]) + point = CALIBRATION.calculate_point_metrics(observed, classes, scores) + + first = CALIBRATION.bootstrap_confidence_intervals( + observed, classes, scores, point, iterations=250, random_seed=12345 + ) + second = CALIBRATION.bootstrap_confidence_intervals( + observed, classes, scores, point, iterations=250, random_seed=12345 + ) + + self.assertTrue(first.equals(second)) + self.assertEqual(list(first["metric"]), list(CALIBRATION.BOOTSTRAP_METRICS)) + self.assertTrue((first["ci_lower_95"] <= first["ci_upper_95"]).all()) + self.assertTrue((first["valid_replicates"] <= 250).all()) + self.assertTrue((first["valid_replicates"] > 0).all()) + self.assertTrue((first["random_seed"] == 12345).all()) + + def test_locked_metric_verification_rejects_mismatch(self) -> None: + point = { + "roc_auc": 0.8, + "accuracy": 0.7, + "sensitivity": 0.6, + "specificity": 0.7, + "precision": 0.5, + "f1": 0.55, + } + with tempfile.TemporaryDirectory() as tmpdir: + metrics_path = Path(tmpdir) / "metrics.csv" + metrics_path.write_text( + "roc_auc,accuracy,sensitivity,specificity,precision,f1\n" + "0.81,0.7,0.6,0.7,0.5,0.55\n", + encoding="utf-8", + ) + + with self.assertRaisesRegex(ValueError, "verification failed"): + CALIBRATION.verify_locked_point_metrics(point, metrics_path) + + +if __name__ == "__main__": + unittest.main() diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_clinical_model_comparison.py b/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_clinical_model_comparison.py new file mode 100644 index 00000000..7e82f624 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_clinical_model_comparison.py @@ -0,0 +1,90 @@ +from __future__ import annotations + +import importlib.util +import tempfile +import unittest +from pathlib import Path + +import numpy as np + + +PROJECT_ROOT = Path(__file__).resolve().parents[1] +SCRIPT = PROJECT_ROOT / "scripts" / "train_evaluate_gse194040_clinical_models.py" +SPEC = importlib.util.spec_from_file_location("clinical_model_comparison", SCRIPT) +if SPEC is None or SPEC.loader is None: + raise RuntimeError(f"Could not load comparison module from {SCRIPT}") +COMPARISON = importlib.util.module_from_spec(SPEC) +SPEC.loader.exec_module(COMPARISON) + + +class ClinicalModelComparisonTests(unittest.TestCase): + def test_model_specs_keep_preprocessing_inside_pipelines(self) -> None: + specs = COMPARISON.build_model_specs( + ["expr_A", "expr_B"], random_seed=42, max_iter=100 + ) + + self.assertEqual( + set(specs), {"clinical_baseline", "clinical_plus_expression"} + ) + for pipeline, parameter_grid in specs.values(): + self.assertIn("preprocessor", pipeline.named_steps) + self.assertIn("classifier", pipeline.named_steps) + self.assertTrue(parameter_grid) + combined = specs["clinical_plus_expression"][0] + transformers = dict( + (name, columns) + for name, transformer, columns in combined.named_steps[ + "preprocessor" + ].transformers + ) + self.assertEqual(transformers["expression"], ["expr_A", "expr_B"]) + self.assertEqual(transformers["binary"], ["HR", "HER2", "MP"]) + self.assertEqual(transformers["treatment"], ["treatment_arm"]) + + def test_calibration_diagnostics_for_calibrated_groups(self) -> None: + scores = np.concatenate([np.full(100, 0.2), np.full(100, 0.8)]) + observed = np.concatenate( + [ + np.ones(20, dtype=int), + np.zeros(80, dtype=int), + np.ones(80, dtype=int), + np.zeros(20, dtype=int), + ] + ) + + metrics = COMPARISON.evaluate_scores(observed, scores) + + self.assertAlmostEqual(metrics["calibration_intercept"], 0.0, places=5) + self.assertAlmostEqual(metrics["calibration_slope"], 1.0, places=5) + self.assertAlmostEqual(metrics["brier_score"], 0.16, places=12) + + def test_bootstrap_confidence_intervals_are_reproducible(self) -> None: + observed = np.array([0, 0, 0, 0, 1, 1, 1, 1]) + scores = np.array([0.05, 0.15, 0.60, 0.30, 0.90, 0.75, 0.35, 0.80]) + point = COMPARISON.evaluate_scores(observed, scores) + + first = COMPARISON.bootstrap_model_confidence_intervals( + observed, scores, point, iterations=100, random_seed=1234 + ) + second = COMPARISON.bootstrap_model_confidence_intervals( + observed, scores, point, iterations=100, random_seed=1234 + ) + + self.assertTrue(first.equals(second)) + self.assertEqual(list(first["metric"]), COMPARISON.BOOTSTRAP_METRICS) + self.assertTrue((first["ci_lower_95"] <= first["ci_upper_95"]).all()) + + def test_nonempty_output_directory_is_not_overwritten(self) -> None: + with tempfile.TemporaryDirectory() as tmpdir: + output_dir = Path(tmpdir) + marker = output_dir / "preserve.txt" + marker.write_text("preserve", encoding="utf-8") + + with self.assertRaises(FileExistsError): + COMPARISON.ensure_new_output_directory(output_dir) + + self.assertEqual(marker.read_text(encoding="utf-8"), "preserve") + + +if __name__ == "__main__": + unittest.main() diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_reproducibility_and_bco.py b/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_reproducibility_and_bco.py new file mode 100644 index 00000000..547fba6d --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_reproducibility_and_bco.py @@ -0,0 +1,199 @@ +from __future__ import annotations + +import hashlib +import importlib.util +import json +import re +import unittest +from pathlib import Path + +import joblib +import numpy as np +from sklearn.linear_model import LogisticRegression +from sklearn.pipeline import Pipeline +from sklearn.preprocessing import StandardScaler + + +PROJECT_ROOT = Path(__file__).resolve().parents[1] +TRAIN_SCRIPT = PROJECT_ROOT / "scripts" / "train_gse194040_models.py" +SPEC = importlib.util.spec_from_file_location("gse194040_training", TRAIN_SCRIPT) +if SPEC is None or SPEC.loader is None: + raise RuntimeError(f"Could not load training module from {TRAIN_SCRIPT}") +TRAINING = importlib.util.module_from_spec(SPEC) +SPEC.loader.exec_module(TRAINING) + + +class ReproducibilityTests(unittest.TestCase): + def test_frozen_model_matches_declared_metadata(self) -> None: + model_path = PROJECT_ROOT / "models" / "gse194040_best_model.joblib" + metadata = json.loads( + ( + PROJECT_ROOT / "models" / "gse194040_best_model_metadata.json" + ).read_text(encoding="utf-8") + ) + declared = metadata["frozen_model"] + model = joblib.load(model_path) + + self.assertEqual(list(model.named_steps), declared["pipeline_steps"]) + self.assertEqual( + f"{type(model).__module__}.{type(model).__name__}", + declared["sklearn_object_type"], + ) + self.assertEqual(int(model.n_features_in_), declared["input_feature_count"]) + self.assertEqual( + hashlib.sha256(model_path.read_bytes()).hexdigest(), + declared["sha256"], + ) + + def test_requirements_are_exactly_pinned(self) -> None: + for filename in ["requirements.txt", "requirements-lock.txt"]: + lines = (PROJECT_ROOT / filename).read_text(encoding="utf-8").splitlines() + packages = [line for line in lines if line and not line.startswith("#")] + self.assertTrue(packages) + self.assertTrue(all(re.fullmatch(r"[A-Za-z0-9_.-]+==[^=<>~!]+", line) for line in packages)) + + def test_direct_requirements_match_lockfile(self) -> None: + def pinned_versions(filename: str) -> dict[str, str]: + lines = (PROJECT_ROOT / filename).read_text(encoding="utf-8").splitlines() + return { + name.lower(): version + for line in lines + if line and not line.startswith("#") + for name, version in [line.split("==", maxsplit=1)] + } + + direct = pinned_versions("requirements.txt") + locked = pinned_versions("requirements-lock.txt") + self.assertEqual(direct["referencing"], "0.37.0") + for name, version in direct.items(): + self.assertIn(name, locked) + self.assertEqual(version, locked[name], name) + + def test_dependency_provenance_distinguishes_environment_roles(self) -> None: + manifest = json.loads( + ( + PROJECT_ROOT + / "results" + / "reproducibility" + / "gse194040_reproducibility_manifest_v1_20260719.json" + ).read_text(encoding="utf-8") + ) + provenance = manifest["dependency_provenance"] + historical = provenance["existing_processed_dataset"] + current = provenance["current_prediction_testing"] + self.assertEqual(historical["pandas"], "3.0.1") + self.assertEqual(historical["numpy"], "2.3.5") + self.assertFalse(historical["regenerated_under_current_lock"]) + self.assertFalse(historical["included_in_submission"]) + self.assertFalse( + ( + PROJECT_ROOT + / "data_processed" + / "gse194040_ml_ready_pcr_expression.csv" + ).exists() + ) + self.assertFalse((PROJECT_ROOT / "GSE194040").exists()) + self.assertEqual(current["pandas"], "2.2.2") + self.assertEqual(current["numpy"], "2.5.1") + self.assertEqual(current["referencing"], "0.37.0") + self.assertFalse(current["historical_dataset_producer"]) + + def test_scripts_do_not_inject_untracked_packages_or_suppress_warnings(self) -> None: + for script in (PROJECT_ROOT / "scripts").glob("*.py"): + source = script.read_text(encoding="utf-8") + self.assertNotIn('PROJECT_ROOT / "python_packages"', source, script.name) + self.assertNotIn("filterwarnings", source, script.name) + self.assertNotIn("n_jobs=-1", source, script.name) + + def test_cli_parallelism_validation_and_random_forest_policy(self) -> None: + self.assertEqual(TRAINING.validate_n_jobs(1), 1) + self.assertEqual(TRAINING.validate_n_jobs(-1), -1) + for value in [0, -2]: + with self.assertRaises(ValueError): + TRAINING.validate_n_jobs(value) + specs = TRAINING.build_model_specs(random_state=42, max_iter=25) + forest = specs["random_forest"][0].named_steps["classifier"] + self.assertEqual(forest.n_jobs, 1) + + def test_fitted_convergence_status_is_recorded(self) -> None: + estimator = Pipeline( + [ + ("scaler", StandardScaler()), + ("classifier", LogisticRegression(max_iter=500, random_state=42)), + ] + ) + X = np.array([[-2.0], [-1.0], [-0.5], [0.5], [1.0], [2.0]]) + y = np.array([0, 0, 0, 1, 1, 1]) + estimator.fit(X, y) + records = TRAINING.model_convergence_records("test", estimator) + self.assertEqual(records[0]["status"], "converged_before_max_iter") + self.assertLess(records[0]["observed_max_iter"], records[0]["configured_max_iter"]) + + +class BioComputeObjectTests(unittest.TestCase): + def test_bco_is_schema_valid(self) -> None: + validator_path = PROJECT_ROOT / "scripts" / "validate_gse194040_bco.py" + spec = importlib.util.spec_from_file_location("bco_validator", validator_path) + if spec is None or spec.loader is None: + raise RuntimeError(f"Could not load BCO validator from {validator_path}") + module = importlib.util.module_from_spec(spec) + spec.loader.exec_module(module) + errors = module.validate_bco( + PROJECT_ROOT / "bco" / "gse194040_pcr_pipeline_bco_v1.json", + PROJECT_ROOT / "schemas" / "ieee-2791-v1.4", + ) + self.assertEqual(errors, []) + + def test_bco_local_file_checksums_match(self) -> None: + bco = json.loads( + (PROJECT_ROOT / "bco" / "gse194040_pcr_pipeline_bco_v1.json").read_text(encoding="utf-8") + ) + github_prefix = ( + "https://github.com/GW-HIVE/PredictMod/blob/main/" + "flask_backend/models/gse194040_pcr_expression_elastic_net/" + ) + + def walk(value: object) -> None: + if isinstance(value, dict): + if "uri" in value and "sha1_checksum" in value and isinstance(value["uri"], str): + if value["uri"].startswith(github_prefix): + path = PROJECT_ROOT / value["uri"][len(github_prefix):] + self.assertTrue(path.is_file(), str(path)) + actual = hashlib.sha1(path.read_bytes()).hexdigest() + self.assertEqual(actual, value["sha1_checksum"], str(path)) + for nested in value.values(): + walk(nested) + elif isinstance(value, list): + for nested in value: + walk(nested) + + walk(bco) + serialized = json.dumps(bco) + self.assertNotIn("file:///VolunteershipGWU/", serialized) + excluded = { + row["path"]: row + for row in json.loads( + ( + PROJECT_ROOT + / "results" + / "reproducibility" + / "gse194040_reproducibility_manifest_v1_20260719.json" + ).read_text(encoding="utf-8") + )["excluded_recreatable_artifacts"] + } + self.assertEqual( + excluded[ + "data_processed/gse194040_ml_ready_pcr_expression.csv" + ]["expected_sha256"], + "4f00b3fdf4006129ed31835763dfc906245da1c6d383546a7fe354d5069de78a", + ) + + def test_bco_claims_are_explicitly_nonclinical(self) -> None: + text = (PROJECT_ROOT / "bco" / "gse194040_pcr_pipeline_bco_v1.json").read_text(encoding="utf-8") + self.assertIn("exploratory pooled", text) + self.assertIn("not a treatment-selection model", text) + self.assertIn("does not produce calibrated clinical probabilities", text) + + +if __name__ == "__main__": + unittest.main() diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_single_patient_prediction.py b/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_single_patient_prediction.py new file mode 100644 index 00000000..7deed4a6 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_single_patient_prediction.py @@ -0,0 +1,276 @@ +from __future__ import annotations + +import csv +import subprocess +import sys +import tempfile +import unittest +from pathlib import Path + + +PROJECT_ROOT = Path(__file__).resolve().parents[1] +SCRIPT = PROJECT_ROOT / "scripts" / "predict_gse194040_single_patient.py" +EXAMPLE_INPUT = PROJECT_ROOT / "examples" / "gse194040_single_patient_input_example.csv" +CURRENT_EXAMPLE_OUTPUT = ( + PROJECT_ROOT + / "results" + / "tables" + / "gse194040_single_patient_prediction_example_v2_uncalibrated_score.csv" +) + + +def read_single_row_csv(path: Path) -> dict[str, str]: + with path.open(newline="", encoding="utf-8") as handle: + return next(csv.DictReader(handle)) + + +def write_single_row_csv(path: Path, fieldnames: list[str], row: dict[str, str]) -> None: + write_csv_rows(path, fieldnames, [row]) + + +def write_csv_rows( + path: Path, + fieldnames: list[str], + rows: list[dict[str, str]], +) -> None: + with path.open("w", newline="", encoding="utf-8") as handle: + writer = csv.DictWriter(handle, fieldnames=fieldnames) + writer.writeheader() + writer.writerows(rows) + + +class SinglePatientPredictionCliTests(unittest.TestCase): + def run_predictor(self, input_path: Path, output_path: Path) -> subprocess.CompletedProcess[str]: + return subprocess.run( + [sys.executable, str(SCRIPT), str(input_path), str(output_path)], + cwd=PROJECT_ROOT, + text=True, + capture_output=True, + check=False, + ) + + def test_example_input_produces_prediction_output(self) -> None: + with tempfile.TemporaryDirectory() as tmpdir: + output_path = Path(tmpdir) / "prediction.csv" + result = self.run_predictor(EXAMPLE_INPUT, output_path) + + self.assertEqual(result.returncode, 0, msg=result.stderr) + self.assertTrue(output_path.exists()) + + output = read_single_row_csv(output_path) + self.assertEqual( + list(output), + [ + "sample_id", + "patient_id", + "predicted_pCR_class", + "predicted_pCR_score", + "predicted_non_pCR_score", + ], + ) + self.assertIn(output["predicted_pCR_class"], {"0", "1"}) + pcr_score = float(output["predicted_pCR_score"]) + non_pcr_score = float(output["predicted_non_pCR_score"]) + self.assertGreaterEqual(pcr_score, 0.0) + self.assertLessEqual(pcr_score, 1.0) + self.assertAlmostEqual(pcr_score + non_pcr_score, 1.0, places=6) + + current = read_single_row_csv(CURRENT_EXAMPLE_OUTPUT) + self.assertEqual(output["predicted_pCR_class"], current["predicted_pCR_class"]) + self.assertAlmostEqual( + pcr_score, + float(current["predicted_pCR_score"]), + places=12, + ) + self.assertAlmostEqual( + non_pcr_score, + float(current["predicted_non_pCR_score"]), + places=12, + ) + + def test_zero_patient_rows_fails_without_output(self) -> None: + with tempfile.TemporaryDirectory() as tmpdir: + tmpdir_path = Path(tmpdir) + input_path = tmpdir_path / "zero_rows.csv" + output_path = tmpdir_path / "prediction.csv" + row = read_single_row_csv(EXAMPLE_INPUT) + write_csv_rows(input_path, list(row), []) + + result = self.run_predictor(input_path, output_path) + + self.assertNotEqual(result.returncode, 0) + self.assertFalse(output_path.exists()) + self.assertIn("Expected exactly one patient/sample row, but found 0 rows", result.stderr) + + def test_multiple_patient_rows_fails_without_output(self) -> None: + with tempfile.TemporaryDirectory() as tmpdir: + tmpdir_path = Path(tmpdir) + input_path = tmpdir_path / "multiple_rows.csv" + output_path = tmpdir_path / "prediction.csv" + row = read_single_row_csv(EXAMPLE_INPUT) + write_csv_rows(input_path, list(row), [row, row]) + + result = self.run_predictor(input_path, output_path) + + self.assertNotEqual(result.returncode, 0) + self.assertFalse(output_path.exists()) + self.assertIn("Expected exactly one patient/sample row, but found 2 rows", result.stderr) + + def test_duplicate_columns_fail_without_output(self) -> None: + with tempfile.TemporaryDirectory() as tmpdir: + tmpdir_path = Path(tmpdir) + input_path = tmpdir_path / "duplicate_columns.csv" + output_path = tmpdir_path / "prediction.csv" + row = read_single_row_csv(EXAMPLE_INPUT) + duplicated_gene = next(name for name in row if name.startswith("expr_")) + write_single_row_csv(input_path, list(row) + [duplicated_gene], row) + + result = self.run_predictor(input_path, output_path) + + self.assertNotEqual(result.returncode, 0) + self.assertFalse(output_path.exists()) + self.assertIn("Input CSV contains duplicate columns", result.stderr) + self.assertIn(duplicated_gene, result.stderr) + + def test_nonnumeric_gene_value_fails_without_output(self) -> None: + with tempfile.TemporaryDirectory() as tmpdir: + tmpdir_path = Path(tmpdir) + input_path = tmpdir_path / "nonnumeric.csv" + output_path = tmpdir_path / "prediction.csv" + row = read_single_row_csv(EXAMPLE_INPUT) + invalid_gene = next(name for name in row if name.startswith("expr_")) + row[invalid_gene] = "not-a-number" + write_single_row_csv(input_path, list(row), row) + + result = self.run_predictor(input_path, output_path) + + self.assertNotEqual(result.returncode, 0) + self.assertFalse(output_path.exists()) + self.assertIn("nonnumeric gene-expression values", result.stderr) + self.assertIn(invalid_gene, result.stderr) + + def test_infinite_gene_value_fails_without_output(self) -> None: + with tempfile.TemporaryDirectory() as tmpdir: + tmpdir_path = Path(tmpdir) + input_path = tmpdir_path / "infinite.csv" + output_path = tmpdir_path / "prediction.csv" + row = read_single_row_csv(EXAMPLE_INPUT) + invalid_gene = next(name for name in row if name.startswith("expr_")) + row[invalid_gene] = "inf" + write_single_row_csv(input_path, list(row), row) + + result = self.run_predictor(input_path, output_path) + + self.assertNotEqual(result.returncode, 0) + self.assertFalse(output_path.exists()) + self.assertIn("infinite gene-expression values", result.stderr) + self.assertIn(invalid_gene, result.stderr) + + def test_all_missing_gene_values_fail_without_output(self) -> None: + with tempfile.TemporaryDirectory() as tmpdir: + tmpdir_path = Path(tmpdir) + input_path = tmpdir_path / "all_missing.csv" + output_path = tmpdir_path / "prediction.csv" + row = read_single_row_csv(EXAMPLE_INPUT) + for name in row: + if name.startswith("expr_"): + row[name] = "" + write_single_row_csv(input_path, list(row), row) + + result = self.run_predictor(input_path, output_path) + + self.assertNotEqual(result.returncode, 0) + self.assertFalse(output_path.exists()) + self.assertIn("All required gene-expression values are missing", result.stderr) + + def test_excessive_missing_gene_values_fail_without_output(self) -> None: + with tempfile.TemporaryDirectory() as tmpdir: + tmpdir_path = Path(tmpdir) + input_path = tmpdir_path / "excessive_missing.csv" + output_path = tmpdir_path / "prediction.csv" + row = read_single_row_csv(EXAMPLE_INPUT) + gene_columns = [name for name in row if name.startswith("expr_")] + missing_count = len(gene_columns) // 5 + 1 + for name in gene_columns[:missing_count]: + row[name] = "" + write_single_row_csv(input_path, list(row), row) + + result = self.run_predictor(input_path, output_path) + + self.assertNotEqual(result.returncode, 0) + self.assertFalse(output_path.exists()) + self.assertIn("excessive missing gene-expression values", result.stderr) + self.assertIn("maximum allowed is 20%", result.stderr) + + def test_unsupported_input_format_fails_without_output(self) -> None: + with tempfile.TemporaryDirectory() as tmpdir: + tmpdir_path = Path(tmpdir) + input_path = tmpdir_path / "patient.json" + output_path = tmpdir_path / "prediction.csv" + row = read_single_row_csv(EXAMPLE_INPUT) + write_single_row_csv(input_path, list(row), row) + + result = self.run_predictor(input_path, output_path) + + self.assertNotEqual(result.returncode, 0) + self.assertFalse(output_path.exists()) + self.assertIn("Unsupported input format '.json'", result.stderr) + + def test_missing_required_gene_column_fails_clearly(self) -> None: + with tempfile.TemporaryDirectory() as tmpdir: + tmpdir_path = Path(tmpdir) + malformed_input = tmpdir_path / "missing_gene.csv" + output_path = tmpdir_path / "prediction.csv" + + row = read_single_row_csv(EXAMPLE_INPUT) + fieldnames = list(row) + missing_gene = next(name for name in fieldnames if name.startswith("expr_")) + fieldnames.remove(missing_gene) + row.pop(missing_gene) + write_single_row_csv(malformed_input, fieldnames, row) + + result = self.run_predictor(malformed_input, output_path) + + self.assertNotEqual(result.returncode, 0) + self.assertFalse(output_path.exists()) + self.assertIn("ERROR: Input CSV is missing required gene-expression columns", result.stderr) + self.assertIn(missing_gene, result.stderr) + + def test_extra_non_feature_columns_are_ignored(self) -> None: + with tempfile.TemporaryDirectory() as tmpdir: + tmpdir_path = Path(tmpdir) + baseline_output = tmpdir_path / "baseline_prediction.csv" + extra_input = tmpdir_path / "extra_column_input.csv" + extra_output = tmpdir_path / "extra_prediction.csv" + + baseline = self.run_predictor(EXAMPLE_INPUT, baseline_output) + self.assertEqual(baseline.returncode, 0, msg=baseline.stderr) + + row = read_single_row_csv(EXAMPLE_INPUT) + fieldnames = list(row) + ["extra_note"] + row["extra_note"] = "ignored by prediction script" + write_single_row_csv(extra_input, fieldnames, row) + + result = self.run_predictor(extra_input, extra_output) + self.assertEqual(result.returncode, 0, msg=result.stderr) + + baseline_row = read_single_row_csv(baseline_output) + extra_row = read_single_row_csv(extra_output) + self.assertEqual( + baseline_row["predicted_pCR_class"], + extra_row["predicted_pCR_class"], + ) + self.assertAlmostEqual( + float(baseline_row["predicted_pCR_score"]), + float(extra_row["predicted_pCR_score"]), + places=12, + ) + self.assertAlmostEqual( + float(baseline_row["predicted_non_pCR_score"]), + float(extra_row["predicted_non_pCR_score"]), + places=12, + ) + + +if __name__ == "__main__": + unittest.main() diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_subgroup_analysis.py b/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_subgroup_analysis.py new file mode 100644 index 00000000..8b0f9a71 --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_subgroup_analysis.py @@ -0,0 +1,101 @@ +from __future__ import annotations + +import importlib.util +import unittest +from pathlib import Path + +import numpy as np +import pandas as pd + + +PROJECT_ROOT = Path(__file__).resolve().parents[1] +SCRIPT = PROJECT_ROOT / "scripts" / "analyze_gse194040_subgroups.py" +SPEC = importlib.util.spec_from_file_location("subgroup_analysis", SCRIPT) +if SPEC is None or SPEC.loader is None: + raise RuntimeError(f"Could not load subgroup analysis module from {SCRIPT}") +SUBGROUP = importlib.util.module_from_spec(SPEC) +SPEC.loader.exec_module(SUBGROUP) + + +class SubgroupAnalysisTests(unittest.TestCase): + def test_binary_metrics_known_values(self) -> None: + observed = np.array([0, 0, 1, 1]) + classes = np.array([0, 1, 1, 1]) + scores = np.array([0.1, 0.4, 0.8, 0.9]) + + metrics = SUBGROUP.binary_metrics(observed, classes, scores) + + self.assertAlmostEqual(metrics["roc_auc"], 1.0) + self.assertAlmostEqual(metrics["sensitivity"], 1.0) + self.assertAlmostEqual(metrics["specificity"], 0.5) + + def test_bootstrap_intervals_are_reproducible(self) -> None: + observed = np.array([0, 0, 0, 0, 1, 1, 1, 1]) + classes = np.array([0, 0, 1, 0, 1, 1, 0, 1]) + scores = np.array([0.05, 0.15, 0.60, 0.30, 0.90, 0.75, 0.35, 0.80]) + + first = SUBGROUP.bootstrap_metric_intervals( + observed, classes, scores, iterations=250, random_seed=123 + ) + second = SUBGROUP.bootstrap_metric_intervals( + observed, classes, scores, iterations=250, random_seed=123 + ) + + self.assertEqual(first, second) + for metric in ("roc_auc", "sensitivity", "specificity"): + self.assertLessEqual( + first[f"{metric}_ci_lower_95"], first[f"{metric}_ci_upper_95"] + ) + self.assertGreater(first[f"{metric}_valid_replicates"], 0) + + def test_treatment_threshold_and_exploratory_labels(self) -> None: + rows = [] + for arm, n, positives in ( + ("large", 30, 10), + ("small", 12, 4), + ("too_small", 9, 4), + ): + for index in range(n): + observed = int(index < positives) + rows.append( + { + "sample_id": f"{arm}_{index}", + "observed_pCR": observed, + "predicted_pCR_class": observed, + "predicted_pCR_score": 0.8 if observed else 0.2, + "HR": index % 2, + "HER2": (index // 2) % 2, + "MP": index % 2, + "treatment_arm": arm, + } + ) + locked = pd.DataFrame(rows) + + results = SUBGROUP.build_subgroup_results( + locked, + bootstrap_iterations=50, + random_seed=456, + minimum_treatment_n=10, + minimum_outcome_count=3, + exploratory_n=30, + ) + treatment = results.loc[results["subgroup_family"].eq("treatment_arm")] + statuses = dict(zip(treatment["subgroup"], treatment["analysis_status"])) + + self.assertEqual(statuses["large"], "reported") + self.assertEqual(statuses["small"], "exploratory_small_sample") + self.assertEqual(statuses["too_small"], "not_estimated_insufficient_sample") + omitted = treatment.loc[treatment["subgroup"].eq("too_small")].iloc[0] + self.assertTrue(np.isnan(omitted["roc_auc"])) + + def test_group_seed_is_stable_and_group_specific(self) -> None: + first = SUBGROUP.derived_group_seed(20260719, "MP_status", "MP=0") + second = SUBGROUP.derived_group_seed(20260719, "MP_status", "MP=0") + different = SUBGROUP.derived_group_seed(20260719, "MP_status", "MP=1") + + self.assertEqual(first, second) + self.assertNotEqual(first, different) + + +if __name__ == "__main__": + unittest.main() diff --git a/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_training_preprocessing.py b/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_training_preprocessing.py new file mode 100644 index 00000000..590fe1dc --- /dev/null +++ b/flask_backend/models/gse194040_pcr_expression_elastic_net/tests/test_training_preprocessing.py @@ -0,0 +1,92 @@ +from __future__ import annotations + +import importlib.util +import tempfile +import unittest +from pathlib import Path + +import numpy as np +import pandas as pd + + +PROJECT_ROOT = Path(__file__).resolve().parents[1] +SCRIPT = PROJECT_ROOT / "scripts" / "train_gse194040_models.py" +SPEC = importlib.util.spec_from_file_location("training_pipeline", SCRIPT) +if SPEC is None or SPEC.loader is None: + raise RuntimeError(f"Could not load training module from {SCRIPT}") +TRAINING = importlib.util.module_from_spec(SPEC) +SPEC.loader.exec_module(TRAINING) + + +class TrainingPreprocessingTests(unittest.TestCase): + def test_missingness_filter_learns_from_fit_rows_only(self) -> None: + train = pd.DataFrame( + { + "keep": [1.0, 2.0, np.nan, 4.0], + "drop": [1.0, np.nan, np.nan, np.nan], + } + ) + test = pd.DataFrame({"keep": [np.nan], "drop": [5.0]}) + transformer = TRAINING.MissingnessFilter(max_missing_rate=0.25) + + transformer.fit(train) + transformed = transformer.transform(test) + + self.assertEqual(list(transformer.get_feature_names_out()), ["keep"]) + self.assertEqual(transformed.shape, (1, 1)) + self.assertTrue(np.isnan(transformed.iloc[0, 0])) + + def test_all_model_preprocessing_is_inside_pipeline_in_required_order(self) -> None: + specs = TRAINING.build_model_specs( + random_state=42, + max_iter=100, + max_missing_rate=0.2, + variance_threshold=1e-8, + ) + + for model_name, (pipeline, _grid) in specs.items(): + steps = list(pipeline.named_steps) + self.assertLess(steps.index("missingness"), steps.index("imputer")) + self.assertLess(steps.index("imputer"), steps.index("variance")) + if "scaler" in steps: + self.assertLess(steps.index("variance"), steps.index("scaler")) + if "select" in steps: + self.assertLess(steps.index("variance"), steps.index("select")) + if "pca" in steps: + self.assertLess(steps.index("scaler"), steps.index("pca")) + self.assertEqual(steps[-1], "classifier", msg=model_name) + + def test_imputation_then_variance_filter_removes_constant_feature(self) -> None: + frame = pd.DataFrame( + { + "variable": [0.0, 1.0, 2.0, np.nan], + "constant": [5.0, 5.0, np.nan, 5.0], + } + ) + pipeline = TRAINING.Pipeline( + TRAINING.expression_preprocessing_steps( + max_missing_rate=0.5, variance_threshold=1e-8, scale=False + ) + ) + + transformed = pipeline.fit_transform(frame) + + self.assertEqual(transformed.shape, (4, 1)) + self.assertEqual( + list(pipeline.get_feature_names_out(frame.columns)), ["variable"] + ) + + def test_nonempty_corrected_output_directory_is_not_overwritten(self) -> None: + with tempfile.TemporaryDirectory() as tmpdir: + output_dir = Path(tmpdir) + marker = output_dir / "canonical.txt" + marker.write_text("preserve", encoding="utf-8") + + with self.assertRaises(FileExistsError): + TRAINING.ensure_new_output_directory(output_dir) + + self.assertEqual(marker.read_text(encoding="utf-8"), "preserve") + + +if __name__ == "__main__": + unittest.main()