diff --git a/.gitignore b/.gitignore
index ccc9fd9..52c5e9e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1 +1,2 @@
-*.DS_Store
\ No newline at end of file
+*.DS_Store
+.Rhistory
diff --git a/README.md b/README.md
index a578a72..f7df7c9 100644
--- a/README.md
+++ b/README.md
@@ -1,35 +1,152 @@
 # Brendo
-Open resource for uniquely transcribed genes in brain endothelial cells
 
-<img  src="https://github.com/CompGenomeLab/brendo/blob/dev/home_banner.png"/>
+Brendo (Brain Endothelial Open Resource) is a research web application for exploring genes differentially transcribed in brain endothelial cells relative to endothelial cells from other tissues. It combines method-specific differential-expression results with Robust Rank Aggregation (RRA), producing a four-list RRA ranking for Transmembrane Focus genes alongside expression context and proteomics evidence.
 
-## Table of Contents
-* [Overview](#overview)
-* [Contents](#repocontents)
-	* [Directory Structure](#dirstructure)
+- [Live application](https://brendo.sabanciuniv.edu/)
+- [Manuscript preprint](https://doi.org/10.1101/2025.10.25.684508)
+- [Source repository](https://github.com/CompGenomeLab/brendo)
 
+## Features
 
-## Overview <a name="overview"></a>
+- Transmembrane Focus genes ordered by the four-list RRA ranking across DESeq2 and Wilcoxon rank-sum test (WRST) analyses.
+- Eight method-specific lists spanning two methods, two expression directions, and full or selected comparator scopes.
+- Searchable, sortable, filterable tables with all-row, filtered-row, and selected-row CSV export.
+- Brain median normalized count and detection rate from the canonical 37-sample Brain cohort.
+- Sample-level expression distributions across endothelial tissues.
+- Human Protein Atlas, InterPro, and PXD018602 proteomics context.
 
-The blood-brain barrier (BBB) plays a critical role in central nervous system homeostasis, yet comprehensive transcriptional profiling of brain microvascular endothelial cells (BMECs) remains limited. Leveraging the increasing availability of publicly accessible bulk RNA sequencing (RNA-seq) datasets, we
-developed an integrated analytical framework to identify genes selectively enriched in BMECs compared to endothelial cells (ECs) from other tissues. To address the substantial batch effects inherent to multi-source bulk RNA-seq data, we combined two differential expression strategies, rank aggregation methods, and extensive quality controls. Our analysis incorporated EC samples from 16 different tissues and employed robust statistical workflows to mitigate technical confounders while preserving biologically meaningful signals. Validation using known BBB markers and independent proteomic evidence confirmed the reliability of our approach. We present Brendo (Brain Endothelial Open Resource), an open-access web platform providing searchable, filterable, and downloadable data on differentially expressed genes in BMECs. Brendo enables an in-depth exploration of brain endothelial gene expression and offers broader applications across vascular biology by supporting cross-tissue EC comparisons.
+## Repository layout
 
-## Contents <a name="repocontents"></a>
+```text
+brendo/
+├── .gitignore
+├── Alignment/                         # Snakemake alignment and quantification pipeline
+│   ├── Modules/
+│   │   ├── Align/                     # STAR alignment rules
+│   │   ├── GetCounts/                 # Rsubread featureCounts rules and scripts
+│   │   └── SRActions/                 # SRA download and FASTQ preparation rules
+│   └── bin/                            # Pipeline configuration and setup scripts
+├── Server/
+│   ├── FastAPI (Data)/
+│   │   ├── Aggregs/                    # RRA result tables
+│   │   ├── Counts/                     # MRN-normalized count matrix used by the app
+│   │   ├── Lists/                      # Eight method/direction/scope result tables
+│   │   ├── Metadata/                   # Sample, perfusion, and HPA metadata
+│   │   ├── tests/                      # Backend contract tests
+│   │   ├── expression_metrics.py       # Brain-cohort validation and expression metrics
+│   │   ├── main.py                     # FastAPI routes
+│   │   ├── services.py                 # Table preparation and Bokeh plots
+│   │   ├── reqs.txt                     # Runtime Python dependencies
+│   │   └── requirements-dev.txt         # Backend test dependencies
+│   └── ReactJS (Webpage)/
+│       ├── e2e/                        # Playwright browser tests
+│       ├── public/                     # HTML shell and static assets
+│       ├── src/                        # React pages, components, API client, and tests
+│       ├── package.json
+│       └── playwright.config.js
+├── LICENSE
+├── README.md
+└── home_banner.png                     # Repository banner image
+```
+
+The alignment pipeline has separate input and cluster requirements; see [Alignment/README.md](Alignment/README.md). The committed result and count tables are sufficient to run the web application.
+
+## Prerequisites
+
+- Git
+- Python 3.11
+- Node.js and Yarn Classic; the repository does not pin a Node.js version
+- A Chromium browser installed through Playwright when running end-to-end tests
+
+No database is required. FastAPI reads the committed CSV files at process startup.
+
+## Run locally
+
+Clone the repository:
+
+```bash
+git clone https://github.com/CompGenomeLab/brendo.git
+cd brendo
+```
+
+### 1. Start the data API
+
+Run these commands from the backend directory because the service resolves data paths relative to its working directory:
+
+```bash
+cd "Server/FastAPI (Data)"
+python3.11 -m venv venv
+source venv/bin/activate
+python -m pip install --upgrade pip
+python -m pip install -r reqs.txt
+python -m uvicorn main:app --reload --host 127.0.0.1 --port 8000
+```
+
+The API is then available at `http://127.0.0.1:8000/api/`.
+
+### 2. Start the frontend
+
+In a second terminal, from the repository root:
+
+```bash
+cd "Server/ReactJS (Webpage)"
+yarn install --frozen-lockfile
+yarn start
+```
+
+The development site opens at `http://localhost:3000`. Its development proxy forwards `/api/` requests to `http://localhost:8000`.
+
+## Tests and production build
+
+Backend tests:
+
+```bash
+cd "Server/FastAPI (Data)"
+source venv/bin/activate
+python -m pip install -r requirements-dev.txt
+python -m pytest -q
+```
+
+Frontend unit tests and build:
 
-This repository contains scripts required to reproduce the analysis, as well as code required to run Brendo locally / set up a copy of Brendo. See the subdirectories for detailed instructions. For a deployed version of Brendo, click <a href="https://brendo.sabanciuniv.edu"> here </a>.
+```bash
+cd "Server/ReactJS (Webpage)"
+CI=true yarn test --watchAll=false
+yarn build
+```
 
+Browser tests use deterministic API and Bokeh mocks to verify routes, selector-to-endpoint mappings, responsive layout, and automated accessibility checks:
 
-###  Directory Structure <a name="dirstructure"></a>
 ```bash
-root
-├── Alignment  # Includes Snakemake pipeline used for alignment / quantification
-│	├── bin  # Includes scripts ran through Snakemake
-│   └── Modules  # Includes Snakemake rules to be ran  
-│	    ├── Align  # Alignment rules
-│       ├── GetCounts  # Quantification rules
-│       └── SRActions  # Read file download rules
-│
-└── Server  # Includes content required to run the web applicaiton
-	├── FastAPI (Data) # API requirements
-	└── ReactJS (Webpage)  # Webpage requirements
+cd "Server/ReactJS (Webpage)"
+yarn playwright install chromium
+yarn test:e2e
 ```
+
+## Application boundary
+
+The React client requests relative `/api/...` URLs. During development, `src/setupProxy.js` forwards those requests to FastAPI. A production deployment serves the generated `Server/ReactJS (Webpage)/build/` directory as static files, sends `/api/` to the FastAPI process, and returns `index.html` for client-side routes such as `/methods` and `/all-genes`.
+
+Environment-specific reverse-proxy, TLS, process-control, host, and secret configuration belongs to the deployment environment and is not defined by this source repository. See the [frontend README](Server/ReactJS%20%28Webpage%29/README.md) and [backend README](Server/FastAPI%20%28Data%29/README.md) for component-specific details.
+
+## Citation
+
+Please cite the original publication:
+
+```
+@article {Beker2025.10.25.684508,
+	author = {Beker, Ozgur and Khorsand, Fereshteh Ramezani and Adebali, Ogun and Mustafaoglu, Nur},
+	title = {Brendo: an open resource for uniquely transcribed genes in brain endothelial cells},
+	elocation-id = {2025.10.25.684508},
+	year = {2025},
+	doi = {10.1101/2025.10.25.684508},
+	publisher = {Cold Spring Harbor Laboratory},
+	URL = {https://www.biorxiv.org/content/early/2025/10/26/2025.10.25.684508},
+	eprint = {https://www.biorxiv.org/content/early/2025/10/26/2025.10.25.684508.full.pdf},
+	journal = {bioRxiv}
+}
+```
+
+## License and support
+
+Code and documentation are distributed under the [MIT License](LICENSE). For application support, open a [GitHub issue](https://github.com/CompGenomeLab/brendo/issues) or email [ozgurbeker@sabanciuniv.edu](mailto:ozgurbeker@sabanciuniv.edu).
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new file mode 100644
index 0000000..dfd5c92
--- /dev/null
+++ b/Server/FastAPI (Data)/Metadata/hpa_endothelial_context.csv	
@@ -0,0 +1,58759 @@
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diff --git a/Server/FastAPI (Data)/expression_metrics.py b/Server/FastAPI (Data)/expression_metrics.py
new file mode 100644
index 0000000..1a9ffc9
--- /dev/null
+++ b/Server/FastAPI (Data)/expression_metrics.py	
@@ -0,0 +1,211 @@
+from typing import Optional, Sequence
+
+import numpy as np
+import pandas as pd
+
+
+CANONICAL_BRAIN_SAMPLE_IDS = (
+    "SRR10197178",
+    "SRR10197181",
+    "SRR13815255",
+    "SRR8507720",
+    "SRR8507721",
+    "SRR13302597.SRR13302598.SRR13302599.SRR13302600",
+    "SRR13302593.SRR13302594.SRR13302595.SRR13302596",
+    "SRR13302589.SRR13302590.SRR13302591.SRR13302592",
+    "SRR16764424",
+    "SRR16764425",
+    "SRR17833478",
+    "SRR17833477",
+    "SRR17833476",
+    "SRR17833475",
+    "SRR17833474",
+    "SRR11539339",
+    "SRR10315781",
+    "SRR10315782",
+    "SRR7347408",
+    "SRR7347409",
+    "SRR7347410",
+    "SRR10186446.SRR10186447.SRR10186448.SRR10186449",
+    "SRR10216446",
+    "SRR10216447",
+    "SRR10216448",
+    "SRR10721161",
+    "SRR10721162",
+    "SRR10721163",
+    "SRR5441866",
+    "SRR5145129",
+    "SRR18291930.SRR18291931",
+    "SRR18291928.SRR18291929",
+    "SRR18291926.SRR18291927",
+    "SRR12878709",
+    "SRR12878710",
+    "SRR12878711",
+    "SRR12878712.SRR12878713",
+)
+BRAIN_SAMPLE_COUNT = len(CANONICAL_BRAIN_SAMPLE_IDS)
+FULL_COMPARATOR_TISSUES = (
+    "Cornea",
+    "Heart",
+    "Liver",
+    "Umbilical vein",
+    "Lymph node",
+    "Sciatic nerve",
+    "Colon",
+    "Vessel",
+    "Peripheral blood",
+    "Lung",
+    "Skin",
+    "Kidney",
+    "Intestine",
+    "Tonsil",
+    "Foreskin",
+)
+TISSUE_DISPLAY_ORDER = ("Brain", *FULL_COMPARATOR_TISSUES)
+
+
+class ExpressionDataContractError(ValueError):
+    pass
+
+
+def normalize_tissue_label(label: str) -> str:
+    return label.replace(".", " ").strip()
+
+
+def compute_brain_expression_metrics(
+    counts: pd.DataFrame,
+    metadata: pd.DataFrame,
+    *,
+    expected_brain_count: int = BRAIN_SAMPLE_COUNT,
+    expected_brain_sample_ids: Optional[Sequence[str]] = None,
+) -> pd.DataFrame:
+    if not counts.columns.is_unique:
+        raise ExpressionDataContractError("count columns must be unique")
+    if not counts.index.is_unique or counts.index.hasnans:
+        raise ExpressionDataContractError(
+            "count gene IDs must be unique and non-null"
+        )
+    if metadata["SRR_ID"].isna().any() or not metadata["SRR_ID"].is_unique:
+        raise ExpressionDataContractError(
+            "metadata SRR_ID values must be unique and non-null"
+        )
+
+    tissue_by_sample = metadata.set_index("SRR_ID")["Tissue_type"]
+    unmapped_columns = [
+        column for column in counts.columns if column not in tissue_by_sample.index
+    ]
+    if unmapped_columns:
+        raise ExpressionDataContractError(
+            f"count columns missing metadata: {', '.join(map(str, unmapped_columns))}"
+        )
+
+    brain_columns = [
+        column
+        for column in counts.columns
+        if str(tissue_by_sample.loc[column]).strip() == "Brain"
+    ]
+    if len(brain_columns) != expected_brain_count:
+        raise ExpressionDataContractError(
+            f"expected {expected_brain_count} Brain columns, found {len(brain_columns)}"
+        )
+
+    if (
+        expected_brain_sample_ids is None
+        and expected_brain_count == BRAIN_SAMPLE_COUNT
+    ):
+        expected_brain_sample_ids = CANONICAL_BRAIN_SAMPLE_IDS
+    if expected_brain_sample_ids is not None:
+        expected_ids = tuple(expected_brain_sample_ids)
+        if (
+            len(expected_ids) != expected_brain_count
+            or len(set(expected_ids)) != len(expected_ids)
+        ):
+            raise ExpressionDataContractError(
+                "expected Brain cohort must match the configured size and contain unique IDs"
+            )
+        actual_ids = set(brain_columns)
+        missing_ids = [
+            sample_id for sample_id in expected_ids if sample_id not in actual_ids
+        ]
+        expected_id_set = set(expected_ids)
+        extra_ids = [
+            sample_id
+            for sample_id in brain_columns
+            if sample_id not in expected_id_set
+        ]
+        if missing_ids or extra_ids:
+            raise ExpressionDataContractError(
+                "Brain cohort mismatch; "
+                f"missing: {', '.join(missing_ids) or 'none'}; "
+                f"extra: {', '.join(extra_ids) or 'none'}"
+            )
+
+    brain_counts = counts.loc[:, brain_columns]
+    try:
+        brain_values = brain_counts.to_numpy(dtype="float64", copy=False)
+    except (TypeError, ValueError) as error:
+        raise ExpressionDataContractError(
+            "Brain counts must be finite numeric values"
+        ) from error
+    if not np.isfinite(brain_values).all():
+        raise ExpressionDataContractError("Brain counts must be finite numeric values")
+
+    return pd.DataFrame(
+        {
+            "brain_median_mrn": np.median(brain_values, axis=1),
+            "brain_detection_pct": (
+                np.count_nonzero(brain_values > 0, axis=1).astype("float64")
+                * (100.0 / expected_brain_count)
+            ),
+        },
+        index=counts.index,
+    )
+
+
+def load_endothelial_context_metrics(table: pd.DataFrame) -> pd.DataFrame:
+    required_columns = {"ensembl_id", "endothelial_context_fraction"}
+    missing_columns = required_columns.difference(table.columns)
+    if missing_columns:
+        raise ExpressionDataContractError(
+            "endothelial-context metadata is missing required columns: "
+            + ", ".join(sorted(missing_columns))
+        )
+
+    gene_ids = table["ensembl_id"]
+    if gene_ids.isna().any() or gene_ids.duplicated().any():
+        raise ExpressionDataContractError(
+            "endothelial-context gene IDs must be unique and non-null"
+        )
+
+    raw_values = table["endothelial_context_fraction"]
+    values = pd.to_numeric(raw_values, errors="coerce").astype("float64")
+    invalid_numeric = raw_values.notna() & values.isna()
+    if invalid_numeric.any() or np.isinf(values.to_numpy()).any():
+        raise ExpressionDataContractError(
+            "endothelial-context fractions must be finite numeric values or missing"
+        )
+    observed = values.dropna()
+    if ((observed < 0) | (observed > 1)).any():
+        raise ExpressionDataContractError(
+            "endothelial-context fractions must be between 0 and 1"
+        )
+
+    return pd.DataFrame(
+        {"endothelial_context_fraction": values.to_numpy()},
+        index=pd.Index(gene_ids.astype(str), name="ensembl_id"),
+    )
+
+
+def join_expression_metrics(
+    results: pd.DataFrame,
+    gene_metrics: pd.DataFrame,
+    *,
+    gene_id_column: Optional[str] = None,
+) -> pd.DataFrame:
+    if not gene_metrics.index.is_unique or gene_metrics.index.hasnans:
+        raise ExpressionDataContractError(
+            "metric gene IDs must be unique and non-null"
+        )
+    if gene_id_column is None:
+        return results.join(gene_metrics, validate="many_to_one")
+    return results.join(gene_metrics, on=gene_id_column, validate="many_to_one")
diff --git a/Server/FastAPI (Data)/requirements-dev.txt b/Server/FastAPI (Data)/requirements-dev.txt
new file mode 100644
index 0000000..2c78728
--- /dev/null
+++ b/Server/FastAPI (Data)/requirements-dev.txt	
@@ -0,0 +1 @@
+pytest==8.3.5
diff --git a/Server/FastAPI (Data)/services.py b/Server/FastAPI (Data)/services.py
index 693e27d..28b4a6d 100644
--- a/Server/FastAPI (Data)/services.py	
+++ b/Server/FastAPI (Data)/services.py	
@@ -13,6 +13,14 @@
 from bokeh.palettes import Category20, Category10
 from bokeh.sampledata.autompg2 import autompg2
 from ast import literal_eval
+from expression_metrics import (
+    FULL_COMPARATOR_TISSUES,
+    TISSUE_DISPLAY_ORDER,
+    compute_brain_expression_metrics,
+    join_expression_metrics,
+    load_endothelial_context_metrics,
+    normalize_tissue_label,
+)
 
 # Folder metadata
 counts = "Counts/"
@@ -23,12 +31,28 @@
 count_dict = {fname : _pd.read_csv(counts + fname, index_col=0) for fname in os.listdir(counts) if ".csv" in fname}
 aggreg_dict = {fname : _pd.read_csv(aggregs + fname, index_col=0) for fname in os.listdir(aggregs) if ".csv" in fname}
 dumps_dict = {fname : _pd.read_csv(dumps + fname, index_col=0) for fname in os.listdir(dumps) if ".csv" in fname}
+RRA_RESULT_MEMBERSHIP_COLUMNS = (
+    "DESeq2_Appeared",
+    "DESeq2_Validated",
+    "Wilcox_Appeared",
+    "Wilcox_Validated",
+)
 sample_table = _pd.read_csv("Metadata/sampleTable_final_ideal_dots.csv")
 perf_score_ref  = _pd.read_csv("Metadata/gene_perf_rate_master.csv", index_col=0)
-sample_tissue_map = { sample_table["SRR_ID"][i] : sample_table["Tissue_type"][i] for i in range(len(sample_table))}
-tissues = list(set(list(sample_tissue_map.values())))
-tissListFull = ['Cornea', 'Heart', 'Liver', 'Umbilical vein', 'Lymph node', 'Sciatic nerve', 'Colon', 'Vessel', 'Peripheral blood', 'Lung', 'Skin', 'Kidney', 'Intestine', 'Tonsil']
+sample_tissue_map = { sample_table["SRR_ID"][i] : normalize_tissue_label(sample_table["Tissue_type"][i]) for i in range(len(sample_table))}
+tissues = list(TISSUE_DISPLAY_ORDER)
+tissListFull = list(FULL_COMPARATOR_TISSUES)
 tissListSelect = ['Colon', 'Heart', 'Intestine', 'Kidney', 'Liver', 'Lung', 'Vessel']
+brain_expression_metrics = compute_brain_expression_metrics(
+    count_dict["Counts_nocs_all.csv"], sample_table
+)
+endothelial_context_metrics = load_endothelial_context_metrics(
+    _pd.read_csv("Metadata/hpa_endothelial_context.csv")
+)
+gene_expression_metrics = brain_expression_metrics.join(
+    endothelial_context_metrics,
+    validate="one_to_one",
+)
 
 # Wrapper for gene perfusion scores
 def perfWrapper(gene_id, ref=perf_score_ref):
@@ -43,14 +67,20 @@ def perfWrapper(gene_id, ref=perf_score_ref):
 # Pre-process aggregate files
 for key in list(aggreg_dict.keys()):
     aggreg_dict[key]["mean_perf_score"] = aggreg_dict[key]["Name"].apply(lambda x: perfWrapper(x)) # Perf
+    aggreg_dict[key]["lists_represented"] = aggreg_dict[key][
+        list(RRA_RESULT_MEMBERSHIP_COLUMNS)
+    ].sum(axis=1).astype("int64")
     aggreg_dict[key]["Score"] = aggreg_dict[key]["Score"].apply(lambda x : -_np.log10(x)) # Score change
-    aggreg_dict[key] = aggreg_dict[key][["Name", "gene_names", "uniprot", "Score", "DESeq2_Appeared", "DESeq2_Validated", "Wilcox_Appeared", "Wilcox_Validated", "Prot_Evidence", "mean_perf_score"]] # Reorder for pretty exports
+    aggreg_dict[key] = aggreg_dict[key][["Name", "gene_names", "uniprot", "Score", "lists_represented", "DESeq2_Appeared", "DESeq2_Validated", "Wilcox_Appeared", "Wilcox_Validated", "Prot_Evidence", "mean_perf_score"]] # Reorder for pretty exports
+    aggreg_dict[key] = join_expression_metrics(
+        aggreg_dict[key], gene_expression_metrics, gene_id_column="Name"
+    )
 
 # Pre-process dumps files
 for key in list(dumps_dict.keys()):
     dumps_dict[key]["Gene_ID"] = dumps_dict[key].index
     dumps_dict[key]["tissList_array"] = dumps_dict[key]["tissList"].apply(literal_eval)
-    dumps_dict[key]["tissList_array"] = dumps_dict[key]["tissList_array"].apply(lambda x: [tiss.replace('.', ' ') for tiss in x ])
+    dumps_dict[key]["tissList_array"] = dumps_dict[key]["tissList_array"].apply(lambda x: [normalize_tissue_label(tiss) for tiss in x ])
 
     if 'all' in key:
         for tiss in tissListFull:
@@ -63,7 +93,11 @@ def perfWrapper(gene_id, ref=perf_score_ref):
 
     # Precise re-order before send
     if "deseq2_all" in key:
-        dumps_dict[key] = dumps_dict[key][["Gene_ID", "hgncSymbol", "sigAdj", "log2FoldChange", "appCount", 'Cornea', 'Heart', 'Liver', 'Umbilical vein', 'Lymph node', 'Sciatic nerve', 'Colon', 'Vessel', 'Peripheral blood', 'Lung', 'Skin', 'Kidney', 'Intestine', 'Tonsil']]
+        dumps_dict[key] = dumps_dict[key][["Gene_ID", "hgncSymbol", "sigAdj", "log2FoldChange", "appCount", *tissListFull]]
+
+    dumps_dict[key] = join_expression_metrics(
+        dumps_dict[key], gene_expression_metrics, gene_id_column="Gene_ID"
+    )
     
 
 
@@ -84,17 +118,6 @@ async def fetchDumpList(typeof : str):
 # Returns : Sample count distribution in runs per tissue  
 async def fetchSampleCountDistrib(gene_id, zero_filt = False, count_dict = count_dict, scale_type = "log1p", include_cs = False):
         graph_df_list = []
-        
-        # Switch brain to 1st level
-        if tissues[0] != "Brain":
-            idx = 1
-            
-            while tissues[idx] != "Brain":
-                idx += 1
-            
-            temp = tissues[0]
-            tissues[0] = tissues[idx]
-            tissues[idx] = temp 
     
         # Get whisker plot data for each tissue
         for tissue in tissues:
@@ -155,6 +178,7 @@ async def fetchSampleCountDistrib(gene_id, zero_filt = False, count_dict = count
             sizing_mode='scale_width',
             y_range=_plotmod.Range1d(0, y_max+1, bounds="auto")
         )
+        p.toolbar.logo = None
     
         for df in graph_df_list:
             source = _plotmod.ColumnDataSource(df)
@@ -178,6 +202,3 @@ async def fetchSampleCountDistrib(gene_id, zero_filt = False, count_dict = count
         p.xgrid.grid_line_color = None
 
         return json.dumps(_embed.json_item(p, gene_id + "_counts_whisk_" + scale_type))
-
-
-
diff --git a/Server/FastAPI (Data)/tests/test_expression_metrics.py b/Server/FastAPI (Data)/tests/test_expression_metrics.py
new file mode 100644
index 0000000..e45c12e
--- /dev/null
+++ b/Server/FastAPI (Data)/tests/test_expression_metrics.py	
@@ -0,0 +1,360 @@
+import importlib
+import importlib.util
+import json
+from pathlib import Path
+
+import numpy as np
+import pandas as pd
+import pytest
+
+
+DATA_ROOT = Path(__file__).parents[1]
+
+
+def _metrics_module():
+    spec = importlib.util.find_spec("expression_metrics")
+    assert spec is not None, "expression_metrics module is missing"
+    return importlib.import_module("expression_metrics")
+
+
+def _toy_inputs():
+    counts = pd.DataFrame(
+        {
+            "brain_b": [4, 0],
+            "liver": [999, 999],
+            "brain_a": [0, -1],
+            "brain_c": [2, 1],
+        },
+        index=["gene_a", "gene_b"],
+    )
+    metadata = pd.DataFrame(
+        {
+            "SRR_ID": ["brain_c", "brain_a", "liver", "brain_b"],
+            "Tissue_type": [" Brain ", "Brain", "Liver", "Brain"],
+        }
+    )
+    return counts, metadata
+
+
+def test_normalize_tissue_label_replaces_dots_and_trims():
+    module = _metrics_module()
+    normalize = getattr(module, "normalize_tissue_label", None)
+
+    assert callable(normalize)
+    assert normalize("  Peripheral.blood  ") == "Peripheral blood"
+
+
+def test_tissue_orders_are_complete_unique_and_brain_first():
+    module = _metrics_module()
+    full_order = getattr(module, "FULL_COMPARATOR_TISSUES", None)
+    display_order = getattr(module, "TISSUE_DISPLAY_ORDER", None)
+
+    assert full_order is not None
+    assert display_order is not None
+    assert full_order == (
+        "Cornea",
+        "Heart",
+        "Liver",
+        "Umbilical vein",
+        "Lymph node",
+        "Sciatic nerve",
+        "Colon",
+        "Vessel",
+        "Peripheral blood",
+        "Lung",
+        "Skin",
+        "Kidney",
+        "Intestine",
+        "Tonsil",
+        "Foreskin",
+    )
+    assert len(set(full_order)) == len(full_order)
+    assert display_order == ("Brain", *full_order)
+
+
+def test_canonical_brain_cohort_has_37_unique_sample_ids():
+    module = _metrics_module()
+    sample_ids = getattr(module, "CANONICAL_BRAIN_SAMPLE_IDS", None)
+
+    assert sample_ids is not None
+    assert len(sample_ids) == 37
+    assert len(set(sample_ids)) == 37
+
+
+def test_compute_brain_metrics_uses_median_and_strictly_positive_detection():
+    module = _metrics_module()
+    compute = getattr(module, "compute_brain_expression_metrics", None)
+    counts, metadata = _toy_inputs()
+
+    assert callable(compute)
+    result = compute(counts, metadata, expected_brain_count=3)
+
+    assert result.loc["gene_a", "brain_median_mrn"] == 2
+    assert result.loc["gene_b", "brain_median_mrn"] == 0
+    np.testing.assert_allclose(
+        result.loc["gene_a", "brain_detection_pct"],
+        2 / 3 * 100,
+        rtol=1e-12,
+        atol=1e-12,
+    )
+    np.testing.assert_allclose(
+        result.loc["gene_b", "brain_detection_pct"],
+        1 / 3 * 100,
+        rtol=1e-12,
+        atol=1e-12,
+    )
+    assert result.dtypes.to_dict() == {
+        "brain_median_mrn": np.dtype("float64"),
+        "brain_detection_pct": np.dtype("float64"),
+    }
+
+
+def test_compute_brain_metrics_is_independent_of_metadata_order():
+    module = _metrics_module()
+    compute = getattr(module, "compute_brain_expression_metrics", None)
+    counts, metadata = _toy_inputs()
+
+    assert callable(compute)
+    original = compute(counts, metadata, expected_brain_count=3)
+    reordered = compute(counts, metadata.iloc[::-1], expected_brain_count=3)
+
+    pd.testing.assert_frame_equal(original, reordered)
+
+
+@pytest.mark.parametrize("cohort_change", ["missing", "extra"])
+def test_compute_brain_metrics_rejects_wrong_brain_cohort_size(cohort_change):
+    module = _metrics_module()
+    compute = getattr(module, "compute_brain_expression_metrics", None)
+    contract_error = getattr(module, "ExpressionDataContractError", None)
+    counts, metadata = _toy_inputs()
+
+    assert callable(compute)
+    assert contract_error is not None
+    if cohort_change == "missing":
+        counts = counts.drop(columns="brain_c")
+    else:
+        counts["brain_d"] = [6, 0]
+        metadata.loc[len(metadata)] = ["brain_d", "Brain"]
+
+    with pytest.raises(contract_error, match="expected 3 Brain columns"):
+        compute(counts, metadata, expected_brain_count=3)
+
+
+def test_compute_brain_metrics_rejects_unmapped_count_columns():
+    module = _metrics_module()
+    compute = getattr(module, "compute_brain_expression_metrics", None)
+    contract_error = getattr(module, "ExpressionDataContractError", None)
+    counts, metadata = _toy_inputs()
+    counts = counts.rename(columns={"liver": "unknown_sample"})
+
+    assert callable(compute)
+    assert contract_error is not None
+    with pytest.raises(contract_error, match="missing metadata"):
+        compute(counts, metadata, expected_brain_count=3)
+
+
+def test_compute_brain_metrics_rejects_duplicate_count_columns():
+    module = _metrics_module()
+    compute = getattr(module, "compute_brain_expression_metrics", None)
+    contract_error = getattr(module, "ExpressionDataContractError", None)
+    counts, metadata = _toy_inputs()
+    counts.columns = ["brain_a", "liver", "brain_a", "brain_c"]
+
+    with pytest.raises(contract_error, match="count columns must be unique"):
+        compute(counts, metadata, expected_brain_count=3)
+
+
+def test_compute_brain_metrics_rejects_duplicate_metadata_sample_ids():
+    module = _metrics_module()
+    compute = getattr(module, "compute_brain_expression_metrics", None)
+    contract_error = getattr(module, "ExpressionDataContractError", None)
+    counts, metadata = _toy_inputs()
+    metadata.loc[len(metadata)] = ["brain_a", "Liver"]
+
+    with pytest.raises(contract_error, match="metadata SRR_ID values must be unique"):
+        compute(counts, metadata, expected_brain_count=3)
+
+
+@pytest.mark.parametrize("invalid_value", [np.nan, np.inf, -np.inf])
+def test_compute_brain_metrics_rejects_non_finite_brain_values(invalid_value):
+    module = _metrics_module()
+    compute = getattr(module, "compute_brain_expression_metrics", None)
+    contract_error = getattr(module, "ExpressionDataContractError", None)
+    counts, metadata = _toy_inputs()
+    counts.loc["gene_a", "brain_a"] = invalid_value
+
+    with pytest.raises(contract_error, match="Brain counts must be finite"):
+        compute(counts, metadata, expected_brain_count=3)
+
+
+@pytest.mark.parametrize(
+    "gene_ids",
+    [["gene_a", "gene_a"], ["gene_a", None]],
+)
+def test_compute_brain_metrics_rejects_invalid_gene_ids(gene_ids):
+    module = _metrics_module()
+    compute = getattr(module, "compute_brain_expression_metrics", None)
+    contract_error = getattr(module, "ExpressionDataContractError", None)
+    counts, metadata = _toy_inputs()
+    counts.index = gene_ids
+
+    with pytest.raises(contract_error, match="count gene IDs must be unique and non-null"):
+        compute(counts, metadata, expected_brain_count=3)
+
+
+def test_canonical_expression_metrics_match_reference_genes():
+    module = _metrics_module()
+    compute = getattr(module, "compute_brain_expression_metrics", None)
+    counts = pd.read_csv(DATA_ROOT / "Counts/Counts_nocs_all.csv", index_col=0)
+    metadata = pd.read_csv(DATA_ROOT / "Metadata/sampleTable_final_ideal_dots.csv")
+
+    assert callable(compute)
+    result = compute(counts, metadata)
+
+    assert result.loc["ENSG00000116106", "brain_median_mrn"] == 385
+    np.testing.assert_allclose(
+        result.loc["ENSG00000116106", "brain_detection_pct"],
+        36 / 37 * 100,
+        rtol=1e-12,
+        atol=1e-12,
+    )
+    assert result.loc["ENSG00000124731", "brain_median_mrn"] == 0
+    np.testing.assert_allclose(
+        result.loc["ENSG00000124731", "brain_detection_pct"],
+        8 / 37 * 100,
+        rtol=1e-12,
+        atol=1e-12,
+    )
+
+
+def test_canonical_expression_metrics_rejects_same_size_brain_sample_swap():
+    module = _metrics_module()
+    compute = getattr(module, "compute_brain_expression_metrics", None)
+    contract_error = getattr(module, "ExpressionDataContractError", None)
+    counts = pd.read_csv(DATA_ROOT / "Counts/Counts_nocs_all.csv", index_col=0)
+    metadata = pd.read_csv(DATA_ROOT / "Metadata/sampleTable_final_ideal_dots.csv")
+    counts = counts.rename(
+        columns={"SRR10197178": "SRR15101284.SRR15101285"}
+    )
+
+    with pytest.raises(contract_error, match="Brain cohort mismatch"):
+        compute(counts, metadata)
+
+
+def test_load_endothelial_context_metrics_preserves_values_and_missingness():
+    module = _metrics_module()
+    load_metrics = getattr(module, "load_endothelial_context_metrics", None)
+    context = pd.DataFrame(
+        {
+            "ensembl_id": ["ENSG1", "ENSG2", "ENSG3"],
+            "endothelial_context_fraction": [0.75, np.nan, 0.0],
+        }
+    )
+
+    assert callable(load_metrics)
+    result = load_metrics(context)
+
+    assert result.index.tolist() == ["ENSG1", "ENSG2", "ENSG3"]
+    assert result.loc["ENSG1", "endothelial_context_fraction"] == 0.75
+    assert pd.isna(result.loc["ENSG2", "endothelial_context_fraction"])
+    assert result.loc["ENSG3", "endothelial_context_fraction"] == 0.0
+    assert result["endothelial_context_fraction"].dtype == np.dtype("float64")
+
+
+@pytest.mark.parametrize(
+    ("context", "message"),
+    [
+        (
+            pd.DataFrame(
+                {
+                    "ensembl_id": ["ENSG1", "ENSG1"],
+                    "endothelial_context_fraction": [0.0, 1.0],
+                }
+            ),
+            "unique and non-null",
+        ),
+        (
+            pd.DataFrame(
+                {
+                    "ensembl_id": ["ENSG1"],
+                    "endothelial_context_fraction": [1.01],
+                }
+            ),
+            "between 0 and 1",
+        ),
+    ],
+)
+def test_load_endothelial_context_metrics_rejects_invalid_contracts(context, message):
+    module = _metrics_module()
+    load_metrics = getattr(module, "load_endothelial_context_metrics", None)
+    contract_error = getattr(module, "ExpressionDataContractError", None)
+
+    assert callable(load_metrics)
+    with pytest.raises(contract_error, match=message):
+        load_metrics(context)
+
+
+def test_canonical_endothelial_context_metadata_matches_datas2_contract():
+    module = _metrics_module()
+    load_metrics = getattr(module, "load_endothelial_context_metrics", None)
+    context = pd.read_csv(DATA_ROOT / "Metadata/hpa_endothelial_context.csv")
+
+    assert callable(load_metrics)
+    result = load_metrics(context)
+
+    assert len(result) == 58758
+    assert result["endothelial_context_fraction"].notna().sum() == 19448
+    np.testing.assert_allclose(
+        result.loc["ENSG00000018625", "endothelial_context_fraction"],
+        19 / 26,
+        rtol=1e-12,
+        atol=1e-12,
+    )
+    assert pd.isna(
+        result.loc["ENSG00000234396", "endothelial_context_fraction"]
+    )
+
+
+def test_join_expression_metrics_preserves_missing_genes_as_null():
+    module = _metrics_module()
+    compute = getattr(module, "compute_brain_expression_metrics", None)
+    join_metrics = getattr(module, "join_expression_metrics", None)
+    counts, metadata = _toy_inputs()
+    gene_metrics = compute(counts, metadata, expected_brain_count=3)
+    results = pd.DataFrame(
+        {"Name": ["gene_a", "gene_missing"], "Score": [1.25, 2.5]},
+        index=["result_a", "result_missing"],
+    )
+
+    assert callable(join_metrics)
+    joined = join_metrics(results, gene_metrics, gene_id_column="Name")
+
+    assert joined.index.tolist() == results.index.tolist()
+    assert joined.columns[:2].tolist() == results.columns.tolist()
+    assert joined.loc["result_a", "brain_median_mrn"] == 2
+    assert pd.isna(joined.loc["result_missing", "brain_median_mrn"])
+    assert pd.isna(joined.loc["result_missing", "brain_detection_pct"])
+    payload = json.loads(joined.to_json(orient="index"))
+    assert payload["result_missing"]["brain_median_mrn"] is None
+    assert payload["result_missing"]["brain_detection_pct"] is None
+
+
+@pytest.mark.parametrize(
+    "metric_gene_ids",
+    [["gene_a", "gene_a"], ["gene_a", None]],
+)
+def test_join_expression_metrics_rejects_invalid_metric_gene_ids(metric_gene_ids):
+    module = _metrics_module()
+    join_metrics = getattr(module, "join_expression_metrics", None)
+    contract_error = getattr(module, "ExpressionDataContractError", None)
+    gene_metrics = pd.DataFrame(
+        {
+            "brain_median_mrn": [1.0, 2.0],
+            "brain_detection_pct": [25.0, 50.0],
+        },
+        index=metric_gene_ids,
+    )
+    results = pd.DataFrame({"Name": ["gene_a"]})
+
+    with pytest.raises(contract_error, match="metric gene IDs must be unique and non-null"):
+        join_metrics(results, gene_metrics, gene_id_column="Name")
diff --git a/Server/FastAPI (Data)/tests/test_services_expression_contracts.py b/Server/FastAPI (Data)/tests/test_services_expression_contracts.py
new file mode 100644
index 0000000..55e0475
--- /dev/null
+++ b/Server/FastAPI (Data)/tests/test_services_expression_contracts.py	
@@ -0,0 +1,167 @@
+import asyncio
+import json
+
+import numpy as np
+
+import main
+import services
+from expression_metrics import FULL_COMPARATOR_TISSUES, TISSUE_DISPLAY_ORDER
+
+
+METRIC_COLUMNS = [
+    "brain_median_mrn",
+    "brain_detection_pct",
+    "endothelial_context_fraction",
+]
+AGGREGATE_COLUMNS = [
+    "Name",
+    "gene_names",
+    "uniprot",
+    "Score",
+    "lists_represented",
+    "DESeq2_Appeared",
+    "DESeq2_Validated",
+    "Wilcox_Appeared",
+    "Wilcox_Validated",
+    "Prot_Evidence",
+    "mean_perf_score",
+]
+RRA_RESULT_MEMBERSHIP_COLUMNS = [
+    "DESeq2_Appeared",
+    "DESeq2_Validated",
+    "Wilcox_Appeared",
+    "Wilcox_Validated",
+]
+
+
+def test_aggregate_results_append_expression_metrics_to_existing_fields():
+    for result in services.aggreg_dict.values():
+        assert result.columns[: len(AGGREGATE_COLUMNS)].tolist() == AGGREGATE_COLUMNS
+        assert result.columns[-3:].tolist() == METRIC_COLUMNS
+        assert result.index.is_unique
+        assert all(result[column].dtype == np.dtype("float64") for column in METRIC_COLUMNS)
+
+    epha4 = services.aggreg_dict["aggreg_all.csv"].loc["ENSG00000116106"]
+    assert epha4["brain_median_mrn"] == 385
+    np.testing.assert_allclose(
+        epha4["brain_detection_pct"],
+        36 / 37 * 100,
+        rtol=1e-12,
+        atol=1e-12,
+    )
+    np.testing.assert_allclose(
+        epha4["endothelial_context_fraction"],
+        3 / 26,
+        rtol=1e-12,
+        atol=1e-12,
+    )
+
+    assert np.isnan(
+        services.aggreg_dict["aggreg_all.csv"].loc[
+            "ENSG00000198019", "endothelial_context_fraction"
+        ]
+    )
+
+
+def test_aggregate_results_count_displayed_rra_result_memberships():
+    result = services.aggreg_dict["aggreg_all.csv"]
+    expected = result[RRA_RESULT_MEMBERSHIP_COLUMNS].sum(axis=1).astype(np.int64)
+
+    np.testing.assert_array_equal(result["lists_represented"].to_numpy(), expected)
+    assert result["lists_represented"].dtype == np.dtype("int64")
+    assert result["lists_represented"].value_counts().sort_index().to_dict() == {
+        0: 2,
+        1: 37,
+        2: 183,
+        3: 91,
+        4: 15,
+    }
+
+    gene = result.loc["ENSG00000129450"]
+    badge_count = sum(
+        bool(gene[column])
+        for column in RRA_RESULT_MEMBERSHIP_COLUMNS
+    )
+    assert gene["lists_represented"] == 2
+    assert badge_count == 2
+
+
+def test_every_gene_list_appends_expression_metrics_and_full_scope_restores_foreskin():
+    assert len(services.dumps_dict) == 8
+    for result in services.dumps_dict.values():
+        assert result.columns[-3:].tolist() == METRIC_COLUMNS
+        assert result.index.is_unique
+        assert all(result[column].dtype == np.dtype("float64") for column in METRIC_COLUMNS)
+
+    all_gene_results = {
+        key: result for key, result in services.dumps_dict.items() if "all" in key
+    }
+
+    assert len(all_gene_results) == 4
+    for result in all_gene_results.values():
+        assert "Foreskin" in result.columns
+
+    trem1 = services.dumps_dict["deseq2_all.csv"].loc["ENSG00000124731"]
+    assert trem1["brain_median_mrn"] == 0
+    np.testing.assert_allclose(
+        trem1["brain_detection_pct"],
+        8 / 37 * 100,
+        rtol=1e-12,
+        atol=1e-12,
+    )
+
+    selected_epha4 = services.dumps_dict["wilcox_select.csv"].loc[
+        "ENSG00000116106"
+    ]
+    assert selected_epha4["brain_median_mrn"] == 385
+    np.testing.assert_allclose(
+        selected_epha4["endothelial_context_fraction"],
+        3 / 26,
+        rtol=1e-12,
+        atol=1e-12,
+    )
+
+
+def test_service_tissue_labels_are_normalized_and_deterministic():
+    assert services.tissListFull == list(FULL_COMPARATOR_TISSUES)
+    assert services.tissues == list(TISSUE_DISPLAY_ORDER)
+    assert all(label == label.strip() for label in services.sample_tissue_map.values())
+    assert all("." not in label for label in services.sample_tissue_map.values())
+    assert all(
+        label == label.strip() and "." not in label
+        for result in services.dumps_dict.values()
+        if "tissList_array" in result.columns
+        for labels in result["tissList_array"]
+        for label in labels
+    )
+
+
+def test_endpoint_functions_preserve_json_shapes_and_fields():
+    aggregate = json.loads(asyncio.run(main.ex_main_page("all")))
+    all_genes = json.loads(asyncio.run(main.dump_tables("deseq2_all")))
+
+    assert len(aggregate) == 328
+    assert len(all_genes) == 15630
+    assert list(aggregate["ENSG00000116106"]) == [
+        *AGGREGATE_COLUMNS,
+        *METRIC_COLUMNS,
+    ]
+    assert list(all_genes["ENSG00000124731"]) == [
+        "Gene_ID",
+        "hgncSymbol",
+        "sigAdj",
+        "log2FoldChange",
+        "appCount",
+        *FULL_COMPARATOR_TISSUES,
+        *METRIC_COLUMNS,
+    ]
+    assert aggregate["ENSG00000198019"]["endothelial_context_fraction"] is None
+
+
+def test_expression_plot_disables_the_unnamed_bokeh_logo_link():
+    plot = json.loads(
+        asyncio.run(services.fetchSampleCountDistrib("ENSG00000118777"))
+    )
+    toolbar = plot["doc"]["roots"][0]["attributes"]["toolbar"]
+    assert toolbar["name"] == "Toolbar"
+    assert toolbar["attributes"]["logo"] is None
diff --git a/Server/ReactJS (Webpage)/.gitignore b/Server/ReactJS (Webpage)/.gitignore
index 680c904..5eb96b5 100644
--- a/Server/ReactJS (Webpage)/.gitignore	
+++ b/Server/ReactJS (Webpage)/.gitignore	
@@ -7,6 +7,8 @@
 
 # testing
 /coverage
+/playwright-report
+/test-results
 
 # production
 /build
diff --git a/Server/ReactJS (Webpage)/README.md b/Server/ReactJS (Webpage)/README.md
index b9baa3c..87bed64 100644
--- a/Server/ReactJS (Webpage)/README.md	
+++ b/Server/ReactJS (Webpage)/README.md	
@@ -1,9 +1,101 @@
-# Front-end
+# Brendo frontend
 
-This folder includes the webpage content to be served to the end user. Importantly, it **does not** include the data itself, but webpage components. To run the full functionality, you will need to run the data server as well. If you are planning to serve Brendo through a server (eg. [nginx](https://nginx.org/)), the `build` folder generated here should go under some path such as `/var/www/<your-app-name>/`.
+This Create React App project provides Brendo’s browser interface. It renders the scientific landing page, Transmembrane Focus, method-specific result explorer, methods reference, and help pages. Result data and expression plots come from the sibling [FastAPI service](../FastAPI%20%28Data%29/README.md).
 
-## Building
-Run `yarn build`.
+## Prerequisites
 
-## Testing Locally
-Run `yarn start`.
+- Node.js and Yarn Classic; the repository does not pin a Node.js version
+- Python 3.11 when running the FastAPI service locally
+- Playwright Chromium for browser tests
+
+## Install and run
+
+From this directory:
+
+```bash
+yarn install --frozen-lockfile
+yarn start
+```
+
+The development server opens `http://localhost:3000`. `src/setupProxy.js` forwards relative `/api/` requests to `http://localhost:8000`, so start FastAPI from `../FastAPI (Data)` for live data and expression plots.
+
+## Commands
+
+| Command | Purpose |
+| --- | --- |
+| `yarn start` | Start the development server with the FastAPI proxy. |
+| `CI=true yarn test --watchAll=false` | Run the Jest and React Testing Library unit suite once. |
+| `yarn playwright install chromium` | Install the browser used by Playwright. |
+| `yarn test:e2e` | Start a test server on port 4173 and run Playwright route, selector, responsive, and accessibility tests. |
+| `yarn build` | Produce the optimized static application in `build/`. |
+
+The Playwright suite mocks API responses and the Bokeh runtime for deterministic interface checks. Backend contract tests separately verify the real CSV-to-API transformation.
+
+## Routes
+
+| Route | Component responsibility |
+| --- | --- |
+| `/` | Resource summary and primary calls to action. |
+| `/transmembrane` | Transmembrane Focus table. |
+| `/all-genes?method=<...>&direction=<...>&scope=<...>` | URL-controlled method-specific result table. |
+| `/methods` | Definitions for the analyses and fields represented in Brendo. |
+| `/help` | User workflow, glossary, citation, repository, and support links. |
+
+Unknown routes redirect to `/`. Production hosting must return `index.html` for these client-side paths.
+
+## Architecture
+
+```text
+src/
+├── api/brendoApi.js                 # Fetch, payload decoding, successful-response cache
+├── components/
+│   ├── layout/                      # Shared header, footer, and page shell
+│   └── results/                     # Selectors, table, badges, tooltips, expression dialog
+├── config/resultDatasets.js         # URL defaults and eight dataset-key mappings
+├── pages/                           # Route-level views
+├── utils/
+│   ├── csv.js                       # CSV serialization and browser download
+│   └── formatters.js                # Numeric and comparison-support presentation
+├── App.jsx                          # Router and shared layout
+├── index.jsx                        # React root and Material UI theme
+└── setupProxy.js                    # Development-only `/api/` proxy
+```
+
+Material UI supplies the design system, Material React Table supplies result-table interactions, and React Router owns navigation and URL state. The API client requests same-origin relative paths so the same build works behind a reverse proxy.
+
+## API contract
+
+| Request | Frontend use |
+| --- | --- |
+| `GET /api/omics/data/all` | Load Transmembrane Focus genes. |
+| `GET /api/omics/dumps/{dataset_key}` | Load one of the eight method/direction/scope result lists. |
+| `GET /api/omics/plots/counts/{gene_id}/` | Load a Bokeh JSON item for the expression dialog. |
+
+Valid result keys are:
+
+```text
+deseq2_all       deseq2_select       deseq2_all_d       deseq2_select_d
+wilcox_all       wilcox_select       wilcox_all_d       wilcox_select_d
+```
+
+FastAPI serializes table payloads as JSON text within its JSON response. `brendoApi.js` decodes that response into row objects and caches only successful requests. A failed request remains retryable.
+
+## Bokeh runtime
+
+FastAPI uses Bokeh 3.0.3 to generate expression-plot JSON. `public/index.html` loads the matching Bokeh 3.0.3 browser modules from a CDN. A deployment must either permit those CDN requests or serve compatible Bokeh modules locally; a missing runtime produces a retryable expression-dialog error.
+
+## Production deployment
+
+Create the static artifact:
+
+```bash
+yarn build
+```
+
+Serve `build/` from a static web root. The reverse proxy must:
+
+1. Forward `/api/` to the FastAPI process without changing the public path.
+2. Return `index.html` for non-file routes so direct visits to `/transmembrane`, `/all-genes`, `/methods`, and `/help` work.
+3. Serve the application over the deployment’s TLS and host policy.
+
+Process management, reverse-proxy configuration, certificates, and deployment-specific names remain outside this frontend source tree.
diff --git a/Server/ReactJS (Webpage)/e2e/brendo.spec.js b/Server/ReactJS (Webpage)/e2e/brendo.spec.js
new file mode 100644
index 0000000..c4c2e70
--- /dev/null
+++ b/Server/ReactJS (Webpage)/e2e/brendo.spec.js	
@@ -0,0 +1,415 @@
+const { test, expect } = require('@playwright/test');
+const AxeBuilder = require('@axe-core/playwright').default;
+
+const transmembraneFocusRow = {
+  Name: 'ENSG00000118777',
+  gene_names: 'ABCG2',
+  uniprot: 'Q9UNQ0',
+  Score: 12.3456789,
+  brain_median_mrn: 385,
+  brain_detection_pct: 97.2972972973,
+  endothelial_context_fraction: 3 / 26,
+  DESeq2_Appeared: true,
+  DESeq2_Validated: true,
+  Wilcox_Appeared: true,
+  Wilcox_Validated: false,
+  Prot_Evidence: true,
+  mean_perf_score: 642.5,
+};
+
+const allGeneRow = {
+  Gene_ID: 'ENSG00000116106',
+  hgncSymbol: 'EPHA4',
+  sigAdj: 2.345678901234,
+  log2FoldChange: 1.234567890123,
+  baseMean: 512.987654321,
+  brain_median_mrn: 385,
+  brain_detection_pct: 97.2972972973,
+  endothelial_context_fraction: 3 / 26,
+  appCount: 2,
+  Cornea: true,
+  Heart: true,
+  Liver: false,
+  'Umbilical vein': false,
+  'Lymph node': true,
+  'Sciatic nerve': false,
+  Colon: true,
+  Vessel: true,
+  Foreskin: false,
+  'Peripheral blood': false,
+  Lung: true,
+  Skin: false,
+  Kidney: true,
+  Intestine: true,
+  Tonsil: false,
+};
+
+async function mockExternalResources(page, requestedDatasets = []) {
+  await page.route('https://cdnjs.cloudflare.com/ajax/libs/bokeh/**', (route) => route.fulfill({
+    contentType: 'application/javascript',
+    body: `window.Bokeh={embed:{embed_item:async function(_plot,target){
+      const root=document.getElementById(target);
+      const logo=document.createElement('a');
+      logo.href='https://bokeh.org/';
+      logo.className='bk-logo';
+      root.appendChild(logo);
+      const rendered=document.createElement('div');
+      rendered.dataset.testBokehRender='true';
+      root.appendChild(rendered);
+    }}};`,
+  }));
+  await page.route('**/api/omics/data/all', (route) => route.fulfill({
+    contentType: 'application/json',
+    body: JSON.stringify([transmembraneFocusRow]),
+  }));
+  await page.route('**/api/omics/dumps/*', (route) => {
+    requestedDatasets.push(new URL(route.request().url()).pathname.split('/').pop());
+    return route.fulfill({
+      contentType: 'application/json',
+      body: JSON.stringify([allGeneRow]),
+    });
+  });
+  await page.route('**/api/omics/plots/counts/*/', (route) => route.fulfill({
+    contentType: 'application/json',
+    body: JSON.stringify({ doc: { roots: [] } }),
+  }));
+}
+
+test('exposes stable routes and scientific navigation', async ({ page }) => {
+  await mockExternalResources(page);
+  await page.goto('/');
+
+  await expect(page.getByRole('heading', { name: 'Brendo', level: 1 })).toBeVisible();
+  await expect(page.getByRole('img', {
+    name: 'Adebali Lab, Mustafaoglu Lab, and Sabancı University',
+  })).toBeVisible();
+  await page.getByRole('navigation', { name: 'Primary navigation' })
+    .getByRole('link', { name: 'Transmembrane Focus' })
+    .click();
+  await expect(page).toHaveURL(/\/transmembrane$/);
+  await expect(page).toHaveTitle('Transmembrane Focus | Brendo');
+  await expect(page.locator('main')).toBeFocused();
+  await expect(page.getByRole('heading', { name: 'Transmembrane Focus' })).toBeVisible();
+  await expect(page.getByRole('columnheader', { name: /Four-list RRA score/i })).toBeVisible();
+  await expect(page.getByRole('columnheader', { name: /Endothelial context fraction/i })).toBeVisible();
+  await expect(page.getByRole('cell', { name: 'ABCG2', exact: true })).toBeVisible();
+
+  await page.getByRole('link', { name: 'Help & support' }).click();
+  await expect(page).toHaveURL(/\/help$/);
+  await expect(page).toHaveTitle('Help & support | Brendo');
+  await expect(page.getByRole('heading', { name: 'Help & support' })).toBeVisible();
+  await expect(page.getByLabel('BibTeX citation', { exact: true })).toContainText('@article{Beker_2025');
+});
+
+test('publishes the site mark through browser and manifest metadata', async ({ page, request }) => {
+  await mockExternalResources(page);
+  await page.goto('/');
+
+  await expect(page.locator('link[rel="icon"]')).toHaveAttribute('href', '/favicon.ico');
+  await expect(page.locator('link[rel="apple-touch-icon"]')).toHaveAttribute(
+    'href',
+    '/images/mustafaoglu-mark-180.png',
+  );
+
+  const manifestResponse = await request.get('/manifest.json');
+  expect(manifestResponse.ok()).toBe(true);
+  const manifest = await manifestResponse.json();
+  expect(manifest.icons).toEqual([
+    { src: '/images/mustafaoglu-mark-192.png', sizes: '192x192', type: 'image/png' },
+    { src: '/images/mustafaoglu-mark-512.png', sizes: '512x512', type: 'image/png' },
+  ]);
+
+  for (const path of ['/favicon.ico', ...manifest.icons.map((icon) => icon.src)]) {
+    expect((await request.get(path)).ok()).toBe(true);
+  }
+});
+
+for (const [width, rowGroups] of [
+  [390, [[0, 1], [2, 3]]],
+  [1280, [[0, 1], [2, 3]]],
+]) {
+  test(`aligns cohort values within each grid row at ${width}px`, async ({ page }) => {
+    await page.setViewportSize({ width, height: 900 });
+    await mockExternalResources(page);
+    await page.goto('/');
+
+    const valueTops = await page
+      .locator('section[aria-labelledby="cohort-heading"] dd')
+      .evaluateAll((elements) => elements.map((element) => element.getBoundingClientRect().top));
+
+    expect(valueTops).toHaveLength(4);
+    for (const group of rowGroups) {
+      const rowTops = group.map((index) => valueTops[index]);
+      expect(Math.max(...rowTops) - Math.min(...rowTops)).toBeLessThanOrEqual(1);
+    }
+
+    const cardGeometry = await page
+      .locator('section[aria-labelledby="cohort-heading"] dl > div')
+      .evaluateAll((cards) => cards.map((card) => {
+        const rect = card.getBoundingClientRect();
+        const value = card.querySelector('dd').getBoundingClientRect();
+        const label = card.querySelector('dt').getBoundingClientRect();
+        const style = getComputedStyle(card);
+        return {
+          top: rect.top,
+          bottom: rect.bottom,
+          valueTop: value.top,
+          valueBottom: value.bottom,
+          labelTop: label.top,
+          borderTopWidth: Number.parseFloat(style.borderTopWidth),
+          backgroundColor: style.backgroundColor,
+          boxShadow: style.boxShadow,
+        };
+      }));
+
+    expect(cardGeometry).toHaveLength(4);
+    if (rowGroups.length === 2) {
+      const firstRowBottom = Math.max(...rowGroups[0].map((index) => cardGeometry[index].bottom));
+      const secondRowTop = Math.min(...rowGroups[1].map((index) => cardGeometry[index].top));
+      expect(secondRowTop).toBeGreaterThan(firstRowBottom);
+    }
+    for (const card of cardGeometry) {
+      expect(card.valueTop).toBeLessThan(card.labelTop);
+      expect(card.labelTop - card.valueBottom).toBeGreaterThanOrEqual(0);
+      expect(card.labelTop - card.valueBottom).toBeLessThanOrEqual(16);
+      expect(card.borderTopWidth).toBe(1);
+      expect(card.backgroundColor).toBe('rgb(255, 255, 255)');
+      expect(card.boxShadow).toBe('none');
+    }
+  });
+}
+
+for (const [width, overviewSideBySide, accessSideBySide] of [
+  [320, false, false],
+  [390, false, false],
+  [768, false, true],
+  [1280, true, true],
+]) {
+  test('uses the compact landing composition at ' + width + 'px', async ({ page }) => {
+    await page.setViewportSize({ width, height: 900 });
+    await mockExternalResources(page);
+    await page.goto('/');
+
+    const overview = page.locator('section[aria-labelledby="home-heading"]');
+    const introduction = overview.locator('header');
+    const cohort = overview.locator('section[aria-labelledby="cohort-heading"]');
+    await expect(overview).toBeVisible();
+    await expect(cohort).toBeVisible();
+
+    const [introductionRect, cohortRect] = await Promise.all([
+      introduction.evaluate((element) => element.getBoundingClientRect().toJSON()),
+      cohort.evaluate((element) => element.getBoundingClientRect().toJSON()),
+    ]);
+    if (overviewSideBySide) {
+      expect(Math.abs(introductionRect.top - cohortRect.top)).toBeLessThanOrEqual(1);
+      expect(introductionRect.right).toBeLessThan(cohortRect.left);
+    } else {
+      expect(introductionRect.bottom).toBeLessThanOrEqual(cohortRect.top);
+    }
+
+    const exploration = page.locator('[data-layout="landing-exploration"]');
+    const access = page.locator('section[aria-labelledby="access-heading"]');
+    const interpretation = page.locator('section[aria-labelledby="interpretation-heading"]');
+    await expect(interpretation).toHaveCount(0);
+
+    const [explorationRect, accessRect] = await Promise.all([
+      exploration.evaluate((element) => element.getBoundingClientRect().toJSON()),
+      access.evaluate((element) => element.getBoundingClientRect().toJSON()),
+    ]);
+    expect(Math.abs(accessRect.left - explorationRect.left)).toBeLessThanOrEqual(1);
+    expect(Math.abs(accessRect.right - explorationRect.right)).toBeLessThanOrEqual(1);
+
+    const accessHeading = access.getByRole('heading', { name: 'Access the data', level: 2 });
+    const accessHeadingAlignment = await accessHeading.evaluate((element) => (
+      getComputedStyle(element).textAlign
+    ));
+    expect(accessHeadingAlignment).toBe('start');
+
+    const acknowledgements = page.locator('section[aria-labelledby="acknowledgements-heading"]');
+    const acknowledgementsHeading = acknowledgements.getByRole('heading', {
+      name: 'Acknowledgements and affiliations',
+      level: 2,
+    });
+    const acknowledgementsHeadingAlignment = await acknowledgementsHeading.evaluate((element) => (
+      getComputedStyle(element).textAlign
+    ));
+    expect(acknowledgementsHeadingAlignment).toBe('start');
+
+    const accessCards = access.locator('a');
+    await expect(accessCards).toHaveCount(2);
+    const cardRects = await accessCards.evaluateAll((cards) => cards.map((card) => (
+      card.getBoundingClientRect().toJSON()
+    )));
+    if (accessSideBySide) {
+      expect(Math.abs(cardRects[0].top - cardRects[1].top)).toBeLessThanOrEqual(1);
+      expect(cardRects[0].right).toBeLessThan(cardRects[1].left);
+    } else {
+      expect(cardRects[0].bottom).toBeLessThan(cardRects[1].top);
+    }
+
+    if (width === 1280) {
+      const focusCard = accessCards.nth(0);
+      const hoverCard = accessCards.nth(1);
+      const cardGeometryBeforeFocus = await focusCard.evaluate((element) => {
+        const rect = element.getBoundingClientRect();
+        return { left: rect.left, top: rect.top + window.scrollY, width: rect.width, height: rect.height };
+      });
+      await focusCard.focus();
+      const [cardGeometryAfterFocus, focusStyle] = await Promise.all([
+        focusCard.evaluate((element) => {
+          const rect = element.getBoundingClientRect();
+          return { left: rect.left, top: rect.top + window.scrollY, width: rect.width, height: rect.height };
+        }),
+        focusCard.evaluate((element) => {
+          const style = getComputedStyle(element);
+          return {
+            backgroundColor: style.backgroundColor,
+            borderColor: style.borderColor,
+            outlineColor: style.outlineColor,
+            outlineStyle: style.outlineStyle,
+            outlineWidth: Number.parseFloat(style.outlineWidth),
+          };
+        }),
+      ]);
+      await hoverCard.hover();
+      const hoverStyle = await hoverCard.evaluate((element) => {
+        const style = getComputedStyle(element);
+        return { backgroundColor: style.backgroundColor, borderColor: style.borderColor };
+      });
+
+      expect(cardGeometryAfterFocus).toEqual(cardGeometryBeforeFocus);
+      expect(focusStyle.backgroundColor).toBe(hoverStyle.backgroundColor);
+      expect(focusStyle.borderColor).toBe(hoverStyle.borderColor);
+      expect(focusStyle.outlineStyle).not.toBe('none');
+      expect(focusStyle.outlineWidth).toBeGreaterThan(0);
+      expect(focusStyle.outlineColor).not.toBe('rgba(0, 0, 0, 0)');
+    }
+
+    const paddedBands = [
+      overview,
+      exploration,
+      acknowledgements,
+    ];
+    for (const band of paddedBands) {
+      await expect(band).toHaveCount(1);
+      const bandStyle = await band.evaluate((element) => {
+        const style = getComputedStyle(element);
+        return {
+          paddingTop: Number.parseFloat(style.paddingTop),
+          paddingBottom: Number.parseFloat(style.paddingBottom),
+        };
+      });
+      expect(bandStyle.paddingTop).toBeLessThanOrEqual(40);
+      expect(bandStyle.paddingBottom).toBeLessThanOrEqual(40);
+    }
+
+    const footerMarginTop = await page.locator('footer').evaluate((element) => (
+      Number.parseFloat(getComputedStyle(element).marginTop)
+    ));
+    expect(footerMarginTop).toBe(0);
+
+    const dimensions = await page.evaluate(() => ({
+      clientWidth: document.documentElement.clientWidth,
+      scrollWidth: document.documentElement.scrollWidth,
+    }));
+    expect(dimensions.scrollWidth).toBeLessThanOrEqual(dimensions.clientWidth + 1);
+  });
+}
+
+test('maps all eight selector combinations to the intended API dataset', async ({ page }) => {
+  const requestedDatasets = [];
+  await mockExternalResources(page, requestedDatasets);
+  const cases = [
+    ['deseq2', 'up', 'all', 'deseq2_all'],
+    ['deseq2', 'up', 'subset', 'deseq2_select'],
+    ['deseq2', 'down', 'all', 'deseq2_all_d'],
+    ['deseq2', 'down', 'subset', 'deseq2_select_d'],
+    ['wrst', 'up', 'all', 'wilcox_all'],
+    ['wrst', 'up', 'subset', 'wilcox_select'],
+    ['wrst', 'down', 'all', 'wilcox_all_d'],
+    ['wrst', 'down', 'subset', 'wilcox_select_d'],
+  ];
+
+  for (const [method, direction, scope, dataset] of cases) {
+    await page.goto(`/all-genes?method=${method}&direction=${direction}&scope=${scope}`);
+    await expect(page.getByRole('cell', { name: 'EPHA4', exact: true })).toBeVisible();
+    await expect(page.locator('main')).not.toContainText(dataset);
+  }
+
+  expect(requestedDatasets).toEqual(cases.map((entry) => entry[3]));
+});
+
+for (const width of [320, 768, 1280]) {
+  test(`avoids page-level horizontal overflow at ${width}px`, async ({ page }) => {
+    await page.setViewportSize({ width, height: 900 });
+    await mockExternalResources(page);
+    await page.goto('/transmembrane');
+    await expect(page.getByRole('cell', { name: 'ABCG2', exact: true })).toBeVisible();
+
+    const dimensions = await page.evaluate(() => ({
+      clientWidth: document.documentElement.clientWidth,
+      scrollWidth: document.documentElement.scrollWidth,
+    }));
+    expect(dimensions.scrollWidth).toBeLessThanOrEqual(dimensions.clientWidth + 1);
+
+    await page.goto('/all-genes?method=deseq2&direction=up&scope=all');
+    await expect(page.getByRole('cell', { name: 'EPHA4', exact: true })).toBeVisible();
+    const allGenesDimensions = await page.evaluate(() => ({
+      clientWidth: document.documentElement.clientWidth,
+      scrollWidth: document.documentElement.scrollWidth,
+    }));
+    expect(allGenesDimensions.scrollWidth).toBeLessThanOrEqual(
+      allGenesDimensions.clientWidth + 1,
+    );
+
+    if (width === 320) {
+      await expect(page.getByRole('button', { name: 'Open navigation menu' })).toBeVisible();
+    }
+  });
+}
+
+for (const route of [
+  '/',
+  '/methods',
+  '/help',
+  '/transmembrane',
+  '/all-genes?method=deseq2&direction=up&scope=all',
+]) {
+  test(`has no automatically detectable accessibility violations at ${route}`, async ({ page }) => {
+    await mockExternalResources(page);
+    await page.goto(route);
+    await expect(page.locator('main')).toBeVisible();
+    if (route === '/transmembrane') {
+      await expect(page.getByRole('cell', { name: 'ABCG2', exact: true })).toBeVisible();
+    }
+    if (route.startsWith('/all-genes')) {
+      await expect(page.getByRole('cell', { name: 'EPHA4', exact: true })).toBeVisible();
+    }
+
+    const results = await new AxeBuilder({ page }).analyze();
+    expect(results.violations).toEqual([]);
+  });
+}
+
+test('keeps the expression plot readable and accessible at 320px', async ({ page }) => {
+  await page.setViewportSize({ width: 320, height: 900 });
+  await mockExternalResources(page);
+  await page.goto('/transmembrane');
+  await page.getByRole('button', { name: 'View expression for ABCG2' }).click();
+  await page.locator('[data-test-bokeh-render="true"]').waitFor({ state: 'attached' });
+  await expect(page.locator('#expression-plot')).toHaveAttribute('data-status', 'success');
+
+  const plotGeometry = await page.locator('#expression-plot').evaluate((plot) => ({
+    innerClientWidth: plot.clientWidth,
+    minimumWidth: Number.parseFloat(getComputedStyle(plot).minWidth),
+    outerClientWidth: plot.parentElement.clientWidth,
+    outerScrollWidth: plot.parentElement.scrollWidth,
+    outerOverflow: getComputedStyle(plot.parentElement).overflowX,
+  }));
+  expect(plotGeometry.minimumWidth).toBeGreaterThanOrEqual(800);
+  expect(plotGeometry.innerClientWidth).toBeGreaterThanOrEqual(800);
+  expect(plotGeometry.outerOverflow).toBe('auto');
+
+  const results = await new AxeBuilder({ page }).include('[role="dialog"]').analyze();
+  expect(results.violations).toEqual([]);
+});
diff --git a/Server/ReactJS (Webpage)/package.json b/Server/ReactJS (Webpage)/package.json
index d4d5348..60342c3 100644
--- a/Server/ReactJS (Webpage)/package.json	
+++ b/Server/ReactJS (Webpage)/package.json	
@@ -10,13 +10,10 @@
     "@testing-library/jest-dom": "^5.14.1",
     "@testing-library/react": "^13.0.0",
     "@testing-library/user-event": "^13.2.1",
-    "bootstrap": "^5.2.3",
-    "export-to-csv": "^0.2.1",
-    "framer-motion": "^10.8.5",
     "material-react-table": "^1.9.1",
     "react": "^18.2.0",
-    "react-bootstrap": "^2.7.2",
     "react-dom": "^18.2.0",
+    "react-router-dom": "^6.30.1",
     "react-scripts": "5.0.1",
     "web-vitals": "^2.1.0"
   },
@@ -24,6 +21,7 @@
     "start": "react-scripts start",
     "build": "react-scripts build",
     "test": "react-scripts test",
+    "test:e2e": "playwright test",
     "eject": "react-scripts eject"
   },
   "eslintConfig": {
@@ -43,5 +41,9 @@
       "last 1 firefox version",
       "last 1 safari version"
     ]
+  },
+  "devDependencies": {
+    "@axe-core/playwright": "^4.10.2",
+    "@playwright/test": "^1.54.1"
   }
 }
diff --git a/Server/ReactJS (Webpage)/playwright.config.js b/Server/ReactJS (Webpage)/playwright.config.js
new file mode 100644
index 0000000..58bff00
--- /dev/null
+++ b/Server/ReactJS (Webpage)/playwright.config.js	
@@ -0,0 +1,26 @@
+const { defineConfig, devices } = require('@playwright/test');
+
+module.exports = defineConfig({
+  testDir: './e2e',
+  fullyParallel: false,
+  forbidOnly: Boolean(process.env.CI),
+  retries: process.env.CI ? 1 : 0,
+  reporter: 'list',
+  use: {
+    baseURL: 'http://127.0.0.1:4173',
+    trace: 'on-first-retry',
+    screenshot: 'only-on-failure',
+  },
+  projects: [
+    {
+      name: 'chromium',
+      use: { ...devices['Desktop Chrome'] },
+    },
+  ],
+  webServer: {
+    command: 'BROWSER=none PORT=4173 yarn start',
+    url: 'http://127.0.0.1:4173',
+    reuseExistingServer: !process.env.CI,
+    timeout: 120000,
+  },
+});
diff --git a/Server/ReactJS (Webpage)/public/favicon.ico b/Server/ReactJS (Webpage)/public/favicon.ico
new file mode 100644
index 0000000..074bc9d
Binary files /dev/null and b/Server/ReactJS (Webpage)/public/favicon.ico differ
diff --git a/Server/ReactJS (Webpage)/public/images/mustafaoglu-mark-180.png b/Server/ReactJS (Webpage)/public/images/mustafaoglu-mark-180.png
new file mode 100644
index 0000000..e33e2e0
Binary files /dev/null and b/Server/ReactJS (Webpage)/public/images/mustafaoglu-mark-180.png differ
diff --git a/Server/ReactJS (Webpage)/public/images/mustafaoglu-mark-192.png b/Server/ReactJS (Webpage)/public/images/mustafaoglu-mark-192.png
new file mode 100644
index 0000000..486911f
Binary files /dev/null and b/Server/ReactJS (Webpage)/public/images/mustafaoglu-mark-192.png differ
diff --git a/Server/ReactJS (Webpage)/public/images/mustafaoglu-mark-512.png b/Server/ReactJS (Webpage)/public/images/mustafaoglu-mark-512.png
new file mode 100644
index 0000000..08bab3e
Binary files /dev/null and b/Server/ReactJS (Webpage)/public/images/mustafaoglu-mark-512.png differ
diff --git a/Server/ReactJS (Webpage)/public/images/mustafaoglu-mark.png b/Server/ReactJS (Webpage)/public/images/mustafaoglu-mark.png
new file mode 100644
index 0000000..5823ff2
Binary files /dev/null and b/Server/ReactJS (Webpage)/public/images/mustafaoglu-mark.png differ
diff --git a/Server/ReactJS (Webpage)/public/index.html b/Server/ReactJS (Webpage)/public/index.html
index 508bbf6..440bfbe 100644
--- a/Server/ReactJS (Webpage)/public/index.html	
+++ b/Server/ReactJS (Webpage)/public/index.html	
@@ -3,10 +3,9 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1" />
-    <meta
-      name="Brendo"
-      content="Brendo"
-    />
+    <meta name="description" content="Brendo: an open resource for prioritizing genes transcribed in brain endothelial cells." />
+    <link rel="icon" href="%PUBLIC_URL%/favicon.ico" />
+    <link rel="apple-touch-icon" href="%PUBLIC_URL%/images/mustafaoglu-mark-180.png" />
     <link rel="manifest" href="%PUBLIC_URL%/manifest.json" />
     <title>Brendo</title>
   </head>
@@ -18,6 +17,5 @@
     <script src="https://cdnjs.cloudflare.com/ajax/libs/bokeh/3.0.3/bokeh-widgets.min.js"></script>
     <script src="https://cdnjs.cloudflare.com/ajax/libs/bokeh/3.0.3/bokeh-tables.min.js"></script>
     <script src="https://cdnjs.cloudflare.com/ajax/libs/bokeh/3.0.3/bokeh-api.min.js"></script>
-    <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.0.2/dist/js/bootstrap.bundle.min.js" integrity="sha384-MrcW6ZMFYlzcLA8Nl+NtUVF0sA7MsXsP1UyJoMp4YLEuNSfAP+JcXn/tWtIaxVXM" crossorigin="anonymous"></script>
   </body>
 </html>
diff --git a/Server/ReactJS (Webpage)/public/manifest.json b/Server/ReactJS (Webpage)/public/manifest.json
index 4f4d9dc..7540f3b 100644
--- a/Server/ReactJS (Webpage)/public/manifest.json	
+++ b/Server/ReactJS (Webpage)/public/manifest.json	
@@ -1,9 +1,20 @@
 {
-  "short_name": "BDR",
+  "short_name": "Brendo",
   "name": "Brendo",
-  "icons": [],
+  "icons": [
+    {
+      "src": "/images/mustafaoglu-mark-192.png",
+      "sizes": "192x192",
+      "type": "image/png"
+    },
+    {
+      "src": "/images/mustafaoglu-mark-512.png",
+      "sizes": "512x512",
+      "type": "image/png"
+    }
+  ],
   "start_url": ".",
   "display": "standalone",
-  "theme_color": "#000000",
-  "background_color": "#ffffff"
+  "theme_color": "#083b4b",
+  "background_color": "#f7fafb"
 }
diff --git a/Server/ReactJS (Webpage)/src/App.jsx b/Server/ReactJS (Webpage)/src/App.jsx
index ffd919c..595171e 100644
--- a/Server/ReactJS (Webpage)/src/App.jsx	
+++ b/Server/ReactJS (Webpage)/src/App.jsx	
@@ -1,44 +1,74 @@
-import Navbar from './components/Navbar';
-import Homepage from './components/Homepage';
-import { useContext } from 'react';
-import Methods from './components/Methods';
-import Transmemfoc from './components/Transmemfoc';
-import Apialerts from './components/Apialerts';
-import { PageContext } from './context/PageContext';
-import Allcod from './components/Allcod';
-import Support from './components/Support'
-const App = () => {
+import { useEffect, useRef } from 'react';
+import { Box } from '@mui/material';
+import {
+  BrowserRouter,
+  Navigate,
+  Route,
+  Routes,
+  useLocation,
+} from 'react-router-dom';
+import SiteFooter from './components/layout/SiteFooter';
+import SiteHeader from './components/layout/SiteHeader';
+import AllGenesPage from './pages/AllGenesPage';
+import HelpPage from './pages/HelpPage';
+import HomePage from './pages/HomePage';
+import MethodsPage from './pages/MethodsPage';
+import TransmembranePage from './pages/TransmembranePage';
 
-  const [pageArgs]  = useContext(PageContext)
+const pageTitles = {
+  '/': 'Brendo | Brain endothelial open resource',
+  '/transmembrane': 'Transmembrane Focus | Brendo',
+  '/all-genes': 'All genes | Brendo',
+  '/methods': 'Methods | Brendo',
+  '/help': 'Help & support | Brendo',
+};
 
+function RouteEffects() {
+  const { pathname } = useLocation();
+  const previousPath = useRef(pathname);
 
-  // Get current page
-  const CurrentPage = () => {
-    return(
-      <div className='full-height'>
-        {{
-          home: <Homepage />,
-          methods : <Methods />,
-          trmemfoc : <Transmemfoc />,
-          allcod : <Allcod />,
-          test: <Support />
-        }[pageArgs]}
-      </div>
-    )
-  }
+  useEffect(() => {
+    document.title = pageTitles[pathname] || 'Brendo | Brain endothelial open resource';
+    if (previousPath.current !== pathname) {
+      document.getElementById('main-content')?.focus();
+    }
+    previousPath.current = pathname;
+  }, [pathname]);
 
+  return null;
+}
 
+export function AppRoutes() {
   return (
-    <div>
-
-      <Navbar />
-
-      <CurrentPage />
-
-      <Apialerts />
-
-    </div>
+    <Box sx={{ minHeight: '100vh', display: 'flex', flexDirection: 'column' }}>
+      <RouteEffects />
+      <Box
+        component="a"
+        href="#main-content"
+        className="skip-link"
+      >
+        Skip to main content
+      </Box>
+      <SiteHeader />
+      <Box component="main" id="main-content" tabIndex={-1} sx={{ flex: 1 }}>
+        <Routes>
+          <Route path="/" element={<HomePage />} />
+          <Route path="/transmembrane" element={<TransmembranePage />} />
+          <Route path="/all-genes" element={<AllGenesPage />} />
+          <Route path="/methods" element={<MethodsPage />} />
+          <Route path="/help" element={<HelpPage />} />
+          <Route path="*" element={<Navigate to="/" replace />} />
+        </Routes>
+      </Box>
+      <SiteFooter />
+    </Box>
   );
 }
 
-export default App;
+export default function App() {
+  return (
+    <BrowserRouter future={{ v7_relativeSplatPath: true, v7_startTransition: true }}>
+      <AppRoutes />
+    </BrowserRouter>
+  );
+}
diff --git a/Server/ReactJS (Webpage)/src/AppRoutes.test.jsx b/Server/ReactJS (Webpage)/src/AppRoutes.test.jsx
new file mode 100644
index 0000000..3e762ce
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/AppRoutes.test.jsx	
@@ -0,0 +1,131 @@
+import {
+  render,
+  screen,
+  waitFor,
+  within,
+} from '@testing-library/react';
+import userEvent from '@testing-library/user-event';
+import { MemoryRouter } from 'react-router-dom';
+import { AppRoutes } from './App';
+
+test('renders a scholarly resource overview with cohort scope and affiliations', () => {
+  render(
+    <MemoryRouter
+      initialEntries={['/']}
+      future={{ v7_relativeSplatPath: true, v7_startTransition: true }}
+    >
+      <AppRoutes />
+    </MemoryRouter>,
+  );
+  expect(screen.getByRole('heading', { name: 'Brendo', level: 1 })).toBeVisible();
+  expect(screen.getAllByText('Brain Endothelial Open Resource').length).toBeGreaterThan(0);
+  expect(screen.getByText('264', { selector: 'dd' })).toBeVisible();
+  expect(screen.getByText('63', { selector: 'dd' })).toBeVisible();
+  expect(screen.getByText('16', { selector: 'dd' })).toBeVisible();
+  const main = screen.getByRole('main');
+  expect(within(main).getByRole('link', { name: 'Transmembrane Focus' })).toHaveAttribute(
+    'href',
+    '/transmembrane',
+  );
+  expect(within(main).getByRole('link', { name: 'All genes' })).toHaveAttribute(
+    'href',
+    '/all-genes?method=deseq2&direction=up&scope=all',
+  );
+  expect(
+    screen.getByRole('img', {
+      name: 'Adebali Lab, Mustafaoglu Lab, and Sabancı University',
+    }),
+  ).toHaveAttribute('src', '/images/home_banner.png');
+  expect(screen.getByText(/Tandaç Furkan Güçlü/)).toBeVisible();
+  expect(screen.getByText(/TÜBİTAK.*1001 program/)).toBeVisible();
+  expect(
+    screen.queryByRole('heading', { name: /prioritize brain endothelial genes/i }),
+  ).not.toBeInTheDocument();
+});
+
+test('renders definitions and citation support at the help route', () => {
+  render(
+    <MemoryRouter
+      initialEntries={['/help']}
+      future={{ v7_relativeSplatPath: true, v7_startTransition: true }}
+    >
+      <AppRoutes />
+    </MemoryRouter>,
+  );
+  expect(screen.getByRole('heading', { name: 'Help & support' })).toBeVisible();
+  expect(screen.getByText('Lists represented', { selector: 'dt' })).toBeVisible();
+  expect(screen.getByText(/displayed RRA results containing the gene/i)).toBeVisible();
+  expect(screen.getByText('DESeq2 aggregate', { selector: 'dt' })).toBeVisible();
+  expect(screen.getByText(/PXD018602/, { selector: 'dd' })).toBeVisible();
+  expect(screen.getByRole('link', { name: /Brendo preprint/i })).toHaveAttribute(
+    'href',
+    'https://doi.org/10.1101/2025.10.25.684508',
+  );
+  const citation = screen.getByLabelText('BibTeX citation');
+  expect(citation).toHaveAttribute('tabindex', '0');
+  expect(citation).toHaveTextContent('@article{Beker_2025');
+  expect(citation).toHaveTextContent('publisher={openRxiv}');
+  expect(citation).toHaveTextContent(
+    'author={Beker, Ozgur and Khorsand, Fereshteh Ramezani and Adebali, Ogun and Mustafaoglu, Nur}',
+  );
+  expect(screen.getByText(/curated analysis count matrix/i)).toBeVisible();
+  expect(screen.getByRole('main')).not.toHaveTextContent(/canonical.*matrix/i);
+});
+
+test('copies the registered BibTeX citation and announces completion', async () => {
+  const writeText = jest.fn().mockResolvedValue(undefined);
+  Object.defineProperty(navigator, 'clipboard', {
+    configurable: true,
+    value: { writeText },
+  });
+
+  render(
+    <MemoryRouter
+      initialEntries={['/help']}
+      future={{ v7_relativeSplatPath: true, v7_startTransition: true }}
+    >
+      <AppRoutes />
+    </MemoryRouter>,
+  );
+
+  userEvent.click(screen.getByRole('button', { name: 'Copy BibTeX citation' }));
+
+  await waitFor(() => expect(writeText).toHaveBeenCalledWith(
+    expect.stringContaining('@article{Beker_2025'),
+  ));
+  expect(writeText).toHaveBeenCalledWith(expect.stringContaining('DOI={10.1101/2025.10.25.684508}'));
+  expect(await screen.findByRole('status')).toHaveTextContent('BibTeX copied');
+});
+
+test('describes expression metrics without repository-specific matrix wording', () => {
+  render(
+    <MemoryRouter
+      initialEntries={['/methods']}
+      future={{ v7_relativeSplatPath: true, v7_startTransition: true }}
+    >
+      <AppRoutes />
+    </MemoryRouter>,
+  );
+
+  expect(screen.getByRole('main')).toHaveTextContent(/MRN-normalized analysis count matrix/i);
+  expect(screen.getByRole('main')).not.toHaveTextContent(/canonical.*matrix/i);
+});
+
+test('updates the document title and moves focus after client-side navigation', async () => {
+  render(
+    <MemoryRouter
+      initialEntries={['/']}
+      future={{ v7_relativeSplatPath: true, v7_startTransition: true }}
+    >
+      <AppRoutes />
+    </MemoryRouter>,
+  );
+
+  expect(document.title).toBe('Brendo | Brain endothelial open resource');
+  expect(screen.getByRole('main')).not.toHaveFocus();
+
+  userEvent.click(screen.getByRole('link', { name: 'Methods' }));
+
+  await waitFor(() => expect(document.title).toBe('Methods | Brendo'));
+  expect(screen.getByRole('main')).toHaveFocus();
+});
diff --git a/Server/ReactJS (Webpage)/src/api/brendoApi.js b/Server/ReactJS (Webpage)/src/api/brendoApi.js
new file mode 100644
index 0000000..3394b1e
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/api/brendoApi.js	
@@ -0,0 +1,51 @@
+export function decodeApiPayload(payload) {
+  const decoded = typeof payload === 'string' ? JSON.parse(payload) : payload;
+  if (Array.isArray(decoded)) {
+    return decoded;
+  }
+  if (!decoded || typeof decoded !== 'object') {
+    throw new Error('Brendo API returned an invalid result payload.');
+  }
+  return Object.values(decoded);
+}
+
+export function createBrendoClient(fetchImpl = window.fetch.bind(window)) {
+  const cache = new Map();
+
+  async function request(path, decode) {
+    if (cache.has(path)) {
+      return cache.get(path);
+    }
+
+    const response = await fetchImpl(path);
+    if (!response.ok) {
+      throw new Error(`Brendo API request failed with status ${response.status}.`);
+    }
+
+    const value = decode(await response.json());
+    cache.set(path, value);
+    return value;
+  }
+
+  function fetchRows(path) {
+    return request(path, decodeApiPayload);
+  }
+
+  return {
+    fetchDataset(datasetKey) {
+      return fetchRows(`/api/omics/dumps/${datasetKey}`);
+    },
+    fetchTransmembraneFocus() {
+      return fetchRows('/api/omics/data/all');
+    },
+    fetchExpression(geneId) {
+      const encodedGeneId = encodeURIComponent(geneId);
+      return request(
+        `/api/omics/plots/counts/${encodedGeneId}/`,
+        (payload) => typeof payload === 'string' ? JSON.parse(payload) : payload,
+      );
+    },
+  };
+}
+
+export const brendoClient = createBrendoClient();
diff --git a/Server/ReactJS (Webpage)/src/api/brendoApi.test.js b/Server/ReactJS (Webpage)/src/api/brendoApi.test.js
new file mode 100644
index 0000000..b128072
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/api/brendoApi.test.js	
@@ -0,0 +1,94 @@
+import { createBrendoClient, decodeApiPayload } from './brendoApi';
+
+const payload = {
+  0: { Gene_ID: 'ENSG1', sigAdj: 2.345678901234 },
+  1: { Gene_ID: 'ENSG2', sigAdj: 1.234567890123 },
+};
+
+test('decodes the FastAPI double-encoded dataframe payload', () => {
+  expect(decodeApiPayload(JSON.stringify(payload))).toEqual(Object.values(payload));
+});
+
+test('accepts an already decoded dataframe payload', () => {
+  expect(decodeApiPayload(payload)).toEqual(Object.values(payload));
+});
+
+test('caches successful result requests by dataset key', async () => {
+  const fetchImpl = jest.fn().mockResolvedValue({
+    ok: true,
+    status: 200,
+    json: async () => JSON.stringify(payload),
+  });
+  const client = createBrendoClient(fetchImpl);
+
+  await client.fetchDataset('deseq2_all');
+  await client.fetchDataset('deseq2_all');
+
+  expect(fetchImpl).toHaveBeenCalledTimes(1);
+  expect(fetchImpl).toHaveBeenCalledWith('/api/omics/dumps/deseq2_all');
+});
+
+test('reports HTTP failures and leaves them retryable', async () => {
+  const fetchImpl = jest
+    .fn()
+    .mockResolvedValueOnce({ ok: false, status: 503 })
+    .mockResolvedValueOnce({
+      ok: true,
+      status: 200,
+      json: async () => JSON.stringify(payload),
+    });
+  const client = createBrendoClient(fetchImpl);
+
+  await expect(client.fetchDataset('wilcox_select')).rejects.toThrow('503');
+  await expect(client.fetchDataset('wilcox_select')).resolves.toEqual(Object.values(payload));
+  expect(fetchImpl).toHaveBeenCalledTimes(2);
+});
+
+test.each([
+  ['network', () => Promise.reject(new TypeError('offline'))],
+  ['decoding', () => Promise.resolve({
+    ok: true,
+    status: 200,
+    json: async () => 'not-json',
+  })],
+])('leaves %s failures retryable', async (_label, failingResponse) => {
+  const fetchImpl = jest
+    .fn()
+    .mockImplementationOnce(failingResponse)
+    .mockResolvedValueOnce({
+      ok: true,
+      status: 200,
+      json: async () => JSON.stringify(payload),
+    });
+  const client = createBrendoClient(fetchImpl);
+
+  await expect(client.fetchDataset('deseq2_select')).rejects.toThrow();
+  await expect(client.fetchDataset('deseq2_select')).resolves.toEqual(Object.values(payload));
+  expect(fetchImpl).toHaveBeenCalledTimes(2);
+});
+
+test('loads Transmembrane Focus genes from the aggregate endpoint', async () => {
+  const fetchImpl = jest.fn().mockResolvedValue({
+    ok: true,
+    status: 200,
+    json: async () => JSON.stringify(payload),
+  });
+  const client = createBrendoClient(fetchImpl);
+
+  expect(typeof client.fetchTransmembraneFocus).toBe('function');
+  await expect(client.fetchTransmembraneFocus()).resolves.toEqual(Object.values(payload));
+  expect(fetchImpl).toHaveBeenCalledWith('/api/omics/data/all');
+});
+
+test('decodes a Bokeh expression document and escapes the gene identifier', async () => {
+  const plot = { target_id: 'plot', doc: { roots: [] } };
+  const fetchImpl = jest.fn().mockResolvedValue({
+    ok: true,
+    status: 200,
+    json: async () => JSON.stringify(plot),
+  });
+  const client = createBrendoClient(fetchImpl);
+
+  await expect(client.fetchExpression('ENSG1/unsafe')).resolves.toEqual(plot);
+  expect(fetchImpl).toHaveBeenCalledWith('/api/omics/plots/counts/ENSG1%2Funsafe/');
+});
diff --git a/Server/ReactJS (Webpage)/src/components/Aggtable.jsx b/Server/ReactJS (Webpage)/src/components/Aggtable.jsx
deleted file mode 100644
index 88b7d72..0000000
--- a/Server/ReactJS (Webpage)/src/components/Aggtable.jsx	
+++ /dev/null
@@ -1,400 +0,0 @@
-import Loader from './Loader'
-import Plotmodal from './Plotmodal'
-import {useContext, useEffect, useMemo, useState} from 'react'
-import { TableContext } from '../context/TableContext'
-import MaterialReactTable from 'material-react-table';
-import { Button, Box } from '@mui/material';
-import { ExportToCsv } from 'export-to-csv';
-import FileDownloadIcon from '@mui/icons-material/FileDownload';
-
-
-
-const Aggtable = () => {
-
-    const [loading, setLoading] = useContext(TableContext)
-
-    const [genes, setGenes] = useState(null)
-    const [active, setActive] = useState(false)
-    const [curID, setCurID] = useState(null)
-    const [curName, setCurName] = useState(null)
-
-    const longcolsize = 50
-
-    const fetchGenes = async () => {
-
-        const requestOptions = {
-            method: "GET",
-            headers: {
-                "Content-Type": "application/json",
-            },
-        };
-
-        const response = await fetch("/api/omics/data/all", requestOptions);
-        
-
-        if (!response.ok) {
-            console.log("Bad Request")
-        }
-        else {
-            const data = await response.json()
-            setGenes(Object.values(JSON.parse(data)))
-            setLoading(true)
-        }
-    }
-
-
-    // Column operations here for table
-    const cols = useMemo(
-        () => [
-          {
-            accessorKey: 'Name',
-            header: "Gene ID", 
-            Header: () => (
-              <div
-                style={{
-                  whiteSpace: "nowrap",
-                  height: "110px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Gene ID</strong>
-              </div>
-            ),
-            enableClickToCopy: true,
-            enableSorting: false,
-            enableColumnActions: false,
-
-
-          },
-          {
-            accessorKey: 'gene_names',
-            header: "Gene Name", 
-            Header: () => (
-              <div
-                style={{
-                  whiteSpace: "nowrap",
-                  height: "110px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Gene Name</strong>
-              </div>
-            ),
-            enableSorting: false,
-            enableClickToCopy: true,
-            enableColumnActions: false,
-            Cell: ({ cell }) => <a href={`https://www.proteinatlas.org/search/${cell.row.original.gene_names}`} target="_blank" rel="noreferrer">{cell.row.original.gene_names}</a> ,
-
-          },
-          {
-            accessorKey: 'uniprot',
-            header: "Uniprot ID", 
-            Header:() => (
-              <div
-                style={{
-                  whiteSpace: "nowrap",
-                  height: "110px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Uniprot ID</strong>
-              </div>
-            ),
-            Cell: ({ cell }) => (<>{cell.row.original.uniprot ?  <a href={`https://www.ebi.ac.uk/interpro/search/text/${cell.row.original.uniprot}`} target="_blank" rel="noreferrer">{cell.row.original.uniprot}</a> : <span>Not matched</span>}</>) ,
-            enableSorting: false,
-            enableClickToCopy: true,
-            enableColumnActions: false,
-
-          },
-          {
-            accessorKey: 'Score',
-            header: "Significance", 
-            Header: () => (
-              <div
-                style={{
-                  whiteSpace: "nowrap",
-                  height: "110px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Significance</strong>
-              </div>
-            ),
-            enableColumnFilter : false,
-            enableColumnActions: false,
-            Cell: ({ cell }) => (<strong onClick={ () => {handlePlot(cell.row.original.Name, cell.row.original.gene_names)} } style={{cursor:'pointer'}}>{cell.row.original.Score}</strong>),
-
-          },
-          {
-            accessorKey: 'DESeq2_Appeared',
-            header: "DESeq2", 
-            Header:() => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "140px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                DESeq2 Aggregate
-              </div>
-            ),
-            size: longcolsize,
-            Cell: ({ cell }) => (<>{cell.row.original.DESeq2_Appeared ?  <span style={{ marginRight: "17px" }}>&#x2714;</span> : <span style={{ marginRight: "17px" }}>&#x2718;</span>}</>) ,
-            filterVariant: 'checkbox',            
-            enableSorting: false,
-            enableColumnActions: false,
-
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-          {
-            accessorKey: 'DESeq2_Validated',
-            header: "DESeq2 Bootstrap", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "140px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                DESeq2 Bootstrap
-              </div>
-            ),
-            size: longcolsize,
-            Cell: ({ cell }) => (<>{cell.row.original.DESeq2_Validated ?  <span style={{ marginRight: "17px" }}>&#x2714;</span> : <span style={{ marginRight: "17px" }}>&#x2718;</span>}</>) ,
-            filterVariant: 'checkbox',        
-            enableSorting: false,
-            enableColumnActions: false,
-
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-
-          },
-          {
-            accessorKey: 'Wilcox_Appeared',
-            header: "WRST", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "140px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                WRST Aggregate
-              </div>
-            ),
-            size: longcolsize,
-            Cell: ({ cell }) => (<>{cell.row.original.Wilcox_Appeared ?  <span style={{ marginRight: "17px" }}>&#x2714;</span> : <span style={{ marginRight: "17px" }}>&#x2718;</span>}</>) ,
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-
-          },
-          {
-            accessorKey: 'Wilcox_Validated',
-            header: "WRST Bootstrap", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "140px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                WRST Bootstrap
-              </div>
-            ),
-            size: longcolsize,
-            Cell: ({ cell }) => (<>{cell.row.original.Wilcox_Validated ?  <span style={{ marginRight: "17px" }}>&#x2714;</span> : <span style={{ marginRight: "17px" }}>&#x2718;</span>}</>) ,
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-
-          },
-          {
-            accessorKey: 'Prot_Evidence',
-            header: "Protein Evidence", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "140px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                Protein Evidence
-              </div>
-            ),
-            size: longcolsize,
-            Cell: ({ cell }) => (<>{cell.row.original.Prot_Evidence ?  <span style={{ marginRight: "17px" }}>&#x2714;</span> : <span style={{ marginRight: "17px" }}>&#x2718;</span>}</>),
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-          {
-            accessorKey: 'mean_perf_score',
-            header: "Mean Perfusion Score", 
-            Header: () => (
-              <div
-                style={{
-                  whiteSpace: "nowrap",
-                  height: "110px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Perfusion Score</strong>
-              </div>
-            ),
-            enableColumnFilter : false,
-            enableColumnActions: false,
-            Cell: ({ cell }) => <strong>{cell.row.original.mean_perf_score}</strong>, 
-          },
-        ],[],);
-    
-    //CSV export
-    const csvOptions = {
-        fieldSeparator: ',',
-        quoteStrings: '"',
-        decimalSeparator: '.',
-        showLabels: true,
-        useBom: true,
-        useKeysAsHeaders: false,
-        headers: cols.map((c) => c.header),
-        filename: "export_list"
-    };
-    
-    const csvExporter = new ExportToCsv(csvOptions);
-
-    const handleExportRows = (rows) => {
-        csvExporter.generateCsv(rows.map((row) => row.original));
-    };
-    
-    const handleExportData = () => {
-      csvExporter.generateCsv(genes);
-    };
-
-    const handleModal = () => {
-        setActive(!active);
-        setTimeout(() => setCurID(null), 200);
-    }
-
-    const handlePlot = (geneID, geneName) => {
-        setCurID(geneID)
-        setCurName(geneName)
-        setActive(true)
-    }
-    
-
-    // For mount purposes
-   
-    useEffect(() => {
-      fetchGenes()
-    // eslint-disable-next-line
-    }, [])
-
-    return(
-        
-        <>
-        
-
-        {loading ? (
-            <>
-            <Plotmodal active={active} geneID={curID} geneName={curName} handleModal={handleModal}/>
-
-            <div>
-            <MaterialReactTable 
-            columns={cols} 
-            data={genes}
-            enableRowSelection
-
-            muiTableHeadCellProps={{
-
-                sx: {
-                  '& .Mui-TableHeadCell-Content': {
-        
-                    justifyContent: 'space-between',
-                  },
-                },
-            }}
-
-            renderTopToolbarCustomActions={({ table }) => (
-                <Box sx={{ display: 'flex', gap: '1rem', p: '0.5rem', flexWrap: 'wrap' }}>
-                  <Button
-                    color="primary"
-                    //export all data that is currently in the table (ignore pagination, sorting, filtering, etc.)
-                    onClick={handleExportData}
-                    startIcon={<FileDownloadIcon />}
-                    variant="contained"
-                  >
-                    Export All genes
-                  </Button>
-        
-                  <Button
-                    disabled={!table.getIsSomeRowsSelected() && !table.getIsAllRowsSelected()}
-                    //only export selected rows
-                    onClick={() => handleExportRows(table.getSelectedRowModel().rows)}
-                    startIcon={<FileDownloadIcon />}
-                    variant="contained"
-                  >
-                    Export Selection
-                  </Button>
-                </Box>
-              )}
-            />
-            </div>
-            </>
-
-        ) : (<><br/><div className="container-fluid d-flex justify-content-center"><Loader /></div></>)}
-      </>
-
-    )
-}
-
-export default Aggtable;
\ No newline at end of file
diff --git a/Server/ReactJS (Webpage)/src/components/Allcod.jsx b/Server/ReactJS (Webpage)/src/components/Allcod.jsx
deleted file mode 100644
index 3a14f3c..0000000
--- a/Server/ReactJS (Webpage)/src/components/Allcod.jsx	
+++ /dev/null
@@ -1,76 +0,0 @@
-// Dump tables page
-
-import {React} from "react";
-import { TableProvider } from "../context/TableContext";
-import './Fade.css';
-import Dumptable from "./Dumptable";
-import Footer from "./Footer";
-
-
-
-
-const Allcod = () => {
-
-  return(
-    <div className="fadeIn mx-4">
-      <br />
-      <div className="container-fluid page-body">
-        <div className="row pt-2">
-          <h1 className="px-2">Browse Merged Results Tables</h1>
-        </div>
-
-
-        <div className="row">
-          <h3 className="text-muted pt-4">Help</h3>
-          <p>
-            This section includes the merged results tables for all possible combinations of the following 3 binary conditions: the statistical test performed 
-            (marked by <i><b>DESeq2</b></i> or <i><b>WRST</b></i>), whether the genes of interest were overexpressed or underexpressed in BBB samples 
-            (marked by <i><b>UP</b></i> or <i><b>DN</b></i>), and whether all of the data or select tissues were considered during testing 
-            (marked by <i><b>Subset</b></i>). Use the tabs to navigate between lists.
-
-            <br />
-
-            <i><b className="text-info">Click on the significance value of a gene to view its normalized count distribution across samples.</b></i>
-          </p>
-        </div>
-
-
-        <div className="row">
-          <h3 className="text-muted pt-4">Columns</h3>
-            <ul>
-              <li className="mx-3">
-                <strong>Gene ID:</strong> Ensembl gene ID for the given gene.
-              </li>
-              <li className="mx-3">
-                <strong>Gene Name:</strong> Matched HGNC symbol for the given ID.
-              </li>
-              <li className="mx-3">
-                <strong>Mean Significance:</strong> Significance (<i><b>-log10 of adjusted P value</b></i>) for the given gene, averaged over all comparisons under the selected conditions where the gene was differentially expressed. 
-              </li>
-              <li className="mx-3">
-                <strong>Mean Fold Change:</strong> Fold change (<i><b>log2 -- BBB counts in the numerator</b></i>) for the given gene, averaged over all comparisons under the selected conditions where the gene was differentially expressed.
-              </li>
-              <li className="mx-3">
-                <strong>Appearance Count:</strong> Number of comparisons where this gene was differentially expressed under the selected conditions. Maximum possible is 15 for all tissues and 7 for tissue subsetted lists.
-              </li>
-            </ul>
-        </div>
-
-        <div className="row pt-4">
-          <TableProvider>        
-            <Dumptable/>
-          </TableProvider>
-        </div>
-
-
-        
-        <div className="footer pt-4">
-          <Footer />
-        </div>
-      </div>  
-    </div>
-  );
-
-}
-
-export default Allcod;
\ No newline at end of file
diff --git a/Server/ReactJS (Webpage)/src/components/Apialerts.jsx b/Server/ReactJS (Webpage)/src/components/Apialerts.jsx
deleted file mode 100644
index 40d14c1..0000000
--- a/Server/ReactJS (Webpage)/src/components/Apialerts.jsx	
+++ /dev/null
@@ -1,113 +0,0 @@
-import {React, useState, useEffect} from "react";
-import Alert from 'react-bootstrap/Alert';
-import './Fade.css'
-
-const Apialerts = () => {
-
-    const [APIstat, setAPIstat] = useState(false)
-    const [loaded, setLoaded] = useState(false)
-    const [init, setInit] = useState(true)
-    const [dismiss, setDismiss] = useState(true)
-    const [fails, setFails] = useState(0)
-
-    const pingApi = async () => {
-
-        const requestOptions = {
-            method: "GET",
-            headers: {
-                "Content-Type": "application/json",
-            },
-        };
-
-
-        const response = await fetch("/api/", requestOptions);
-        
-
-        if (!response.ok) {
-            setAPIstat(false)
-            setLoaded(true)
-            setFails(fails+1)
-        }
-        else {
-            setAPIstat(true)
-            setLoaded(true)
-            setDismiss(true)
-        }
-
-    }
-
-    // Ping api on load, then ping every 5 seconds until connection is established
-    useEffect(() => {
-        setTimeout(() => pingApi(), 5000);
-    }, [fails])
-
-    return(
-        <>
-        {{
-           
-            true:
-            <div>
-            {dismiss && 
-                <div className='container-fluid d-flex justify-content-end fixed-bottom bottom-0 end-0'>
-                {{
-                    true:
-                        <div className="fadeOut" onAnimationEnd={() => setDismiss(false)}>
-
-                            <Alert key="success" variant="success" onClose={() => {setDismiss(false)}} dismissible>
-                                <Alert.Heading>
-                                    API connection established successfully!
-                                </Alert.Heading>
-                            </Alert>
-                        
-                        </div>
-                    ,
-    
-                    false:
-                        <Alert key="danger" variant="danger" onClose={() => {setDismiss(false)}} dismissible>
-                            <Alert.Heading>
-                                Failed to connect to API!
-                            </Alert.Heading>
-                
-                            <p>This might be due to the server sleeping. Please wait before refreshing the page.</p>
-                        </Alert>
-                  }[APIstat]}
-                </div>
-            }
-            </div>
-            ,
-
-            false:
-            <div>   
-            {init && 
-            <div className="container-fluid d-flex justify-content-end fixed-bottom bottom-0 end-0">
-                <div className="fadeOut" onAnimationEnd={() => setInit(false)}>
-                    
-                    <Alert key="info" variant="info" onClose={() => {setInit(false)}} dismissible>
-                        <Alert.Heading>
-                            Testing API connection...
-                        </Alert.Heading>
-
-                        <p>We'll keep you posted.</p>
-                    </Alert>
-
-                </div>
-            </div>
-            }
-            </div> 
-
-
-
-
-        }[loaded]}
-
-
-
-        </>
-        )
-    
-    
-
-}
-
-
-export default Apialerts;
\ No newline at end of file
diff --git a/Server/ReactJS (Webpage)/src/components/Dumptable.jsx b/Server/ReactJS (Webpage)/src/components/Dumptable.jsx
deleted file mode 100644
index e7913b3..0000000
--- a/Server/ReactJS (Webpage)/src/components/Dumptable.jsx	
+++ /dev/null
@@ -1,2289 +0,0 @@
-import Loader from './Loader'
-import Plotmodal from './Plotmodal'
-import {useContext, useEffect, useMemo, useState} from 'react'
-import { TableContext } from '../context/TableContext'
-import MaterialReactTable from 'material-react-table';
-import { Button, Box} from '@mui/material';
-import { ExportToCsv } from 'export-to-csv';
-import FileDownloadIcon from '@mui/icons-material/FileDownload';
-import Tab from 'react-bootstrap/Tab';
-import Tabs from 'react-bootstrap/Tabs';
-
-
-
-const Dumptable = () => {
-
-    const [loading, setLoading] = useContext(TableContext)
-
-    const [geneDict, ] = useState({
-        deseq2_all : [],
-        deseq2_select : [],
-        wilcox_all : [],
-        wilcox_select : [],
-        deseq2_all_d : [],
-        deseq2_select_d : [],
-        wilcox_all_d : [],
-        wilcox_select_d : []
-    })
-
-    const [active, setActive] = useState(false)
-    const [curID, setCurID] = useState(null)
-    const [curName, setCurName] = useState(null)
-
-    const fetchGenes = async () => {
-
-        for (const key of Object.keys(geneDict)){
-
-
-            const requestOptions = {
-                method: "GET",
-                headers: {
-                    "Content-Type": "application/json",
-                },
-            };
-    
-            const response = await fetch("/api/omics/dumps/" + key, requestOptions);
-            
-    
-            if (!response.ok) {
-                console.log("Bad Request")
-            }
-            else {
-                const data = await response.json()
-                geneDict[key] = (Object.values(JSON.parse(data)))
-            }
-
-        }
-
-        setLoading(true)
-    }
-
-    // ##################################
-    // ##################################
-    //              COLUMNS
-    // ##################################
-    // ##################################
-
-    // Columns for DESeq2_All
-    const colsDeseq2All = useMemo(
-        () => [
-          {
-            accessorKey: 'Gene_ID',
-            header: "Gene ID", 
-            Header: () => (
-              <div
-                style={{
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Gene ID</strong>
-              </div>
-            ),
-            enableClickToCopy: true,
-            enableSorting: false,
-            enableColumnActions: false,
-
-          },
-          {
-            accessorKey: 'hgncSymbol',
-            header: "Gene Name", 
-            Header: () => (
-              <div
-                style={{
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Gene Name</strong>
-              </div>
-            ),
-            enableSorting: false,
-            enableClickToCopy: true,
-            enableColumnActions: false,
-            Cell: ({ cell }) => <a href={`https://www.proteinatlas.org/search/${cell.row.original.hgncSymbol}`} target="_blank" rel="noreferrer">{cell.row.original.hgncSymbol}</a> ,
-            
-          },
-          {
-            accessorKey: 'sigAdj',
-            header: "Mean Significance", 
-            Header: () => (
-              <div
-                style={{
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Mean Significance</strong>
-              </div>
-            ),
-            enableColumnFilter : false,
-            enableColumnActions: false,
-            Cell: ({ cell }) => (<strong onClick={ () => {handlePlot(cell.row.original.Gene_ID, cell.row.original.hgncSymbol)} } style={{cursor:'pointer'}}>{cell.row.original.sigAdj}</strong>),
-
-          },
-          {
-            accessorKey: 'log2FoldChange',
-            header: "Mean Fold Change", 
-            Header: () => (
-              <div
-                style={{
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Mean Fold Change</strong>
-              </div>
-            ),
-            enableColumnFilter : false,
-            enableColumnActions: false,
-            Cell: ({ cell }) => (<strong onClick={ () => {handlePlot(cell.row.original.Gene_ID, cell.row.original.hgncSymbol)} } style={{cursor:'pointer'}}>{cell.row.original.log2FoldChange}</strong>),
-          },
-          {
-            accessorKey: 'appCount',
-            header: "Appearance Count", 
-            Header: () => (
-              <div
-                style={{
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Appearance Count</strong>
-              </div>
-            ),
-            enableColumnFilter : false,
-            enableColumnActions: false,
-            Cell: ({ cell }) => (<strong onClick={ () => {handlePlot(cell.row.original.Gene_ID, cell.row.original.hgncSymbol)} } style={{cursor:'pointer'}}>{cell.row.original.appCount}</strong>),
-            
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-
-          //#############################################
-          // ONE HOT COLUMNS HERE
-          // ############################################
-          {
-            accessorKey: 'Cornea',
-            header: "vs_Cornea", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                Cornea
-              </div>
-            ),
-
-            Cell: ({ cell }) => (<>{cell.row.original.Cornea ?  <span>&#x2714;</span> : <span>&#x2718;</span>}</>),
-
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-            size: 25,
-
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-          {
-            accessorKey: 'Heart',
-            header: "vs_Heart", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                Heart
-              </div>
-            ),
-        
-            Cell: ({ cell }) => (<>{cell.row.original.Heart ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-        
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-            size: 50,
-        
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-          {
-            accessorKey: 'Liver',
-            header: "vs_Liver", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                Liver
-              </div>
-            ),
-        
-            Cell: ({ cell }) => (<>{cell.row.original.Liver ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-        
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-            size: 50,
-        
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-          {
-            accessorKey: 'Umbilical vein',
-            header: "vs_Umbilical_vein", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                U.vein
-              </div>
-            ),
-        
-            Cell: ({ cell }) => (<>{cell.row.original['Umbilical vein'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-        
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-            size: 25,
-        
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-          {
-            accessorKey: 'Lymph node',
-            header: "vs_Lymph_node", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                L.node
-              </div>
-            ),
-        
-            Cell: ({ cell }) => (<>{cell.row.original['Lymph node'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-        
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-            size: 50,
-        
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-          {
-            accessorKey: 'Sciatic nerve',
-            header: "vs_Sciatic_nerve", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                S.nerve
-              </div>
-            ),
-        
-            Cell: ({ cell }) => (<>{cell.row.original['Sciatic nerve'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-        
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-            size: 50,
-        
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-          {
-            accessorKey: 'Colon',
-            header: "vs_Colon", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                Colon
-              </div>
-            ),
-        
-            Cell: ({ cell }) => (<>{cell.row.original['Colon'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-        
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-            size: 50,
-        
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-          {
-            accessorKey: 'Vessel',
-            header: "vs_Vessel", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                Vessel
-              </div>
-            ),
-        
-            Cell: ({ cell }) => (<>{cell.row.original['Vessel'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-        
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-            size: 50,
-        
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-          {
-            accessorKey: 'Peripheral blood',
-            header: "Peripheral blood", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                P.blood
-              </div>
-            ),
-        
-            Cell: ({ cell }) => (<>{cell.row.original['Peripheral blood'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-        
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-            size: 50,
-        
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-          {
-            accessorKey: 'Lung',
-            header: "vs_Lung", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                Lung
-              </div>
-            ),
-        
-            Cell: ({ cell }) => (<>{cell.row.original['Lung'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-        
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-            size: 50,
-        
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-          {
-            accessorKey: 'Skin',
-            header: "vs_Skin", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                Skin
-              </div>
-            ),
-        
-            Cell: ({ cell }) => (<>{cell.row.original['Skin'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-        
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-            size: 50,
-        
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-          {
-            accessorKey: 'Kidney',
-            header: "vs_Kidney", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                Kidney
-              </div>
-            ),
-        
-            Cell: ({ cell }) => (<>{cell.row.original['Kidney'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-        
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-            size: 50,
-        
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-          {
-            accessorKey: 'Intestine',
-            header: "vs_Intestine", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                Intestine
-              </div>
-            ),
-        
-            Cell: ({ cell }) => (<>{cell.row.original['Intestine'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-        
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-            size: 50,
-        
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-          {
-            accessorKey: 'Tonsil',
-            header: "vs_Tonsil", 
-            Header: () => (
-              <div
-                style={{
-                  transform: "rotate(270deg)",
-                  whiteSpace: "nowrap",
-                  height: "60px", // Set the desired height for the header container
-                  display: "flex",
-                  alignItems: "center",
-                }}
-              >
-                Tonsil
-              </div>
-            ),
-        
-            Cell: ({ cell }) => (<>{cell.row.original['Tonsil'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-        
-            filterVariant: 'checkbox',
-            enableSorting: false,
-            enableColumnActions: false,
-            size: 50,
-        
-            muiTableHeadCellProps: {
-              align: 'center',
-            },
-            muiTableBodyCellProps: {
-              align: 'center',
-            },
-          },
-        ],[],);
-    
-    // Columns for DESeq2_Select
-    const colsDeseq2Select = useMemo(
-      () => [
-        {
-          accessorKey: 'Gene_ID',
-          header: "Gene ID", 
-          Header: () => (
-            <div
-              style={{
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Gene ID</strong>
-            </div>
-          ),
-          enableClickToCopy: true,
-          enableSorting: false,
-          enableColumnActions: false,
-
-        },
-        {
-          accessorKey: 'hgncSymbol',
-          header: "Gene Name", 
-          Header: () => (
-            <div
-              style={{
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Gene Name</strong>
-            </div>
-          ),
-          enableSorting: false,
-          enableClickToCopy: true,
-          enableColumnActions: false,
-          Cell: ({ cell }) => <a href={`https://www.proteinatlas.org/search/${cell.row.original.hgncSymbol}`} target="_blank" rel="noreferrer">{cell.row.original.hgncSymbol}</a> ,
-          
-        },
-        {
-          accessorKey: 'sigAdj',
-          header: "Mean Significance", 
-          Header: () => (
-            <div
-              style={{
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Mean Significance</strong>
-            </div>
-          ),
-          enableColumnFilter : false,
-          enableColumnActions: false,
-          Cell: ({ cell }) => (<strong onClick={ () => {handlePlot(cell.row.original.Gene_ID, cell.row.original.hgncSymbol)} } style={{cursor:'pointer'}}>{cell.row.original.sigAdj}</strong>),
-
-        },
-        {
-          accessorKey: 'log2FoldChange',
-          header: "Mean Fold Change", 
-          Header: () => (
-            <div
-              style={{
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Mean Fold Change</strong>
-            </div>
-          ),
-          enableColumnFilter : false,
-          enableColumnActions: false,
-          Cell: ({ cell }) => (<strong onClick={ () => {handlePlot(cell.row.original.Gene_ID, cell.row.original.hgncSymbol)} } style={{cursor:'pointer'}}>{cell.row.original.log2FoldChange}</strong>),
-        },
-        {
-          accessorKey: 'appCount',
-          header: "Appearance Count", 
-          Header: () => (
-            <div
-              style={{
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Appearance Count</strong>
-            </div>
-          ),
-          enableColumnFilter : false,
-          enableColumnActions: false,
-          Cell: ({ cell }) => (<strong onClick={ () => {handlePlot(cell.row.original.Gene_ID, cell.row.original.hgncSymbol)} } style={{cursor:'pointer'}}>{cell.row.original.appCount}</strong>),
-          
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-
-        //#############################################
-        // ONE HOT COLUMNS HERE
-        // ############################################
-        {
-          accessorKey: 'Colon',
-          header: "vs_Colon", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Colon
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Colon'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Heart',
-          header: "vs_Heart", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Heart
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original.Heart ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Intestine',
-          header: "vs_Intestine", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Intestine
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Intestine'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Kidney',
-          header: "vs_Kidney", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Kidney
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Kidney'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Liver',
-          header: "vs_Liver", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Liver
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original.Liver ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Lung',
-          header: "vs_Lung", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Lung
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Lung'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Vessel',
-          header: "vs_Vessel", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Vessel
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Vessel'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-      ],[],);
-    
-    // Columns for Wilcox_All
-    const colsWilcoxAll = useMemo(
-      () => [
-        {
-          accessorKey: 'Gene_ID',
-          header: "Gene ID", 
-          Header: () => (
-            <div
-              style={{
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Gene ID</strong>
-            </div>
-          ),
-          enableClickToCopy: true,
-          enableSorting: false,
-          enableColumnActions: false,
-
-        },
-        {
-          accessorKey: 'hgncSymbol',
-          header: "Gene Name", 
-          Header: () => (
-            <div
-              style={{
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Gene Name</strong>
-            </div>
-          ),
-          enableSorting: false,
-          enableClickToCopy: true,
-          enableColumnActions: false,
-          Cell: ({ cell }) => <a href={`https://www.proteinatlas.org/search/${cell.row.original.hgncSymbol}`} target="_blank" rel="noreferrer">{cell.row.original.hgncSymbol}</a> ,
-          
-        },
-        {
-          accessorKey: 'sigAdj',
-          header: "Mean Significance", 
-          Header: () => (
-            <div
-              style={{
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Mean Significance</strong>
-            </div>
-          ),
-          enableColumnFilter : false,
-          enableColumnActions: false,
-          Cell: ({ cell }) => (<strong onClick={ () => {handlePlot(cell.row.original.Gene_ID, cell.row.original.hgncSymbol)} } style={{cursor:'pointer'}}>{cell.row.original.sigAdj}</strong>),
-
-        },
-        {
-          accessorKey: 'appCount',
-          header: "Appearance Count", 
-          Header: () => (
-            <div
-              style={{
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Appearance Count</strong>
-            </div>
-          ),
-          enableColumnFilter : false,
-          enableColumnActions: false,
-          Cell: ({ cell }) => (<strong onClick={ () => {handlePlot(cell.row.original.Gene_ID, cell.row.original.hgncSymbol)} } style={{cursor:'pointer'}}>{cell.row.original.appCount}</strong>),
-          
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-
-        //#############################################
-        // ONE HOT COLUMNS HERE
-        // ############################################
-        {
-          accessorKey: 'Cornea',
-          header: "vs_Cornea", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Cornea
-            </div>
-          ),
-
-          Cell: ({ cell }) => (<>{cell.row.original.Cornea ?  <span>&#x2714;</span> : <span>&#x2718;</span>}</>),
-
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 25,
-
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Heart',
-          header: "vs_Heart", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Heart
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original.Heart ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Liver',
-          header: "vs_Liver", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Liver
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original.Liver ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Umbilical vein',
-          header: "vs_Umbilical_vein", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              U.vein
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Umbilical vein'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 25,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Lymph node',
-          header: "vs_Lymph_node", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              L.node
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Lymph node'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Sciatic nerve',
-          header: "vs_Sciatic_nerve", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              S.nerve
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Sciatic nerve'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Colon',
-          header: "vs_Colon", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Colon
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Colon'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Vessel',
-          header: "vs_Vessel", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Vessel
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Vessel'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Peripheral blood',
-          header: "Peripheral blood", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              P.blood
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Peripheral blood'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Lung',
-          header: "vs_Lung", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Lung
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Lung'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Skin',
-          header: "vs_Skin", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Skin
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Skin'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Kidney',
-          header: "vs_Kidney", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Kidney
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Kidney'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Intestine',
-          header: "vs_Intestine", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Intestine
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Intestine'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Tonsil',
-          header: "vs_Tonsil", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Tonsil
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Tonsil'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-      ],[],);
-
-    
-    // Columns for Wilcox_Select
-    const colsWilcoxSelect = useMemo(
-      () => [
-        {
-          accessorKey: 'Gene_ID',
-          header: "Gene ID", 
-          Header: () => (
-            <div
-              style={{
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Gene ID</strong>
-            </div>
-          ),
-          enableClickToCopy: true,
-          enableSorting: false,
-          enableColumnActions: false,
-
-        },
-        {
-          accessorKey: 'hgncSymbol',
-          header: "Gene Name", 
-          Header: () => (
-            <div
-              style={{
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Gene Name</strong>
-            </div>
-          ),
-          enableSorting: false,
-          enableClickToCopy: true,
-          enableColumnActions: false,
-          Cell: ({ cell }) => <a href={`https://www.proteinatlas.org/search/${cell.row.original.hgncSymbol}`} target="_blank" rel="noreferrer">{cell.row.original.hgncSymbol}</a> ,
-          
-        },
-        {
-          accessorKey: 'sigAdj',
-          header: "Mean Significance", 
-          Header: () => (
-            <div
-              style={{
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Mean Significance</strong>
-            </div>
-          ),
-          enableColumnFilter : false,
-          enableColumnActions: false,
-          Cell: ({ cell }) => (<strong onClick={ () => {handlePlot(cell.row.original.Gene_ID, cell.row.original.hgncSymbol)} } style={{cursor:'pointer'}}>{cell.row.original.sigAdj}</strong>),
-
-        },
-        {
-          accessorKey: 'appCount',
-          header: "Appearance Count", 
-          Header: () => (
-            <div
-              style={{
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              <strong style = {{ display: "inline-block", alignSelf: "flex-end" }}>Appearance Count</strong>
-            </div>
-          ),
-          enableColumnFilter : false,
-          enableColumnActions: false,
-          Cell: ({ cell }) => (<strong onClick={ () => {handlePlot(cell.row.original.Gene_ID, cell.row.original.hgncSymbol)} } style={{cursor:'pointer'}}>{cell.row.original.appCount}</strong>),
-          
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-
-        //#############################################
-        // ONE HOT COLUMNS HERE
-        // ############################################
-        {
-          accessorKey: 'Colon',
-          header: "vs_Colon", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Colon
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Colon'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Heart',
-          header: "vs_Heart", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Heart
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original.Heart ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Intestine',
-          header: "vs_Intestine", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Intestine
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Intestine'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Kidney',
-          header: "vs_Kidney", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Kidney
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Kidney'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Liver',
-          header: "vs_Liver", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Liver
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original.Liver ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Lung',
-          header: "vs_Lung", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Lung
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Lung'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-        {
-          accessorKey: 'Vessel',
-          header: "vs_Vessel", 
-          Header: () => (
-            <div
-              style={{
-                transform: "rotate(270deg)",
-                whiteSpace: "nowrap",
-                height: "60px", // Set the desired height for the header container
-                display: "flex",
-                alignItems: "center",
-              }}
-            >
-              Vessel
-            </div>
-          ),
-      
-          Cell: ({ cell }) => (<>{cell.row.original['Vessel'] ?  <span >&#x2714;</span> : <span >&#x2718;</span>}</>),
-      
-          filterVariant: 'checkbox',
-          enableSorting: false,
-          enableColumnActions: false,
-          size: 50,
-      
-          muiTableHeadCellProps: {
-            align: 'center',
-          },
-          muiTableBodyCellProps: {
-            align: 'center',
-          },
-        },
-      ],[],);
-  
-  // ##################################
-  // ##################################
-  //             EXPORTERS
-  // ##################################
-  // ##################################
-
-    //CSV export for Deseq2All
-    const csvOptions_Deseq2All = {
-        fieldSeparator: ',',
-        quoteStrings: '"',
-        decimalSeparator: '.',
-        showLabels: true,
-        useBom: true,
-        useKeysAsHeaders: false,
-        headers: colsDeseq2All.map((c) => c.header),
-        filename: "export_list_deseq2"
-    };
-
-    //CSV export for Deseq2Select
-    const csvOptions_Deseq2Select = {
-        fieldSeparator: ',',
-        quoteStrings: '"',
-        decimalSeparator: '.',
-        showLabels: true,
-        useBom: true,
-        useKeysAsHeaders: false,
-        headers: colsDeseq2Select.map((c) => c.header),
-        filename: "export_list_deseq2_select"
-      };
-
-    //CSV export for WilcoxAll
-    const csvOptions_WilcoxAll = {
-      fieldSeparator: ',',
-      quoteStrings: '"',
-      decimalSeparator: '.',
-      showLabels: true,
-      useBom: true,
-      useKeysAsHeaders: false,
-      headers: colsWilcoxAll.map((c) => c.header),
-      filename: "export_list_wilcox_all"
-    };
-
-    //CSV export for WilcoxSelect
-    const csvOptions_WilcoxSelect = {
-      fieldSeparator: ',',
-      quoteStrings: '"',
-      decimalSeparator: '.',
-      showLabels: true,
-      useBom: true,
-      useKeysAsHeaders: false,
-      headers: colsWilcoxSelect.map((c) => c.header),
-      filename: "export_list_wilcox_select"
-    };
-
-    const exporters = {
-      'deseq2_all' : new ExportToCsv(csvOptions_Deseq2All),
-      'deseq2_all_d' : new ExportToCsv(csvOptions_Deseq2All), 
-      'deseq2_select' : new ExportToCsv(csvOptions_Deseq2Select),
-      'deseq2_select_d' : new ExportToCsv(csvOptions_Deseq2Select), 
-      'wilcox_all' : new ExportToCsv(csvOptions_WilcoxAll),
-      'wilcox_all_d' : new ExportToCsv(csvOptions_WilcoxAll), 
-      'wilcox_select' : new ExportToCsv(csvOptions_WilcoxSelect),
-      'wilcox_select_d' : new ExportToCsv(csvOptions_WilcoxSelect)
-    }
-
-    const handleExportRows = (key, rows) => {
-      exporters[key].generateCsv(rows.map((row) => row.original));
-    };
-    
-    const handleExportData = (key) => {
-      exporters[key].generateCsv(geneDict[key]);
-    };
-
-    const handleModal = () => {
-        setActive(!active);
-        setTimeout(() => setCurID(null), 200);
-    }
-
-    const handlePlot = (geneID, geneName) => {
-        setCurID(geneID)
-        setCurName(geneName)
-        setActive(true)
-    }
-    
-
-    // For mount purposes
-   
-    useEffect(() => {
-      fetchGenes()
-    // eslint-disable-next-line
-    }, [])
-
-    return(
-        
-        <>
-
-
-        {loading ? (
-            <>
-
-        <Tabs
-            fill
-            justify
-            id="gene-list-tabs"
-            className="mb-3"
-          >
-            <Tab eventKey="deseq2_all" title="DESeq2 - UP">
-                
-
-                <div>
-                <MaterialReactTable 
-                columns={colsDeseq2All} 
-                data={geneDict["deseq2_all"]}
-                enableRowSelection
-
-                muiTableHeadCellProps={{
-
-                    sx: {
-                      '& .Mui-TableHeadCell-Content': {
-                    
-                        justifyContent: 'space-between',
-                      },
-                    },
-                }}
-
-                renderTopToolbarCustomActions={({ table }) => (
-                    <Box sx={{ display: 'flex', gap: '1rem', p: '0.5rem', flexWrap: 'wrap' }}>
-                      <Button
-                        color="primary"
-                        //export all data that is currently in the table (ignore pagination, sorting, filtering, etc.)
-                        onClick={() => handleExportData("deseq2_all")}
-                        startIcon={<FileDownloadIcon />}
-                        variant="contained"
-                      >
-                        Export All genes
-                      </Button>
-                
-                      <Button
-                        disabled={!table.getIsSomeRowsSelected() && !table.getIsAllRowsSelected()}
-                        //only export selected rows
-                        onClick={() => handleExportRows("deseq2_all", table.getSelectedRowModel().rows)}
-                        startIcon={<FileDownloadIcon />}
-                        variant="contained"
-                      >
-                        Export Selection
-                      </Button>
-                    </Box>
-                )}
-
-                />
-                </div>
-
-
-            </Tab>
-
-
-            <Tab eventKey="deseq2_select" title="DESeq2 - UP - Subset">
-
-            <div>
-                <MaterialReactTable 
-                columns={colsDeseq2Select} 
-                data={geneDict["deseq2_select"]}
-                enableRowSelection
-
-                muiTableHeadCellProps={{
-
-                    sx: {
-                      '& .Mui-TableHeadCell-Content': {
-                    
-                        justifyContent: 'space-between',
-                      },
-                    },
-                }}
-
-                renderTopToolbarCustomActions={({ table }) => (
-                    <Box sx={{ display: 'flex', gap: '1rem', p: '0.5rem', flexWrap: 'wrap' }}>
-                      <Button
-                        color="primary"
-                        //export all data that is currently in the table (ignore pagination, sorting, filtering, etc.)
-                        onClick={() => handleExportData("deseq2_select")}
-                        startIcon={<FileDownloadIcon />}
-                        variant="contained"
-                      >
-                        Export All genes
-                      </Button>
-                
-                      <Button
-                        disabled={!table.getIsSomeRowsSelected() && !table.getIsAllRowsSelected()}
-                        //only export selected rows
-                        onClick={() => handleExportRows("deseq2_select", table.getSelectedRowModel().rows)}
-                        startIcon={<FileDownloadIcon />}
-                        variant="contained"
-                      >
-                        Export Selection
-                      </Button>
-                    </Box>
-                )}
-                />
-                </div>
-
-            </Tab>
-
-
-            <Tab eventKey="wilcox_all" title="WRST - UP" >
-
-            <div>
-                <MaterialReactTable 
-                columns={colsWilcoxAll} 
-                data={geneDict["wilcox_all"]}
-                enableRowSelection
-
-                muiTableHeadCellProps={{
-
-                    sx: {
-                      '& .Mui-TableHeadCell-Content': {
-                    
-                        justifyContent: 'space-between',
-                      },
-                    },
-                }}
-
-                renderTopToolbarCustomActions={({ table }) => (
-                    <Box sx={{ display: 'flex', gap: '1rem', p: '0.5rem', flexWrap: 'wrap' }}>
-                      <Button
-                        color="primary"
-                        //export all data that is currently in the table (ignore pagination, sorting, filtering, etc.)
-                        onClick={() => handleExportData("wilcox_all")}
-                        startIcon={<FileDownloadIcon />}
-                        variant="contained"
-                      >
-                        Export All genes
-                      </Button>
-                
-                      <Button
-                        disabled={!table.getIsSomeRowsSelected() && !table.getIsAllRowsSelected()}
-                        //only export selected rows
-                        onClick={() => handleExportRows("wilcox_all", table.getSelectedRowModel().rows)}
-                        startIcon={<FileDownloadIcon />}
-                        variant="contained"
-                      >
-                        Export Selection
-                      </Button>
-                    </Box>
-                )}
-
-                />
-                </div>
-
-            </Tab>
-
-            <Tab eventKey="wilcox_select" title="WRST - UP - Subset">
-            <div>
-                <MaterialReactTable 
-                columns={colsWilcoxSelect} 
-                data={geneDict["wilcox_select"]}
-                enableRowSelection
-
-                muiTableHeadCellProps={{
-
-                    sx: {
-                      '& .Mui-TableHeadCell-Content': {
-                    
-                        justifyContent: 'space-between',
-                      },
-                    },
-                }}
-
-                renderTopToolbarCustomActions={({ table }) => (
-                    <Box sx={{ display: 'flex', gap: '1rem', p: '0.5rem', flexWrap: 'wrap' }}>
-                      <Button
-                        color="primary"
-                        //export all data that is currently in the table (ignore pagination, sorting, filtering, etc.)
-                        onClick={() => handleExportData("wilcox_select")}
-                        startIcon={<FileDownloadIcon />}
-                        variant="contained"
-                      >
-                        Export All genes
-                      </Button>
-                
-                      <Button
-                        disabled={!table.getIsSomeRowsSelected() && !table.getIsAllRowsSelected()}
-                        //only export selected rows
-                        onClick={() => handleExportRows("wilcox_select", table.getSelectedRowModel().rows)}
-                        startIcon={<FileDownloadIcon />}
-                        variant="contained"
-                      >
-                        Export Selection
-                      </Button>
-                    </Box>
-                )}
-                />
-                </div>
-
-            </Tab>
-
-
-            <Tab eventKey="deseq2_all_d" title="DESeq2 - DN">
-                
-
-                <div>
-                <MaterialReactTable 
-                columns={colsDeseq2All} 
-                data={geneDict["deseq2_all_d"]}
-                enableRowSelection
-
-                muiTableHeadCellProps={{
-
-                    sx: {
-                      '& .Mui-TableHeadCell-Content': {
-                    
-                        justifyContent: 'space-between',
-                      },
-                    },
-                }}
-
-                renderTopToolbarCustomActions={({ table }) => (
-                    <Box sx={{ display: 'flex', gap: '1rem', p: '0.5rem', flexWrap: 'wrap' }}>
-                      <Button
-                        color="primary"
-                        //export all data that is currently in the table (ignore pagination, sorting, filtering, etc.)
-                        onClick={() => handleExportData("deseq2_all_d")}
-                        startIcon={<FileDownloadIcon />}
-                        variant="contained"
-                      >
-                        Export All genes
-                      </Button>
-                
-                      <Button
-                        disabled={!table.getIsSomeRowsSelected() && !table.getIsAllRowsSelected()}
-                        //only export selected rows
-                        onClick={() => handleExportRows("deseq2_all_d", table.getSelectedRowModel().rows)}
-                        startIcon={<FileDownloadIcon />}
-                        variant="contained"
-                      >
-                        Export Selection
-                      </Button>
-                    </Box>
-                )}
-
-                />
-                </div>
-
-
-            </Tab>
-
-            <Tab eventKey="deseq2_select_d" title="DESeq2 - DN - Subset">
-
-            <div>
-                <MaterialReactTable 
-                columns={colsDeseq2Select} 
-                data={geneDict["deseq2_select_d"]}
-                enableRowSelection
-
-                muiTableHeadCellProps={{
-
-                    sx: {
-                      '& .Mui-TableHeadCell-Content': {
-                    
-                        justifyContent: 'space-between',
-                      },
-                    },
-                }}
-
-                renderTopToolbarCustomActions={({ table }) => (
-                    <Box sx={{ display: 'flex', gap: '1rem', p: '0.5rem', flexWrap: 'wrap' }}>
-                      <Button
-                        color="primary"
-                        //export all data that is currently in the table (ignore pagination, sorting, filtering, etc.)
-                        onClick={() => handleExportData("deseq2_select_D")}
-                        startIcon={<FileDownloadIcon />}
-                        variant="contained"
-                      >
-                        Export All genes
-                      </Button>
-                
-                      <Button
-                        disabled={!table.getIsSomeRowsSelected() && !table.getIsAllRowsSelected()}
-                        //only export selected rows
-                        onClick={() => handleExportRows("deseq2_select_D", table.getSelectedRowModel().rows)}
-                        startIcon={<FileDownloadIcon />}
-                        variant="contained"
-                      >
-                        Export Selection
-                      </Button>
-                    </Box>
-                )}
-                />
-                </div>
-
-            </Tab>
-
-
-            <Tab eventKey="wilcox_all_d" title="WRST - DN" >
-
-            <div>
-                <MaterialReactTable 
-                columns={colsWilcoxAll} 
-                data={geneDict["wilcox_all_d"]}
-                enableRowSelection
-
-                muiTableHeadCellProps={{
-
-                    sx: {
-                      '& .Mui-TableHeadCell-Content': {
-                    
-                        justifyContent: 'space-between',
-                      },
-                    },
-                }}
-
-                renderTopToolbarCustomActions={({ table }) => (
-                    <Box sx={{ display: 'flex', gap: '1rem', p: '0.5rem', flexWrap: 'wrap' }}>
-                      <Button
-                        color="primary"
-                        //export all data that is currently in the table (ignore pagination, sorting, filtering, etc.)
-                        onClick={() => handleExportData("wilcox_all_d")}
-                        startIcon={<FileDownloadIcon />}
-                        variant="contained"
-                      >
-                        Export All genes
-                      </Button>
-                
-                      <Button
-                        disabled={!table.getIsSomeRowsSelected() && !table.getIsAllRowsSelected()}
-                        //only export selected rows
-                        onClick={() => handleExportRows("wilcox_all_d", table.getSelectedRowModel().rows)}
-                        startIcon={<FileDownloadIcon />}
-                        variant="contained"
-                      >
-                        Export Selection
-                      </Button>
-                    </Box>
-                )}
-
-                />
-                </div>
-
-            </Tab>
-
-
-            <Tab eventKey="wilcox_select_d" title="WRST - DN - Subset">
-            <div>
-                <MaterialReactTable 
-                columns={colsWilcoxSelect} 
-                data={geneDict["wilcox_select_d"]}
-                enableRowSelection
-
-                muiTableHeadCellProps={{
-
-                    sx: {
-                      '& .Mui-TableHeadCell-Content': {
-                    
-                        justifyContent: 'space-between',
-                      },
-                    },
-                }}
-
-                renderTopToolbarCustomActions={({ table }) => (
-                    <Box sx={{ display: 'flex', gap: '1rem', p: '0.5rem', flexWrap: 'wrap' }}>
-                      <Button
-                        color="primary"
-                        //export all data that is currently in the table (ignore pagination, sorting, filtering, etc.)
-                        onClick={() => handleExportData("wilcox_select_d")}
-                        startIcon={<FileDownloadIcon />}
-                        variant="contained"
-                      >
-                        Export All genes
-                      </Button>
-                
-                      <Button
-                        disabled={!table.getIsSomeRowsSelected() && !table.getIsAllRowsSelected()}
-                        //only export selected rows
-                        onClick={() => handleExportRows("wilcox_select_d", table.getSelectedRowModel().rows)}
-                        startIcon={<FileDownloadIcon />}
-                        variant="contained"
-                      >
-                        Export Selection
-                      </Button>
-                    </Box>
-                )}
-                />
-                </div>
-
-            </Tab>
-        </Tabs>
-
-            <Plotmodal active={active} geneID={curID} geneName={curName} handleModal={handleModal}/>
-
-
-        </>
-
-        ) : (<><br/><div className="container-fluid d-flex justify-content-center"><Loader /></div></>)}
-      </>
-
-    )
-}
-
-export default Dumptable;
\ No newline at end of file
diff --git a/Server/ReactJS (Webpage)/src/components/Fade.css b/Server/ReactJS (Webpage)/src/components/Fade.css
deleted file mode 100644
index b2fd00f..0000000
--- a/Server/ReactJS (Webpage)/src/components/Fade.css	
+++ /dev/null
@@ -1,74 +0,0 @@
-.fadeIn{
-    animation: fadeInPage 2s;
-    -webkit-animation: fadeInPage 2s; /* Safari, Chrome and Opera > 12.1 */
-    -moz-animation: fadeInPage 2s; /* Firefox < 16 */
-     -ms-animation: fadeInPage 2s; /* Internet Explorer */
-      -o-animation: fadeInPage 2s; /* Opera < 12.1 */
-         animation: fadeInPage 2s;
-}
-
-@keyframes fadeInPage {
-    0% { opacity: 0; }
-    100% { opacity: 1; }
-}
-
-@-moz-keyframes fadeInPage {
-    from { opacity: 0; }
-    to   { opacity: 1; }
-}
-
-/* Safari, Chrome and Opera > 12.1 */
-@-webkit-keyframes fadeInPage {
-    from { opacity: 0; }
-    to   { opacity: 1; }
-}
-
-/* Internet Explorer */
-@-ms-keyframes fadeInPage {
-    from { opacity: 0; }
-    to   { opacity: 1; }
-}
-
-/* Opera < 12.1 */
-@-o-keyframes fadeInPage {
-    from { opacity: 0; }
-    to   { opacity: 1; }
-}
-
-.fadeOut{
-    opacity: 0;
-    animation: fadeOutPage 5s;
-    -webkit-animation: fadeOutPage 5s; /* Safari, Chrome and Opera > 12.1 */
-    -moz-animation: fadeOutPage 5s; /* Firefox < 16 */
-     -ms-animation: fadeOutPage 5s; /* Internet Explorer */
-      -o-animation: fadeOutPage 5s; /* Opera < 12.1 */
-         animation: fadeOutPage 5s;
-}
-
-@keyframes fadeOutPage {
-    0% { opacity: 1; }
-    100% { opacity: 0; }
-}
-
-@-moz-keyframes fadeOutPage {
-    from { opacity: 1; }
-    to   { opacity: 0; }
-}
-
-/* Safari, Chrome and Opera > 12.1 */
-@-webkit-keyframes fadeOutPage {
-    from { opacity: 1; }
-    to   { opacity: 0; }
-}
-
-/* Internet Explorer */
-@-ms-keyframes fadeOutPage {
-    from { opacity: 1; }
-    to   { opacity: 0; }
-}
-
-/* Opera < 12.1 */
-@-o-keyframes fadeOutPage {
-    from { opacity: 1; }
-    to   { opacity: 0; }
-}
diff --git a/Server/ReactJS (Webpage)/src/components/Footer.jsx b/Server/ReactJS (Webpage)/src/components/Footer.jsx
deleted file mode 100644
index b66bb23..0000000
--- a/Server/ReactJS (Webpage)/src/components/Footer.jsx	
+++ /dev/null
@@ -1,21 +0,0 @@
-import React from "react";
-
-const Footer = () => {
-    return(
-        <footer>
-            
-        <div className="row">
-            <ul className="list-group list-group-horizontal container-fluid w-100">
-                <li className="list-group-item bg-transparent"><a href="https://github.com/zgr2788/crossBBR_display" rel="noreferrer" target="_blank" className="mx-4 px-2">GitHub</a></li>
-                <li className="list-group-item bg-transparent"><a href="https://adebalilab.org/" target = "_blank" rel="noreferrer"  className="mx-4 px-2">Adebali Lab</a></li>
-                <li className="list-group-item bg-transparent"><a href="https://mustafaoglulab.com/" target = "_blank" rel="noreferrer"  className="mx-4 px-2">Mustafaoglu Lab</a></li>
-            </ul>
-    
-            <p className="text-muted pt-2 px-0"><i>This free software is distributed under the MIT license, click <a href="https://opensource.org/license/mit/" rel="noreferrer" target="_blank">here</a> to learn more.</i></p>
-        </div>
-        </footer>
-    );
-}
-
-
-export default Footer;
\ No newline at end of file
diff --git a/Server/ReactJS (Webpage)/src/components/FooterMain.jsx b/Server/ReactJS (Webpage)/src/components/FooterMain.jsx
deleted file mode 100644
index bab8465..0000000
--- a/Server/ReactJS (Webpage)/src/components/FooterMain.jsx	
+++ /dev/null
@@ -1,25 +0,0 @@
-import React from "react";
-
-const Footer = () => {
-    return(
-        <footer>
-
-        <div className="row px-5 mx-5 pb-5">
-              <img src="/images/home_banner.png" className="img-fluid" alt="BBB-DEX" ></img>
-        </div>
-
-        <div className="row">
-            <ul className="list-group list-group-horizontal container-fluid w-100">
-                <li className="list-group-item bg-transparent"><a href="https://github.com/zgr2788/crossBBR_display" rel="noreferrer" target="_blank" className="mx-4 px-2">GitHub</a></li>
-                <li className="list-group-item bg-transparent"><a href="https://adebalilab.org/" target = "_blank" rel="noreferrer"  className="mx-4 px-2">Adebali Lab</a></li>
-                <li className="list-group-item bg-transparent"><a href="https://mustafaoglulab.com/" target = "_blank" rel="noreferrer"  className="mx-4 px-2">Mustafaoglu Lab</a></li>
-            </ul>
-    
-            <p className="text-muted pt-2 px-0"><i>This free software is distributed under the MIT license, click <a href="https://opensource.org/license/mit/" rel="noreferrer" target="_blank">here</a> to learn more.</i></p>
-        </div>
-        </footer>
-    );
-}
-
-
-export default Footer;
\ No newline at end of file
diff --git a/Server/ReactJS (Webpage)/src/components/Homepage.jsx b/Server/ReactJS (Webpage)/src/components/Homepage.jsx
deleted file mode 100644
index 112acfd..0000000
--- a/Server/ReactJS (Webpage)/src/components/Homepage.jsx	
+++ /dev/null
@@ -1,66 +0,0 @@
-// Landing page
-
-import React from "react";
-import './Fade.css'
-import Footer from "./FooterMain";
-
-
-const Homepage = () => {
-
-    return(
-      <div className="fadeIn mx-4 full-height">
-          
-
-          <div className="container-fluid position-relative full-height page-body">
-
-            <div className="row pt-2 mt-4">
-              <h1>About</h1>
-              <p>
-                The Brendo (short for uniquely transcribed genes in brain endothelial cells) resource aims to provide a reference for 
-                differentially expressed genes in the blood-brain barrier (BBB) - with a special emphasis on genes posessing transmembrane helices - in order 
-                to facilitate future research concerned with finding therapeutic targets on the BBB for drug delivery to the brain. It was created by combining
-                a total of 264 publicly available healthy bulk RNA-Seq samples from 63 studies encompassing 16 different tissues including the BBB. To create the resource, 
-                various configurations for differential gene expression testing (employing <a href="https://doi.org/10.1186/s13059-014-0550-8" target="_blank" rel="noreferrer">DESeq2</a> & <a href="https://doi.org/10.1186/s13059-022-02648-4" target="_blank" rel="noreferrer">WRST</a> as 
-                statistical tests) and <a href=" https://doi.org/10.1093/bioinformatics/btr709" target="_blank" rel="noreferrer">Robust Rank Aggregation (RRA)</a> were 
-                used alongside other minor additions.
-              </p>
-            </div>
-            
-
-            <div className="row pt-4">
-              <h1>Additional Information</h1>
-              <p>
-                Source code for the website is available under the GitHub repository for users who wish to keep a local copy of the resource.
-                Similarly, raw result lists can be accessed as part of the source code for additional analyses if needed. For contact and support,
-                use either the GitHub issues page or the contact addresses under the <i><b>Support</b></i> tab. Finally, the website was not designed to
-                be used with mobile devices, so additional bugs may be present.   
-              </p>
-            </div>
-
-            <div className="row pt-4">
-              <h1>Acknowledgements</h1>
-              <p>
-                This website was created with the efforts of Sabancı University faculty, particularly with the inputs of <a href="https://adebalilab.org/" target = "_blank" rel="noreferrer">Ogün Adebali</a> and 
-                <a href="https://mustafaoglulab.com/" target = "_blank" rel="noreferrer"> Nur Mustafaoğlu</a>. Special thanks to <a href="https://tfguclu.github.io/" target = "_blank" rel="noreferrer">Tandaç Furkan Güçlü</a> and 
-                <a href="https://zeynepkilinc.github.io/" target = "_blank" rel="noreferrer"> Zeynep Kılınç</a>, for their inputs as the first testers of the resource. This 
-                resource is a part of the "Determination of transcytosis proteins in cerebral capillaries by computational and experimental methods to carry drugs to the brain" project 
-                supported by the Scientific and Technological Research Council of Türkiye (TÜBİTAK) 1001 program.  
-              </p>
-            </div>
-
-            <div className="footer pt-4">
-              <Footer />
-            </div>
-
-          </div>
-
-
-          
-       
-           
-      </div>
-    );
-
-}
-
-export default Homepage;
\ No newline at end of file
diff --git a/Server/ReactJS (Webpage)/src/components/Loader.jsx b/Server/ReactJS (Webpage)/src/components/Loader.jsx
deleted file mode 100644
index 0e7e205..0000000
--- a/Server/ReactJS (Webpage)/src/components/Loader.jsx	
+++ /dev/null
@@ -1,81 +0,0 @@
-// Simple loader for all loading screens
-
-import React from "react";
-import { motion } from "framer-motion";
-
-const loadingContainer = {
-  width: "4rem",
-  height: "4rem",
-  display: "flex",
-  justifyContent: "space-around",
-};
-const loadingCircle = {
-  display: "block",
-  width: "1rem",
-  height: "1rem",
-  backgroundColor: "#5bc0de",
-  borderRadius: "0.5rem",
-};
-
-const loadingContainerVariants = {
-  start: {
-    transition: {
-      staggerChildren: 0.2,
-    },
-  },
-  end: {
-    transition: {
-      staggerChildren: 0.2,
-    },
-  },
-};
-
-const loadingCircleVariants = {
-  start: {
-    y: "0%",
-  },
-  end: {
-    y: "60%",
-  },
-};
-const loadingCircleTransition = {
-  duration : 0.4,
-  yoyo : Infinity,
-  ease: 'easeInOut',
-  repeat: Infinity,
-  repeatDelay: 0.6
-}
-
-const Loader = () => {
-  return (
-    <div>
-      <div className="fixed  w-full min-h-screen z-50 bg-black opacity-30" />
-      <div className="flex fixed w-full justify-center items-center h-screen">
-        <motion.div
-          style={loadingContainer}
-          variants={loadingContainerVariants}
-          initial="start"
-          animate="end"
-        >
-          <motion.span
-            style={loadingCircle}
-            variants={loadingCircleVariants}
-            transition={loadingCircleTransition}
-          ></motion.span>
-          <motion.span
-            style={loadingCircle}
-            variants={loadingCircleVariants}
-            transition={loadingCircleTransition}
-          ></motion.span>
-          <motion.span
-            style={loadingCircle}
-            variants={loadingCircleVariants}
-            transition={loadingCircleTransition}
-          ></motion.span>
-        </motion.div>
-      </div>
-    </div>
-  );
-};
-
-export default Loader;
\ No newline at end of file
diff --git a/Server/ReactJS (Webpage)/src/components/Methods.jsx b/Server/ReactJS (Webpage)/src/components/Methods.jsx
deleted file mode 100644
index fbe43af..0000000
--- a/Server/ReactJS (Webpage)/src/components/Methods.jsx	
+++ /dev/null
@@ -1,86 +0,0 @@
-// Downloads page
-
-import React from "react";
-import './Fade.css'
-import Footer from "./Footer";
-
-const Methods = () => {
-  return(
-    <div className="fadeIn mx-4">
-
-      <div className="container-fluid p-4 page-body">
-        <div className="row pt-2">
-          <h1 className="px-2">Methods</h1>
-          <p>
-            This page provides a summary of methods used in the study. For further details, please consider checking the original manuscript.
-          </p>
-        </div>
-        
-
-        <div className="row pt-4">
-          <h3 className="text-muted">Raw data, alignment & quantification</h3>
-          <p>
-            Raw read data was downloaded from the <a className="text-info" href="https://www.ebi.ac.uk/ena/browser/home" target="_blank" rel="noreferrer">European Nucleotide Archive</a> FASP server.
-            Reads were aligned to the human genome using <a className="text-info" href="https://github.com/alexdobin/STAR" target="_blank" rel="noreferrer">STAR</a> (release 2.7.0e) with the reference index generated
-            from <a className="text-info" href="https://ftp.ensembl.org/pub/release-107/" rel="noreferrer">GRCh38 - Release 107</a> primary assembly file & annotations. Alignments were quantified through
-            R using the featureCounts method provided by the <a className="text-info" href="https://bioconductor.org/packages/release/bioc/html/Rsubread.html" target="_blank" rel="noreferrer">Rsubread</a> package (ver. 2.8.2).
-          </p>
-        </div>
-
-        <div className="row pt-4">
-          <h3 className="text-muted">Differential gene expression analyses</h3>
-          <p>
-            Pairwise differential gene expression analyses between brain endothelial cells (<i><b>excluding iPSC-derived samples</b></i>) and other tissues were conducted using two approaches.
-            First, <a className="text-info" href="https://bioconductor.org/packages/release/bioc/html/DESeq2.html" target="_blank" rel="noreferrer">DESeq2</a> was used with a zero-intercept design which also integrated batch variables 
-            (indicated by layout and instrument model in the sample metadata). Model contrasts were extracted for each of the 15 comparisons. A second group of contrasts was obtained only by considering vital tissues (colon, heart, intestine, kidney, liver, lung, vessel).
-            Genes with adjusted P &lt; 0.05 were considered significant, which were then ranked based on the number of times they have appeared as significant over 15 or 7 comparisons depending on the run.
-          </p>
-          <p>
-            Using the normalized (median of ratios, see <a className="text-info" href="https://hbctraining.github.io/DGE_workshop/lessons/02_DGE_count_normalization.html" target="_blank" rel="noreferrer">here</a>) count matrices, <a className="text-info" href="https://rpubs.com/LiYumei/806213" target="_blank" rel="noreferrer">Wilcoxon rank-sum test over R</a> was conducted 
-            with the same two contrast groups to compare for potential false positives from the negative binomial model. Here, genes with FDR corrected P &lt; 0.05 were considered significant, which were again ranked in the previous manner. The resulting 8 ranked lists are available under the "All Genes" tab.   
-          </p>
-        </div>
-
-        
-        <div className="row pt-5">
-          <h1>Transmembrane focus</h1>
-          <p>
-            The 4 ranked lists from differential gene expression analyses were aggregated through <a className="text-info" href="https://cran.r-project.org/web/packages/RobustRankAggreg/index.html" target="_blank" rel="noreferrer">RobustRankAggreg</a> to derive the final list below.
-            List pairs from the 2 workflows were also aggregated separately. Finally for both workflows, 100 runs with subsamples comprised of %60 of the original sample size were generated (without replacement)
-            to validate significantly expressed genes and partially rule out sample bias.   
-          </p>
-        </div>
-
-
-        <div className="row pt-4">
-          <h3 className="text-muted">Proteomics cross reference</h3>
-          <p>
-            Raw LC-MS/MS data of blood-brain barrier intracerebral microvessels (tagged "BBB") were downloaded from the PRIDE accession <a className="text-info" href="https://www.ebi.ac.uk/pride/archive/projects/PXD018602" target="_blank" rel="noreferrer">PXD018602</a>. Protein intensities were quantified through <a className="text-info" href="https://www.maxquant.org/" target="_blank" rel="noreferrer">MaxQuant</a> (ver. 2.3.0.0) with the provided PTMs.
-            After filtering out potential contaminants and decoys, proteins with Q &lt; 0.01 were cross checked with the main aggregate list. 
-          </p>
-        </div>
-
-        <div className="row pt-4">
-          <h3 className="text-muted">Perfusion scores</h3>
-          <p>
-            Each significant appearance of a gene for liver, heart, skin, kidney and lung comparisons was given a perfusion score, which was obtained by calculating the perfusion rate (ml/100g/min) using <a className="text-info" href="https://bionumbers.hms.harvard.edu/files/Density%20and%20mass%20of%20each%20organ-tissue.pdf" target="_blank" rel="noreferrer">tissue mass</a>  and <a className="text-info" href=" https://doi.org/10.2165/00003088-200847040-00004" target="_blank" rel="noreferrer">blood flow (table 1)</a>. 
-            The perfusion score is the mean of the sum of perfusion scores for all runs (4 in total).    
-          </p>
-        </div>
-        
-        <div className="footer pt-4">
-          <Footer />
-        </div>
-
-
-    
-    
-
-     
-      </div>
-    </div>
-  );
-
-}
-
-export default Methods;
\ No newline at end of file
diff --git a/Server/ReactJS (Webpage)/src/components/Navbar.jsx b/Server/ReactJS (Webpage)/src/components/Navbar.jsx
deleted file mode 100644
index 415584b..0000000
--- a/Server/ReactJS (Webpage)/src/components/Navbar.jsx	
+++ /dev/null
@@ -1,54 +0,0 @@
-// Navbar
-
-import React from "react";
-import { useContext } from "react";
-import { PageContext } from "../context/PageContext";
-
-const Navbar = () => {
-
-  const [pageArgs, setPageArgs]  = useContext(PageContext)
-
-  const Navlink = ({text, isActive, pageArg}) => {  
-    return(
-      <div>
-      {{  
-        true : <a href="#" className="nav-link active"><strong className="text-info">{ text }</strong></a>,
-        false : <a href="#" className="nav-link" onClick={() => {setPageArgs(pageArg)}}>{ text }</a>
-      }[isActive]}
-      </div>
-    ) 
-  }
-
-  return(
-    <nav className="navbar navbar-expand-lg navbar-dark bg-dark sticky-top">
-      <div className="container-fluid">
-        <span className="navbar-brand"><h1><p className="text-primary">Brendo</p></h1></span>
-        <button className="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbarColor01" aria-controls="navbarColor01" aria-expanded="false" aria-label="Toggle navigation">
-          <span className="navbar-toggler-icon"></span>
-        </button>
-        <div className="collapse navbar-collapse" id="navbarColor01">
-          <ul className="navbar-nav me-auto container-fluid d-flex justify-content-evenly">
-              <li className="nav-item px-5">
-                {pageArgs === "home" ? <Navlink text={"Homepage"} isActive={true}/> :  <Navlink text={"Homepage"} isActive={false} pageArg="home"/>}
-              </li>
-              <li className="nav-item px-5">
-                {pageArgs === "trmemfoc" ? <Navlink text={"Transmembrane Focus"} isActive={true}/> :  <Navlink text={"Transmembrane Focus"} isActive={false} pageArg="trmemfoc"/>}
-              </li>
-              <li className="nav-item px-5">
-                {pageArgs === "allcod" ? <Navlink text={"All Genes"} isActive={true}/> :  <Navlink text={"All Genes"} isActive={false} pageArg="allcod"/>}
-              </li>
-              <li className="nav-item px-5">
-                {pageArgs === "methods" ? <Navlink text={"Methods"} isActive={true}/> :  <Navlink text={"Methods"} isActive={false} pageArg="methods"/>}
-              </li>
-              <li className="nav-item px-5">
-                {pageArgs === "test" ? <Navlink text={"Support"} isActive={true}/> :  <Navlink text={"Support"} isActive={false} pageArg="test"/>}
-              </li>
-          </ul>
-        </div>
-      </div>
-    </nav>
-  );
-
-}
-
-export default Navbar;
\ No newline at end of file
diff --git a/Server/ReactJS (Webpage)/src/components/Plotmodal.jsx b/Server/ReactJS (Webpage)/src/components/Plotmodal.jsx
deleted file mode 100644
index 5db041a..0000000
--- a/Server/ReactJS (Webpage)/src/components/Plotmodal.jsx	
+++ /dev/null
@@ -1,88 +0,0 @@
-// Modal to display bokeh plot
-import {React, useState, useEffect} from 'react';
-import Button from 'react-bootstrap/Button';
-import Modal from 'react-bootstrap/Modal';
-import Loader from './Loader';
-
-
-const Plotmodal = ({active, geneID, geneName, handleModal}) => {
-
-    const [loading, setLoading] = useState(false)
-
-    const handleCounts = async(geneID) => {
-        const requestOptions = {
-            method: "GET",
-            headers: {
-                "Content-Type": "application/json",
-            },
-        };
-
-        const response = await fetch("/api/omics/plots/counts/" + geneID + "/", requestOptions);
-
-
-        if (!response.ok) {
-            console.log("Bad Request")
-        }
-        else {
-            const data = await response.json()
-            const bokehDump = JSON.parse(data)
-
-            // Clean previous plot
-            var parent = document.getElementById("plotParent")
-            var child = document.getElementById("plot")
-            parent.removeChild(child)
-
-            // Add new plot
-            var newchild = document.createElement('div');
-            newchild.id = "plot"
-            newchild.className = "bk-root"
-            parent.appendChild(newchild)
-            window.Bokeh.embed.embed_item(bokehDump, 'plot')
-
-            setLoading(false)
-        }
-    }
-
-    useEffect(() => {
-        setLoading(true)
-        geneID !== undefined && geneID !== null && handleCounts(geneID)
-    }, [geneID])
-    
-
-    return(
-        <>
-        
-            <Modal show={active} onHide={() => {setLoading(false);handleModal();}} size="xl">
-
-                <Modal.Header closeButton>
-                    <Modal.Title>{geneName} - Counts Plot</Modal.Title>
-                </Modal.Header>
-
-                <Modal.Body>
-                    {loading && <><br/><div className="container-fluid d-flex justify-content-center"><Loader /></div></>}
-                    <div id="plotParent">
-                        <div id="plot" className="bk-root"></div>
-                    </div> 
-                </Modal.Body>
-
-                <Modal.Footer>
-                    <Button variant="primary" onClick={() => {setLoading(false);handleModal();}}>
-                        Close
-                    </Button>
-                </Modal.Footer>
-
-            </Modal>
-         
-    
-        </>
-
-
-
-    )
-
-
-
-
-}
-
-export default Plotmodal;
\ No newline at end of file
diff --git a/Server/ReactJS (Webpage)/src/components/Support.jsx b/Server/ReactJS (Webpage)/src/components/Support.jsx
deleted file mode 100644
index 5a707ec..0000000
--- a/Server/ReactJS (Webpage)/src/components/Support.jsx	
+++ /dev/null
@@ -1,37 +0,0 @@
-import React from "react";
-import './Fade.css'
-import Footer from "./Footer";
-
-const Support = () => {
-    return(
-    <div className='fadeIn mx-4'>
-        <div className="container-fluid p-4 page-body">
-            <div className="row pt-2">
-                <h1 className="px-2">Contact</h1>
-                <p className='pt-2'>For all issues & suggestions, contact <a href='mailto:ozgurbeker@sabanciuniv.edu'>ozgurbeker@sabanciuniv.edu</a>.</p>
-            </div>
-
-            <div className="row pt-4">
-                <h1 className="px-2">Citations</h1>
-                <p className='pt-2'>If you have used this resource as part of your work, please cite: <a href='#' rel="noreferrer" target="_blank">(to be updated)</a>.</p>
-            </div>
-
-            <div className="footer ot-4">
-                <Footer />
-            </div>
-        </div>
-    </div>
-
-    );
-}
-
-export default Support
-
-
-
-
-
-
-
-
-
diff --git a/Server/ReactJS (Webpage)/src/components/Transmemfoc.jsx b/Server/ReactJS (Webpage)/src/components/Transmemfoc.jsx
deleted file mode 100644
index fafc98c..0000000
--- a/Server/ReactJS (Webpage)/src/components/Transmemfoc.jsx	
+++ /dev/null
@@ -1,78 +0,0 @@
-// Transmembrane focused tables page
-
-import {React} from "react";
-import { TableProvider } from "../context/TableContext";
-import Aggtable from "./Aggtable";
-import './Fade.css'
-import Footer from "./Footer";
-
-
-const Transmemfoc = () => {
-
-  return(
-    <div className="fadeIn mx-4">
-      <br />
-      <div className="container-fluid page-body">
-        <div className="row pt-2">
-          <h1 className="px-2">Transmembrane Focus</h1>
-        </div>
-
-
-        <div className="row pt-4">
-          <h3 className="text-muted">Help</h3>
-          <p>
-            This section includes further analyses conducted for genes with transmembrane helices, particularly Robust Rank Aggregation (RRA).
-            For more information on how the columns are calculated, refer to the <i><b>Methods</b></i> tab. 
-            <br />
-            <i><b className="text-info">Click on the significance value of a gene to view its normalized count distribution across samples.</b></i>
-          </p>
-        </div>
-
-        
-
-
-        <div className="row pt-4">
-          <h3 className="text-muted">Columns</h3>
-            <ul>
-              <li className="mx-3">
-                <strong>Gene ID:</strong> Ensembl gene ID for the given gene.
-              </li>
-              <li className="mx-3">
-                <strong>Gene Name:</strong> Matched HGNC symbol for the given ID.
-              </li>
-              <li className="mx-3">
-                <strong>Uniprot ID:</strong> Matched Uniprot ID for the associated protein. 
-              </li>
-              <li className="mx-3">
-                <strong>Significance:</strong> This refers to the <i><b>aggregation significance (-log10 P-value)</b></i> which was calculated during RRA.
-              </li>
-              <li className="mx-3">
-                <strong>Top in ...?:</strong> These columns indicate whether the given gene was encountered in the corresponding aggregate under the selected conditions.
-              </li>
-              <li className="mx-3">
-                <strong>Protein Evidence:</strong> Evidence obtained from PXD018602.
-              </li>
-              <li className="mx-3">
-                <strong>Perfusion Score:</strong> Mean score based on perfusion rates for tissues where the gene was relatively underexpressed.
-              </li>
-            </ul>
-        </div>
-
-        
-        <div className="row pt-4">
-          <TableProvider>
-            <Aggtable/>
-          </TableProvider>
-        </div>
-
-        <div className="footer pt-4">
-          <Footer />
-        </div>
-        
-      </div>  
-    </div>
-  );
-
-}
-
-export default Transmemfoc;
\ No newline at end of file
diff --git a/Server/ReactJS (Webpage)/src/components/layout/PageShell.jsx b/Server/ReactJS (Webpage)/src/components/layout/PageShell.jsx
new file mode 100644
index 0000000..5b7bfed
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/components/layout/PageShell.jsx	
@@ -0,0 +1,21 @@
+import { Box, Container, Stack, Typography } from '@mui/material';
+
+export default function PageShell({ eyebrow, title, intro, actions, children, maxWidth = 'xl' }) {
+  return (
+    <Container maxWidth={maxWidth} sx={{ py: { xs: 5, md: 7 } }}>
+      <Stack spacing={2} sx={{ mb: 5, maxWidth: 920 }}>
+        {eyebrow && (
+          <Typography variant="overline" color="secondary.main" sx={{ fontWeight: 800, letterSpacing: '0.12em' }}>
+            {eyebrow}
+          </Typography>
+        )}
+        <Typography component="h1" variant="h2" sx={{ fontSize: { xs: '2.2rem', md: '3.25rem' } }}>
+          {title}
+        </Typography>
+        {intro && <Typography color="text.secondary" sx={{ fontSize: '1.08rem', lineHeight: 1.75 }}>{intro}</Typography>}
+        {actions && <Box>{actions}</Box>}
+      </Stack>
+      {children}
+    </Container>
+  );
+}
diff --git a/Server/ReactJS (Webpage)/src/components/layout/SiteFooter.jsx b/Server/ReactJS (Webpage)/src/components/layout/SiteFooter.jsx
new file mode 100644
index 0000000..039b8d1
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/components/layout/SiteFooter.jsx	
@@ -0,0 +1,27 @@
+import { Box, Container, Link, Stack, Typography } from '@mui/material';
+
+export default function SiteFooter() {
+  return (
+    <Box component="footer" sx={{ borderTop: '1px solid', borderColor: 'divider', bgcolor: '#eaf2f5', mt: 0, py: 5 }}>
+      <Container maxWidth="xl">
+        <Stack direction={{ xs: 'column', md: 'row' }} justifyContent="space-between" gap={3}>
+          <Box>
+            <Typography sx={{ fontWeight: 800 }}>Brendo</Typography>
+            <Typography variant="body2" color="text.secondary">
+              An open research resource for brain endothelial gene prioritization.
+            </Typography>
+          </Box>
+          <Stack direction={{ xs: 'column', sm: 'row' }} spacing={2.5}>
+            <Link href="https://github.com/CompGenomeLab/brendo" target="_blank" rel="noreferrer">GitHub</Link>
+            <Link href="https://doi.org/10.1101/2025.10.25.684508" target="_blank" rel="noreferrer">Preprint</Link>
+            <Link href="https://adebalilab.org/" target="_blank" rel="noreferrer">Adebali Lab</Link>
+            <Link href="https://mustafaoglulab.com/" target="_blank" rel="noreferrer">Mustafaoglu Lab</Link>
+          </Stack>
+        </Stack>
+        <Typography variant="caption" color="text.secondary" sx={{ display: 'block', mt: 3 }}>
+          Research-use resource. Gene rankings are hypothesis-generating and do not establish clinical suitability.
+        </Typography>
+      </Container>
+    </Box>
+  );
+}
diff --git a/Server/ReactJS (Webpage)/src/components/layout/SiteHeader.jsx b/Server/ReactJS (Webpage)/src/components/layout/SiteHeader.jsx
new file mode 100644
index 0000000..039483f
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/components/layout/SiteHeader.jsx	
@@ -0,0 +1,103 @@
+import { useState } from 'react';
+import {
+  AppBar,
+  Box,
+  Button,
+  Container,
+  Drawer,
+  IconButton,
+  List,
+  ListItemButton,
+  ListItemText,
+  Toolbar,
+  Typography,
+} from '@mui/material';
+import MenuRoundedIcon from '@mui/icons-material/MenuRounded';
+import { Link, NavLink } from 'react-router-dom';
+
+const navigation = [
+  { label: 'Transmembrane Focus', to: '/transmembrane' },
+  { label: 'All genes', to: '/all-genes?method=deseq2&direction=up&scope=all' },
+  { label: 'Methods', to: '/methods' },
+  { label: 'Help & support', to: '/help' },
+];
+
+function navSx({ isActive }) {
+  return {
+    color: isActive ? 'primary.dark' : 'text.secondary',
+    bgcolor: isActive ? 'primary.light' : 'transparent',
+    '&:hover': { bgcolor: 'primary.light', color: 'primary.dark' },
+  };
+}
+
+export default function SiteHeader() {
+  const [drawerOpen, setDrawerOpen] = useState(false);
+
+  return (
+    <AppBar
+      position="sticky"
+      color="inherit"
+      elevation={0}
+      sx={{ borderBottom: '1px solid', borderColor: 'divider', bgcolor: 'rgba(255,255,255,0.96)' }}
+    >
+      <Container maxWidth="xl">
+        <Toolbar disableGutters sx={{ minHeight: { xs: 68, md: 76 }, gap: 2 }}>
+          <Box
+            component={Link}
+            to="/"
+            aria-label="Brendo home"
+            sx={{ display: 'flex', alignItems: 'center', color: 'inherit', textDecoration: 'none' }}
+          >
+            <Box
+              component="img"
+              src="/images/mustafaoglu-mark.png"
+              alt=""
+              aria-hidden="true"
+              sx={{ width: 34, height: 34, objectFit: 'contain', flexShrink: 0, mr: 1.25 }}
+            />
+            <Box>
+              <Typography component="span" sx={{ display: 'block', fontWeight: 800, fontSize: '1.28rem', lineHeight: 1.05 }}>
+                Brendo
+              </Typography>
+              <Typography component="span" variant="caption" color="text.secondary" sx={{ display: { xs: 'none', sm: 'block' } }}>
+                Brain Endothelial Open Resource
+              </Typography>
+            </Box>
+          </Box>
+
+          <Box component="nav" aria-label="Primary navigation" sx={{ display: { xs: 'none', md: 'flex' }, gap: 0.5, ml: 'auto' }}>
+            {navigation.map((item) => (
+              <Button key={item.to} component={NavLink} to={item.to} sx={navSx}>
+                {item.label}
+              </Button>
+            ))}
+          </Box>
+
+          <IconButton
+            aria-label="Open navigation menu"
+            onClick={() => setDrawerOpen(true)}
+            sx={{ display: { md: 'none' }, ml: 'auto' }}
+          >
+            <MenuRoundedIcon />
+          </IconButton>
+        </Toolbar>
+      </Container>
+
+      <Drawer anchor="right" open={drawerOpen} onClose={() => setDrawerOpen(false)}>
+        <Box component="nav" aria-label="Mobile navigation" sx={{ width: 290, p: 2 }}>
+          <Typography sx={{ fontWeight: 800, px: 2, py: 1.5 }}>Brendo</Typography>
+          <List>
+            <ListItemButton component={NavLink} to="/" onClick={() => setDrawerOpen(false)}>
+              <ListItemText primary="Home" />
+            </ListItemButton>
+            {navigation.map((item) => (
+              <ListItemButton key={item.to} component={NavLink} to={item.to} onClick={() => setDrawerOpen(false)}>
+                <ListItemText primary={item.label} />
+              </ListItemButton>
+            ))}
+          </List>
+        </Box>
+      </Drawer>
+    </AppBar>
+  );
+}
diff --git a/Server/ReactJS (Webpage)/src/components/layout/SiteHeader.test.jsx b/Server/ReactJS (Webpage)/src/components/layout/SiteHeader.test.jsx
new file mode 100644
index 0000000..970f1c8
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/components/layout/SiteHeader.test.jsx	
@@ -0,0 +1,29 @@
+import { render, screen, within } from '@testing-library/react';
+import { MemoryRouter } from 'react-router-dom';
+import SiteHeader from './SiteHeader';
+
+test('marks the current route and exposes all five primary pages', () => {
+  render(
+    <MemoryRouter
+      initialEntries={['/help']}
+      future={{ v7_relativeSplatPath: true, v7_startTransition: true }}
+    >
+      <SiteHeader />
+    </MemoryRouter>,
+  );
+
+  const homeLink = screen.getByRole('link', { name: 'Brendo home' });
+  expect(homeLink).toHaveAttribute('href', '/');
+  expect(within(homeLink).getByText('Brendo')).toBeVisible();
+  const headerMark = homeLink.querySelector('img');
+  expect(headerMark).toHaveAttribute('src', '/images/mustafaoglu-mark.png');
+  expect(headerMark).toHaveAttribute('alt', '');
+  expect(headerMark).toHaveAttribute('aria-hidden', 'true');
+  expect(screen.getByRole('link', { name: 'Transmembrane Focus' })).toBeVisible();
+  expect(screen.getByRole('link', { name: 'All genes' })).toBeVisible();
+  expect(screen.getByRole('link', { name: 'Methods' })).toBeVisible();
+  expect(screen.getByRole('link', { name: 'Help & support' })).toHaveAttribute(
+    'aria-current',
+    'page',
+  );
+});
diff --git a/Server/ReactJS (Webpage)/src/components/results/DatasetSelectors.jsx b/Server/ReactJS (Webpage)/src/components/results/DatasetSelectors.jsx
new file mode 100644
index 0000000..31ea193
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/components/results/DatasetSelectors.jsx	
@@ -0,0 +1,49 @@
+import { Box, Stack, ToggleButton, ToggleButtonGroup, Typography } from '@mui/material';
+
+function SelectorGroup({ label, value, options, onChange }) {
+  return (
+    <Box>
+      <Typography variant="caption" color="text.secondary" sx={{ display: 'block', mb: 0.75, fontWeight: 800 }}>
+        {label}
+      </Typography>
+      <ToggleButtonGroup
+        exclusive
+        size="small"
+        value={value}
+        onChange={(_event, nextValue) => nextValue && onChange(nextValue)}
+        aria-label={label}
+      >
+        {options.map((option) => (
+          <ToggleButton key={option.value} value={option.value} aria-label={option.label}>
+            {option.label}
+          </ToggleButton>
+        ))}
+      </ToggleButtonGroup>
+    </Box>
+  );
+}
+
+export default function DatasetSelectors({ selection, onChange }) {
+  return (
+    <Stack direction={{ xs: 'column', lg: 'row' }} spacing={2.5}>
+      <SelectorGroup
+        label="Statistical method"
+        value={selection.method}
+        options={[{ value: 'deseq2', label: 'DESeq2' }, { value: 'wrst', label: 'WRST' }]}
+        onChange={(method) => onChange({ ...selection, method })}
+      />
+      <SelectorGroup
+        label="Expression direction"
+        value={selection.direction}
+        options={[{ value: 'up', label: 'Overexpressed' }, { value: 'down', label: 'Underexpressed' }]}
+        onChange={(direction) => onChange({ ...selection, direction })}
+      />
+      <SelectorGroup
+        label="Comparison scope"
+        value={selection.scope}
+        options={[{ value: 'all', label: 'All tissues' }, { value: 'subset', label: 'Selected tissues' }]}
+        onChange={(scope) => onChange({ ...selection, scope })}
+      />
+    </Stack>
+  );
+}
diff --git a/Server/ReactJS (Webpage)/src/components/results/DatasetSelectors.test.jsx b/Server/ReactJS (Webpage)/src/components/results/DatasetSelectors.test.jsx
new file mode 100644
index 0000000..38bc07d
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/components/results/DatasetSelectors.test.jsx	
@@ -0,0 +1,34 @@
+import { render, screen } from '@testing-library/react';
+import userEvent from '@testing-library/user-event';
+import DatasetSelectors from './DatasetSelectors';
+
+test('reports a method change while preserving the other selectors', () => {
+  const onChange = jest.fn();
+  render(
+    <DatasetSelectors
+      selection={{ method: 'deseq2', direction: 'up', scope: 'all' }}
+      onChange={onChange}
+    />,
+  );
+
+  userEvent.click(screen.getByRole('button', { name: 'WRST' }));
+  expect(onChange).toHaveBeenCalledWith({
+    method: 'wrst',
+    direction: 'up',
+    scope: 'all',
+  });
+});
+
+test('exposes all three selector groups with their current values', () => {
+  render(
+    <DatasetSelectors
+      selection={{ method: 'wrst', direction: 'down', scope: 'subset' }}
+      onChange={() => {}}
+    />,
+  );
+
+  expect(screen.getByRole('group', { name: 'Statistical method' })).toBeVisible();
+  expect(screen.getByRole('button', { name: 'WRST' })).toHaveAttribute('aria-pressed', 'true');
+  expect(screen.getByRole('button', { name: 'Underexpressed' })).toHaveAttribute('aria-pressed', 'true');
+  expect(screen.getByRole('button', { name: 'Selected tissues' })).toHaveAttribute('aria-pressed', 'true');
+});
diff --git a/Server/ReactJS (Webpage)/src/components/results/EvidenceBadge.jsx b/Server/ReactJS (Webpage)/src/components/results/EvidenceBadge.jsx
new file mode 100644
index 0000000..c7b24d6
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/components/results/EvidenceBadge.jsx	
@@ -0,0 +1,20 @@
+import { Chip } from '@mui/material';
+
+export default function EvidenceBadge({
+  value,
+  context,
+  positiveLabel = 'Included',
+  negativeLabel = 'Not included',
+}) {
+  const label = value ? positiveLabel : negativeLabel;
+  return (
+    <Chip
+      size="small"
+      label={label}
+      color={value ? 'success' : 'default'}
+      variant={value ? 'filled' : 'outlined'}
+      aria-label={`${context}: ${label.toLowerCase()}`}
+      sx={{ fontWeight: 700, minWidth: 94 }}
+    />
+  );
+}
diff --git a/Server/ReactJS (Webpage)/src/components/results/EvidenceBadge.test.jsx b/Server/ReactJS (Webpage)/src/components/results/EvidenceBadge.test.jsx
new file mode 100644
index 0000000..9542fef
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/components/results/EvidenceBadge.test.jsx	
@@ -0,0 +1,21 @@
+import { render, screen } from '@testing-library/react';
+import EvidenceBadge from './EvidenceBadge';
+
+test('renders a labeled positive evidence state', () => {
+  render(<EvidenceBadge value context="DESeq2 aggregate" />);
+  expect(screen.getByText('Included')).toBeVisible();
+  expect(screen.getByLabelText('DESeq2 aggregate: included')).toBeVisible();
+});
+
+test('renders a labeled negative protein-evidence state', () => {
+  render(
+    <EvidenceBadge
+      value={false}
+      context="PXD018602 protein evidence"
+      positiveLabel="Detected"
+      negativeLabel="Not detected"
+    />,
+  );
+  expect(screen.getByText('Not detected')).toBeVisible();
+  expect(screen.getByLabelText('PXD018602 protein evidence: not detected')).toBeVisible();
+});
diff --git a/Server/ReactJS (Webpage)/src/components/results/ExpressionDialog.jsx b/Server/ReactJS (Webpage)/src/components/results/ExpressionDialog.jsx
new file mode 100644
index 0000000..c7e1fb6
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/components/results/ExpressionDialog.jsx	
@@ -0,0 +1,118 @@
+import { useEffect, useState } from 'react';
+import {
+  Alert,
+  Box,
+  Button,
+  CircularProgress,
+  Dialog,
+  DialogActions,
+  DialogContent,
+  DialogTitle,
+  Stack,
+  Typography,
+} from '@mui/material';
+import { brendoClient } from '../../api/brendoApi';
+
+function disposeBokehViews(viewManager) {
+  if (!viewManager || typeof viewManager[Symbol.iterator] !== 'function') return;
+
+  for (const view of [...viewManager]) {
+    const modelId = view?.model?.id;
+    view?.remove?.();
+    viewManager.delete?.(view);
+    if (modelId && window.Bokeh?.index) {
+      delete window.Bokeh.index[modelId];
+    }
+  }
+}
+
+export default function ExpressionDialog({ open, gene, onClose, client = brendoClient }) {
+  const [status, setStatus] = useState('idle');
+  const [retryToken, setRetryToken] = useState(0);
+
+  useEffect(() => {
+    if (!open || !gene?.id) {
+      return undefined;
+    }
+
+    let cancelled = false;
+    let embeddedViews = null;
+    setStatus('loading');
+    const plotRoot = document.getElementById('expression-plot');
+    plotRoot?.replaceChildren();
+
+    client.fetchExpression(gene.id)
+      .then(async (plot) => {
+        if (cancelled) return;
+        if (!window.Bokeh?.embed?.embed_item) {
+          throw new Error('Bokeh runtime is unavailable.');
+        }
+        const nextViews = await window.Bokeh.embed.embed_item(plot, 'expression-plot');
+        if (cancelled) {
+          disposeBokehViews(nextViews);
+          return;
+        }
+        embeddedViews = nextViews;
+        document.getElementById('expression-plot')?.querySelectorAll('a.bk-logo').forEach((link) => {
+          if (!link.getAttribute('aria-label')) {
+            link.setAttribute('aria-label', 'Bokeh project website');
+          }
+        });
+        if (!cancelled) setStatus('success');
+      })
+      .catch(() => {
+        if (!cancelled) setStatus('error');
+      });
+
+    return () => {
+      cancelled = true;
+      disposeBokehViews(embeddedViews);
+      plotRoot?.replaceChildren();
+    };
+  }, [client, gene?.id, open, retryToken]);
+
+  return (
+    <Dialog open={open} onClose={onClose} fullWidth maxWidth="xl" aria-labelledby="expression-dialog-title">
+      <DialogTitle id="expression-dialog-title">
+        {gene?.name || gene?.id} expression across endothelial tissues
+      </DialogTitle>
+      <DialogContent dividers>
+        <Stack spacing={2}>
+          <Typography variant="body2" color="text.secondary">
+            Points show log1p-transformed MRN-normalized counts. The table reports the untransformed Brain median and detection rate.
+          </Typography>
+          {status === 'loading' && (
+            <Stack direction="row" spacing={1.5} alignItems="center" sx={{ py: 6, justifyContent: 'center' }}>
+              <CircularProgress size={24} />
+              <Typography>Loading expression distribution…</Typography>
+            </Stack>
+          )}
+          {status === 'error' && (
+            <Alert
+              severity="error"
+              action={<Button color="inherit" aria-label="Retry expression plot" onClick={() => setRetryToken((value) => value + 1)}>Retry</Button>}
+            >
+              The expression distribution could not be loaded.
+            </Alert>
+          )}
+          <Box
+            role="region"
+            aria-label="Scrollable expression plot"
+            sx={{ width: '100%', overflowX: 'auto' }}
+          >
+            <Box
+              id="expression-plot"
+              aria-label="Expression plot"
+              aria-busy={status === 'loading'}
+              data-status={status}
+              sx={{ width: '100%', minWidth: { xs: 900, lg: '100%' } }}
+            />
+          </Box>
+        </Stack>
+      </DialogContent>
+      <DialogActions>
+        <Button onClick={onClose}>Close</Button>
+      </DialogActions>
+    </Dialog>
+  );
+}
diff --git a/Server/ReactJS (Webpage)/src/components/results/ExpressionDialog.test.jsx b/Server/ReactJS (Webpage)/src/components/results/ExpressionDialog.test.jsx
new file mode 100644
index 0000000..6f1a153
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/components/results/ExpressionDialog.test.jsx	
@@ -0,0 +1,165 @@
+import {
+  act,
+  render,
+  screen,
+  waitFor,
+} from '@testing-library/react';
+import userEvent from '@testing-library/user-event';
+import ExpressionDialog from './ExpressionDialog';
+
+test('reports plot failures and retries the same gene', async () => {
+  const plot = { target_id: 'expression-plot', doc: { roots: [] } };
+  const client = {
+    fetchExpression: jest
+      .fn()
+      .mockRejectedValueOnce(new Error('offline'))
+      .mockResolvedValueOnce(plot),
+  };
+  window.Bokeh = { embed: { embed_item: jest.fn().mockResolvedValue(undefined) } };
+
+  render(
+    <ExpressionDialog
+      open
+      gene={{ id: 'ENSG00000118777', name: 'ABCG2' }}
+      onClose={() => {}}
+      client={client}
+    />,
+  );
+
+  expect(await screen.findByText('The expression distribution could not be loaded.')).toBeVisible();
+  expect(screen.queryByText(/API connection/i)).not.toBeInTheDocument();
+  await act(async () => {
+    userEvent.click(screen.getByRole('button', { name: 'Retry expression plot' }));
+  });
+
+  await waitFor(() => expect(client.fetchExpression).toHaveBeenCalledTimes(2));
+  await waitFor(() => expect(window.Bokeh.embed.embed_item).toHaveBeenCalledWith(
+    plot,
+    'expression-plot',
+  ));
+  await waitFor(() => expect(screen.getByLabelText('Expression plot')).toHaveAttribute(
+    'data-status',
+    'success',
+  ));
+
+  delete window.Bokeh;
+});
+
+test('reports asynchronous Bokeh embedding failures and can retry them', async () => {
+  const plot = { target_id: 'expression-plot', doc: { roots: [] } };
+  const client = { fetchExpression: jest.fn().mockResolvedValue(plot) };
+  window.Bokeh = {
+    embed: {
+      embed_item: jest
+        .fn()
+        .mockRejectedValueOnce(new Error('incompatible plot'))
+        .mockResolvedValueOnce(undefined),
+    },
+  };
+
+  render(
+    <ExpressionDialog
+      open
+      gene={{ id: 'ENSG00000118777', name: 'ABCG2' }}
+      onClose={() => {}}
+      client={client}
+    />,
+  );
+
+  expect(await screen.findByText('The expression distribution could not be loaded.')).toBeVisible();
+  userEvent.click(screen.getByRole('button', { name: 'Retry expression plot' }));
+
+  await waitFor(() => expect(window.Bokeh.embed.embed_item).toHaveBeenCalledTimes(2));
+  await waitFor(() => expect(screen.getByLabelText('Expression plot')).toHaveAttribute(
+    'data-status',
+    'success',
+  ));
+
+  delete window.Bokeh;
+});
+
+test('labels the focusable Bokeh project link after embedding', async () => {
+  const client = { fetchExpression: jest.fn().mockResolvedValue({ doc: { roots: [] } }) };
+  window.Bokeh = {
+    embed: {
+      embed_item: jest.fn().mockImplementation(async () => {
+        const logo = document.createElement('a');
+        logo.className = 'bk-logo';
+        logo.href = 'https://bokeh.org/';
+        document.getElementById('expression-plot').appendChild(logo);
+      }),
+    },
+  };
+
+  render(
+    <ExpressionDialog
+      open
+      gene={{ id: 'ENSG00000118777', name: 'ABCG2' }}
+      onClose={() => {}}
+      client={client}
+    />,
+  );
+
+  expect(await screen.findByRole('link', { name: 'Bokeh project website' })).toHaveAttribute(
+    'href',
+    'https://bokeh.org/',
+  );
+  await waitFor(() => expect(screen.getByLabelText('Expression plot')).toHaveAttribute(
+    'data-status',
+    'success',
+  ));
+
+  delete window.Bokeh;
+});
+
+test('disposes Bokeh views when switching genes and closing the dialog', async () => {
+  const firstView = { model: { id: 'plot-1' }, remove: jest.fn() };
+  const secondView = { model: { id: 'plot-2' }, remove: jest.fn() };
+  const firstManager = new Set([firstView]);
+  const secondManager = new Set([secondView]);
+  const client = { fetchExpression: jest.fn().mockResolvedValue({ doc: { roots: [] } }) };
+  window.Bokeh = {
+    index: { 'plot-1': firstView, 'plot-2': secondView },
+    embed: {
+      embed_item: jest
+        .fn()
+        .mockResolvedValueOnce(firstManager)
+        .mockResolvedValueOnce(secondManager),
+    },
+  };
+
+  const { rerender, unmount } = render(
+    <ExpressionDialog
+      open
+      gene={{ id: 'ENSG1', name: 'GENE1' }}
+      onClose={() => {}}
+      client={client}
+    />,
+  );
+  await waitFor(() => expect(screen.getByLabelText('Expression plot')).toHaveAttribute(
+    'data-status',
+    'success',
+  ));
+
+  rerender(
+    <ExpressionDialog
+      open
+      gene={{ id: 'ENSG2', name: 'GENE2' }}
+      onClose={() => {}}
+      client={client}
+    />,
+  );
+  await waitFor(() => expect(window.Bokeh.embed.embed_item).toHaveBeenCalledTimes(2));
+  await waitFor(() => expect(screen.getByLabelText('Expression plot')).toHaveAttribute(
+    'data-status',
+    'success',
+  ));
+
+  expect(firstView.remove).toHaveBeenCalledTimes(1);
+  expect(window.Bokeh.index['plot-1']).toBeUndefined();
+  unmount();
+  expect(secondView.remove).toHaveBeenCalledTimes(1);
+  expect(window.Bokeh.index['plot-2']).toBeUndefined();
+
+  delete window.Bokeh;
+});
diff --git a/Server/ReactJS (Webpage)/src/components/results/InfoLabel.jsx b/Server/ReactJS (Webpage)/src/components/results/InfoLabel.jsx
new file mode 100644
index 0000000..ea282ff
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/components/results/InfoLabel.jsx	
@@ -0,0 +1,17 @@
+import InfoOutlinedIcon from '@mui/icons-material/InfoOutlined';
+import { Box, IconButton, Tooltip, Typography } from '@mui/material';
+
+export default function InfoLabel({ label, description }) {
+  return (
+    <Box sx={{ display: 'inline-flex', alignItems: 'center', gap: 0.35 }}>
+      <Typography component="span" variant="body2" sx={{ fontWeight: 800, whiteSpace: 'normal' }}>
+        {label}
+      </Typography>
+      <Tooltip title={description} arrow enterTouchDelay={0}>
+        <IconButton size="small" aria-label={`About ${label}`}>
+          <InfoOutlinedIcon sx={{ fontSize: 16 }} />
+        </IconButton>
+      </Tooltip>
+    </Box>
+  );
+}
diff --git a/Server/ReactJS (Webpage)/src/components/results/InfoLabel.test.jsx b/Server/ReactJS (Webpage)/src/components/results/InfoLabel.test.jsx
new file mode 100644
index 0000000..773e86c
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/components/results/InfoLabel.test.jsx	
@@ -0,0 +1,19 @@
+import { render, screen } from '@testing-library/react';
+import userEvent from '@testing-library/user-event';
+import InfoLabel from './InfoLabel';
+
+test('makes technical column help available on hover and keyboard focus', async () => {
+  render(
+    <InfoLabel
+      label="Four-list RRA score"
+      description="Negative log10 of the Robust Rank Aggregation p-value."
+    />,
+  );
+
+  const help = screen.getByRole('button', { name: 'About Four-list RRA score' });
+  expect(help).toBeVisible();
+  userEvent.hover(help);
+  expect(await screen.findByRole('tooltip')).toHaveTextContent(
+    'Negative log10 of the Robust Rank Aggregation p-value.',
+  );
+});
diff --git a/Server/ReactJS (Webpage)/src/components/results/ResultsTable.jsx b/Server/ReactJS (Webpage)/src/components/results/ResultsTable.jsx
new file mode 100644
index 0000000..2fff072
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/components/results/ResultsTable.jsx	
@@ -0,0 +1,397 @@
+import { useMemo } from 'react';
+import FileDownloadOutlinedIcon from '@mui/icons-material/FileDownloadOutlined';
+import VisibilityOutlinedIcon from '@mui/icons-material/VisibilityOutlined';
+import { Button, Link, Stack } from '@mui/material';
+import MaterialReactTable from 'material-react-table';
+import EvidenceBadge from './EvidenceBadge';
+import InfoLabel from './InfoLabel';
+import {
+  formatAppearance,
+  formatDetectionPct,
+  formatEndothelialContextFraction,
+  formatScientificValue,
+} from '../../utils/formatters';
+import { buildExportFilename, downloadCsv } from '../../utils/csv';
+
+const fullTissues = [
+  'Cornea',
+  'Heart',
+  'Liver',
+  'Umbilical vein',
+  'Lymph node',
+  'Sciatic nerve',
+  'Colon',
+  'Vessel',
+  'Foreskin',
+  'Peripheral blood',
+  'Lung',
+  'Skin',
+  'Kidney',
+  'Intestine',
+  'Tonsil',
+];
+
+const selectedTissues = ['Colon', 'Heart', 'Intestine', 'Kidney', 'Liver', 'Lung', 'Vessel'];
+
+const transmembraneFocusExportFields = [
+  'Name',
+  'gene_names',
+  'uniprot',
+  'Score',
+  'lists_represented',
+  'brain_median_mrn',
+  'brain_detection_pct',
+  'endothelial_context_fraction',
+  'DESeq2_Appeared',
+  'DESeq2_Validated',
+  'Wilcox_Appeared',
+  'Wilcox_Validated',
+  'Prot_Evidence',
+  'mean_perf_score',
+];
+
+export function projectRowsForExport(rows, kind, selection) {
+  const tissues = selection?.scope === 'subset' ? selectedTissues : fullTissues;
+  const fields = kind === 'transmembraneFocus'
+    ? transmembraneFocusExportFields
+    : [
+      'Gene_ID',
+      'hgncSymbol',
+      'sigAdj',
+      ...(selection.method === 'deseq2' ? ['log2FoldChange'] : []),
+      'brain_median_mrn',
+      'brain_detection_pct',
+      'endothelial_context_fraction',
+      'appCount',
+      ...tissues,
+    ];
+
+  return rows.map((row) => Object.fromEntries(
+    fields.map((field) => [field, row[field]]),
+  ));
+}
+
+function technicalHeader(label, description) {
+  return () => <InfoLabel label={label} description={description} />;
+}
+
+function numericColumn(accessorKey, label, description, formatter = formatScientificValue) {
+  return {
+    accessorKey,
+    header: label,
+    Header: technicalHeader(label, description),
+    Cell: ({ cell }) => formatter(cell.getValue()),
+    muiTableBodyCellProps: { sx: { fontVariantNumeric: 'tabular-nums' } },
+  };
+}
+
+function geneColumns(kind, onExpression) {
+  const idKey = kind === 'transmembraneFocus' ? 'Name' : 'Gene_ID';
+  const nameKey = kind === 'transmembraneFocus' ? 'gene_names' : 'hgncSymbol';
+
+  return [
+    {
+      accessorKey: idKey,
+      header: 'Gene ID',
+      enableClickToCopy: true,
+      size: 168,
+    },
+    {
+      accessorKey: nameKey,
+      header: 'Gene name',
+      enableClickToCopy: false,
+      Cell: ({ row }) => {
+        const name = row.original[nameKey];
+        return name ? (
+          <Link
+            href={`https://www.proteinatlas.org/search/${encodeURIComponent(name)}`}
+            target="_blank"
+            rel="noreferrer"
+          >
+            {name}
+          </Link>
+        ) : '—';
+      },
+      size: 130,
+    },
+    {
+      id: 'expression',
+      header: 'Expression',
+      accessorFn: (row) => row[idKey],
+      enableSorting: false,
+      enableColumnFilter: false,
+      Cell: ({ row }) => {
+        const id = row.original[idKey];
+        const name = row.original[nameKey] || id;
+        return (
+          <Button
+            size="small"
+            variant="outlined"
+            startIcon={<VisibilityOutlinedIcon />}
+            aria-label={`View expression for ${name}`}
+            onClick={() => onExpression(id, name)}
+          >
+            View
+          </Button>
+        );
+      },
+      size: 120,
+    },
+  ];
+}
+
+function transmembraneFocusColumns(onExpression) {
+  const [geneId, geneName, expression] = geneColumns('transmembraneFocus', onExpression);
+  const evidenceColumn = (accessorKey, label, description) => ({
+    accessorKey,
+    header: label,
+    Header: technicalHeader(label, description),
+    enableSorting: false,
+    filterVariant: 'checkbox',
+    Cell: ({ cell }) => <EvidenceBadge value={cell.getValue()} context={label} />,
+    size: 150,
+  });
+
+  return [
+    geneId,
+    geneName,
+    {
+      accessorKey: 'uniprot',
+      header: 'UniProt',
+      Cell: ({ cell }) => cell.getValue() ? (
+        <Link
+          href={`https://www.ebi.ac.uk/interpro/search/text/${encodeURIComponent(cell.getValue())}`}
+          target="_blank"
+          rel="noreferrer"
+        >
+          {cell.getValue()}
+        </Link>
+      ) : '—',
+    },
+    numericColumn(
+      'Score',
+      'Four-list RRA score',
+      'Negative log10 of the Robust Rank Aggregation p-value across four Brain-overexpression lists. Higher values indicate stronger prioritization in the four-list RRA ranking.',
+    ),
+    {
+      accessorKey: 'lists_represented',
+      header: 'Lists represented',
+      Header: technicalHeader(
+        'Lists represented',
+        'Number of displayed RRA results containing the gene: DESeq2 aggregate, DESeq2 bootstrap validation, WRST aggregate, and WRST bootstrap validation.',
+      ),
+      filterVariant: 'select',
+      filterSelectOptions: [
+        { text: '0/4', value: 0 },
+        { text: '1/4', value: 1 },
+        { text: '2/4', value: 2 },
+        { text: '3/4', value: 3 },
+        { text: '4/4', value: 4 },
+      ],
+      Cell: ({ cell }) => {
+        const value = cell.getValue();
+        return value === null || value === undefined || !Number.isInteger(Number(value))
+          ? '—'
+          : `${Number(value)}/4`;
+      },
+      muiTableBodyCellProps: { sx: { fontVariantNumeric: 'tabular-nums' } },
+      size: 150,
+    },
+    numericColumn(
+      'brain_median_mrn',
+      'Brain median count',
+      'Median untransformed MRN-normalized count across the 37 Brain samples.',
+    ),
+    numericColumn(
+      'brain_detection_pct',
+      'Brain detection',
+      'Percentage of the 37 Brain samples with an MRN-normalized count greater than zero.',
+      formatDetectionPct,
+    ),
+    numericColumn(
+      'endothelial_context_fraction',
+      'Endothelial context fraction',
+      'Fraction of available non-Brain HPA endothelial tissues where Brain capillary expression is at least 1 nCPM and at least fourfold the largest eligible endothelial-cluster value.',
+      formatEndothelialContextFraction,
+    ),
+    evidenceColumn(
+      'DESeq2_Appeared',
+      'DESeq2 aggregate',
+      'Membership in the significant method-specific RRA result derived from DESeq2-ranked comparisons (RRA p < 0.05).',
+    ),
+    evidenceColumn(
+      'DESeq2_Validated',
+      'DESeq2 bootstrap validation',
+      'Membership in the DESeq2 bootstrap-validation RRA result after 100 subsampling runs (RRA p < 0.05).',
+    ),
+    evidenceColumn(
+      'Wilcox_Appeared',
+      'WRST aggregate',
+      'Membership in the significant method-specific RRA result derived from WRST-ranked comparisons (RRA p < 0.05).',
+    ),
+    evidenceColumn(
+      'Wilcox_Validated',
+      'WRST bootstrap validation',
+      'Membership in the WRST bootstrap-validation RRA result after 100 subsampling runs (RRA p < 0.05).',
+    ),
+    {
+      accessorKey: 'Prot_Evidence',
+      header: 'Protein evidence',
+      Header: technicalHeader(
+        'Protein evidence',
+        'Detection in PXD018602 after MaxQuant Q < 0.01 and contaminant/decoy filtering. A negative badge means not detected in that dataset, rather than evidence of protein absence.',
+      ),
+      enableSorting: false,
+      filterVariant: 'checkbox',
+      Cell: ({ cell }) => (
+        <EvidenceBadge
+          value={cell.getValue()}
+          context="PXD018602 protein evidence"
+          positiveLabel="Detected"
+          negativeLabel="Not detected"
+        />
+      ),
+      size: 150,
+    },
+    numericColumn(
+      'mean_perf_score',
+      'Perfusion context score',
+      'Mean across four analysis configurations of summed perfusion rates for high-perfusion comparator tissues where the gene was significantly Brain-overexpressed. This contextual annotation is not part of the four-list RRA ranking.',
+    ),
+    expression,
+  ];
+}
+
+function allGeneColumns(selection, onExpression) {
+  const [geneId, geneName, expression] = geneColumns('allGenes', onExpression);
+  const columns = [
+    geneId,
+    geneName,
+    numericColumn(
+      'sigAdj',
+      'Mean significance',
+      'Mean negative log10 adjusted p-value across comparisons where the gene was significant under the selected analysis.',
+    ),
+  ];
+
+  if (selection.method === 'deseq2') {
+    columns.push(
+      numericColumn(
+        'log2FoldChange',
+        'Mean log2 fold change',
+        'Mean log2 fold change across significant comparisons; Brain is the numerator.',
+      ),
+    );
+  }
+
+  columns.push(
+    numericColumn(
+      'brain_median_mrn',
+      'Brain median count',
+      'Median untransformed MRN-normalized count across the 37 Brain samples.',
+    ),
+    numericColumn(
+      'brain_detection_pct',
+      'Brain detection',
+      'Percentage of the 37 Brain samples with an MRN-normalized count greater than zero.',
+      formatDetectionPct,
+    ),
+    numericColumn(
+      'endothelial_context_fraction',
+      'Endothelial context fraction',
+      'Fraction of available non-Brain HPA endothelial tissues where Brain capillary expression is at least 1 nCPM and at least fourfold the largest eligible endothelial-cluster value.',
+      formatEndothelialContextFraction,
+    ),
+    numericColumn(
+      'appCount',
+      'Comparison support',
+      'Number of tissue comparisons where the gene was significant, shown against the selected comparison total.',
+      (value) => formatAppearance(value, selection.scope),
+    ),
+  );
+
+  const tissues = selection.scope === 'subset' ? selectedTissues : fullTissues;
+  for (const tissue of tissues) {
+    columns.push({
+      accessorKey: tissue,
+      header: tissue,
+      Header: technicalHeader(
+        tissue,
+        `Whether this gene met the selected differential-expression criterion in the Brain versus ${tissue} comparison.`,
+      ),
+      enableSorting: false,
+      filterVariant: 'checkbox',
+      Cell: ({ cell }) => (
+        <EvidenceBadge
+          value={cell.getValue()}
+          context={`${tissue} comparison`}
+          positiveLabel="Significant"
+          negativeLabel="Not significant"
+        />
+      ),
+      size: 150,
+    });
+  }
+
+  columns.push(expression);
+  return columns;
+}
+
+function exportFilename(kind, selection) {
+  if (kind === 'transmembraneFocus') {
+    return `brendo_transmembrane_rra_${new Date().toISOString().slice(0, 10)}.csv`;
+  }
+  return buildExportFilename(selection);
+}
+
+export default function ResultsTable({ kind, rows, selection, onExpression }) {
+  const columns = useMemo(
+    () => kind === 'transmembraneFocus'
+      ? transmembraneFocusColumns(onExpression)
+      : allGeneColumns(selection, onExpression),
+    [kind, onExpression, selection],
+  );
+  const filename = exportFilename(kind, selection);
+
+  return (
+    <MaterialReactTable
+      columns={columns}
+      data={rows}
+      autoResetPageIndex={false}
+      enableColumnPinning
+      enableRowSelection
+      enableStickyHeader
+      positionToolbarAlertBanner="bottom"
+      initialState={{
+        density: 'compact',
+        pagination: { pageIndex: 0, pageSize: 25 },
+        columnPinning: { left: [kind === 'transmembraneFocus' ? 'Name' : 'Gene_ID'] },
+      }}
+      muiTablePaperProps={{ sx: { border: '1px solid', borderColor: 'divider', boxShadow: '0 16px 40px rgba(8,59,75,0.08)' } }}
+      muiTableContainerProps={{ sx: { maxHeight: '68vh' } }}
+      muiTableHeadCellProps={{ sx: { bgcolor: '#eaf4f6', verticalAlign: 'bottom' } }}
+      renderTopToolbarCustomActions={({ table }) => {
+        const filteredRows = table.getPrePaginationRowModel().rows.map((row) => row.original);
+        const selectedRows = table.getSelectedRowModel().rows.map((row) => row.original);
+        return (
+          <Stack direction={{ xs: 'column', sm: 'row' }} spacing={1} sx={{ p: 1 }}>
+            <Button size="small" startIcon={<FileDownloadOutlinedIcon />} onClick={() => downloadCsv(projectRowsForExport(rows, kind, selection), filename)}>
+              Export all
+            </Button>
+            <Button size="small" startIcon={<FileDownloadOutlinedIcon />} onClick={() => downloadCsv(projectRowsForExport(filteredRows, kind, selection), filename)}>
+              Export filtered
+            </Button>
+            <Button
+              size="small"
+              startIcon={<FileDownloadOutlinedIcon />}
+              disabled={!selectedRows.length}
+              onClick={() => downloadCsv(projectRowsForExport(selectedRows, kind, selection), filename)}
+            >
+              Export selected
+            </Button>
+          </Stack>
+        );
+      }}
+    />
+  );
+}
diff --git a/Server/ReactJS (Webpage)/src/components/results/ResultsTable.test.jsx b/Server/ReactJS (Webpage)/src/components/results/ResultsTable.test.jsx
new file mode 100644
index 0000000..7f01976
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/components/results/ResultsTable.test.jsx	
@@ -0,0 +1,233 @@
+import {
+  render,
+  screen,
+  waitFor,
+  within,
+} from '@testing-library/react';
+import userEvent from '@testing-library/user-event';
+import ResultsTable, { projectRowsForExport } from './ResultsTable';
+import { downloadCsv } from '../../utils/csv';
+
+jest.mock('../../utils/csv', () => ({
+  ...jest.requireActual('../../utils/csv'),
+  downloadCsv: jest.fn(),
+}));
+
+test('exports only visible fields while retaining their exact raw values', () => {
+  const rows = projectRowsForExport(
+    [{
+      Gene_ID: 'ENSG1',
+      hgncSymbol: 'GENE1',
+      sigAdj: 2.345678901234,
+      log2FoldChange: 1.234567890123,
+      baseMean: 999.123456,
+      brain_median_mrn: 42,
+      brain_detection_pct: 97.2972972973,
+      endothelial_context_fraction: 3 / 26,
+      appCount: 2,
+      Cornea: true,
+      tissList: "['Cornea']",
+      tissList_array: ['Cornea'],
+    }],
+    'allGenes',
+    { method: 'deseq2', direction: 'up', scope: 'all' },
+  );
+
+  expect(rows[0]).toMatchObject({
+    Gene_ID: 'ENSG1',
+    sigAdj: 2.345678901234,
+    log2FoldChange: 1.234567890123,
+    brain_detection_pct: 97.2972972973,
+    endothelial_context_fraction: 3 / 26,
+    Cornea: true,
+  });
+  expect(rows[0]).not.toHaveProperty('baseMean');
+  expect(rows[0]).not.toHaveProperty('tissList');
+  expect(rows[0]).not.toHaveProperty('tissList_array');
+});
+
+test('shows reviewer-facing expression context and formatted statistics', () => {
+  const onExpression = jest.fn();
+  render(
+    <ResultsTable
+      kind="allGenes"
+      rows={[
+        {
+          Gene_ID: 'ENSG00000116106',
+          hgncSymbol: 'EPHA4',
+          sigAdj: 2.345678901234,
+          log2FoldChange: 1.234567890123,
+          appCount: 2,
+          brain_median_mrn: 385,
+          brain_detection_pct: 36 / 37 * 100,
+          endothelial_context_fraction: 3 / 26,
+          Foreskin: true,
+        },
+      ]}
+      selection={{ method: 'deseq2', direction: 'up', scope: 'all' }}
+      onExpression={onExpression}
+    />,
+  );
+
+  expect(screen.getByText('2.35')).toBeVisible();
+  expect(screen.getByText('1.23')).toBeVisible();
+  expect(screen.getByText('385')).toBeVisible();
+  expect(screen.getByText('97.3%')).toBeVisible();
+  expect(screen.getByText('0.115')).toBeVisible();
+  expect(screen.getByText('2/15')).toBeVisible();
+  expect(screen.getByRole('columnheader', { name: /Endothelial context fraction/i })).toBeVisible();
+  expect(screen.getByRole('columnheader', { name: /Foreskin/i })).toBeVisible();
+
+  userEvent.click(screen.getByRole('button', { name: 'View expression for EPHA4' }));
+  expect(onExpression).toHaveBeenCalledWith('ENSG00000116106', 'EPHA4');
+});
+
+test('uses the Four-list RRA score and labeled evidence badges in Transmembrane Focus', () => {
+  render(
+    <ResultsTable
+      kind="transmembraneFocus"
+      rows={[
+        {
+          Gene_ID: 'ENSG00000173705',
+          hgncSymbol: 'SUSD5',
+          Name: 'ENSG00000173705',
+          gene_names: 'SUSD5',
+          uniprot: 'O60279',
+          Score: 6.998763,
+          lists_represented: 3,
+          DESeq2_Appeared: true,
+          DESeq2_Validated: false,
+          Wilcox_Appeared: true,
+          Wilcox_Validated: true,
+          Prot_Evidence: false,
+          mean_perf_score: 642.5,
+          brain_median_mrn: 42,
+          brain_detection_pct: 80,
+          endothelial_context_fraction: null,
+        },
+      ]}
+      selection={{ method: 'deseq2', direction: 'up', scope: 'all' }}
+      onExpression={() => {}}
+    />,
+  );
+
+  expect(screen.getByRole('columnheader', { name: /Four-list RRA score/i })).toBeVisible();
+  expect(screen.getByRole('columnheader', { name: /Lists represented/i })).toBeVisible();
+  expect(screen.getByText('3/4')).toBeVisible();
+  expect(screen.getByText('N/A')).toBeVisible();
+  expect(screen.getByRole('columnheader', { name: /Endothelial context fraction/i })).toBeVisible();
+  expect(screen.getByLabelText('DESeq2 aggregate: included')).toBeVisible();
+  expect(screen.getByLabelText('DESeq2 bootstrap validation: not included')).toBeVisible();
+  expect(screen.getByLabelText('PXD018602 protein evidence: not detected')).toBeVisible();
+});
+
+test('explains Lists represented as membership in the four displayed RRA results', async () => {
+  render(
+    <ResultsTable
+      kind="transmembraneFocus"
+      rows={[{
+        Name: 'ENSG00000173705',
+        gene_names: 'SUSD5',
+        lists_represented: 4,
+      }]}
+      onExpression={() => {}}
+    />,
+  );
+
+  const help = screen.getByRole('button', { name: 'About Lists represented' });
+  userEvent.hover(help);
+  expect(await screen.findByRole('tooltip')).toHaveTextContent(
+    'Number of displayed RRA results containing the gene: DESeq2 aggregate, DESeq2 bootstrap validation, WRST aggregate, and WRST bootstrap validation.',
+  );
+});
+
+test('sorts and filters Lists represented by its integer value', async () => {
+  render(
+    <ResultsTable
+      kind="transmembraneFocus"
+      rows={[
+        { Name: 'ENSG0', gene_names: 'GENE-0', lists_represented: 0 },
+        { Name: 'ENSG1', gene_names: 'GENE-1', lists_represented: 1 },
+        { Name: 'ENSG2', gene_names: 'GENE-2', lists_represented: 2 },
+        { Name: 'ENSG4', gene_names: 'GENE-4', lists_represented: 4 },
+        { Name: 'ENSG3', gene_names: 'GENE-3', lists_represented: 3 },
+      ]}
+      onExpression={() => {}}
+    />,
+  );
+
+  const visibleGeneNames = () => screen
+    .getAllByRole('link', { name: /GENE-/ })
+    .map((link) => link.textContent);
+  const header = screen.getByRole('columnheader', { name: /Lists represented/i });
+
+  userEvent.click(within(header).getByRole('button', { name: 'Unsorted' }));
+  await waitFor(() => expect(visibleGeneNames()).toEqual([
+    'GENE-4', 'GENE-3', 'GENE-2', 'GENE-1', 'GENE-0',
+  ]));
+
+  userEvent.click(within(header).getByRole('button', {
+    name: 'Sorted by Lists represented descending',
+  }));
+  await waitFor(() => expect(visibleGeneNames()).toEqual([
+    'GENE-0', 'GENE-1', 'GENE-2', 'GENE-3', 'GENE-4',
+  ]));
+
+  userEvent.click(screen.getByTestId('FilterListIcon').closest('button'));
+  const filterInput = await screen.findByTitle('Filter by Lists represented');
+  userEvent.click(within(filterInput.parentElement).getByRole('button', {
+    name: 'Filter by Lists represented',
+  }));
+  userEvent.click(await screen.findByRole('option', { name: '1/4' }));
+
+  await waitFor(() => expect(visibleGeneNames()).toEqual(['GENE-1']));
+});
+
+test('exports the underlying Lists represented integer', () => {
+  const [row] = projectRowsForExport(
+    [{ Name: 'ENSG00000173705', gene_names: 'SUSD5', lists_represented: 4 }],
+    'transmembraneFocus',
+  );
+
+  expect(row.lists_represented).toBe(4);
+  expect(typeof row.lists_represented).toBe('number');
+});
+
+test('exports numeric endothelial context values and preserves unavailable values', () => {
+  const [numericRow] = projectRowsForExport(
+    [{ Name: 'ENSG1', endothelial_context_fraction: 19 / 26 }],
+    'transmembraneFocus',
+  );
+  const [missingRow] = projectRowsForExport(
+    [{ Gene_ID: 'ENSG2', endothelial_context_fraction: null }],
+    'allGenes',
+    { method: 'wrst', direction: 'up', scope: 'subset' },
+  );
+
+  expect(numericRow.endothelial_context_fraction).toBe(19 / 26);
+  expect(missingRow.endothelial_context_fraction).toBeNull();
+});
+
+test('uses the transmembrane RRA filename prefix for Transmembrane Focus exports', () => {
+  render(
+    <ResultsTable
+      kind="transmembraneFocus"
+      rows={[{
+        Gene_ID: 'ENSG00000173705',
+        hgncSymbol: 'SUSD5',
+        Name: 'ENSG00000173705',
+        gene_names: 'SUSD5',
+        Score: 6.998763,
+      }]}
+      selection={{ method: 'deseq2', direction: 'up', scope: 'all' }}
+      onExpression={() => {}}
+    />,
+  );
+
+  userEvent.click(screen.getByRole('button', { name: 'Export all' }));
+
+  expect(downloadCsv).toHaveBeenCalledWith(
+    expect.any(Array),
+    expect.stringMatching(/^brendo_transmembrane_rra_\d{4}-\d{2}-\d{2}\.csv$/),
+  );
+});
diff --git a/Server/ReactJS (Webpage)/src/config/resultDatasets.js b/Server/ReactJS (Webpage)/src/config/resultDatasets.js
new file mode 100644
index 0000000..c3c0e56
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/config/resultDatasets.js	
@@ -0,0 +1,42 @@
+export const DATASET_OPTIONS = {
+  methods: ['deseq2', 'wrst'],
+  directions: ['up', 'down'],
+  scopes: ['all', 'subset'],
+};
+
+const DEFAULT_SELECTION = {
+  method: 'deseq2',
+  direction: 'up',
+  scope: 'all',
+};
+
+function supported(value, values, fallback) {
+  return values.includes(value) ? value : fallback;
+}
+
+export function parseDatasetSelection(searchParams) {
+  return {
+    method: supported(
+      searchParams.get('method'),
+      DATASET_OPTIONS.methods,
+      DEFAULT_SELECTION.method,
+    ),
+    direction: supported(
+      searchParams.get('direction'),
+      DATASET_OPTIONS.directions,
+      DEFAULT_SELECTION.direction,
+    ),
+    scope: supported(
+      searchParams.get('scope'),
+      DATASET_OPTIONS.scopes,
+      DEFAULT_SELECTION.scope,
+    ),
+  };
+}
+
+export function getDatasetKey({ method, direction, scope }) {
+  const backendMethod = method === 'wrst' ? 'wilcox' : 'deseq2';
+  const backendScope = scope === 'subset' ? 'select' : 'all';
+  const directionSuffix = direction === 'down' ? '_d' : '';
+  return `${backendMethod}_${backendScope}${directionSuffix}`;
+}
diff --git a/Server/ReactJS (Webpage)/src/config/resultDatasets.test.js b/Server/ReactJS (Webpage)/src/config/resultDatasets.test.js
new file mode 100644
index 0000000..c03d75b
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/config/resultDatasets.test.js	
@@ -0,0 +1,59 @@
+import {
+  DATASET_OPTIONS,
+  getDatasetKey,
+  parseDatasetSelection,
+} from './resultDatasets';
+
+test('maps every public selector combination to an existing backend key', () => {
+  const keys = new Set();
+
+  for (const method of DATASET_OPTIONS.methods) {
+    for (const direction of DATASET_OPTIONS.directions) {
+      for (const scope of DATASET_OPTIONS.scopes) {
+        keys.add(getDatasetKey({ method, direction, scope }));
+      }
+    }
+  }
+
+  expect([...keys].sort()).toEqual([
+    'deseq2_all',
+    'deseq2_all_d',
+    'deseq2_select',
+    'deseq2_select_d',
+    'wilcox_all',
+    'wilcox_all_d',
+    'wilcox_select',
+    'wilcox_select_d',
+  ]);
+});
+
+test.each([
+  [{ method: 'deseq2', direction: 'up', scope: 'all' }, 'deseq2_all'],
+  [{ method: 'deseq2', direction: 'up', scope: 'subset' }, 'deseq2_select'],
+  [{ method: 'deseq2', direction: 'down', scope: 'all' }, 'deseq2_all_d'],
+  [{ method: 'deseq2', direction: 'down', scope: 'subset' }, 'deseq2_select_d'],
+  [{ method: 'wrst', direction: 'up', scope: 'all' }, 'wilcox_all'],
+  [{ method: 'wrst', direction: 'up', scope: 'subset' }, 'wilcox_select'],
+  [{ method: 'wrst', direction: 'down', scope: 'all' }, 'wilcox_all_d'],
+  [{ method: 'wrst', direction: 'down', scope: 'subset' }, 'wilcox_select_d'],
+])('maps %p to %s', (selection, expected) => {
+  expect(getDatasetKey(selection)).toBe(expected);
+});
+
+test('normalizes invalid query values to the documented default', () => {
+  const params = new URLSearchParams('method=invalid&direction=sideways&scope=unknown');
+  expect(parseDatasetSelection(params)).toEqual({
+    method: 'deseq2',
+    direction: 'up',
+    scope: 'all',
+  });
+});
+
+test('keeps a valid WRST subset selection', () => {
+  const params = new URLSearchParams('method=wrst&direction=down&scope=subset');
+  expect(parseDatasetSelection(params)).toEqual({
+    method: 'wrst',
+    direction: 'down',
+    scope: 'subset',
+  });
+});
diff --git a/Server/ReactJS (Webpage)/src/context/PageContext.jsx b/Server/ReactJS (Webpage)/src/context/PageContext.jsx
deleted file mode 100644
index 8cc031f..0000000
--- a/Server/ReactJS (Webpage)/src/context/PageContext.jsx	
+++ /dev/null
@@ -1,27 +0,0 @@
-// Context for end-user
-
-import React, { createContext, useEffect, useState } from "react";
-
-export const PageContext = createContext();
-
-export const PageProvider = (props) => {
-
-    //Declare defaults
-
-    sessionStorage.setItem("pageArgs", "home")
-
-    const [pageArgs, setPageArgs] = useState(sessionStorage.getItem("pageArgs"))
-
-
-    useEffect(() => 
-        {
-        sessionStorage.setItem("pageArgs", pageArgs)
-        }, [pageArgs]
-    ) 
-
-    return (
-        <PageContext.Provider value={[pageArgs, setPageArgs]}>
-            {props.children}
-        </PageContext.Provider>
-    )
-};
\ No newline at end of file
diff --git a/Server/ReactJS (Webpage)/src/context/TableContext.jsx b/Server/ReactJS (Webpage)/src/context/TableContext.jsx
deleted file mode 100644
index f011bca..0000000
--- a/Server/ReactJS (Webpage)/src/context/TableContext.jsx	
+++ /dev/null
@@ -1,28 +0,0 @@
-// Context for end-user
-
-import React, { createContext, useEffect, useState } from "react";
-
-export const TableContext = createContext();
-
-export const TableProvider = (props) => {
-    
-    // Declare defaults
-    
-    sessionStorage.setItem("tableArgs", "all")
-
-    const [loading, setLoading] = useState(false)
-    const [tableArgs, settableArgs] = useState(sessionStorage.getItem("tableArgs"))
-
-
-    useEffect(() => 
-        {
-        sessionStorage.setItem("tableArgs", tableArgs)
-        }, [tableArgs]
-    ) 
-
-    return (
-        <TableContext.Provider value={[loading, setLoading, tableArgs, settableArgs]}>
-            {props.children}
-        </TableContext.Provider>
-    )
-};
\ No newline at end of file
diff --git a/Server/ReactJS (Webpage)/src/index.css b/Server/ReactJS (Webpage)/src/index.css
index d79addd..b9a91b4 100644
--- a/Server/ReactJS (Webpage)/src/index.css	
+++ b/Server/ReactJS (Webpage)/src/index.css	
@@ -1,12340 +1,61 @@
-@charset "UTF-8";
-/*!
- * Bootswatch v5.3.2 (https://bootswatch.com)
- * Theme: yeti
- * Copyright 2012-2023 Thomas Park
- * Licensed under MIT
- * Based on Bootstrap
-*/
-/*!
- * Bootstrap  v5.3.2 (https://getbootstrap.com/)
- * Copyright 2011-2023 The Bootstrap Authors
- * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)
- */
-@import url("https://fonts.googleapis.com/css2?family=Open+Sans:ital,wght@0,300;0,400;0,700;1,300;1,400;1,700&display=swap");
-:root,
-[data-bs-theme=light] {
-  --bs-blue: #008cba;
-  --bs-indigo: #6610f2;
-  --bs-purple: #6f42c1;
-  --bs-pink: #e83e8c;
-  --bs-red: #f04124;
-  --bs-orange: #fd7e14;
-  --bs-yellow: #e99002;
-  --bs-green: #43ac6a;
-  --bs-teal: #20c997;
-  --bs-cyan: #5bc0de;
-  --bs-black: #000;
-  --bs-white: #fff;
-  --bs-gray: #888;
-  --bs-gray-dark: #333;
-  --bs-gray-100: #f8f9fa;
-  --bs-gray-200: #eee;
-  --bs-gray-300: #dee2e6;
-  --bs-gray-400: #ccc;
-  --bs-gray-500: #adb5bd;
-  --bs-gray-600: #888;
-  --bs-gray-700: #495057;
-  --bs-gray-800: #333;
-  --bs-gray-900: #222;
-  --bs-primary: #008cba;
-  --bs-secondary: #eee;
-  --bs-success: #43ac6a;
-  --bs-info: #5bc0de;
-  --bs-warning: #e99002;
-  --bs-danger: #f04124;
-  --bs-light: #eee;
-  --bs-dark: #333;
-  --bs-primary-rgb: 0, 140, 186;
-  --bs-secondary-rgb: 238, 238, 238;
-  --bs-success-rgb: 67, 172, 106;
-  --bs-info-rgb: 91, 192, 222;
-  --bs-warning-rgb: 233, 144, 2;
-  --bs-danger-rgb: 240, 65, 36;
-  --bs-light-rgb: 238, 238, 238;
-  --bs-dark-rgb: 51, 51, 51;
-  --bs-primary-text-emphasis: #00384a;
-  --bs-secondary-text-emphasis: #5f5f5f;
-  --bs-success-text-emphasis: #1b452a;
-  --bs-info-text-emphasis: #244d59;
-  --bs-warning-text-emphasis: #5d3a01;
-  --bs-danger-text-emphasis: #601a0e;
-  --bs-light-text-emphasis: #495057;
-  --bs-dark-text-emphasis: #495057;
-  --bs-primary-bg-subtle: #cce8f1;
-  --bs-secondary-bg-subtle: #fcfcfc;
-  --bs-success-bg-subtle: #d9eee1;
-  --bs-info-bg-subtle: #def2f8;
-  --bs-warning-bg-subtle: #fbe9cc;
-  --bs-danger-bg-subtle: #fcd9d3;
-  --bs-light-bg-subtle: #fcfcfd;
-  --bs-dark-bg-subtle: #ccc;
-  --bs-primary-border-subtle: #99d1e3;
-  --bs-secondary-border-subtle: #f8f8f8;
-  --bs-success-border-subtle: #b4dec3;
-  --bs-info-border-subtle: #bde6f2;
-  --bs-warning-border-subtle: #f6d39a;
-  --bs-danger-border-subtle: #f9b3a7;
-  --bs-light-border-subtle: #eee;
-  --bs-dark-border-subtle: #adb5bd;
-  --bs-white-rgb: 255, 255, 255;
-  --bs-black-rgb: 0, 0, 0;
-  --bs-font-sans-serif: "Open Sans", -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";
-  --bs-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace;
-  --bs-gradient: linear-gradient(180deg, rgba(255, 255, 255, 0.15), rgba(255, 255, 255, 0));
-  --bs-body-font-family: var(--bs-font-sans-serif);
-  --bs-body-font-size: 1rem;
-  --bs-body-font-weight: 400;
-  --bs-body-line-height: 1.5;
-  --bs-body-color: #222;
-  --bs-body-color-rgb: 34, 34, 34;
-  --bs-body-bg: #fff;
-  --bs-body-bg-rgb: 255, 255, 255;
-  --bs-emphasis-color: #000;
-  --bs-emphasis-color-rgb: 0, 0, 0;
-  --bs-secondary-color: rgba(34, 34, 34, 0.75);
-  --bs-secondary-color-rgb: 34, 34, 34;
-  --bs-secondary-bg: #eee;
-  --bs-secondary-bg-rgb: 238, 238, 238;
-  --bs-tertiary-color: rgba(34, 34, 34, 0.5);
-  --bs-tertiary-color-rgb: 34, 34, 34;
-  --bs-tertiary-bg: #f8f9fa;
-  --bs-tertiary-bg-rgb: 248, 249, 250;
-  --bs-heading-color: inherit;
-  --bs-link-color: #008cba;
-  --bs-link-color-rgb: 0, 140, 186;
-  --bs-link-decoration: underline;
-  --bs-link-hover-color: #007095;
-  --bs-link-hover-color-rgb: 0, 112, 149;
-  --bs-code-color: #e83e8c;
-  --bs-highlight-color: #222;
-  --bs-highlight-bg: #fbe9cc;
-  --bs-border-width: 1px;
-  --bs-border-style: solid;
-  --bs-border-color: #dee2e6;
-  --bs-border-color-translucent: rgba(0, 0, 0, 0.175);
-  --bs-border-radius: 0;
-  --bs-border-radius-sm: 0;
-  --bs-border-radius-lg: 0;
-  --bs-border-radius-xl: 1rem;
-  --bs-border-radius-xxl: 2rem;
-  --bs-border-radius-2xl: var(--bs-border-radius-xxl);
-  --bs-border-radius-pill: 50rem;
-  --bs-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);
-  --bs-box-shadow-sm: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.075);
-  --bs-box-shadow-lg: 0 1rem 3rem rgba(0, 0, 0, 0.175);
-  --bs-box-shadow-inset: inset 0 1px 2px rgba(0, 0, 0, 0.075);
-  --bs-focus-ring-width: 0.25rem;
-  --bs-focus-ring-opacity: 0.25;
-  --bs-focus-ring-color: rgba(0, 140, 186, 0.25);
-  --bs-form-valid-color: #43ac6a;
-  --bs-form-valid-border-color: #43ac6a;
-  --bs-form-invalid-color: #f04124;
-  --bs-form-invalid-border-color: #f04124;
-}
-
-[data-bs-theme=dark] {
-  color-scheme: dark;
-  --bs-body-color: #dee2e6;
-  --bs-body-color-rgb: 222, 226, 230;
-  --bs-body-bg: #222;
-  --bs-body-bg-rgb: 34, 34, 34;
-  --bs-emphasis-color: #fff;
-  --bs-emphasis-color-rgb: 255, 255, 255;
-  --bs-secondary-color: rgba(222, 226, 230, 0.75);
-  --bs-secondary-color-rgb: 222, 226, 230;
-  --bs-secondary-bg: #333;
-  --bs-secondary-bg-rgb: 51, 51, 51;
-  --bs-tertiary-color: rgba(222, 226, 230, 0.5);
-  --bs-tertiary-color-rgb: 222, 226, 230;
-  --bs-tertiary-bg: #2b2b2b;
-  --bs-tertiary-bg-rgb: 43, 43, 43;
-  --bs-primary-text-emphasis: #66bad6;
-  --bs-secondary-text-emphasis: whitesmoke;
-  --bs-success-text-emphasis: #8ecda6;
-  --bs-info-text-emphasis: #9dd9eb;
-  --bs-warning-text-emphasis: #f2bc67;
-  --bs-danger-text-emphasis: #f68d7c;
-  --bs-light-text-emphasis: #f8f9fa;
-  --bs-dark-text-emphasis: #dee2e6;
-  --bs-primary-bg-subtle: #001c25;
-  --bs-secondary-bg-subtle: #303030;
-  --bs-success-bg-subtle: #0d2215;
-  --bs-info-bg-subtle: #12262c;
-  --bs-warning-bg-subtle: #2f1d00;
-  --bs-danger-bg-subtle: #300d07;
-  --bs-light-bg-subtle: #333;
-  --bs-dark-bg-subtle: #1a1a1a;
-  --bs-primary-border-subtle: #005470;
-  --bs-secondary-border-subtle: #8f8f8f;
-  --bs-success-border-subtle: #286740;
-  --bs-info-border-subtle: #377385;
-  --bs-warning-border-subtle: #8c5601;
-  --bs-danger-border-subtle: #902716;
-  --bs-light-border-subtle: #495057;
-  --bs-dark-border-subtle: #333;
-  --bs-heading-color: inherit;
-  --bs-link-color: #66bad6;
-  --bs-link-hover-color: #85c8de;
-  --bs-link-color-rgb: 102, 186, 214;
-  --bs-link-hover-color-rgb: 133, 200, 222;
-  --bs-code-color: #f18bba;
-  --bs-highlight-color: #dee2e6;
-  --bs-highlight-bg: #5d3a01;
-  --bs-border-color: #495057;
-  --bs-border-color-translucent: rgba(255, 255, 255, 0.15);
-  --bs-form-valid-color: #8ecda6;
-  --bs-form-valid-border-color: #8ecda6;
-  --bs-form-invalid-color: #f68d7c;
-  --bs-form-invalid-border-color: #f68d7c;
-}
-
-*,
-*::before,
-*::after {
-  box-sizing: border-box;
+:root {
+  color-scheme: light;
+  font-synthesis: none;
+  text-rendering: optimizeLegibility;
 }
 
-@media (prefers-reduced-motion: no-preference) {
-  :root {
-    scroll-behavior: smooth;
-  }
+html {
+  scroll-behavior: smooth;
 }
 
 body {
   margin: 0;
-  font-family: var(--bs-body-font-family);
-  font-size: var(--bs-body-font-size);
-  font-weight: var(--bs-body-font-weight);
-  line-height: var(--bs-body-line-height);
-  color: var(--bs-body-color);
-  text-align: var(--bs-body-text-align);
-  background-color: var(--bs-body-bg);
-  -webkit-text-size-adjust: 100%;
-  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
-}
-
-hr {
-  margin: 1rem 0;
-  color: inherit;
-  border: 0;
-  border-top: var(--bs-border-width) solid;
-  opacity: 0.25;
-}
-
-h6, .h6, h5, .h5, h4, .h4, h3, .h3, h2, .h2, h1, .h1 {
-  margin-top: 0;
-  margin-bottom: 0.5rem;
-  font-weight: 300;
-  line-height: 1.2;
-  color: var(--bs-heading-color);
-}
-
-h1, .h1 {
-  font-size: calc(1.375rem + 1.5vw);
-}
-@media (min-width: 1200px) {
-  h1, .h1 {
-    font-size: 2.5rem;
-  }
-}
-
-h2, .h2 {
-  font-size: calc(1.325rem + 0.9vw);
-}
-@media (min-width: 1200px) {
-  h2, .h2 {
-    font-size: 2rem;
-  }
-}
-
-h3, .h3 {
-  font-size: calc(1.3rem + 0.6vw);
-}
-@media (min-width: 1200px) {
-  h3, .h3 {
-    font-size: 1.75rem;
-  }
-}
-
-h4, .h4 {
-  font-size: calc(1.275rem + 0.3vw);
-}
-@media (min-width: 1200px) {
-  h4, .h4 {
-    font-size: 1.5rem;
-  }
-}
-
-h5, .h5 {
-  font-size: 1.25rem;
-}
-
-h6, .h6 {
-  font-size: 1rem;
-}
-
-p {
-  margin-top: 0;
-  margin-bottom: 1rem;
-}
-
-abbr[title] {
-  -webkit-text-decoration: underline dotted;
-  text-decoration: underline dotted;
-  cursor: help;
-  -webkit-text-decoration-skip-ink: none;
-  text-decoration-skip-ink: none;
-}
-
-address {
-  margin-bottom: 1rem;
-  font-style: normal;
-  line-height: inherit;
-}
-
-ol,
-ul {
-  padding-left: 2rem;
-}
-
-ol,
-ul,
-dl {
-  margin-top: 0;
-  margin-bottom: 1rem;
-}
-
-ol ol,
-ul ul,
-ol ul,
-ul ol {
-  margin-bottom: 0;
-}
-
-dt {
-  font-weight: 700;
-}
-
-dd {
-  margin-bottom: 0.5rem;
-  margin-left: 0;
-}
-
-blockquote {
-  margin: 0 0 1rem;
-}
-
-b,
-strong {
-  font-weight: bolder;
-}
-
-small, .small {
-  font-size: 0.875em;
-}
-
-mark, .mark {
-  padding: 0.1875em;
-  color: var(--bs-highlight-color);
-  background-color: var(--bs-highlight-bg);
-}
-
-sub,
-sup {
-  position: relative;
-  font-size: 0.75em;
-  line-height: 0;
-  vertical-align: baseline;
-}
-
-sub {
-  bottom: -0.25em;
-}
-
-sup {
-  top: -0.5em;
+  min-width: 320px;
+  overflow-x: hidden;
 }
 
 a {
-  color: rgba(var(--bs-link-color-rgb), var(--bs-link-opacity, 1));
-  text-decoration: underline;
-}
-a:hover {
-  --bs-link-color-rgb: var(--bs-link-hover-color-rgb);
+  text-underline-offset: 0.16em;
 }
 
-a:not([href]):not([class]), a:not([href]):not([class]):hover {
-  color: inherit;
+.skip-link {
+  position: fixed;
+  top: 0.75rem;
+  left: 0.75rem;
+  z-index: 2000;
+  transform: translateY(-160%);
+  padding: 0.65rem 0.9rem;
+  border-radius: 0.5rem;
+  background: #083b4b;
+  color: white;
+  font-weight: 700;
   text-decoration: none;
 }
 
-pre,
-code,
-kbd,
-samp {
-  font-family: var(--bs-font-monospace);
-  font-size: 1em;
-}
-
-pre {
-  display: block;
-  margin-top: 0;
-  margin-bottom: 1rem;
-  overflow: auto;
-  font-size: 0.875em;
-}
-pre code {
-  font-size: inherit;
-  color: inherit;
-  word-break: normal;
-}
-
-code {
-  font-size: 0.875em;
-  color: var(--bs-code-color);
-  word-wrap: break-word;
-}
-a > code {
-  color: inherit;
-}
-
-kbd {
-  padding: 0.1875rem 0.375rem;
-  font-size: 0.875em;
-  color: var(--bs-body-bg);
-  background-color: var(--bs-body-color);
-  border-radius: 0;
-}
-kbd kbd {
-  padding: 0;
-  font-size: 1em;
-}
-
-figure {
-  margin: 0 0 1rem;
-}
-
-img,
-svg {
-  vertical-align: middle;
-}
-
-table {
-  caption-side: bottom;
-  border-collapse: collapse;
-}
-
-caption {
-  padding-top: 0.5rem;
-  padding-bottom: 0.5rem;
-  color: var(--bs-secondary-color);
-  text-align: left;
-}
-
-th {
-  text-align: inherit;
-  text-align: -webkit-match-parent;
-}
-
-thead,
-tbody,
-tfoot,
-tr,
-td,
-th {
-  border-color: inherit;
-  border-style: solid;
-  border-width: 0;
-}
-
-label {
-  display: inline-block;
-}
-
-button {
-  border-radius: 0;
-}
-
-button:focus:not(:focus-visible) {
-  outline: 0;
-}
-
-input,
-button,
-select,
-optgroup,
-textarea {
-  margin: 0;
-  font-family: inherit;
-  font-size: inherit;
-  line-height: inherit;
-}
-
-button,
-select {
-  text-transform: none;
-}
-
-[role=button] {
-  cursor: pointer;
-}
-
-select {
-  word-wrap: normal;
-}
-select:disabled {
-  opacity: 1;
-}
-
-[list]:not([type=date]):not([type=datetime-local]):not([type=month]):not([type=week]):not([type=time])::-webkit-calendar-picker-indicator {
-  display: none !important;
-}
-
-button,
-[type=button],
-[type=reset],
-[type=submit] {
-  -webkit-appearance: button;
-}
-button:not(:disabled),
-[type=button]:not(:disabled),
-[type=reset]:not(:disabled),
-[type=submit]:not(:disabled) {
-  cursor: pointer;
-}
-
-::-moz-focus-inner {
-  padding: 0;
-  border-style: none;
-}
-
-textarea {
-  resize: vertical;
-}
-
-fieldset {
-  min-width: 0;
-  padding: 0;
-  margin: 0;
-  border: 0;
-}
-
-legend {
-  float: left;
-  width: 100%;
-  padding: 0;
-  margin-bottom: 0.5rem;
-  font-size: calc(1.275rem + 0.3vw);
-  line-height: inherit;
-}
-@media (min-width: 1200px) {
-  legend {
-    font-size: 1.5rem;
-  }
-}
-legend + * {
-  clear: left;
-}
-
-::-webkit-datetime-edit-fields-wrapper,
-::-webkit-datetime-edit-text,
-::-webkit-datetime-edit-minute,
-::-webkit-datetime-edit-hour-field,
-::-webkit-datetime-edit-day-field,
-::-webkit-datetime-edit-month-field,
-::-webkit-datetime-edit-year-field {
-  padding: 0;
-}
-
-::-webkit-inner-spin-button {
-  height: auto;
-}
-
-[type=search] {
-  -webkit-appearance: textfield;
-  outline-offset: -2px;
-}
-
-/* rtl:raw:
-[type="tel"],
-[type="url"],
-[type="email"],
-[type="number"] {
-  direction: ltr;
-}
-*/
-::-webkit-search-decoration {
-  -webkit-appearance: none;
-}
-
-::-webkit-color-swatch-wrapper {
-  padding: 0;
-}
-
-::-webkit-file-upload-button {
-  font: inherit;
-  -webkit-appearance: button;
-}
-
-::file-selector-button {
-  font: inherit;
-  -webkit-appearance: button;
-}
-
-output {
-  display: inline-block;
-}
-
-iframe {
-  border: 0;
-}
-
-summary {
-  display: list-item;
-  cursor: pointer;
-}
-
-progress {
-  vertical-align: baseline;
-}
-
-[hidden] {
-  display: none !important;
-}
-
-.lead {
-  font-size: 1.25rem;
-  font-weight: 300;
-}
-
-.display-1 {
-  font-size: calc(1.625rem + 4.5vw);
-  font-weight: 300;
-  line-height: 1.2;
-}
-@media (min-width: 1200px) {
-  .display-1 {
-    font-size: 5rem;
-  }
-}
-
-.display-2 {
-  font-size: calc(1.575rem + 3.9vw);
-  font-weight: 300;
-  line-height: 1.2;
-}
-@media (min-width: 1200px) {
-  .display-2 {
-    font-size: 4.5rem;
-  }
-}
-
-.display-3 {
-  font-size: calc(1.525rem + 3.3vw);
-  font-weight: 300;
-  line-height: 1.2;
-}
-@media (min-width: 1200px) {
-  .display-3 {
-    font-size: 4rem;
-  }
-}
-
-.display-4 {
-  font-size: calc(1.475rem + 2.7vw);
-  font-weight: 300;
-  line-height: 1.2;
-}
-@media (min-width: 1200px) {
-  .display-4 {
-    font-size: 3.5rem;
-  }
-}
-
-.display-5 {
-  font-size: calc(1.425rem + 2.1vw);
-  font-weight: 300;
-  line-height: 1.2;
-}
-@media (min-width: 1200px) {
-  .display-5 {
-    font-size: 3rem;
-  }
-}
-
-.display-6 {
-  font-size: calc(1.375rem + 1.5vw);
-  font-weight: 300;
-  line-height: 1.2;
-}
-@media (min-width: 1200px) {
-  .display-6 {
-    font-size: 2.5rem;
-  }
-}
-
-.list-unstyled {
-  padding-left: 0;
-  list-style: none;
-}
-
-.list-inline {
-  padding-left: 0;
-  list-style: none;
-}
-
-.list-inline-item {
-  display: inline-block;
-}
-.list-inline-item:not(:last-child) {
-  margin-right: 0.5rem;
-}
-
-.initialism {
-  font-size: 0.875em;
-  text-transform: uppercase;
-}
-
-.blockquote {
-  margin-bottom: 1rem;
-  font-size: 1.25rem;
-}
-.blockquote > :last-child {
-  margin-bottom: 0;
-}
-
-.blockquote-footer {
-  margin-top: -1rem;
-  margin-bottom: 1rem;
-  font-size: 0.875em;
-  color: #888;
-}
-.blockquote-footer::before {
-  content: "— ";
+.skip-link:focus {
+  transform: translateY(0);
 }
 
-.img-fluid {
-  max-width: 100%;
-  height: auto;
+:focus-visible {
+  outline: 3px solid #e69f00;
+  outline-offset: 3px;
 }
 
-.img-thumbnail {
-  padding: 0.25rem;
-  background-color: var(--bs-body-bg);
-  border: var(--bs-border-width) solid var(--bs-border-color);
-  border-radius: var(--bs-border-radius);
+.bk-root,
+.bk-root > div {
   max-width: 100%;
-  height: auto;
-}
-
-.figure {
-  display: inline-block;
-}
-
-.figure-img {
-  margin-bottom: 0.5rem;
-  line-height: 1;
-}
-
-.figure-caption {
-  font-size: 0.875em;
-  color: var(--bs-secondary-color);
 }
 
-.container,
-.container-fluid,
-.container-xxl,
-.container-xl,
-.container-lg,
-.container-md,
-.container-sm {
-  --bs-gutter-x: 1.5rem;
-  --bs-gutter-y: 0;
-  width: 100%;
-  padding-right: calc(var(--bs-gutter-x) * 0.5);
-  padding-left: calc(var(--bs-gutter-x) * 0.5);
-  margin-right: auto;
-  margin-left: auto;
-}
-
-@media (min-width: 576px) {
-  .container-sm, .container {
-    max-width: 540px;
-  }
-}
-@media (min-width: 768px) {
-  .container-md, .container-sm, .container {
-    max-width: 720px;
-  }
-}
-@media (min-width: 992px) {
-  .container-lg, .container-md, .container-sm, .container {
-    max-width: 960px;
-  }
-}
-@media (min-width: 1200px) {
-  .container-xl, .container-lg, .container-md, .container-sm, .container {
-    max-width: 1140px;
-  }
-}
-@media (min-width: 1400px) {
-  .container-xxl, .container-xl, .container-lg, .container-md, .container-sm, .container {
-    max-width: 1320px;
+@media (prefers-reduced-motion: reduce) {
+  html {
+    scroll-behavior: auto;
   }
-}
-:root {
-  --bs-breakpoint-xs: 0;
-  --bs-breakpoint-sm: 576px;
-  --bs-breakpoint-md: 768px;
-  --bs-breakpoint-lg: 992px;
-  --bs-breakpoint-xl: 1200px;
-  --bs-breakpoint-xxl: 1400px;
-}
-
-.row {
-  --bs-gutter-x: 1.5rem;
-  --bs-gutter-y: 0;
-  display: flex;
-  flex-wrap: wrap;
-  margin-top: calc(-1 * var(--bs-gutter-y));
-  margin-right: calc(-0.5 * var(--bs-gutter-x));
-  margin-left: calc(-0.5 * var(--bs-gutter-x));
-}
-.row > * {
-  flex-shrink: 0;
-  width: 100%;
-  max-width: 100%;
-  padding-right: calc(var(--bs-gutter-x) * 0.5);
-  padding-left: calc(var(--bs-gutter-x) * 0.5);
-  margin-top: var(--bs-gutter-y);
-}
-
-.col {
-  flex: 1 0 0%;
-}
-
-.row-cols-auto > * {
-  flex: 0 0 auto;
-  width: auto;
-}
-
-.row-cols-1 > * {
-  flex: 0 0 auto;
-  width: 100%;
-}
-
-.row-cols-2 > * {
-  flex: 0 0 auto;
-  width: 50%;
-}
-
-.row-cols-3 > * {
-  flex: 0 0 auto;
-  width: 33.33333333%;
-}
-
-.row-cols-4 > * {
-  flex: 0 0 auto;
-  width: 25%;
-}
-
-.row-cols-5 > * {
-  flex: 0 0 auto;
-  width: 20%;
-}
 
-.row-cols-6 > * {
-  flex: 0 0 auto;
-  width: 16.66666667%;
-}
-
-.col-auto {
-  flex: 0 0 auto;
-  width: auto;
-}
-
-.col-1 {
-  flex: 0 0 auto;
-  width: 8.33333333%;
-}
-
-.col-2 {
-  flex: 0 0 auto;
-  width: 16.66666667%;
-}
-
-.col-3 {
-  flex: 0 0 auto;
-  width: 25%;
-}
-
-.col-4 {
-  flex: 0 0 auto;
-  width: 33.33333333%;
-}
-
-.col-5 {
-  flex: 0 0 auto;
-  width: 41.66666667%;
-}
-
-.col-6 {
-  flex: 0 0 auto;
-  width: 50%;
-}
-
-.col-7 {
-  flex: 0 0 auto;
-  width: 58.33333333%;
-}
-
-.col-8 {
-  flex: 0 0 auto;
-  width: 66.66666667%;
-}
-
-.col-9 {
-  flex: 0 0 auto;
-  width: 75%;
-}
-
-.col-10 {
-  flex: 0 0 auto;
-  width: 83.33333333%;
-}
-
-.col-11 {
-  flex: 0 0 auto;
-  width: 91.66666667%;
-}
-
-.col-12 {
-  flex: 0 0 auto;
-  width: 100%;
-}
-
-.offset-1 {
-  margin-left: 8.33333333%;
-}
-
-.offset-2 {
-  margin-left: 16.66666667%;
+  *,
+  *::before,
+  *::after {
+    animation-duration: 0.01ms !important;
+    animation-iteration-count: 1 !important;
+    transition-duration: 0.01ms !important;
+  }
 }
-
-.offset-3 {
-  margin-left: 25%;
-}
-
-.offset-4 {
-  margin-left: 33.33333333%;
-}
-
-.offset-5 {
-  margin-left: 41.66666667%;
-}
-
-.offset-6 {
-  margin-left: 50%;
-}
-
-.offset-7 {
-  margin-left: 58.33333333%;
-}
-
-.offset-8 {
-  margin-left: 66.66666667%;
-}
-
-.offset-9 {
-  margin-left: 75%;
-}
-
-.offset-10 {
-  margin-left: 83.33333333%;
-}
-
-.offset-11 {
-  margin-left: 91.66666667%;
-}
-
-.g-0,
-.gx-0 {
-  --bs-gutter-x: 0;
-}
-
-.g-0,
-.gy-0 {
-  --bs-gutter-y: 0;
-}
-
-.g-1,
-.gx-1 {
-  --bs-gutter-x: 0.25rem;
-}
-
-.g-1,
-.gy-1 {
-  --bs-gutter-y: 0.25rem;
-}
-
-.g-2,
-.gx-2 {
-  --bs-gutter-x: 0.5rem;
-}
-
-.g-2,
-.gy-2 {
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-}
-
-.g-3,
-.gx-3 {
-  --bs-gutter-x: 1rem;
-}
-
-.g-3,
-.gy-3 {
-  --bs-gutter-y: 1rem;
-}
-
-.g-4,
-.gx-4 {
-  --bs-gutter-x: 1.5rem;
-}
-
-.g-4,
-.gy-4 {
-  --bs-gutter-y: 1.5rem;
-}
-
-.g-5,
-.gx-5 {
-  --bs-gutter-x: 3rem;
-}
-
-.g-5,
-.gy-5 {
-  --bs-gutter-y: 3rem;
-}
-
-@media (min-width: 576px) {
-  .col-sm {
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-  }
-  .row-cols-sm-auto > * {
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-    width: auto;
-  }
-  .row-cols-sm-1 > * {
-    flex: 0 0 auto;
-    width: 100%;
-  }
-  .row-cols-sm-2 > * {
-    flex: 0 0 auto;
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-  }
-  .row-cols-sm-3 > * {
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-    width: 33.33333333%;
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-  .row-cols-sm-4 > * {
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-    width: 25%;
-  }
-  .row-cols-sm-5 > * {
-    flex: 0 0 auto;
-    width: 20%;
-  }
-  .row-cols-sm-6 > * {
-    flex: 0 0 auto;
-    width: 16.66666667%;
-  }
-  .col-sm-auto {
-    flex: 0 0 auto;
-    width: auto;
-  }
-  .col-sm-1 {
-    flex: 0 0 auto;
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-  }
-  .col-sm-2 {
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-    width: 16.66666667%;
-  }
-  .col-sm-3 {
-    flex: 0 0 auto;
-    width: 25%;
-  }
-  .col-sm-4 {
-    flex: 0 0 auto;
-    width: 33.33333333%;
-  }
-  .col-sm-5 {
-    flex: 0 0 auto;
-    width: 41.66666667%;
-  }
-  .col-sm-6 {
-    flex: 0 0 auto;
-    width: 50%;
-  }
-  .col-sm-7 {
-    flex: 0 0 auto;
-    width: 58.33333333%;
-  }
-  .col-sm-8 {
-    flex: 0 0 auto;
-    width: 66.66666667%;
-  }
-  .col-sm-9 {
-    flex: 0 0 auto;
-    width: 75%;
-  }
-  .col-sm-10 {
-    flex: 0 0 auto;
-    width: 83.33333333%;
-  }
-  .col-sm-11 {
-    flex: 0 0 auto;
-    width: 91.66666667%;
-  }
-  .col-sm-12 {
-    flex: 0 0 auto;
-    width: 100%;
-  }
-  .offset-sm-0 {
-    margin-left: 0;
-  }
-  .offset-sm-1 {
-    margin-left: 8.33333333%;
-  }
-  .offset-sm-2 {
-    margin-left: 16.66666667%;
-  }
-  .offset-sm-3 {
-    margin-left: 25%;
-  }
-  .offset-sm-4 {
-    margin-left: 33.33333333%;
-  }
-  .offset-sm-5 {
-    margin-left: 41.66666667%;
-  }
-  .offset-sm-6 {
-    margin-left: 50%;
-  }
-  .offset-sm-7 {
-    margin-left: 58.33333333%;
-  }
-  .offset-sm-8 {
-    margin-left: 66.66666667%;
-  }
-  .offset-sm-9 {
-    margin-left: 75%;
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-  .offset-sm-10 {
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-  .offset-sm-11 {
-    margin-left: 91.66666667%;
-  }
-  .g-sm-0,
-  .gx-sm-0 {
-    --bs-gutter-x: 0;
-  }
-  .g-sm-0,
-  .gy-sm-0 {
-    --bs-gutter-y: 0;
-  }
-  .g-sm-1,
-  .gx-sm-1 {
-    --bs-gutter-x: 0.25rem;
-  }
-  .g-sm-1,
-  .gy-sm-1 {
-    --bs-gutter-y: 0.25rem;
-  }
-  .g-sm-2,
-  .gx-sm-2 {
-    --bs-gutter-x: 0.5rem;
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-  .g-sm-2,
-  .gy-sm-2 {
-    --bs-gutter-y: 0.5rem;
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-  .g-sm-3,
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-    --bs-gutter-x: 1rem;
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-  .g-sm-3,
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-  .g-sm-4,
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-  .g-sm-4,
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-    --bs-gutter-y: 1.5rem;
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-  .g-sm-5,
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-  .g-sm-5,
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-}
-@media (min-width: 768px) {
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-  .row-cols-md-auto > * {
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-  .row-cols-md-1 > * {
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-  .row-cols-md-5 > * {
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-  .col-md-4 {
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-  .offset-md-3 {
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-  .offset-md-4 {
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-[data-bs-theme=dark] .form-select {
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-.btn-check {
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-[data-bs-theme=dark] .form-switch .form-check-input:not(:checked):not(:focus) {
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-.form-range {
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-.form-floating {
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-.carousel-item {
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-.carousel-item.active,
-.carousel-item-next,
-.carousel-item-prev {
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-.carousel-item-next:not(.carousel-item-start),
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-.carousel-item-prev:not(.carousel-item-end),
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-.carousel-fade .carousel-item {
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-.carousel-control-prev,
-.carousel-control-next {
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-.carousel-control-prev:hover, .carousel-control-prev:focus,
-.carousel-control-next:hover,
-.carousel-control-next:focus {
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-.carousel-control-prev {
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-.carousel-control-next {
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-.carousel-control-prev-icon,
-.carousel-control-next-icon {
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-/* rtl:options: {
-  "autoRename": true,
-  "stringMap":[ {
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-.carousel-control-prev-icon {
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-.carousel-control-next-icon {
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-.carousel-indicators {
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-.carousel-indicators [data-bs-target] {
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-.carousel-indicators .active {
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-.carousel-caption {
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-.carousel-dark .carousel-control-prev-icon,
-.carousel-dark .carousel-control-next-icon {
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-.carousel-dark .carousel-caption {
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-[data-bs-theme=dark] .carousel .carousel-control-prev-icon,
-[data-bs-theme=dark] .carousel .carousel-control-next-icon, [data-bs-theme=dark].carousel .carousel-control-prev-icon,
-[data-bs-theme=dark].carousel .carousel-control-next-icon {
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-[data-bs-theme=dark] .carousel .carousel-indicators [data-bs-target], [data-bs-theme=dark].carousel .carousel-indicators [data-bs-target] {
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-[data-bs-theme=dark] .carousel .carousel-caption, [data-bs-theme=dark].carousel .carousel-caption {
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-.spinner-grow,
-.spinner-border {
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-@keyframes spinner-border {
-  to {
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-.spinner-border {
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-.spinner-border-sm {
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-@keyframes spinner-grow {
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-.spinner-grow {
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-.spinner-grow-sm {
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-.offcanvas, .offcanvas-xxl, .offcanvas-xl, .offcanvas-lg, .offcanvas-md, .offcanvas-sm {
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-  --bs-offcanvas-width: 400px;
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-  --bs-offcanvas-padding-y: 1rem;
-  --bs-offcanvas-color: var(--bs-body-color);
-  --bs-offcanvas-bg: var(--bs-body-bg);
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-  --bs-offcanvas-border-color: var(--bs-border-color-translucent);
-  --bs-offcanvas-box-shadow: var(--bs-box-shadow-sm);
-  --bs-offcanvas-transition: transform 0.3s ease-in-out;
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-  .offcanvas-sm {
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-  }
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-@media (max-width: 575.98px) {
-  .offcanvas-sm.offcanvas-start {
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-    left: 0;
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-    border-right: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);
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-    border-left: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);
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-    left: 0;
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-    border-bottom: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);
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-  .offcanvas-sm.offcanvas-bottom {
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-    height: var(--bs-offcanvas-height);
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-    border-top: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);
-    transform: translateY(100%);
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-  .offcanvas-sm.showing, .offcanvas-sm.show:not(.hiding) {
-    transform: none;
-  }
-  .offcanvas-sm.showing, .offcanvas-sm.hiding, .offcanvas-sm.show {
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-  }
-}
-@media (min-width: 576px) {
-  .offcanvas-sm {
-    --bs-offcanvas-height: auto;
-    --bs-offcanvas-border-width: 0;
-    background-color: transparent !important;
-  }
-  .offcanvas-sm .offcanvas-header {
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-@media (max-width: 767.98px) {
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-  .offcanvas-md {
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-  }
-}
-@media (max-width: 767.98px) {
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-@media (min-width: 768px) {
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-@media (max-width: 991.98px) {
-  .offcanvas-lg {
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-@media (max-width: 991.98px) and (prefers-reduced-motion: reduce) {
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-@media (max-width: 991.98px) {
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-  .offcanvas-lg.offcanvas-end {
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-    border-left: var(--bs-offcanvas-border-width) solid var(--bs-offcanvas-border-color);
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-  .offcanvas-lg.offcanvas-top {
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-  .offcanvas-lg.offcanvas-bottom {
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-@media (min-width: 992px) {
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-@media (max-width: 1199.98px) {
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-}
-@media (min-width: 1200px) {
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-@media (max-width: 1399.98px) and (prefers-reduced-motion: reduce) {
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-}
-@media (max-width: 1399.98px) {
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-.offcanvas {
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-  .flex-sm-wrap {
-    flex-wrap: wrap !important;
-  }
-  .flex-sm-nowrap {
-    flex-wrap: nowrap !important;
-  }
-  .flex-sm-wrap-reverse {
-    flex-wrap: wrap-reverse !important;
-  }
-  .justify-content-sm-start {
-    justify-content: flex-start !important;
-  }
-  .justify-content-sm-end {
-    justify-content: flex-end !important;
-  }
-  .justify-content-sm-center {
-    justify-content: center !important;
-  }
-  .justify-content-sm-between {
-    justify-content: space-between !important;
-  }
-  .justify-content-sm-around {
-    justify-content: space-around !important;
-  }
-  .justify-content-sm-evenly {
-    justify-content: space-evenly !important;
-  }
-  .align-items-sm-start {
-    align-items: flex-start !important;
-  }
-  .align-items-sm-end {
-    align-items: flex-end !important;
-  }
-  .align-items-sm-center {
-    align-items: center !important;
-  }
-  .align-items-sm-baseline {
-    align-items: baseline !important;
-  }
-  .align-items-sm-stretch {
-    align-items: stretch !important;
-  }
-  .align-content-sm-start {
-    align-content: flex-start !important;
-  }
-  .align-content-sm-end {
-    align-content: flex-end !important;
-  }
-  .align-content-sm-center {
-    align-content: center !important;
-  }
-  .align-content-sm-between {
-    align-content: space-between !important;
-  }
-  .align-content-sm-around {
-    align-content: space-around !important;
-  }
-  .align-content-sm-stretch {
-    align-content: stretch !important;
-  }
-  .align-self-sm-auto {
-    align-self: auto !important;
-  }
-  .align-self-sm-start {
-    align-self: flex-start !important;
-  }
-  .align-self-sm-end {
-    align-self: flex-end !important;
-  }
-  .align-self-sm-center {
-    align-self: center !important;
-  }
-  .align-self-sm-baseline {
-    align-self: baseline !important;
-  }
-  .align-self-sm-stretch {
-    align-self: stretch !important;
-  }
-  .order-sm-first {
-    order: -1 !important;
-  }
-  .order-sm-0 {
-    order: 0 !important;
-  }
-  .order-sm-1 {
-    order: 1 !important;
-  }
-  .order-sm-2 {
-    order: 2 !important;
-  }
-  .order-sm-3 {
-    order: 3 !important;
-  }
-  .order-sm-4 {
-    order: 4 !important;
-  }
-  .order-sm-5 {
-    order: 5 !important;
-  }
-  .order-sm-last {
-    order: 6 !important;
-  }
-  .m-sm-0 {
-    margin: 0 !important;
-  }
-  .m-sm-1 {
-    margin: 0.25rem !important;
-  }
-  .m-sm-2 {
-    margin: 0.5rem !important;
-  }
-  .m-sm-3 {
-    margin: 1rem !important;
-  }
-  .m-sm-4 {
-    margin: 1.5rem !important;
-  }
-  .m-sm-5 {
-    margin: 3rem !important;
-  }
-  .m-sm-auto {
-    margin: auto !important;
-  }
-  .mx-sm-0 {
-    margin-right: 0 !important;
-    margin-left: 0 !important;
-  }
-  .mx-sm-1 {
-    margin-right: 0.25rem !important;
-    margin-left: 0.25rem !important;
-  }
-  .mx-sm-2 {
-    margin-right: 0.5rem !important;
-    margin-left: 0.5rem !important;
-  }
-  .mx-sm-3 {
-    margin-right: 1rem !important;
-    margin-left: 1rem !important;
-  }
-  .mx-sm-4 {
-    margin-right: 1.5rem !important;
-    margin-left: 1.5rem !important;
-  }
-  .mx-sm-5 {
-    margin-right: 3rem !important;
-    margin-left: 3rem !important;
-  }
-  .mx-sm-auto {
-    margin-right: auto !important;
-    margin-left: auto !important;
-  }
-  .my-sm-0 {
-    margin-top: 0 !important;
-    margin-bottom: 0 !important;
-  }
-  .my-sm-1 {
-    margin-top: 0.25rem !important;
-    margin-bottom: 0.25rem !important;
-  }
-  .my-sm-2 {
-    margin-top: 0.5rem !important;
-    margin-bottom: 0.5rem !important;
-  }
-  .my-sm-3 {
-    margin-top: 1rem !important;
-    margin-bottom: 1rem !important;
-  }
-  .my-sm-4 {
-    margin-top: 1.5rem !important;
-    margin-bottom: 1.5rem !important;
-  }
-  .my-sm-5 {
-    margin-top: 3rem !important;
-    margin-bottom: 3rem !important;
-  }
-  .my-sm-auto {
-    margin-top: auto !important;
-    margin-bottom: auto !important;
-  }
-  .mt-sm-0 {
-    margin-top: 0 !important;
-  }
-  .mt-sm-1 {
-    margin-top: 0.25rem !important;
-  }
-  .mt-sm-2 {
-    margin-top: 0.5rem !important;
-  }
-  .mt-sm-3 {
-    margin-top: 1rem !important;
-  }
-  .mt-sm-4 {
-    margin-top: 1.5rem !important;
-  }
-  .mt-sm-5 {
-    margin-top: 3rem !important;
-  }
-  .mt-sm-auto {
-    margin-top: auto !important;
-  }
-  .me-sm-0 {
-    margin-right: 0 !important;
-  }
-  .me-sm-1 {
-    margin-right: 0.25rem !important;
-  }
-  .me-sm-2 {
-    margin-right: 0.5rem !important;
-  }
-  .me-sm-3 {
-    margin-right: 1rem !important;
-  }
-  .me-sm-4 {
-    margin-right: 1.5rem !important;
-  }
-  .me-sm-5 {
-    margin-right: 3rem !important;
-  }
-  .me-sm-auto {
-    margin-right: auto !important;
-  }
-  .mb-sm-0 {
-    margin-bottom: 0 !important;
-  }
-  .mb-sm-1 {
-    margin-bottom: 0.25rem !important;
-  }
-  .mb-sm-2 {
-    margin-bottom: 0.5rem !important;
-  }
-  .mb-sm-3 {
-    margin-bottom: 1rem !important;
-  }
-  .mb-sm-4 {
-    margin-bottom: 1.5rem !important;
-  }
-  .mb-sm-5 {
-    margin-bottom: 3rem !important;
-  }
-  .mb-sm-auto {
-    margin-bottom: auto !important;
-  }
-  .ms-sm-0 {
-    margin-left: 0 !important;
-  }
-  .ms-sm-1 {
-    margin-left: 0.25rem !important;
-  }
-  .ms-sm-2 {
-    margin-left: 0.5rem !important;
-  }
-  .ms-sm-3 {
-    margin-left: 1rem !important;
-  }
-  .ms-sm-4 {
-    margin-left: 1.5rem !important;
-  }
-  .ms-sm-5 {
-    margin-left: 3rem !important;
-  }
-  .ms-sm-auto {
-    margin-left: auto !important;
-  }
-  .p-sm-0 {
-    padding: 0 !important;
-  }
-  .p-sm-1 {
-    padding: 0.25rem !important;
-  }
-  .p-sm-2 {
-    padding: 0.5rem !important;
-  }
-  .p-sm-3 {
-    padding: 1rem !important;
-  }
-  .p-sm-4 {
-    padding: 1.5rem !important;
-  }
-  .p-sm-5 {
-    padding: 3rem !important;
-  }
-  .px-sm-0 {
-    padding-right: 0 !important;
-    padding-left: 0 !important;
-  }
-  .px-sm-1 {
-    padding-right: 0.25rem !important;
-    padding-left: 0.25rem !important;
-  }
-  .px-sm-2 {
-    padding-right: 0.5rem !important;
-    padding-left: 0.5rem !important;
-  }
-  .px-sm-3 {
-    padding-right: 1rem !important;
-    padding-left: 1rem !important;
-  }
-  .px-sm-4 {
-    padding-right: 1.5rem !important;
-    padding-left: 1.5rem !important;
-  }
-  .px-sm-5 {
-    padding-right: 3rem !important;
-    padding-left: 3rem !important;
-  }
-  .py-sm-0 {
-    padding-top: 0 !important;
-    padding-bottom: 0 !important;
-  }
-  .py-sm-1 {
-    padding-top: 0.25rem !important;
-    padding-bottom: 0.25rem !important;
-  }
-  .py-sm-2 {
-    padding-top: 0.5rem !important;
-    padding-bottom: 0.5rem !important;
-  }
-  .py-sm-3 {
-    padding-top: 1rem !important;
-    padding-bottom: 1rem !important;
-  }
-  .py-sm-4 {
-    padding-top: 1.5rem !important;
-    padding-bottom: 1.5rem !important;
-  }
-  .py-sm-5 {
-    padding-top: 3rem !important;
-    padding-bottom: 3rem !important;
-  }
-  .pt-sm-0 {
-    padding-top: 0 !important;
-  }
-  .pt-sm-1 {
-    padding-top: 0.25rem !important;
-  }
-  .pt-sm-2 {
-    padding-top: 0.5rem !important;
-  }
-  .pt-sm-3 {
-    padding-top: 1rem !important;
-  }
-  .pt-sm-4 {
-    padding-top: 1.5rem !important;
-  }
-  .pt-sm-5 {
-    padding-top: 3rem !important;
-  }
-  .pe-sm-0 {
-    padding-right: 0 !important;
-  }
-  .pe-sm-1 {
-    padding-right: 0.25rem !important;
-  }
-  .pe-sm-2 {
-    padding-right: 0.5rem !important;
-  }
-  .pe-sm-3 {
-    padding-right: 1rem !important;
-  }
-  .pe-sm-4 {
-    padding-right: 1.5rem !important;
-  }
-  .pe-sm-5 {
-    padding-right: 3rem !important;
-  }
-  .pb-sm-0 {
-    padding-bottom: 0 !important;
-  }
-  .pb-sm-1 {
-    padding-bottom: 0.25rem !important;
-  }
-  .pb-sm-2 {
-    padding-bottom: 0.5rem !important;
-  }
-  .pb-sm-3 {
-    padding-bottom: 1rem !important;
-  }
-  .pb-sm-4 {
-    padding-bottom: 1.5rem !important;
-  }
-  .pb-sm-5 {
-    padding-bottom: 3rem !important;
-  }
-  .ps-sm-0 {
-    padding-left: 0 !important;
-  }
-  .ps-sm-1 {
-    padding-left: 0.25rem !important;
-  }
-  .ps-sm-2 {
-    padding-left: 0.5rem !important;
-  }
-  .ps-sm-3 {
-    padding-left: 1rem !important;
-  }
-  .ps-sm-4 {
-    padding-left: 1.5rem !important;
-  }
-  .ps-sm-5 {
-    padding-left: 3rem !important;
-  }
-  .gap-sm-0 {
-    gap: 0 !important;
-  }
-  .gap-sm-1 {
-    gap: 0.25rem !important;
-  }
-  .gap-sm-2 {
-    gap: 0.5rem !important;
-  }
-  .gap-sm-3 {
-    gap: 1rem !important;
-  }
-  .gap-sm-4 {
-    gap: 1.5rem !important;
-  }
-  .gap-sm-5 {
-    gap: 3rem !important;
-  }
-  .row-gap-sm-0 {
-    row-gap: 0 !important;
-  }
-  .row-gap-sm-1 {
-    row-gap: 0.25rem !important;
-  }
-  .row-gap-sm-2 {
-    row-gap: 0.5rem !important;
-  }
-  .row-gap-sm-3 {
-    row-gap: 1rem !important;
-  }
-  .row-gap-sm-4 {
-    row-gap: 1.5rem !important;
-  }
-  .row-gap-sm-5 {
-    row-gap: 3rem !important;
-  }
-  .column-gap-sm-0 {
-    -moz-column-gap: 0 !important;
-    column-gap: 0 !important;
-  }
-  .column-gap-sm-1 {
-    -moz-column-gap: 0.25rem !important;
-    column-gap: 0.25rem !important;
-  }
-  .column-gap-sm-2 {
-    -moz-column-gap: 0.5rem !important;
-    column-gap: 0.5rem !important;
-  }
-  .column-gap-sm-3 {
-    -moz-column-gap: 1rem !important;
-    column-gap: 1rem !important;
-  }
-  .column-gap-sm-4 {
-    -moz-column-gap: 1.5rem !important;
-    column-gap: 1.5rem !important;
-  }
-  .column-gap-sm-5 {
-    -moz-column-gap: 3rem !important;
-    column-gap: 3rem !important;
-  }
-  .text-sm-start {
-    text-align: left !important;
-  }
-  .text-sm-end {
-    text-align: right !important;
-  }
-  .text-sm-center {
-    text-align: center !important;
-  }
-}
-@media (min-width: 768px) {
-  .float-md-start {
-    float: left !important;
-  }
-  .float-md-end {
-    float: right !important;
-  }
-  .float-md-none {
-    float: none !important;
-  }
-  .object-fit-md-contain {
-    -o-object-fit: contain !important;
-    object-fit: contain !important;
-  }
-  .object-fit-md-cover {
-    -o-object-fit: cover !important;
-    object-fit: cover !important;
-  }
-  .object-fit-md-fill {
-    -o-object-fit: fill !important;
-    object-fit: fill !important;
-  }
-  .object-fit-md-scale {
-    -o-object-fit: scale-down !important;
-    object-fit: scale-down !important;
-  }
-  .object-fit-md-none {
-    -o-object-fit: none !important;
-    object-fit: none !important;
-  }
-  .d-md-inline {
-    display: inline !important;
-  }
-  .d-md-inline-block {
-    display: inline-block !important;
-  }
-  .d-md-block {
-    display: block !important;
-  }
-  .d-md-grid {
-    display: grid !important;
-  }
-  .d-md-inline-grid {
-    display: inline-grid !important;
-  }
-  .d-md-table {
-    display: table !important;
-  }
-  .d-md-table-row {
-    display: table-row !important;
-  }
-  .d-md-table-cell {
-    display: table-cell !important;
-  }
-  .d-md-flex {
-    display: flex !important;
-  }
-  .d-md-inline-flex {
-    display: inline-flex !important;
-  }
-  .d-md-none {
-    display: none !important;
-  }
-  .flex-md-fill {
-    flex: 1 1 auto !important;
-  }
-  .flex-md-row {
-    flex-direction: row !important;
-  }
-  .flex-md-column {
-    flex-direction: column !important;
-  }
-  .flex-md-row-reverse {
-    flex-direction: row-reverse !important;
-  }
-  .flex-md-column-reverse {
-    flex-direction: column-reverse !important;
-  }
-  .flex-md-grow-0 {
-    flex-grow: 0 !important;
-  }
-  .flex-md-grow-1 {
-    flex-grow: 1 !important;
-  }
-  .flex-md-shrink-0 {
-    flex-shrink: 0 !important;
-  }
-  .flex-md-shrink-1 {
-    flex-shrink: 1 !important;
-  }
-  .flex-md-wrap {
-    flex-wrap: wrap !important;
-  }
-  .flex-md-nowrap {
-    flex-wrap: nowrap !important;
-  }
-  .flex-md-wrap-reverse {
-    flex-wrap: wrap-reverse !important;
-  }
-  .justify-content-md-start {
-    justify-content: flex-start !important;
-  }
-  .justify-content-md-end {
-    justify-content: flex-end !important;
-  }
-  .justify-content-md-center {
-    justify-content: center !important;
-  }
-  .justify-content-md-between {
-    justify-content: space-between !important;
-  }
-  .justify-content-md-around {
-    justify-content: space-around !important;
-  }
-  .justify-content-md-evenly {
-    justify-content: space-evenly !important;
-  }
-  .align-items-md-start {
-    align-items: flex-start !important;
-  }
-  .align-items-md-end {
-    align-items: flex-end !important;
-  }
-  .align-items-md-center {
-    align-items: center !important;
-  }
-  .align-items-md-baseline {
-    align-items: baseline !important;
-  }
-  .align-items-md-stretch {
-    align-items: stretch !important;
-  }
-  .align-content-md-start {
-    align-content: flex-start !important;
-  }
-  .align-content-md-end {
-    align-content: flex-end !important;
-  }
-  .align-content-md-center {
-    align-content: center !important;
-  }
-  .align-content-md-between {
-    align-content: space-between !important;
-  }
-  .align-content-md-around {
-    align-content: space-around !important;
-  }
-  .align-content-md-stretch {
-    align-content: stretch !important;
-  }
-  .align-self-md-auto {
-    align-self: auto !important;
-  }
-  .align-self-md-start {
-    align-self: flex-start !important;
-  }
-  .align-self-md-end {
-    align-self: flex-end !important;
-  }
-  .align-self-md-center {
-    align-self: center !important;
-  }
-  .align-self-md-baseline {
-    align-self: baseline !important;
-  }
-  .align-self-md-stretch {
-    align-self: stretch !important;
-  }
-  .order-md-first {
-    order: -1 !important;
-  }
-  .order-md-0 {
-    order: 0 !important;
-  }
-  .order-md-1 {
-    order: 1 !important;
-  }
-  .order-md-2 {
-    order: 2 !important;
-  }
-  .order-md-3 {
-    order: 3 !important;
-  }
-  .order-md-4 {
-    order: 4 !important;
-  }
-  .order-md-5 {
-    order: 5 !important;
-  }
-  .order-md-last {
-    order: 6 !important;
-  }
-  .m-md-0 {
-    margin: 0 !important;
-  }
-  .m-md-1 {
-    margin: 0.25rem !important;
-  }
-  .m-md-2 {
-    margin: 0.5rem !important;
-  }
-  .m-md-3 {
-    margin: 1rem !important;
-  }
-  .m-md-4 {
-    margin: 1.5rem !important;
-  }
-  .m-md-5 {
-    margin: 3rem !important;
-  }
-  .m-md-auto {
-    margin: auto !important;
-  }
-  .mx-md-0 {
-    margin-right: 0 !important;
-    margin-left: 0 !important;
-  }
-  .mx-md-1 {
-    margin-right: 0.25rem !important;
-    margin-left: 0.25rem !important;
-  }
-  .mx-md-2 {
-    margin-right: 0.5rem !important;
-    margin-left: 0.5rem !important;
-  }
-  .mx-md-3 {
-    margin-right: 1rem !important;
-    margin-left: 1rem !important;
-  }
-  .mx-md-4 {
-    margin-right: 1.5rem !important;
-    margin-left: 1.5rem !important;
-  }
-  .mx-md-5 {
-    margin-right: 3rem !important;
-    margin-left: 3rem !important;
-  }
-  .mx-md-auto {
-    margin-right: auto !important;
-    margin-left: auto !important;
-  }
-  .my-md-0 {
-    margin-top: 0 !important;
-    margin-bottom: 0 !important;
-  }
-  .my-md-1 {
-    margin-top: 0.25rem !important;
-    margin-bottom: 0.25rem !important;
-  }
-  .my-md-2 {
-    margin-top: 0.5rem !important;
-    margin-bottom: 0.5rem !important;
-  }
-  .my-md-3 {
-    margin-top: 1rem !important;
-    margin-bottom: 1rem !important;
-  }
-  .my-md-4 {
-    margin-top: 1.5rem !important;
-    margin-bottom: 1.5rem !important;
-  }
-  .my-md-5 {
-    margin-top: 3rem !important;
-    margin-bottom: 3rem !important;
-  }
-  .my-md-auto {
-    margin-top: auto !important;
-    margin-bottom: auto !important;
-  }
-  .mt-md-0 {
-    margin-top: 0 !important;
-  }
-  .mt-md-1 {
-    margin-top: 0.25rem !important;
-  }
-  .mt-md-2 {
-    margin-top: 0.5rem !important;
-  }
-  .mt-md-3 {
-    margin-top: 1rem !important;
-  }
-  .mt-md-4 {
-    margin-top: 1.5rem !important;
-  }
-  .mt-md-5 {
-    margin-top: 3rem !important;
-  }
-  .mt-md-auto {
-    margin-top: auto !important;
-  }
-  .me-md-0 {
-    margin-right: 0 !important;
-  }
-  .me-md-1 {
-    margin-right: 0.25rem !important;
-  }
-  .me-md-2 {
-    margin-right: 0.5rem !important;
-  }
-  .me-md-3 {
-    margin-right: 1rem !important;
-  }
-  .me-md-4 {
-    margin-right: 1.5rem !important;
-  }
-  .me-md-5 {
-    margin-right: 3rem !important;
-  }
-  .me-md-auto {
-    margin-right: auto !important;
-  }
-  .mb-md-0 {
-    margin-bottom: 0 !important;
-  }
-  .mb-md-1 {
-    margin-bottom: 0.25rem !important;
-  }
-  .mb-md-2 {
-    margin-bottom: 0.5rem !important;
-  }
-  .mb-md-3 {
-    margin-bottom: 1rem !important;
-  }
-  .mb-md-4 {
-    margin-bottom: 1.5rem !important;
-  }
-  .mb-md-5 {
-    margin-bottom: 3rem !important;
-  }
-  .mb-md-auto {
-    margin-bottom: auto !important;
-  }
-  .ms-md-0 {
-    margin-left: 0 !important;
-  }
-  .ms-md-1 {
-    margin-left: 0.25rem !important;
-  }
-  .ms-md-2 {
-    margin-left: 0.5rem !important;
-  }
-  .ms-md-3 {
-    margin-left: 1rem !important;
-  }
-  .ms-md-4 {
-    margin-left: 1.5rem !important;
-  }
-  .ms-md-5 {
-    margin-left: 3rem !important;
-  }
-  .ms-md-auto {
-    margin-left: auto !important;
-  }
-  .p-md-0 {
-    padding: 0 !important;
-  }
-  .p-md-1 {
-    padding: 0.25rem !important;
-  }
-  .p-md-2 {
-    padding: 0.5rem !important;
-  }
-  .p-md-3 {
-    padding: 1rem !important;
-  }
-  .p-md-4 {
-    padding: 1.5rem !important;
-  }
-  .p-md-5 {
-    padding: 3rem !important;
-  }
-  .px-md-0 {
-    padding-right: 0 !important;
-    padding-left: 0 !important;
-  }
-  .px-md-1 {
-    padding-right: 0.25rem !important;
-    padding-left: 0.25rem !important;
-  }
-  .px-md-2 {
-    padding-right: 0.5rem !important;
-    padding-left: 0.5rem !important;
-  }
-  .px-md-3 {
-    padding-right: 1rem !important;
-    padding-left: 1rem !important;
-  }
-  .px-md-4 {
-    padding-right: 1.5rem !important;
-    padding-left: 1.5rem !important;
-  }
-  .px-md-5 {
-    padding-right: 3rem !important;
-    padding-left: 3rem !important;
-  }
-  .py-md-0 {
-    padding-top: 0 !important;
-    padding-bottom: 0 !important;
-  }
-  .py-md-1 {
-    padding-top: 0.25rem !important;
-    padding-bottom: 0.25rem !important;
-  }
-  .py-md-2 {
-    padding-top: 0.5rem !important;
-    padding-bottom: 0.5rem !important;
-  }
-  .py-md-3 {
-    padding-top: 1rem !important;
-    padding-bottom: 1rem !important;
-  }
-  .py-md-4 {
-    padding-top: 1.5rem !important;
-    padding-bottom: 1.5rem !important;
-  }
-  .py-md-5 {
-    padding-top: 3rem !important;
-    padding-bottom: 3rem !important;
-  }
-  .pt-md-0 {
-    padding-top: 0 !important;
-  }
-  .pt-md-1 {
-    padding-top: 0.25rem !important;
-  }
-  .pt-md-2 {
-    padding-top: 0.5rem !important;
-  }
-  .pt-md-3 {
-    padding-top: 1rem !important;
-  }
-  .pt-md-4 {
-    padding-top: 1.5rem !important;
-  }
-  .pt-md-5 {
-    padding-top: 3rem !important;
-  }
-  .pe-md-0 {
-    padding-right: 0 !important;
-  }
-  .pe-md-1 {
-    padding-right: 0.25rem !important;
-  }
-  .pe-md-2 {
-    padding-right: 0.5rem !important;
-  }
-  .pe-md-3 {
-    padding-right: 1rem !important;
-  }
-  .pe-md-4 {
-    padding-right: 1.5rem !important;
-  }
-  .pe-md-5 {
-    padding-right: 3rem !important;
-  }
-  .pb-md-0 {
-    padding-bottom: 0 !important;
-  }
-  .pb-md-1 {
-    padding-bottom: 0.25rem !important;
-  }
-  .pb-md-2 {
-    padding-bottom: 0.5rem !important;
-  }
-  .pb-md-3 {
-    padding-bottom: 1rem !important;
-  }
-  .pb-md-4 {
-    padding-bottom: 1.5rem !important;
-  }
-  .pb-md-5 {
-    padding-bottom: 3rem !important;
-  }
-  .ps-md-0 {
-    padding-left: 0 !important;
-  }
-  .ps-md-1 {
-    padding-left: 0.25rem !important;
-  }
-  .ps-md-2 {
-    padding-left: 0.5rem !important;
-  }
-  .ps-md-3 {
-    padding-left: 1rem !important;
-  }
-  .ps-md-4 {
-    padding-left: 1.5rem !important;
-  }
-  .ps-md-5 {
-    padding-left: 3rem !important;
-  }
-  .gap-md-0 {
-    gap: 0 !important;
-  }
-  .gap-md-1 {
-    gap: 0.25rem !important;
-  }
-  .gap-md-2 {
-    gap: 0.5rem !important;
-  }
-  .gap-md-3 {
-    gap: 1rem !important;
-  }
-  .gap-md-4 {
-    gap: 1.5rem !important;
-  }
-  .gap-md-5 {
-    gap: 3rem !important;
-  }
-  .row-gap-md-0 {
-    row-gap: 0 !important;
-  }
-  .row-gap-md-1 {
-    row-gap: 0.25rem !important;
-  }
-  .row-gap-md-2 {
-    row-gap: 0.5rem !important;
-  }
-  .row-gap-md-3 {
-    row-gap: 1rem !important;
-  }
-  .row-gap-md-4 {
-    row-gap: 1.5rem !important;
-  }
-  .row-gap-md-5 {
-    row-gap: 3rem !important;
-  }
-  .column-gap-md-0 {
-    -moz-column-gap: 0 !important;
-    column-gap: 0 !important;
-  }
-  .column-gap-md-1 {
-    -moz-column-gap: 0.25rem !important;
-    column-gap: 0.25rem !important;
-  }
-  .column-gap-md-2 {
-    -moz-column-gap: 0.5rem !important;
-    column-gap: 0.5rem !important;
-  }
-  .column-gap-md-3 {
-    -moz-column-gap: 1rem !important;
-    column-gap: 1rem !important;
-  }
-  .column-gap-md-4 {
-    -moz-column-gap: 1.5rem !important;
-    column-gap: 1.5rem !important;
-  }
-  .column-gap-md-5 {
-    -moz-column-gap: 3rem !important;
-    column-gap: 3rem !important;
-  }
-  .text-md-start {
-    text-align: left !important;
-  }
-  .text-md-end {
-    text-align: right !important;
-  }
-  .text-md-center {
-    text-align: center !important;
-  }
-}
-@media (min-width: 992px) {
-  .float-lg-start {
-    float: left !important;
-  }
-  .float-lg-end {
-    float: right !important;
-  }
-  .float-lg-none {
-    float: none !important;
-  }
-  .object-fit-lg-contain {
-    -o-object-fit: contain !important;
-    object-fit: contain !important;
-  }
-  .object-fit-lg-cover {
-    -o-object-fit: cover !important;
-    object-fit: cover !important;
-  }
-  .object-fit-lg-fill {
-    -o-object-fit: fill !important;
-    object-fit: fill !important;
-  }
-  .object-fit-lg-scale {
-    -o-object-fit: scale-down !important;
-    object-fit: scale-down !important;
-  }
-  .object-fit-lg-none {
-    -o-object-fit: none !important;
-    object-fit: none !important;
-  }
-  .d-lg-inline {
-    display: inline !important;
-  }
-  .d-lg-inline-block {
-    display: inline-block !important;
-  }
-  .d-lg-block {
-    display: block !important;
-  }
-  .d-lg-grid {
-    display: grid !important;
-  }
-  .d-lg-inline-grid {
-    display: inline-grid !important;
-  }
-  .d-lg-table {
-    display: table !important;
-  }
-  .d-lg-table-row {
-    display: table-row !important;
-  }
-  .d-lg-table-cell {
-    display: table-cell !important;
-  }
-  .d-lg-flex {
-    display: flex !important;
-  }
-  .d-lg-inline-flex {
-    display: inline-flex !important;
-  }
-  .d-lg-none {
-    display: none !important;
-  }
-  .flex-lg-fill {
-    flex: 1 1 auto !important;
-  }
-  .flex-lg-row {
-    flex-direction: row !important;
-  }
-  .flex-lg-column {
-    flex-direction: column !important;
-  }
-  .flex-lg-row-reverse {
-    flex-direction: row-reverse !important;
-  }
-  .flex-lg-column-reverse {
-    flex-direction: column-reverse !important;
-  }
-  .flex-lg-grow-0 {
-    flex-grow: 0 !important;
-  }
-  .flex-lg-grow-1 {
-    flex-grow: 1 !important;
-  }
-  .flex-lg-shrink-0 {
-    flex-shrink: 0 !important;
-  }
-  .flex-lg-shrink-1 {
-    flex-shrink: 1 !important;
-  }
-  .flex-lg-wrap {
-    flex-wrap: wrap !important;
-  }
-  .flex-lg-nowrap {
-    flex-wrap: nowrap !important;
-  }
-  .flex-lg-wrap-reverse {
-    flex-wrap: wrap-reverse !important;
-  }
-  .justify-content-lg-start {
-    justify-content: flex-start !important;
-  }
-  .justify-content-lg-end {
-    justify-content: flex-end !important;
-  }
-  .justify-content-lg-center {
-    justify-content: center !important;
-  }
-  .justify-content-lg-between {
-    justify-content: space-between !important;
-  }
-  .justify-content-lg-around {
-    justify-content: space-around !important;
-  }
-  .justify-content-lg-evenly {
-    justify-content: space-evenly !important;
-  }
-  .align-items-lg-start {
-    align-items: flex-start !important;
-  }
-  .align-items-lg-end {
-    align-items: flex-end !important;
-  }
-  .align-items-lg-center {
-    align-items: center !important;
-  }
-  .align-items-lg-baseline {
-    align-items: baseline !important;
-  }
-  .align-items-lg-stretch {
-    align-items: stretch !important;
-  }
-  .align-content-lg-start {
-    align-content: flex-start !important;
-  }
-  .align-content-lg-end {
-    align-content: flex-end !important;
-  }
-  .align-content-lg-center {
-    align-content: center !important;
-  }
-  .align-content-lg-between {
-    align-content: space-between !important;
-  }
-  .align-content-lg-around {
-    align-content: space-around !important;
-  }
-  .align-content-lg-stretch {
-    align-content: stretch !important;
-  }
-  .align-self-lg-auto {
-    align-self: auto !important;
-  }
-  .align-self-lg-start {
-    align-self: flex-start !important;
-  }
-  .align-self-lg-end {
-    align-self: flex-end !important;
-  }
-  .align-self-lg-center {
-    align-self: center !important;
-  }
-  .align-self-lg-baseline {
-    align-self: baseline !important;
-  }
-  .align-self-lg-stretch {
-    align-self: stretch !important;
-  }
-  .order-lg-first {
-    order: -1 !important;
-  }
-  .order-lg-0 {
-    order: 0 !important;
-  }
-  .order-lg-1 {
-    order: 1 !important;
-  }
-  .order-lg-2 {
-    order: 2 !important;
-  }
-  .order-lg-3 {
-    order: 3 !important;
-  }
-  .order-lg-4 {
-    order: 4 !important;
-  }
-  .order-lg-5 {
-    order: 5 !important;
-  }
-  .order-lg-last {
-    order: 6 !important;
-  }
-  .m-lg-0 {
-    margin: 0 !important;
-  }
-  .m-lg-1 {
-    margin: 0.25rem !important;
-  }
-  .m-lg-2 {
-    margin: 0.5rem !important;
-  }
-  .m-lg-3 {
-    margin: 1rem !important;
-  }
-  .m-lg-4 {
-    margin: 1.5rem !important;
-  }
-  .m-lg-5 {
-    margin: 3rem !important;
-  }
-  .m-lg-auto {
-    margin: auto !important;
-  }
-  .mx-lg-0 {
-    margin-right: 0 !important;
-    margin-left: 0 !important;
-  }
-  .mx-lg-1 {
-    margin-right: 0.25rem !important;
-    margin-left: 0.25rem !important;
-  }
-  .mx-lg-2 {
-    margin-right: 0.5rem !important;
-    margin-left: 0.5rem !important;
-  }
-  .mx-lg-3 {
-    margin-right: 1rem !important;
-    margin-left: 1rem !important;
-  }
-  .mx-lg-4 {
-    margin-right: 1.5rem !important;
-    margin-left: 1.5rem !important;
-  }
-  .mx-lg-5 {
-    margin-right: 3rem !important;
-    margin-left: 3rem !important;
-  }
-  .mx-lg-auto {
-    margin-right: auto !important;
-    margin-left: auto !important;
-  }
-  .my-lg-0 {
-    margin-top: 0 !important;
-    margin-bottom: 0 !important;
-  }
-  .my-lg-1 {
-    margin-top: 0.25rem !important;
-    margin-bottom: 0.25rem !important;
-  }
-  .my-lg-2 {
-    margin-top: 0.5rem !important;
-    margin-bottom: 0.5rem !important;
-  }
-  .my-lg-3 {
-    margin-top: 1rem !important;
-    margin-bottom: 1rem !important;
-  }
-  .my-lg-4 {
-    margin-top: 1.5rem !important;
-    margin-bottom: 1.5rem !important;
-  }
-  .my-lg-5 {
-    margin-top: 3rem !important;
-    margin-bottom: 3rem !important;
-  }
-  .my-lg-auto {
-    margin-top: auto !important;
-    margin-bottom: auto !important;
-  }
-  .mt-lg-0 {
-    margin-top: 0 !important;
-  }
-  .mt-lg-1 {
-    margin-top: 0.25rem !important;
-  }
-  .mt-lg-2 {
-    margin-top: 0.5rem !important;
-  }
-  .mt-lg-3 {
-    margin-top: 1rem !important;
-  }
-  .mt-lg-4 {
-    margin-top: 1.5rem !important;
-  }
-  .mt-lg-5 {
-    margin-top: 3rem !important;
-  }
-  .mt-lg-auto {
-    margin-top: auto !important;
-  }
-  .me-lg-0 {
-    margin-right: 0 !important;
-  }
-  .me-lg-1 {
-    margin-right: 0.25rem !important;
-  }
-  .me-lg-2 {
-    margin-right: 0.5rem !important;
-  }
-  .me-lg-3 {
-    margin-right: 1rem !important;
-  }
-  .me-lg-4 {
-    margin-right: 1.5rem !important;
-  }
-  .me-lg-5 {
-    margin-right: 3rem !important;
-  }
-  .me-lg-auto {
-    margin-right: auto !important;
-  }
-  .mb-lg-0 {
-    margin-bottom: 0 !important;
-  }
-  .mb-lg-1 {
-    margin-bottom: 0.25rem !important;
-  }
-  .mb-lg-2 {
-    margin-bottom: 0.5rem !important;
-  }
-  .mb-lg-3 {
-    margin-bottom: 1rem !important;
-  }
-  .mb-lg-4 {
-    margin-bottom: 1.5rem !important;
-  }
-  .mb-lg-5 {
-    margin-bottom: 3rem !important;
-  }
-  .mb-lg-auto {
-    margin-bottom: auto !important;
-  }
-  .ms-lg-0 {
-    margin-left: 0 !important;
-  }
-  .ms-lg-1 {
-    margin-left: 0.25rem !important;
-  }
-  .ms-lg-2 {
-    margin-left: 0.5rem !important;
-  }
-  .ms-lg-3 {
-    margin-left: 1rem !important;
-  }
-  .ms-lg-4 {
-    margin-left: 1.5rem !important;
-  }
-  .ms-lg-5 {
-    margin-left: 3rem !important;
-  }
-  .ms-lg-auto {
-    margin-left: auto !important;
-  }
-  .p-lg-0 {
-    padding: 0 !important;
-  }
-  .p-lg-1 {
-    padding: 0.25rem !important;
-  }
-  .p-lg-2 {
-    padding: 0.5rem !important;
-  }
-  .p-lg-3 {
-    padding: 1rem !important;
-  }
-  .p-lg-4 {
-    padding: 1.5rem !important;
-  }
-  .p-lg-5 {
-    padding: 3rem !important;
-  }
-  .px-lg-0 {
-    padding-right: 0 !important;
-    padding-left: 0 !important;
-  }
-  .px-lg-1 {
-    padding-right: 0.25rem !important;
-    padding-left: 0.25rem !important;
-  }
-  .px-lg-2 {
-    padding-right: 0.5rem !important;
-    padding-left: 0.5rem !important;
-  }
-  .px-lg-3 {
-    padding-right: 1rem !important;
-    padding-left: 1rem !important;
-  }
-  .px-lg-4 {
-    padding-right: 1.5rem !important;
-    padding-left: 1.5rem !important;
-  }
-  .px-lg-5 {
-    padding-right: 3rem !important;
-    padding-left: 3rem !important;
-  }
-  .py-lg-0 {
-    padding-top: 0 !important;
-    padding-bottom: 0 !important;
-  }
-  .py-lg-1 {
-    padding-top: 0.25rem !important;
-    padding-bottom: 0.25rem !important;
-  }
-  .py-lg-2 {
-    padding-top: 0.5rem !important;
-    padding-bottom: 0.5rem !important;
-  }
-  .py-lg-3 {
-    padding-top: 1rem !important;
-    padding-bottom: 1rem !important;
-  }
-  .py-lg-4 {
-    padding-top: 1.5rem !important;
-    padding-bottom: 1.5rem !important;
-  }
-  .py-lg-5 {
-    padding-top: 3rem !important;
-    padding-bottom: 3rem !important;
-  }
-  .pt-lg-0 {
-    padding-top: 0 !important;
-  }
-  .pt-lg-1 {
-    padding-top: 0.25rem !important;
-  }
-  .pt-lg-2 {
-    padding-top: 0.5rem !important;
-  }
-  .pt-lg-3 {
-    padding-top: 1rem !important;
-  }
-  .pt-lg-4 {
-    padding-top: 1.5rem !important;
-  }
-  .pt-lg-5 {
-    padding-top: 3rem !important;
-  }
-  .pe-lg-0 {
-    padding-right: 0 !important;
-  }
-  .pe-lg-1 {
-    padding-right: 0.25rem !important;
-  }
-  .pe-lg-2 {
-    padding-right: 0.5rem !important;
-  }
-  .pe-lg-3 {
-    padding-right: 1rem !important;
-  }
-  .pe-lg-4 {
-    padding-right: 1.5rem !important;
-  }
-  .pe-lg-5 {
-    padding-right: 3rem !important;
-  }
-  .pb-lg-0 {
-    padding-bottom: 0 !important;
-  }
-  .pb-lg-1 {
-    padding-bottom: 0.25rem !important;
-  }
-  .pb-lg-2 {
-    padding-bottom: 0.5rem !important;
-  }
-  .pb-lg-3 {
-    padding-bottom: 1rem !important;
-  }
-  .pb-lg-4 {
-    padding-bottom: 1.5rem !important;
-  }
-  .pb-lg-5 {
-    padding-bottom: 3rem !important;
-  }
-  .ps-lg-0 {
-    padding-left: 0 !important;
-  }
-  .ps-lg-1 {
-    padding-left: 0.25rem !important;
-  }
-  .ps-lg-2 {
-    padding-left: 0.5rem !important;
-  }
-  .ps-lg-3 {
-    padding-left: 1rem !important;
-  }
-  .ps-lg-4 {
-    padding-left: 1.5rem !important;
-  }
-  .ps-lg-5 {
-    padding-left: 3rem !important;
-  }
-  .gap-lg-0 {
-    gap: 0 !important;
-  }
-  .gap-lg-1 {
-    gap: 0.25rem !important;
-  }
-  .gap-lg-2 {
-    gap: 0.5rem !important;
-  }
-  .gap-lg-3 {
-    gap: 1rem !important;
-  }
-  .gap-lg-4 {
-    gap: 1.5rem !important;
-  }
-  .gap-lg-5 {
-    gap: 3rem !important;
-  }
-  .row-gap-lg-0 {
-    row-gap: 0 !important;
-  }
-  .row-gap-lg-1 {
-    row-gap: 0.25rem !important;
-  }
-  .row-gap-lg-2 {
-    row-gap: 0.5rem !important;
-  }
-  .row-gap-lg-3 {
-    row-gap: 1rem !important;
-  }
-  .row-gap-lg-4 {
-    row-gap: 1.5rem !important;
-  }
-  .row-gap-lg-5 {
-    row-gap: 3rem !important;
-  }
-  .column-gap-lg-0 {
-    -moz-column-gap: 0 !important;
-    column-gap: 0 !important;
-  }
-  .column-gap-lg-1 {
-    -moz-column-gap: 0.25rem !important;
-    column-gap: 0.25rem !important;
-  }
-  .column-gap-lg-2 {
-    -moz-column-gap: 0.5rem !important;
-    column-gap: 0.5rem !important;
-  }
-  .column-gap-lg-3 {
-    -moz-column-gap: 1rem !important;
-    column-gap: 1rem !important;
-  }
-  .column-gap-lg-4 {
-    -moz-column-gap: 1.5rem !important;
-    column-gap: 1.5rem !important;
-  }
-  .column-gap-lg-5 {
-    -moz-column-gap: 3rem !important;
-    column-gap: 3rem !important;
-  }
-  .text-lg-start {
-    text-align: left !important;
-  }
-  .text-lg-end {
-    text-align: right !important;
-  }
-  .text-lg-center {
-    text-align: center !important;
-  }
-}
-@media (min-width: 1200px) {
-  .float-xl-start {
-    float: left !important;
-  }
-  .float-xl-end {
-    float: right !important;
-  }
-  .float-xl-none {
-    float: none !important;
-  }
-  .object-fit-xl-contain {
-    -o-object-fit: contain !important;
-    object-fit: contain !important;
-  }
-  .object-fit-xl-cover {
-    -o-object-fit: cover !important;
-    object-fit: cover !important;
-  }
-  .object-fit-xl-fill {
-    -o-object-fit: fill !important;
-    object-fit: fill !important;
-  }
-  .object-fit-xl-scale {
-    -o-object-fit: scale-down !important;
-    object-fit: scale-down !important;
-  }
-  .object-fit-xl-none {
-    -o-object-fit: none !important;
-    object-fit: none !important;
-  }
-  .d-xl-inline {
-    display: inline !important;
-  }
-  .d-xl-inline-block {
-    display: inline-block !important;
-  }
-  .d-xl-block {
-    display: block !important;
-  }
-  .d-xl-grid {
-    display: grid !important;
-  }
-  .d-xl-inline-grid {
-    display: inline-grid !important;
-  }
-  .d-xl-table {
-    display: table !important;
-  }
-  .d-xl-table-row {
-    display: table-row !important;
-  }
-  .d-xl-table-cell {
-    display: table-cell !important;
-  }
-  .d-xl-flex {
-    display: flex !important;
-  }
-  .d-xl-inline-flex {
-    display: inline-flex !important;
-  }
-  .d-xl-none {
-    display: none !important;
-  }
-  .flex-xl-fill {
-    flex: 1 1 auto !important;
-  }
-  .flex-xl-row {
-    flex-direction: row !important;
-  }
-  .flex-xl-column {
-    flex-direction: column !important;
-  }
-  .flex-xl-row-reverse {
-    flex-direction: row-reverse !important;
-  }
-  .flex-xl-column-reverse {
-    flex-direction: column-reverse !important;
-  }
-  .flex-xl-grow-0 {
-    flex-grow: 0 !important;
-  }
-  .flex-xl-grow-1 {
-    flex-grow: 1 !important;
-  }
-  .flex-xl-shrink-0 {
-    flex-shrink: 0 !important;
-  }
-  .flex-xl-shrink-1 {
-    flex-shrink: 1 !important;
-  }
-  .flex-xl-wrap {
-    flex-wrap: wrap !important;
-  }
-  .flex-xl-nowrap {
-    flex-wrap: nowrap !important;
-  }
-  .flex-xl-wrap-reverse {
-    flex-wrap: wrap-reverse !important;
-  }
-  .justify-content-xl-start {
-    justify-content: flex-start !important;
-  }
-  .justify-content-xl-end {
-    justify-content: flex-end !important;
-  }
-  .justify-content-xl-center {
-    justify-content: center !important;
-  }
-  .justify-content-xl-between {
-    justify-content: space-between !important;
-  }
-  .justify-content-xl-around {
-    justify-content: space-around !important;
-  }
-  .justify-content-xl-evenly {
-    justify-content: space-evenly !important;
-  }
-  .align-items-xl-start {
-    align-items: flex-start !important;
-  }
-  .align-items-xl-end {
-    align-items: flex-end !important;
-  }
-  .align-items-xl-center {
-    align-items: center !important;
-  }
-  .align-items-xl-baseline {
-    align-items: baseline !important;
-  }
-  .align-items-xl-stretch {
-    align-items: stretch !important;
-  }
-  .align-content-xl-start {
-    align-content: flex-start !important;
-  }
-  .align-content-xl-end {
-    align-content: flex-end !important;
-  }
-  .align-content-xl-center {
-    align-content: center !important;
-  }
-  .align-content-xl-between {
-    align-content: space-between !important;
-  }
-  .align-content-xl-around {
-    align-content: space-around !important;
-  }
-  .align-content-xl-stretch {
-    align-content: stretch !important;
-  }
-  .align-self-xl-auto {
-    align-self: auto !important;
-  }
-  .align-self-xl-start {
-    align-self: flex-start !important;
-  }
-  .align-self-xl-end {
-    align-self: flex-end !important;
-  }
-  .align-self-xl-center {
-    align-self: center !important;
-  }
-  .align-self-xl-baseline {
-    align-self: baseline !important;
-  }
-  .align-self-xl-stretch {
-    align-self: stretch !important;
-  }
-  .order-xl-first {
-    order: -1 !important;
-  }
-  .order-xl-0 {
-    order: 0 !important;
-  }
-  .order-xl-1 {
-    order: 1 !important;
-  }
-  .order-xl-2 {
-    order: 2 !important;
-  }
-  .order-xl-3 {
-    order: 3 !important;
-  }
-  .order-xl-4 {
-    order: 4 !important;
-  }
-  .order-xl-5 {
-    order: 5 !important;
-  }
-  .order-xl-last {
-    order: 6 !important;
-  }
-  .m-xl-0 {
-    margin: 0 !important;
-  }
-  .m-xl-1 {
-    margin: 0.25rem !important;
-  }
-  .m-xl-2 {
-    margin: 0.5rem !important;
-  }
-  .m-xl-3 {
-    margin: 1rem !important;
-  }
-  .m-xl-4 {
-    margin: 1.5rem !important;
-  }
-  .m-xl-5 {
-    margin: 3rem !important;
-  }
-  .m-xl-auto {
-    margin: auto !important;
-  }
-  .mx-xl-0 {
-    margin-right: 0 !important;
-    margin-left: 0 !important;
-  }
-  .mx-xl-1 {
-    margin-right: 0.25rem !important;
-    margin-left: 0.25rem !important;
-  }
-  .mx-xl-2 {
-    margin-right: 0.5rem !important;
-    margin-left: 0.5rem !important;
-  }
-  .mx-xl-3 {
-    margin-right: 1rem !important;
-    margin-left: 1rem !important;
-  }
-  .mx-xl-4 {
-    margin-right: 1.5rem !important;
-    margin-left: 1.5rem !important;
-  }
-  .mx-xl-5 {
-    margin-right: 3rem !important;
-    margin-left: 3rem !important;
-  }
-  .mx-xl-auto {
-    margin-right: auto !important;
-    margin-left: auto !important;
-  }
-  .my-xl-0 {
-    margin-top: 0 !important;
-    margin-bottom: 0 !important;
-  }
-  .my-xl-1 {
-    margin-top: 0.25rem !important;
-    margin-bottom: 0.25rem !important;
-  }
-  .my-xl-2 {
-    margin-top: 0.5rem !important;
-    margin-bottom: 0.5rem !important;
-  }
-  .my-xl-3 {
-    margin-top: 1rem !important;
-    margin-bottom: 1rem !important;
-  }
-  .my-xl-4 {
-    margin-top: 1.5rem !important;
-    margin-bottom: 1.5rem !important;
-  }
-  .my-xl-5 {
-    margin-top: 3rem !important;
-    margin-bottom: 3rem !important;
-  }
-  .my-xl-auto {
-    margin-top: auto !important;
-    margin-bottom: auto !important;
-  }
-  .mt-xl-0 {
-    margin-top: 0 !important;
-  }
-  .mt-xl-1 {
-    margin-top: 0.25rem !important;
-  }
-  .mt-xl-2 {
-    margin-top: 0.5rem !important;
-  }
-  .mt-xl-3 {
-    margin-top: 1rem !important;
-  }
-  .mt-xl-4 {
-    margin-top: 1.5rem !important;
-  }
-  .mt-xl-5 {
-    margin-top: 3rem !important;
-  }
-  .mt-xl-auto {
-    margin-top: auto !important;
-  }
-  .me-xl-0 {
-    margin-right: 0 !important;
-  }
-  .me-xl-1 {
-    margin-right: 0.25rem !important;
-  }
-  .me-xl-2 {
-    margin-right: 0.5rem !important;
-  }
-  .me-xl-3 {
-    margin-right: 1rem !important;
-  }
-  .me-xl-4 {
-    margin-right: 1.5rem !important;
-  }
-  .me-xl-5 {
-    margin-right: 3rem !important;
-  }
-  .me-xl-auto {
-    margin-right: auto !important;
-  }
-  .mb-xl-0 {
-    margin-bottom: 0 !important;
-  }
-  .mb-xl-1 {
-    margin-bottom: 0.25rem !important;
-  }
-  .mb-xl-2 {
-    margin-bottom: 0.5rem !important;
-  }
-  .mb-xl-3 {
-    margin-bottom: 1rem !important;
-  }
-  .mb-xl-4 {
-    margin-bottom: 1.5rem !important;
-  }
-  .mb-xl-5 {
-    margin-bottom: 3rem !important;
-  }
-  .mb-xl-auto {
-    margin-bottom: auto !important;
-  }
-  .ms-xl-0 {
-    margin-left: 0 !important;
-  }
-  .ms-xl-1 {
-    margin-left: 0.25rem !important;
-  }
-  .ms-xl-2 {
-    margin-left: 0.5rem !important;
-  }
-  .ms-xl-3 {
-    margin-left: 1rem !important;
-  }
-  .ms-xl-4 {
-    margin-left: 1.5rem !important;
-  }
-  .ms-xl-5 {
-    margin-left: 3rem !important;
-  }
-  .ms-xl-auto {
-    margin-left: auto !important;
-  }
-  .p-xl-0 {
-    padding: 0 !important;
-  }
-  .p-xl-1 {
-    padding: 0.25rem !important;
-  }
-  .p-xl-2 {
-    padding: 0.5rem !important;
-  }
-  .p-xl-3 {
-    padding: 1rem !important;
-  }
-  .p-xl-4 {
-    padding: 1.5rem !important;
-  }
-  .p-xl-5 {
-    padding: 3rem !important;
-  }
-  .px-xl-0 {
-    padding-right: 0 !important;
-    padding-left: 0 !important;
-  }
-  .px-xl-1 {
-    padding-right: 0.25rem !important;
-    padding-left: 0.25rem !important;
-  }
-  .px-xl-2 {
-    padding-right: 0.5rem !important;
-    padding-left: 0.5rem !important;
-  }
-  .px-xl-3 {
-    padding-right: 1rem !important;
-    padding-left: 1rem !important;
-  }
-  .px-xl-4 {
-    padding-right: 1.5rem !important;
-    padding-left: 1.5rem !important;
-  }
-  .px-xl-5 {
-    padding-right: 3rem !important;
-    padding-left: 3rem !important;
-  }
-  .py-xl-0 {
-    padding-top: 0 !important;
-    padding-bottom: 0 !important;
-  }
-  .py-xl-1 {
-    padding-top: 0.25rem !important;
-    padding-bottom: 0.25rem !important;
-  }
-  .py-xl-2 {
-    padding-top: 0.5rem !important;
-    padding-bottom: 0.5rem !important;
-  }
-  .py-xl-3 {
-    padding-top: 1rem !important;
-    padding-bottom: 1rem !important;
-  }
-  .py-xl-4 {
-    padding-top: 1.5rem !important;
-    padding-bottom: 1.5rem !important;
-  }
-  .py-xl-5 {
-    padding-top: 3rem !important;
-    padding-bottom: 3rem !important;
-  }
-  .pt-xl-0 {
-    padding-top: 0 !important;
-  }
-  .pt-xl-1 {
-    padding-top: 0.25rem !important;
-  }
-  .pt-xl-2 {
-    padding-top: 0.5rem !important;
-  }
-  .pt-xl-3 {
-    padding-top: 1rem !important;
-  }
-  .pt-xl-4 {
-    padding-top: 1.5rem !important;
-  }
-  .pt-xl-5 {
-    padding-top: 3rem !important;
-  }
-  .pe-xl-0 {
-    padding-right: 0 !important;
-  }
-  .pe-xl-1 {
-    padding-right: 0.25rem !important;
-  }
-  .pe-xl-2 {
-    padding-right: 0.5rem !important;
-  }
-  .pe-xl-3 {
-    padding-right: 1rem !important;
-  }
-  .pe-xl-4 {
-    padding-right: 1.5rem !important;
-  }
-  .pe-xl-5 {
-    padding-right: 3rem !important;
-  }
-  .pb-xl-0 {
-    padding-bottom: 0 !important;
-  }
-  .pb-xl-1 {
-    padding-bottom: 0.25rem !important;
-  }
-  .pb-xl-2 {
-    padding-bottom: 0.5rem !important;
-  }
-  .pb-xl-3 {
-    padding-bottom: 1rem !important;
-  }
-  .pb-xl-4 {
-    padding-bottom: 1.5rem !important;
-  }
-  .pb-xl-5 {
-    padding-bottom: 3rem !important;
-  }
-  .ps-xl-0 {
-    padding-left: 0 !important;
-  }
-  .ps-xl-1 {
-    padding-left: 0.25rem !important;
-  }
-  .ps-xl-2 {
-    padding-left: 0.5rem !important;
-  }
-  .ps-xl-3 {
-    padding-left: 1rem !important;
-  }
-  .ps-xl-4 {
-    padding-left: 1.5rem !important;
-  }
-  .ps-xl-5 {
-    padding-left: 3rem !important;
-  }
-  .gap-xl-0 {
-    gap: 0 !important;
-  }
-  .gap-xl-1 {
-    gap: 0.25rem !important;
-  }
-  .gap-xl-2 {
-    gap: 0.5rem !important;
-  }
-  .gap-xl-3 {
-    gap: 1rem !important;
-  }
-  .gap-xl-4 {
-    gap: 1.5rem !important;
-  }
-  .gap-xl-5 {
-    gap: 3rem !important;
-  }
-  .row-gap-xl-0 {
-    row-gap: 0 !important;
-  }
-  .row-gap-xl-1 {
-    row-gap: 0.25rem !important;
-  }
-  .row-gap-xl-2 {
-    row-gap: 0.5rem !important;
-  }
-  .row-gap-xl-3 {
-    row-gap: 1rem !important;
-  }
-  .row-gap-xl-4 {
-    row-gap: 1.5rem !important;
-  }
-  .row-gap-xl-5 {
-    row-gap: 3rem !important;
-  }
-  .column-gap-xl-0 {
-    -moz-column-gap: 0 !important;
-    column-gap: 0 !important;
-  }
-  .column-gap-xl-1 {
-    -moz-column-gap: 0.25rem !important;
-    column-gap: 0.25rem !important;
-  }
-  .column-gap-xl-2 {
-    -moz-column-gap: 0.5rem !important;
-    column-gap: 0.5rem !important;
-  }
-  .column-gap-xl-3 {
-    -moz-column-gap: 1rem !important;
-    column-gap: 1rem !important;
-  }
-  .column-gap-xl-4 {
-    -moz-column-gap: 1.5rem !important;
-    column-gap: 1.5rem !important;
-  }
-  .column-gap-xl-5 {
-    -moz-column-gap: 3rem !important;
-    column-gap: 3rem !important;
-  }
-  .text-xl-start {
-    text-align: left !important;
-  }
-  .text-xl-end {
-    text-align: right !important;
-  }
-  .text-xl-center {
-    text-align: center !important;
-  }
-}
-@media (min-width: 1400px) {
-  .float-xxl-start {
-    float: left !important;
-  }
-  .float-xxl-end {
-    float: right !important;
-  }
-  .float-xxl-none {
-    float: none !important;
-  }
-  .object-fit-xxl-contain {
-    -o-object-fit: contain !important;
-    object-fit: contain !important;
-  }
-  .object-fit-xxl-cover {
-    -o-object-fit: cover !important;
-    object-fit: cover !important;
-  }
-  .object-fit-xxl-fill {
-    -o-object-fit: fill !important;
-    object-fit: fill !important;
-  }
-  .object-fit-xxl-scale {
-    -o-object-fit: scale-down !important;
-    object-fit: scale-down !important;
-  }
-  .object-fit-xxl-none {
-    -o-object-fit: none !important;
-    object-fit: none !important;
-  }
-  .d-xxl-inline {
-    display: inline !important;
-  }
-  .d-xxl-inline-block {
-    display: inline-block !important;
-  }
-  .d-xxl-block {
-    display: block !important;
-  }
-  .d-xxl-grid {
-    display: grid !important;
-  }
-  .d-xxl-inline-grid {
-    display: inline-grid !important;
-  }
-  .d-xxl-table {
-    display: table !important;
-  }
-  .d-xxl-table-row {
-    display: table-row !important;
-  }
-  .d-xxl-table-cell {
-    display: table-cell !important;
-  }
-  .d-xxl-flex {
-    display: flex !important;
-  }
-  .d-xxl-inline-flex {
-    display: inline-flex !important;
-  }
-  .d-xxl-none {
-    display: none !important;
-  }
-  .flex-xxl-fill {
-    flex: 1 1 auto !important;
-  }
-  .flex-xxl-row {
-    flex-direction: row !important;
-  }
-  .flex-xxl-column {
-    flex-direction: column !important;
-  }
-  .flex-xxl-row-reverse {
-    flex-direction: row-reverse !important;
-  }
-  .flex-xxl-column-reverse {
-    flex-direction: column-reverse !important;
-  }
-  .flex-xxl-grow-0 {
-    flex-grow: 0 !important;
-  }
-  .flex-xxl-grow-1 {
-    flex-grow: 1 !important;
-  }
-  .flex-xxl-shrink-0 {
-    flex-shrink: 0 !important;
-  }
-  .flex-xxl-shrink-1 {
-    flex-shrink: 1 !important;
-  }
-  .flex-xxl-wrap {
-    flex-wrap: wrap !important;
-  }
-  .flex-xxl-nowrap {
-    flex-wrap: nowrap !important;
-  }
-  .flex-xxl-wrap-reverse {
-    flex-wrap: wrap-reverse !important;
-  }
-  .justify-content-xxl-start {
-    justify-content: flex-start !important;
-  }
-  .justify-content-xxl-end {
-    justify-content: flex-end !important;
-  }
-  .justify-content-xxl-center {
-    justify-content: center !important;
-  }
-  .justify-content-xxl-between {
-    justify-content: space-between !important;
-  }
-  .justify-content-xxl-around {
-    justify-content: space-around !important;
-  }
-  .justify-content-xxl-evenly {
-    justify-content: space-evenly !important;
-  }
-  .align-items-xxl-start {
-    align-items: flex-start !important;
-  }
-  .align-items-xxl-end {
-    align-items: flex-end !important;
-  }
-  .align-items-xxl-center {
-    align-items: center !important;
-  }
-  .align-items-xxl-baseline {
-    align-items: baseline !important;
-  }
-  .align-items-xxl-stretch {
-    align-items: stretch !important;
-  }
-  .align-content-xxl-start {
-    align-content: flex-start !important;
-  }
-  .align-content-xxl-end {
-    align-content: flex-end !important;
-  }
-  .align-content-xxl-center {
-    align-content: center !important;
-  }
-  .align-content-xxl-between {
-    align-content: space-between !important;
-  }
-  .align-content-xxl-around {
-    align-content: space-around !important;
-  }
-  .align-content-xxl-stretch {
-    align-content: stretch !important;
-  }
-  .align-self-xxl-auto {
-    align-self: auto !important;
-  }
-  .align-self-xxl-start {
-    align-self: flex-start !important;
-  }
-  .align-self-xxl-end {
-    align-self: flex-end !important;
-  }
-  .align-self-xxl-center {
-    align-self: center !important;
-  }
-  .align-self-xxl-baseline {
-    align-self: baseline !important;
-  }
-  .align-self-xxl-stretch {
-    align-self: stretch !important;
-  }
-  .order-xxl-first {
-    order: -1 !important;
-  }
-  .order-xxl-0 {
-    order: 0 !important;
-  }
-  .order-xxl-1 {
-    order: 1 !important;
-  }
-  .order-xxl-2 {
-    order: 2 !important;
-  }
-  .order-xxl-3 {
-    order: 3 !important;
-  }
-  .order-xxl-4 {
-    order: 4 !important;
-  }
-  .order-xxl-5 {
-    order: 5 !important;
-  }
-  .order-xxl-last {
-    order: 6 !important;
-  }
-  .m-xxl-0 {
-    margin: 0 !important;
-  }
-  .m-xxl-1 {
-    margin: 0.25rem !important;
-  }
-  .m-xxl-2 {
-    margin: 0.5rem !important;
-  }
-  .m-xxl-3 {
-    margin: 1rem !important;
-  }
-  .m-xxl-4 {
-    margin: 1.5rem !important;
-  }
-  .m-xxl-5 {
-    margin: 3rem !important;
-  }
-  .m-xxl-auto {
-    margin: auto !important;
-  }
-  .mx-xxl-0 {
-    margin-right: 0 !important;
-    margin-left: 0 !important;
-  }
-  .mx-xxl-1 {
-    margin-right: 0.25rem !important;
-    margin-left: 0.25rem !important;
-  }
-  .mx-xxl-2 {
-    margin-right: 0.5rem !important;
-    margin-left: 0.5rem !important;
-  }
-  .mx-xxl-3 {
-    margin-right: 1rem !important;
-    margin-left: 1rem !important;
-  }
-  .mx-xxl-4 {
-    margin-right: 1.5rem !important;
-    margin-left: 1.5rem !important;
-  }
-  .mx-xxl-5 {
-    margin-right: 3rem !important;
-    margin-left: 3rem !important;
-  }
-  .mx-xxl-auto {
-    margin-right: auto !important;
-    margin-left: auto !important;
-  }
-  .my-xxl-0 {
-    margin-top: 0 !important;
-    margin-bottom: 0 !important;
-  }
-  .my-xxl-1 {
-    margin-top: 0.25rem !important;
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diff --git a/Server/ReactJS (Webpage)/src/index.jsx b/Server/ReactJS (Webpage)/src/index.jsx
index 31e4d70..536fa90 100644
--- a/Server/ReactJS (Webpage)/src/index.jsx	
+++ b/Server/ReactJS (Webpage)/src/index.jsx	
@@ -1,15 +1,13 @@
-// App driver script
-
-import React from 'react';
 import ReactDOM from 'react-dom/client';
-import './index.css';
+import { CssBaseline, ThemeProvider } from '@mui/material';
 import App from './App';
-import { PageProvider } from './context/PageContext';
+import './index.css';
+import theme from './theme';
 
 const root = ReactDOM.createRoot(document.getElementById('root'));
 root.render(
-    <PageProvider>
-        <App />
-    </PageProvider>
-    
+  <ThemeProvider theme={theme}>
+    <CssBaseline />
+    <App />
+  </ThemeProvider>,
 );
diff --git a/Server/ReactJS (Webpage)/src/pages/AllGenesPage.jsx b/Server/ReactJS (Webpage)/src/pages/AllGenesPage.jsx
new file mode 100644
index 0000000..2b45e33
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/pages/AllGenesPage.jsx	
@@ -0,0 +1,85 @@
+import { useCallback, useEffect, useMemo, useState } from 'react';
+import { Alert, Box, Button, CircularProgress, Stack, Typography } from '@mui/material';
+import { useSearchParams } from 'react-router-dom';
+import { brendoClient } from '../api/brendoApi';
+import { getDatasetKey, parseDatasetSelection } from '../config/resultDatasets';
+import PageShell from '../components/layout/PageShell';
+import DatasetSelectors from '../components/results/DatasetSelectors';
+import ExpressionDialog from '../components/results/ExpressionDialog';
+import ResultsTable from '../components/results/ResultsTable';
+
+export default function AllGenesPage({ client = brendoClient }) {
+  const [searchParams, setSearchParams] = useSearchParams();
+  const selection = useMemo(() => parseDatasetSelection(searchParams), [searchParams]);
+  const datasetKey = getDatasetKey(selection);
+  const [state, setState] = useState({ status: 'loading', rows: [], error: null });
+  const [retryToken, setRetryToken] = useState(0);
+  const [selectedGene, setSelectedGene] = useState(null);
+
+  useEffect(() => {
+    let cancelled = false;
+    setState({ status: 'loading', rows: [], error: null });
+    client.fetchDataset(datasetKey)
+      .then((rows) => {
+        if (!cancelled) setState({ status: 'success', rows, error: null });
+      })
+      .catch((error) => {
+        if (!cancelled) setState({ status: 'error', rows: [], error });
+      });
+    return () => {
+      cancelled = true;
+    };
+  }, [client, datasetKey, retryToken]);
+
+  const changeSelection = (nextSelection) => {
+    setSearchParams({
+      method: nextSelection.method,
+      direction: nextSelection.direction,
+      scope: nextSelection.scope,
+    });
+  };
+  const openExpression = useCallback((id, name) => setSelectedGene({ id, name }), []);
+
+  return (
+    <PageShell
+      eyebrow="Method-specific exploration"
+      title="All genes"
+      intro="Choose one statistical method, expression direction, and tissue scope. This view presents the corresponding method-specific results; use Transmembrane Focus for the four-list RRA ranking."
+    >
+      <Box sx={{ mb: 4, p: 3, borderRadius: 2, bgcolor: 'background.paper', border: '1px solid', borderColor: 'divider' }}>
+        <DatasetSelectors selection={selection} onChange={changeSelection} />
+      </Box>
+
+      {state.status === 'loading' && (
+        <Stack direction="row" spacing={1.5} alignItems="center" justifyContent="center" sx={{ py: 10 }}>
+          <CircularProgress size={26} />
+          <Typography>Loading results…</Typography>
+        </Stack>
+      )}
+      {state.status === 'error' && (
+        <Alert
+          severity="error"
+          action={<Button color="inherit" onClick={() => setRetryToken((value) => value + 1)}>Retry</Button>}
+        >
+          The selected results could not be loaded.
+        </Alert>
+      )}
+      {state.status === 'success' && !state.rows.length && <Alert severity="info">No genes are available for this result view.</Alert>}
+      {state.status === 'success' && state.rows.length > 0 && (
+        <ResultsTable
+          kind="allGenes"
+          rows={state.rows}
+          selection={selection}
+          onExpression={openExpression}
+        />
+      )}
+
+      <ExpressionDialog
+        open={Boolean(selectedGene)}
+        gene={selectedGene}
+        onClose={() => setSelectedGene(null)}
+        client={client}
+      />
+    </PageShell>
+  );
+}
diff --git a/Server/ReactJS (Webpage)/src/pages/AllGenesPage.test.jsx b/Server/ReactJS (Webpage)/src/pages/AllGenesPage.test.jsx
new file mode 100644
index 0000000..6988fb7
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/pages/AllGenesPage.test.jsx	
@@ -0,0 +1,66 @@
+import { render, screen, waitFor } from '@testing-library/react';
+import userEvent from '@testing-library/user-event';
+import { MemoryRouter, Route, Routes, useLocation } from 'react-router-dom';
+import AllGenesPage from './AllGenesPage';
+
+function LocationProbe() {
+  const location = useLocation();
+  return <output aria-label="Current query">{location.search}</output>;
+}
+
+test('loads only the URL-selected dataset and writes selector changes to the URL', async () => {
+  const client = {
+    fetchDataset: jest.fn(() => new Promise(() => {})),
+  };
+
+  render(
+    <MemoryRouter
+      initialEntries={['/all-genes?method=deseq2&direction=up&scope=all']}
+      future={{ v7_relativeSplatPath: true, v7_startTransition: true }}
+    >
+      <Routes>
+        <Route
+          path="/all-genes"
+          element={
+            <>
+              <AllGenesPage client={client} />
+              <LocationProbe />
+            </>
+          }
+        />
+      </Routes>
+    </MemoryRouter>,
+  );
+
+  await waitFor(() => expect(client.fetchDataset).toHaveBeenCalledWith('deseq2_all'));
+  expect(client.fetchDataset).toHaveBeenCalledTimes(1);
+  expect(screen.getByText('Loading results…')).toBeVisible();
+  expect(document.body).not.toHaveTextContent(/deseq2_all|active dataset|cached/i);
+
+  userEvent.click(screen.getByRole('button', { name: 'WRST' }));
+
+  await waitFor(() => expect(client.fetchDataset).toHaveBeenCalledWith('wilcox_all'));
+  expect(screen.getByLabelText('Current query')).toHaveTextContent(
+    '?method=wrst&direction=up&scope=all',
+  );
+});
+
+test('reports loading failures without exposing transport details', async () => {
+  const client = {
+    fetchDataset: jest.fn().mockRejectedValue(new Error('HTTP 500 from /api/omics/dumps/deseq2_all')),
+  };
+
+  render(
+    <MemoryRouter
+      initialEntries={['/all-genes?method=deseq2&direction=up&scope=all']}
+      future={{ v7_relativeSplatPath: true, v7_startTransition: true }}
+    >
+      <Routes>
+        <Route path="/all-genes" element={<AllGenesPage client={client} />} />
+      </Routes>
+    </MemoryRouter>,
+  );
+
+  expect(await screen.findByText('The selected results could not be loaded.')).toBeVisible();
+  expect(document.body).not.toHaveTextContent(/HTTP 500|\/api\/|unknown API error/i);
+});
diff --git a/Server/ReactJS (Webpage)/src/pages/HelpPage.jsx b/Server/ReactJS (Webpage)/src/pages/HelpPage.jsx
new file mode 100644
index 0000000..7878e7b
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/pages/HelpPage.jsx	
@@ -0,0 +1,145 @@
+import { useState } from 'react';
+import { Box, Button, Card, CardContent, Grid, Link, Stack, Typography } from '@mui/material';
+import PageShell from '../components/layout/PageShell';
+
+const bibtexCitation = `@article{Beker_2025,
+  title={Brendo: an open resource for uniquely transcribed genes in brain endothelial cells},
+  url={http://dx.doi.org/10.1101/2025.10.25.684508},
+  DOI={10.1101/2025.10.25.684508},
+  publisher={openRxiv},
+  author={Beker, Ozgur and Khorsand, Fereshteh Ramezani and Adebali, Ogun and Mustafaoglu, Nur},
+  year={2025},
+  month=Oct
+}`;
+
+const glossary = [
+  ['Four-list RRA score', 'Negative log10 of the Robust Rank Aggregation p-value across four Brain-overexpression ranked lists. Higher values indicate stronger prioritization in the four-list RRA ranking.'],
+  ['Lists represented', 'Number of displayed RRA results containing the gene: DESeq2 aggregate, DESeq2 bootstrap validation, WRST aggregate, and WRST bootstrap validation.'],
+  ['DESeq2 aggregate', 'The gene belongs to the significant RRA result created from DESeq2-ranked tissue comparisons (RRA p < 0.05).'],
+  ['DESeq2 bootstrap validation', 'The gene belongs to the RRA result generated from 100 DESeq2 subsampling runs using 60% of Brain samples per run (RRA p < 0.05).'],
+  ['WRST aggregate', 'The gene belongs to the significant RRA result created from Wilcoxon rank-sum test comparisons (RRA p < 0.05).'],
+  ['Mean significance', 'Mean −log10 adjusted p-value across tissue comparisons where the gene met the selected significance criterion.'],
+  ['Comparison support', 'The number of significant pairwise comparisons, reported as n/15 for all tissues or n/7 for the selected subset.'],
+  ['Brain median count', 'Median untransformed MRN-normalized count across the 37 Brain samples in the curated analysis count matrix.'],
+  ['Brain detection', 'Percentage of those 37 Brain samples with an MRN-normalized count greater than zero.'],
+  ['Endothelial context fraction', 'Fraction of available non-Brain HPA endothelial tissues where Brain capillary expression is at least 1 nCPM and at least fourfold the largest eligible endothelial-cluster value. N/A marks genes without an exact HPA match or the expression values required for this metric.'],
+  ['Protein evidence', 'Detected in fresh human BMEC proteomics dataset PXD018602 after MaxQuant Q < 0.01 and contaminant/decoy filtering. “Not detected” is limited to this dataset.'],
+  ['Perfusion context score', 'A contextual score based on significant Brain-overexpression against heart, liver, kidney, lung, and skin, weighted by tissue perfusion and averaged across four analysis configurations. It is not a gene-perfusion measurement or an RRA input.'],
+];
+
+export default function HelpPage() {
+  const [copyStatus, setCopyStatus] = useState('');
+
+  const copyBibtex = async () => {
+    try {
+      await navigator.clipboard.writeText(bibtexCitation);
+      setCopyStatus('BibTeX copied');
+    } catch {
+      setCopyStatus('Copy unavailable; select the citation text to copy it manually.');
+    }
+  };
+
+  return (
+    <PageShell
+      eyebrow="Documentation"
+      title="Help & support"
+      intro="Use this guide to choose a result view, interpret each field, export exact values, and follow the analysis back to its source."
+    >
+      <Grid container spacing={3}>
+        <Grid item xs={12} lg={5}>
+          <Card sx={{ height: '100%' }}>
+            <CardContent sx={{ p: 3.5 }}>
+              <Typography component="h2" variant="h5">Getting started</Typography>
+              <Stack component="ol" spacing={1.5} sx={{ pl: 2.5, color: 'text.secondary' }}>
+                <li>Open Transmembrane Focus to review the four-list RRA ranking.</li>
+                <li>Use All genes to select method, expression direction, and comparison scope.</li>
+                <li>Read header explanations by hovering or focusing the information icon.</li>
+                <li>Open View expression before comparing genes with similar significance.</li>
+                <li>Export all, filtered, or selected rows; CSV files retain exact raw values.</li>
+              </Stack>
+            </CardContent>
+          </Card>
+        </Grid>
+        <Grid item xs={12} lg={7}>
+          <Card sx={{ height: '100%' }}>
+            <CardContent sx={{ p: 3.5 }}>
+              <Typography component="h2" variant="h5">Citation and source</Typography>
+              <Typography color="text.secondary" sx={{ mt: 1.5, lineHeight: 1.7 }}>
+                Registered BibTeX citation:
+              </Typography>
+              <Box
+                component="pre"
+                aria-label="BibTeX citation"
+                tabIndex={0}
+                sx={{
+                  mt: 2,
+                  mb: 0,
+                  p: 2,
+                  overflowX: 'auto',
+                  border: '1px solid',
+                  borderColor: 'divider',
+                  borderRadius: 1,
+                  bgcolor: '#f7fafb',
+                  fontSize: '0.78rem',
+                  lineHeight: 1.6,
+                  whiteSpace: 'pre',
+                }}
+              >
+                <code>{bibtexCitation}</code>
+              </Box>
+              <Stack direction="row" spacing={1.5} alignItems="center" sx={{ mt: 2 }}>
+                <Button variant="outlined" onClick={copyBibtex} aria-label="Copy BibTeX citation">
+                  Copy BibTeX
+                </Button>
+                {copyStatus && (
+                  <Typography role="status" aria-live="polite" variant="body2" color="text.secondary">
+                    {copyStatus}
+                  </Typography>
+                )}
+              </Stack>
+              <Stack direction={{ xs: 'column', sm: 'row' }} spacing={1.5} sx={{ mt: 3 }}>
+                <Button
+                  component={Link}
+                  href="https://doi.org/10.1101/2025.10.25.684508"
+                  target="_blank"
+                  rel="noreferrer"
+                  variant="contained"
+                >
+                  Brendo preprint
+                </Button>
+                <Button
+                  component={Link}
+                  href="https://github.com/CompGenomeLab/brendo"
+                  target="_blank"
+                  rel="noreferrer"
+                  variant="outlined"
+                >
+                  Source and issue tracker
+                </Button>
+              </Stack>
+              <Typography variant="body2" sx={{ mt: 3 }}>
+                Support: <Link href="mailto:ozgurbeker@sabanciuniv.edu">ozgurbeker@sabanciuniv.edu</Link>
+              </Typography>
+            </CardContent>
+          </Card>
+        </Grid>
+      </Grid>
+
+      <Box sx={{ mt: 6 }}>
+        <Typography component="h2" variant="h4" sx={{ mb: 3 }}>Data dictionary</Typography>
+        <Box component="dl" sx={{ m: 0, display: 'grid', gridTemplateColumns: { xs: '1fr', md: 'minmax(220px, 0.34fr) 1fr' }, borderTop: '1px solid', borderColor: 'divider' }}>
+          {glossary.map(([term, definition]) => (
+            <Box key={term} sx={{ display: 'contents' }}>
+              <Typography component="dt" sx={{ fontWeight: 800, py: 2.25, pr: 3, borderBottom: '1px solid', borderColor: 'divider' }}>
+                {term}
+              </Typography>
+              <Typography component="dd" color="text.secondary" sx={{ m: 0, py: 2.25, borderBottom: '1px solid', borderColor: 'divider', lineHeight: 1.7 }}>
+                {definition}
+              </Typography>
+            </Box>
+          ))}
+        </Box>
+      </Box>
+    </PageShell>
+  );
+}
diff --git a/Server/ReactJS (Webpage)/src/pages/HelpPage.test.jsx b/Server/ReactJS (Webpage)/src/pages/HelpPage.test.jsx
new file mode 100644
index 0000000..518759f
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/pages/HelpPage.test.jsx	
@@ -0,0 +1,14 @@
+import { render, screen } from '@testing-library/react';
+import { MemoryRouter } from 'react-router-dom';
+import HelpPage from './HelpPage';
+
+test('defines the endothelial context fraction and its unavailable display', () => {
+  render(
+    <MemoryRouter future={{ v7_relativeSplatPath: true, v7_startTransition: true }}>
+      <HelpPage />
+    </MemoryRouter>,
+  );
+
+  expect(screen.getByText('Endothelial context fraction')).toBeVisible();
+  expect(screen.getByText(/N\/A marks genes without an exact HPA match/i)).toBeVisible();
+});
diff --git a/Server/ReactJS (Webpage)/src/pages/HomePage.jsx b/Server/ReactJS (Webpage)/src/pages/HomePage.jsx
new file mode 100644
index 0000000..d2c90cc
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/pages/HomePage.jsx	
@@ -0,0 +1,137 @@
+import {
+  Box,
+  Container,
+  Grid,
+  Link,
+  Stack,
+  Typography,
+} from '@mui/material';
+import ArrowForwardRoundedIcon from '@mui/icons-material/ArrowForwardRounded';
+import { Link as RouterLink } from 'react-router-dom';
+
+const cohortSummary = [
+  ['264', 'healthy endothelial RNA-seq samples'],
+  ['63', 'public studies'],
+  ['16', 'endothelial tissues, including Brain'],
+  ['2', 'complementary differential-expression methods'],
+];
+
+const dataDestinations = [
+  {
+    title: 'Transmembrane Focus',
+    to: '/transmembrane',
+    description: 'Review RRA-prioritized transmembrane genes ordered by the four-list RRA ranking with method-specific, bootstrap, proteomic, and expression evidence.',
+  },
+  {
+    title: 'All genes',
+    to: '/all-genes?method=deseq2&direction=up&scope=all',
+    description: 'Examine and export method-, direction-, and tissue-scope-specific differential-expression results.',
+  },
+];
+
+const sectionSx = {
+  py: { xs: 4, md: 5 },
+  borderTop: '1px solid',
+  borderColor: 'divider',
+};
+
+export default function HomePage() {
+  return (
+    <>
+      <Box
+        component="section"
+        aria-labelledby="home-heading"
+        sx={{ py: { xs: 4, md: 5 }, bgcolor: 'background.paper', borderBottom: '1px solid', borderColor: 'divider' }}
+      >
+        <Container maxWidth="xl">
+          <Grid container spacing={{ xs: 4, md: 5 }} alignItems="stretch">
+            <Grid item xs={12} md={7} sx={{ display: 'flex' }}>
+              <Box component="header" sx={{ maxWidth: 780, display: 'flex', flexDirection: 'column', justifyContent: 'center' }}>
+                <Typography id="home-heading" component="h1" variant="h2" sx={{ fontSize: { xs: '2.6rem', md: '3.35rem' }, mb: 1 }}>
+                  Brendo
+                </Typography>
+                <Typography component="p" variant="h5" color="primary.dark" sx={{ mb: 2.5 }}>
+                  Brain Endothelial Open Resource
+                </Typography>
+                <Typography color="text.secondary" sx={{ fontSize: '1.08rem', lineHeight: 1.7 }}>
+                  Brendo is a reference database for genes differentially expressed in brain endothelial cells, with an emphasis on genes encoding proteins with transmembrane helices. It integrates pairwise endothelial RNA-seq comparisons, Robust Rank Aggregation, bootstrap validation, protein evidence, and expression context to support blood–brain barrier research.
+                </Typography>
+              </Box>
+            </Grid>
+            <Grid item xs={12} md={5} sx={{ display: 'flex' }}>
+              <Box component="section" aria-labelledby="cohort-heading" sx={{ width: '100%', p: { xs: 3, md: 3.5 }, bgcolor: 'background.default', border: '1px solid', borderColor: 'divider', borderRadius: 2 }}>
+                <Typography id="cohort-heading" component="h2" variant="h4" sx={{ mb: 1.25 }}>
+                  Cohort and analysis scope
+                </Typography>
+                <Typography color="text.secondary" sx={{ mb: 2.5, lineHeight: 1.65 }}>
+                  The resource combines healthy bulk RNA-seq samples from public studies and compares Brain endothelium with endothelial samples from other tissues using DESeq2 and the Wilcoxon rank-sum test.
+                </Typography>
+                <Box component="dl" sx={{ m: 0, display: 'grid', gridTemplateColumns: '1fr 1fr', gap: 1.5 }}>
+                  {cohortSummary.map(([value, label]) => (
+                    <Box component="div" key={label} sx={{ minWidth: 0, p: { xs: 2, sm: 2.25 }, display: 'flex', flexDirection: 'column', bgcolor: 'background.paper', border: '1px solid', borderColor: 'divider', borderRadius: 1 }}>
+                      <Typography component="dt" variant="body2" color="text.secondary" sx={{ order: 2, mt: 0.75, lineHeight: 1.45 }}>{label}</Typography>
+                      <Typography component="dd" variant="h4" sx={{ m: 0, order: 1, fontWeight: 700, lineHeight: 1.1 }}>{value}</Typography>
+                    </Box>
+                  ))}
+                </Box>
+              </Box>
+            </Grid>
+          </Grid>
+        </Container>
+      </Box>
+
+      <Container maxWidth="xl">
+        <Box data-layout="landing-exploration" sx={{ py: { xs: 4, md: 5 } }}>
+          <Box component="section" aria-labelledby="access-heading" sx={{ width: '100%', display: 'flex', flexDirection: 'column' }}>
+            <Typography id="access-heading" component="h2" variant="h4" sx={{ mb: 2 }}>Access the data</Typography>
+            <Grid container spacing={2} sx={{ flex: 1 }}>
+              {dataDestinations.map((destination) => (
+                <Grid item xs={12} sm={6} key={destination.title} sx={{ display: 'flex' }}>
+                  <Link
+                    component={RouterLink}
+                    to={destination.to}
+                    aria-label={destination.title}
+                    underline="none"
+                    sx={{ width: '100%', p: { xs: 2.5, md: 3 }, display: 'flex', flexDirection: 'column', color: 'text.primary', bgcolor: 'background.paper', border: '1px solid', borderColor: 'divider', borderRadius: 2, '&:hover': { borderColor: 'primary.main', bgcolor: 'action.hover' }, '&:focus-visible': { borderColor: 'primary.main', bgcolor: 'action.hover' } }}
+                  >
+                    <Box sx={{ display: 'flex', justifyContent: 'space-between', gap: 2, alignItems: 'flex-start' }}>
+                      <Typography component="h3" variant="h5" color="primary.dark">{destination.title}</Typography>
+                      <ArrowForwardRoundedIcon aria-hidden="true" color="primary" />
+                    </Box>
+                    <Typography color="text.secondary" sx={{ mt: 1.25, lineHeight: 1.65 }}>{destination.description}</Typography>
+                  </Link>
+                </Grid>
+              ))}
+            </Grid>
+          </Box>
+        </Box>
+
+        <Box component="section" aria-labelledby="acknowledgements-heading" sx={sectionSx}>
+          <Typography id="acknowledgements-heading" component="h2" variant="h4" sx={{ mb: 2.5 }}>
+            Acknowledgements and affiliations
+          </Typography>
+          <Grid container spacing={{ xs: 3, md: 5 }} alignItems="center">
+            <Grid item xs={12} md={7}>
+              <Stack spacing={2}>
+                <Typography color="text.secondary" sx={{ lineHeight: 1.7 }}>
+                  This resource was created with the efforts of Sabancı University faculty, particularly with contributions from <Link href="https://adebalilab.org/" target="_blank" rel="noreferrer">Ogün Adebali</Link> and <Link href="https://mustafaoglulab.com/" target="_blank" rel="noreferrer">Nur Mustafaoğlu</Link>. We thank <Link href="https://tfguclu.github.io/" target="_blank" rel="noreferrer">Tandaç Furkan Güçlü</Link> and <Link href="https://zeynepkilinc.github.io/" target="_blank" rel="noreferrer">Zeynep Kılınç</Link> for their input as the first testers of Brendo.
+                </Typography>
+                <Typography color="text.secondary" sx={{ lineHeight: 1.7 }}>
+                  Brendo is part of the “Determination of transcytosis proteins in cerebral capillaries by computational and experimental methods to carry drugs to the brain” project, supported by the Scientific and Technological Research Council of Türkiye (TÜBİTAK) 1001 program.
+                </Typography>
+              </Stack>
+            </Grid>
+            <Grid item xs={12} md={5} sx={{ display: 'flex', justifyContent: 'center' }}>
+              <Box
+                component="img"
+                src="/images/home_banner.png"
+                alt="Adebali Lab, Mustafaoglu Lab, and Sabancı University"
+                sx={{ display: 'block', width: '100%', maxWidth: 650, height: 'auto', mx: 'auto' }}
+              />
+            </Grid>
+          </Grid>
+        </Box>
+      </Container>
+    </>
+  );
+}
diff --git a/Server/ReactJS (Webpage)/src/pages/MethodsPage.jsx b/Server/ReactJS (Webpage)/src/pages/MethodsPage.jsx
new file mode 100644
index 0000000..97a84dd
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/pages/MethodsPage.jsx	
@@ -0,0 +1,82 @@
+import { Card, CardContent, Grid, Link, Stack, Typography } from '@mui/material';
+import PageShell from '../components/layout/PageShell';
+
+const sections = [
+  {
+    title: 'Data, alignment, and quantification',
+    body: (
+      <>
+        Healthy endothelial RNA-seq runs were obtained from the European Nucleotide Archive. Reads were aligned to the GRCh38 Ensembl release 107 primary assembly with STAR 2.7.0e and quantified with Rsubread featureCounts 2.8.2. The curated web cohort contains 264 samples from 63 studies and 16 tissues, including Brain endothelium.
+      </>
+    ),
+  },
+  {
+    title: 'Pairwise differential expression',
+    body: (
+      <>
+        Brain endothelial samples were compared separately with each non-Brain endothelial tissue. DESeq2 used a zero-intercept design with layout and instrument variables; WRST used median-ratio-normalized counts as a complementary rank-based analysis. Adjusted p or FDR below 0.05 defined significance. The full scope contains 15 comparisons; the selected scope contains colon, heart, intestine, kidney, liver, lung, and vessel.
+      </>
+    ),
+  },
+  {
+    title: 'Robust rank aggregation and validation',
+    body: (
+      <>
+        The Transmembrane Focus integrates four Brain-overexpression lists—DESeq2 and WRST across full and selected scopes—using Robust Rank Aggregation (RRA). The displayed Four-list RRA score is −log10(RRA p). Method-specific badges indicate membership in separate DESeq2 or WRST RRA results. Bootstrap badges summarize RRA after 100 runs that each subsampled 60% of Brain samples without replacement. RRA p below 0.05 defined membership.
+      </>
+    ),
+  },
+  {
+    title: 'Expression context',
+    body: (
+      <>
+        Brain median count is calculated from the MRN-normalized analysis count matrix across 37 Brain samples. Brain detection is the percentage of those samples with a count greater than zero. The expression dialog presents sample-level log1p-transformed normalized counts across tissues; the table metrics remain untransformed.
+      </>
+    ),
+  },
+  {
+    title: 'Proteomics cross-reference',
+    body: (
+      <>
+        Fresh human BMEC mass-spectrometry data from PRIDE accession <Link href="https://www.ebi.ac.uk/pride/archive/projects/PXD018602" target="_blank" rel="noreferrer">PXD018602</Link> were processed with MaxQuant 2.3.0.0. After removal of contaminants and decoys, protein groups with Q below 0.01 were cross-referenced with Transmembrane Focus genes. A negative badge means the protein was not detected under this dataset and filtering workflow.
+      </>
+    ),
+  },
+  {
+    title: 'Perfusion context',
+    body: (
+      <>
+        For each of four method/scope configurations, perfusion rates were summed for heart, liver, kidney, lung, and skin comparisons where a gene was significantly Brain-overexpressed. A missing appearance contributes zero, and the four sums are averaged. Higher values indicate support against more highly perfused comparator tissues. This heuristic is contextual metadata rather than a measurement of gene or BBB perfusion and does not affect the four-list RRA ranking.
+      </>
+    ),
+  },
+];
+
+export default function MethodsPage() {
+  return (
+    <PageShell
+      eyebrow="Analysis reference"
+      title="Methods"
+      intro="This summary defines the calculations represented in Brendo. The manuscript and repository provide the complete analysis workflow and source data."
+    >
+      <Grid container spacing={3}>
+        {sections.map((section) => (
+          <Grid item xs={12} md={6} key={section.title}>
+            <Card sx={{ height: '100%' }}>
+              <CardContent sx={{ p: 3.5 }}>
+                <Typography component="h2" variant="h5" sx={{ mb: 1.5 }}>{section.title}</Typography>
+                <Typography color="text.secondary" sx={{ lineHeight: 1.75 }}>{section.body}</Typography>
+              </CardContent>
+            </Card>
+          </Grid>
+        ))}
+      </Grid>
+      <Stack sx={{ mt: 5, p: 3, borderRadius: 2, bgcolor: '#eaf4f6' }} spacing={1}>
+        <Typography sx={{ fontWeight: 800 }}>Numeric presentation</Typography>
+        <Typography color="text.secondary">
+          Continuous values are shown to three significant figures; detection is shown to one decimal percentage point. Sorting, filtering, and CSV export use the exact underlying values.
+        </Typography>
+      </Stack>
+    </PageShell>
+  );
+}
diff --git a/Server/ReactJS (Webpage)/src/pages/TransmembranePage.jsx b/Server/ReactJS (Webpage)/src/pages/TransmembranePage.jsx
new file mode 100644
index 0000000..363c787
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/pages/TransmembranePage.jsx	
@@ -0,0 +1,72 @@
+import { useCallback, useEffect, useState } from 'react';
+import { Alert, Box, Button, CircularProgress, Stack, Typography } from '@mui/material';
+import { Link as RouterLink } from 'react-router-dom';
+import { brendoClient } from '../api/brendoApi';
+import PageShell from '../components/layout/PageShell';
+import ExpressionDialog from '../components/results/ExpressionDialog';
+import ResultsTable from '../components/results/ResultsTable';
+
+export default function TransmembranePage({ client = brendoClient }) {
+  const [state, setState] = useState({ status: 'loading', rows: [], error: null });
+  const [retryToken, setRetryToken] = useState(0);
+  const [selectedGene, setSelectedGene] = useState(null);
+
+  useEffect(() => {
+    let cancelled = false;
+    setState({ status: 'loading', rows: [], error: null });
+    client.fetchTransmembraneFocus()
+      .then((rows) => {
+        if (!cancelled) setState({ status: 'success', rows, error: null });
+      })
+      .catch((error) => {
+        if (!cancelled) setState({ status: 'error', rows: [], error });
+      });
+    return () => {
+      cancelled = true;
+    };
+  }, [client, retryToken]);
+
+  const openExpression = useCallback((id, name) => setSelectedGene({ id, name }), []);
+
+  return (
+    <PageShell
+      eyebrow="Unified prioritization"
+      title="Transmembrane Focus"
+      intro="RRA-prioritized transmembrane genes are ordered by the four-list RRA ranking derived from DESeq2 and WRST analyses across full and selected tissue scopes. Use method and bootstrap badges as supporting evidence, then inspect expression magnitude and external references."
+      actions={<Button component={RouterLink} to="/methods" variant="outlined">How the four-list RRA ranking is calculated</Button>}
+    >
+      <Box sx={{ mb: 3, p: 2.5, borderRadius: 2, bgcolor: '#edf7f5', border: '1px solid #d2e9e4' }}>
+        <Typography sx={{ fontWeight: 800 }}>Reading this table</Typography>
+        <Typography color="text.secondary">
+          The Four-list RRA score determines the four-list RRA ranking. Aggregate and bootstrap badges describe method-specific support; protein and perfusion fields are contextual annotations and do not alter the Four-list RRA score.
+        </Typography>
+      </Box>
+
+      {state.status === 'loading' && (
+        <Stack direction="row" spacing={1.5} alignItems="center" justifyContent="center" sx={{ py: 10 }}>
+          <CircularProgress size={26} />
+          <Typography>Loading Transmembrane Focus genes…</Typography>
+        </Stack>
+      )}
+      {state.status === 'error' && (
+        <Alert
+          severity="error"
+          action={<Button color="inherit" onClick={() => setRetryToken((value) => value + 1)}>Retry</Button>}
+        >
+          The Transmembrane Focus genes could not be loaded.
+        </Alert>
+      )}
+      {state.status === 'success' && !state.rows.length && <Alert severity="info">No Transmembrane Focus genes are available.</Alert>}
+      {state.status === 'success' && state.rows.length > 0 && (
+        <ResultsTable kind="transmembraneFocus" rows={state.rows} onExpression={openExpression} />
+      )}
+
+      <ExpressionDialog
+        open={Boolean(selectedGene)}
+        gene={selectedGene}
+        onClose={() => setSelectedGene(null)}
+        client={client}
+      />
+    </PageShell>
+  );
+}
diff --git a/Server/ReactJS (Webpage)/src/pages/TransmembranePage.test.jsx b/Server/ReactJS (Webpage)/src/pages/TransmembranePage.test.jsx
new file mode 100644
index 0000000..82497ea
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/pages/TransmembranePage.test.jsx	
@@ -0,0 +1,46 @@
+import { render, screen } from '@testing-library/react';
+import userEvent from '@testing-library/user-event';
+import { MemoryRouter, Route, Routes } from 'react-router-dom';
+import TransmembranePage from './TransmembranePage';
+
+test('opens the methods page through client-side routing', async () => {
+  const client = {
+    fetchTransmembraneFocus: jest.fn().mockResolvedValue([]),
+  };
+
+  render(
+    <MemoryRouter
+      initialEntries={['/transmembrane']}
+      future={{ v7_relativeSplatPath: true, v7_startTransition: true }}
+    >
+      <Routes>
+        <Route path="/transmembrane" element={<TransmembranePage client={client} />} />
+        <Route path="/methods" element={<h1>Methods route</h1>} />
+      </Routes>
+    </MemoryRouter>,
+  );
+
+  userEvent.click(screen.getByRole('link', {
+    name: 'How the four-list RRA ranking is calculated',
+  }));
+
+  expect(await screen.findByRole('heading', { name: 'Methods route' })).toBeVisible();
+});
+
+test('reports loading failures without exposing transport details', async () => {
+  const client = {
+    fetchTransmembraneFocus: jest.fn().mockRejectedValue(
+      new Error('HTTP 502 from /api/omics/data/all'),
+    ),
+  };
+
+  render(
+    <MemoryRouter future={{ v7_relativeSplatPath: true, v7_startTransition: true }}>
+      <TransmembranePage client={client} />
+    </MemoryRouter>,
+  );
+
+  expect(await screen.findByText('The Transmembrane Focus genes could not be loaded.')).toBeVisible();
+  expect(client.fetchTransmembraneFocus).toHaveBeenCalledTimes(1);
+  expect(document.body).not.toHaveTextContent(/HTTP 502|\/api\/|unknown API error/i);
+});
diff --git a/Server/ReactJS (Webpage)/src/setupTests.js b/Server/ReactJS (Webpage)/src/setupTests.js
new file mode 100644
index 0000000..7b0828b
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/setupTests.js	
@@ -0,0 +1 @@
+import '@testing-library/jest-dom';
diff --git a/Server/ReactJS (Webpage)/src/theme.js b/Server/ReactJS (Webpage)/src/theme.js
new file mode 100644
index 0000000..1089367
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/theme.js	
@@ -0,0 +1,41 @@
+import { createTheme } from '@mui/material/styles';
+
+const theme = createTheme({
+  palette: {
+    mode: 'light',
+    primary: { main: '#0b5366', dark: '#083b4b', light: '#d9eef2' },
+    secondary: { main: '#147d82', dark: '#0d5c61', light: '#d9f0ee' },
+    background: { default: '#f4f8fa', paper: '#ffffff' },
+    text: { primary: '#19323d', secondary: '#546b76' },
+    success: { main: '#237a57' },
+    warning: { main: '#a45a11' },
+  },
+  typography: {
+    fontFamily: 'Inter, ui-sans-serif, system-ui, -apple-system, BlinkMacSystemFont, "Segoe UI", sans-serif',
+    h1: { fontWeight: 760, letterSpacing: '-0.035em' },
+    h2: { fontWeight: 720, letterSpacing: '-0.025em' },
+    h3: { fontWeight: 700, letterSpacing: '-0.015em' },
+    button: { fontWeight: 680, textTransform: 'none' },
+  },
+  shape: { borderRadius: 12 },
+  components: {
+    MuiButton: {
+      defaultProps: { disableElevation: true },
+    },
+    MuiCard: {
+      styleOverrides: {
+        root: {
+          border: '1px solid #dce7eb',
+          boxShadow: '0 14px 38px rgba(8, 59, 75, 0.07)',
+        },
+      },
+    },
+    MuiTooltip: {
+      styleOverrides: {
+        tooltip: { fontSize: '0.82rem', lineHeight: 1.5, maxWidth: 360 },
+      },
+    },
+  },
+});
+
+export default theme;
diff --git a/Server/ReactJS (Webpage)/src/utils/csv.js b/Server/ReactJS (Webpage)/src/utils/csv.js
new file mode 100644
index 0000000..37f7f36
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/utils/csv.js	
@@ -0,0 +1,45 @@
+function escapeCsvValue(value) {
+  if (value === null || value === undefined) {
+    return '';
+  }
+
+  const text = String(value);
+  if (/[",\n\r]/.test(text)) {
+    return `"${text.replaceAll('"', '""')}"`;
+  }
+  return text;
+}
+
+export function buildCsv(rows) {
+  if (!rows.length) {
+    return '';
+  }
+
+  const headers = [...new Set(rows.flatMap((row) => Object.keys(row)))];
+  const lines = [headers.map(escapeCsvValue).join(',')];
+  for (const row of rows) {
+    lines.push(headers.map((header) => escapeCsvValue(row[header])).join(','));
+  }
+  return lines.join('\n');
+}
+
+export function buildExportFilename({ method, direction, scope, date = new Date() }) {
+  const datePart = date.toISOString().slice(0, 10);
+  return `brendo_${method}_${direction}_${scope}_${datePart}.csv`;
+}
+
+export function downloadCsv(
+  rows,
+  filename,
+  { documentRef = document, urlApi = URL } = {},
+) {
+  const blob = new Blob([`\ufeff${buildCsv(rows)}`], { type: 'text/csv;charset=utf-8' });
+  const objectUrl = urlApi.createObjectURL(blob);
+  const link = documentRef.createElement('a');
+  link.href = objectUrl;
+  link.download = filename;
+  documentRef.body.appendChild(link);
+  link.click();
+  link.remove();
+  urlApi.revokeObjectURL(objectUrl);
+}
diff --git a/Server/ReactJS (Webpage)/src/utils/csv.test.js b/Server/ReactJS (Webpage)/src/utils/csv.test.js
new file mode 100644
index 0000000..667283a
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/utils/csv.test.js	
@@ -0,0 +1,44 @@
+import { buildCsv, buildExportFilename, downloadCsv } from './csv';
+
+test('exports exact raw values and escapes CSV text', () => {
+  const csv = buildCsv([
+    { Gene_ID: 'ENSG1', sigAdj: 2.345678901234, label: 'alpha, beta' },
+    { Gene_ID: 'ENSG2', sigAdj: 1.2, label: 'said "yes"' },
+  ]);
+
+  expect(csv).toContain('2.345678901234');
+  expect(csv).toContain('"alpha, beta"');
+  expect(csv).toContain('"said ""yes"""');
+});
+
+test('builds a deterministic dataset-aware filename', () => {
+  expect(buildExportFilename({
+    method: 'deseq2',
+    direction: 'down',
+    scope: 'subset',
+    date: new Date('2026-07-15T12:00:00Z'),
+  })).toBe('brendo_deseq2_down_subset_2026-07-15.csv');
+});
+
+test('downloads the generated CSV with the requested filename', () => {
+  const link = { click: jest.fn(), remove: jest.fn() };
+  const documentRef = {
+    body: { appendChild: jest.fn() },
+    createElement: jest.fn(() => link),
+  };
+  const urlApi = {
+    createObjectURL: jest.fn(() => 'blob:brendo-export'),
+    revokeObjectURL: jest.fn(),
+  };
+
+  downloadCsv([{ Gene_ID: 'ENSG1', value: 1.23456789 }], 'brendo.csv', {
+    documentRef,
+    urlApi,
+  });
+
+  expect(link.download).toBe('brendo.csv');
+  expect(link.href).toBe('blob:brendo-export');
+  expect(link.click).toHaveBeenCalledTimes(1);
+  expect(link.remove).toHaveBeenCalledTimes(1);
+  expect(urlApi.revokeObjectURL).toHaveBeenCalledWith('blob:brendo-export');
+});
diff --git a/Server/ReactJS (Webpage)/src/utils/formatters.js b/Server/ReactJS (Webpage)/src/utils/formatters.js
new file mode 100644
index 0000000..3a9d7a1
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/utils/formatters.js	
@@ -0,0 +1,44 @@
+const scientificFormatter = new Intl.NumberFormat('en-US', {
+  minimumSignificantDigits: 3,
+  maximumSignificantDigits: 3,
+  useGrouping: false,
+});
+
+export function formatScientificValue(value) {
+  if (value === null || value === undefined || !Number.isFinite(Number(value))) {
+    return '—';
+  }
+
+  const numericValue = Number(value);
+  if (numericValue === 0) {
+    return '0';
+  }
+
+  const magnitude = Math.abs(numericValue);
+  if (magnitude < 0.001 || magnitude >= 1_000_000) {
+    return numericValue.toExponential(2);
+  }
+
+  return scientificFormatter.format(numericValue);
+}
+
+export function formatDetectionPct(value) {
+  if (value === null || value === undefined || !Number.isFinite(Number(value))) {
+    return '—';
+  }
+  return `${Number(value).toFixed(1)}%`;
+}
+
+export function formatEndothelialContextFraction(value) {
+  if (value === null || value === undefined || !Number.isFinite(Number(value))) {
+    return 'N/A';
+  }
+  return formatScientificValue(value);
+}
+
+export function formatAppearance(value, scope) {
+  if (value === null || value === undefined || !Number.isFinite(Number(value))) {
+    return '—';
+  }
+  return `${Number(value)}/${scope === 'subset' ? 7 : 15}`;
+}
diff --git a/Server/ReactJS (Webpage)/src/utils/formatters.test.js b/Server/ReactJS (Webpage)/src/utils/formatters.test.js
new file mode 100644
index 0000000..f3785e6
--- /dev/null
+++ b/Server/ReactJS (Webpage)/src/utils/formatters.test.js	
@@ -0,0 +1,40 @@
+import {
+  formatAppearance,
+  formatEndothelialContextFraction,
+  formatDetectionPct,
+  formatScientificValue,
+} from './formatters';
+
+describe('formatScientificValue', () => {
+  test.each([
+    [123.456, '123'],
+    [12.3456, '12.3'],
+    [1.2, '1.20'],
+    [0.001, '0.00100'],
+    [0.00123456, '0.00123'],
+    [0.000123456, '1.23e-4'],
+    [1000000, '1.00e+6'],
+    [1234567, '1.23e+6'],
+    [0, '0'],
+    [null, '—'],
+    [Number.NaN, '—'],
+  ])('formats %p as %s', (value, expected) => {
+    expect(formatScientificValue(value)).toBe(expected);
+  });
+});
+
+test('formats Brain detection to one decimal percent', () => {
+  expect(formatDetectionPct(36 / 37 * 100)).toBe('97.3%');
+});
+
+test('formats endothelial context as a numeric fraction and unavailable values as N/A', () => {
+  expect(formatEndothelialContextFraction(19 / 26)).toBe('0.731');
+  expect(formatEndothelialContextFraction(0)).toBe('0');
+  expect(formatEndothelialContextFraction(null)).toBe('N/A');
+  expect(formatEndothelialContextFraction(Number.NaN)).toBe('N/A');
+});
+
+test('formats appearance support against the selected comparison count', () => {
+  expect(formatAppearance(2, 'all')).toBe('2/15');
+  expect(formatAppearance(2, 'subset')).toBe('2/7');
+});
diff --git a/Server/ReactJS (Webpage)/yarn.lock b/Server/ReactJS (Webpage)/yarn.lock
index caee3c1..8fe21d3 100644
--- a/Server/ReactJS (Webpage)/yarn.lock	
+++ b/Server/ReactJS (Webpage)/yarn.lock	
@@ -24,6 +24,13 @@
     jsonpointer "^5.0.0"
     leven "^3.1.0"
 
+"@axe-core/playwright@^4.10.2":
+  version "4.12.1"
+  resolved "https://registry.yarnpkg.com/@axe-core/playwright/-/playwright-4.12.1.tgz#4a14cd41eecc1ff01edcdc3db12a2e88acd34180"
+  integrity sha512-rMd7xriptqKpP+w5265i4Hdkv2X5kbu6uiBi/B2I7uf3hieRBM3qDCfaKPtxfiYb2mKXfF+yLODJwIx+Jv1GDw==
+  dependencies:
+    axe-core "~4.12.1"
+
 "@babel/code-frame@^7.0.0", "@babel/code-frame@^7.10.4", "@babel/code-frame@^7.12.13", "@babel/code-frame@^7.16.0", "@babel/code-frame@^7.18.6", "@babel/code-frame@^7.8.3":
   version "7.18.6"
   resolved "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.18.6.tgz"
@@ -1036,7 +1043,7 @@
   resolved "https://registry.npmjs.org/@babel/regjsgen/-/regjsgen-0.8.0.tgz"
   integrity sha512-x/rqGMdzj+fWZvCOYForTghzbtqPDZ5gPwaoNGHdgDfF2QA/XZbCBp4Moo5scrkAMPhB7z26XM/AaHuIJdgauA==
 
-"@babel/runtime@^7.11.2", "@babel/runtime@^7.12.5", "@babel/runtime@^7.16.3", "@babel/runtime@^7.17.2", "@babel/runtime@^7.18.3", "@babel/runtime@^7.20.7", "@babel/runtime@^7.21.0", "@babel/runtime@^7.5.5", "@babel/runtime@^7.6.3", "@babel/runtime@^7.8.4", "@babel/runtime@^7.8.7", "@babel/runtime@^7.9.2":
+"@babel/runtime@^7.11.2", "@babel/runtime@^7.12.5", "@babel/runtime@^7.16.3", "@babel/runtime@^7.18.3", "@babel/runtime@^7.20.7", "@babel/runtime@^7.21.0", "@babel/runtime@^7.5.5", "@babel/runtime@^7.8.4", "@babel/runtime@^7.8.7", "@babel/runtime@^7.9.2":
   version "7.21.0"
   resolved "https://registry.npmjs.org/@babel/runtime/-/runtime-7.21.0.tgz"
   integrity sha512-xwII0//EObnq89Ji5AKYQaRYiW/nZ3llSv29d49IuxPhKbtJoLP+9QUUZ4nVragQVtaVGeZrpB+ZtG/Pdy/POw==
@@ -1226,13 +1233,6 @@
   resolved "https://registry.npmjs.org/@emotion/hash/-/hash-0.9.0.tgz"
   integrity sha512-14FtKiHhy2QoPIzdTcvh//8OyBlknNs2nXRwIhG904opCby3l+9Xaf/wuPvICBF0rc1ZCNBd3nKe9cd2mecVkQ==
 
-"@emotion/is-prop-valid@^0.8.2":
-  version "0.8.8"
-  resolved "https://registry.npmjs.org/@emotion/is-prop-valid/-/is-prop-valid-0.8.8.tgz"
-  integrity sha512-u5WtneEAr5IDG2Wv65yhunPSMLIpuKsbuOktRojfrEiEvRyC85LgPMZI63cr7NUqT8ZIGdSVg8ZKGxIug4lXcA==
-  dependencies:
-    "@emotion/memoize" "0.7.4"
-
 "@emotion/is-prop-valid@^1.2.0":
   version "1.2.0"
   resolved "https://registry.npmjs.org/@emotion/is-prop-valid/-/is-prop-valid-1.2.0.tgz"
@@ -1240,11 +1240,6 @@
   dependencies:
     "@emotion/memoize" "^0.8.0"
 
-"@emotion/memoize@0.7.4":
-  version "0.7.4"
-  resolved "https://registry.npmjs.org/@emotion/memoize/-/memoize-0.7.4.tgz"
-  integrity sha512-Ja/Vfqe3HpuzRsG1oBtWTHk2PGZ7GR+2Vz5iYGelAw8dx32K0y7PjVuxK6z1nMpZOqAFsRUPCkK1YjJ56qJlgw==
-
 "@emotion/memoize@^0.8.0":
   version "0.8.0"
   resolved "https://registry.npmjs.org/@emotion/memoize/-/memoize-0.8.0.tgz"
@@ -1789,6 +1784,13 @@
     "@nodelib/fs.scandir" "2.1.5"
     fastq "^1.6.0"
 
+"@playwright/test@^1.54.1":
+  version "1.61.1"
+  resolved "https://registry.yarnpkg.com/@playwright/test/-/test-1.61.1.tgz#48568dc22af7819e55fa5e8e3bc79b7e6a3e6675"
+  integrity sha512-8nKv6+0RJSL9FE4jYOEGXnPeM/Hg12qZpmqzZjRh3qM0Y7c3z1mrOTfFLids72RDQYVh9WpLEfR5WdpNX4fkig==
+  dependencies:
+    playwright "1.61.1"
+
 "@pmmmwh/react-refresh-webpack-plugin@^0.5.3":
   version "0.5.10"
   resolved "https://registry.npmjs.org/@pmmmwh/react-refresh-webpack-plugin/-/react-refresh-webpack-plugin-0.5.10.tgz"
@@ -1809,34 +1811,10 @@
   resolved "https://registry.npmjs.org/@popperjs/core/-/core-2.11.6.tgz"
   integrity sha512-50/17A98tWUfQ176raKiOGXuYpLyyVMkxxG6oylzL3BPOlA6ADGdK7EYunSa4I064xerltq9TGXs8HmOk5E+vw==
 
-"@react-aria/ssr@^3.5.0":
-  version "3.5.0"
-  resolved "https://registry.npmjs.org/@react-aria/ssr/-/ssr-3.5.0.tgz"
-  integrity sha512-h0MJdSWOd1qObLnJ8mprU31wI8tmKFJMuwT22MpWq6psisOOZaga6Ml4u6Ee6M6duWWISjXvqO4Sb/J0PBA+nQ==
-  dependencies:
-    "@swc/helpers" "^0.4.14"
-
-"@restart/hooks@^0.4.6", "@restart/hooks@^0.4.9":
-  version "0.4.9"
-  resolved "https://registry.npmjs.org/@restart/hooks/-/hooks-0.4.9.tgz"
-  integrity sha512-3BekqcwB6Umeya+16XPooARn4qEPW6vNvwYnlofIYe6h9qG1/VeD7UvShCWx11eFz5ELYmwIEshz+MkPX3wjcQ==
-  dependencies:
-    dequal "^2.0.2"
-
-"@restart/ui@^1.4.1":
-  version "1.6.2"
-  resolved "https://registry.npmjs.org/@restart/ui/-/ui-1.6.2.tgz"
-  integrity sha512-hcYs8PwpmHEtwjihLVn2Jr89yrYajfhxN5HtTq3HA9U3+feg1SC3swBM8/qibMTCFsXWToEEtzJMV+LWE+Qjpg==
-  dependencies:
-    "@babel/runtime" "^7.21.0"
-    "@popperjs/core" "^2.11.6"
-    "@react-aria/ssr" "^3.5.0"
-    "@restart/hooks" "^0.4.9"
-    "@types/warning" "^3.0.0"
-    dequal "^2.0.3"
-    dom-helpers "^5.2.0"
-    uncontrollable "^8.0.0"
-    warning "^4.0.3"
+"@remix-run/router@1.23.3":
+  version "1.23.3"
+  resolved "https://registry.yarnpkg.com/@remix-run/router/-/router-1.23.3.tgz#957c098d4393d301a8aa7dccf3ef28ea5430e36a"
+  integrity sha512-4An71tdz9X8+3sI4Qqqd2LWd9vS39J7sqd9EU4Scw7TJE/qB10Flv/UuqbPVgfQV9XoK8Np6jNquZitnZq5i+Q==
 
 "@rollup/plugin-babel@^5.2.0":
   version "5.3.1"
@@ -2017,13 +1995,6 @@
     "@svgr/plugin-svgo" "^5.5.0"
     loader-utils "^2.0.0"
 
-"@swc/helpers@^0.4.14":
-  version "0.4.14"
-  resolved "https://registry.npmjs.org/@swc/helpers/-/helpers-0.4.14.tgz"
-  integrity sha512-4C7nX/dvpzB7za4Ql9K81xK3HPxCpHMgwTZVyf+9JQ6VUbn9jjZVN7/Nkdz/Ugzs2CSjqnL/UPXroiVBVHUWUw==
-  dependencies:
-    tslib "^2.4.0"
-
 "@tanstack/match-sorter-utils@8.7.6":
   version "8.7.6"
   resolved "https://registry.npmjs.org/@tanstack/match-sorter-utils/-/match-sorter-utils-8.7.6.tgz"
@@ -2338,14 +2309,14 @@
   dependencies:
     "@types/react" "*"
 
-"@types/react-transition-group@^4.4.4", "@types/react-transition-group@^4.4.5":
+"@types/react-transition-group@^4.4.5":
   version "4.4.5"
   resolved "https://registry.npmjs.org/@types/react-transition-group/-/react-transition-group-4.4.5.tgz"
   integrity sha512-juKD/eiSM3/xZYzjuzH6ZwpP+/lejltmiS3QEzV/vmb/Q8+HfDmxu+Baga8UEMGBqV88Nbg4l2hY/K2DkyaLLA==
   dependencies:
     "@types/react" "*"
 
-"@types/react@*", "@types/react@>=16.9.11", "@types/react@>=18.0.28":
+"@types/react@*":
   version "18.0.28"
   resolved "https://registry.npmjs.org/@types/react/-/react-18.0.28.tgz"
   integrity sha512-RD0ivG1kEztNBdoAK7lekI9M+azSnitIn85h4iOiaLjaTrMjzslhaqCGaI4IyCJ1RljWiLCEu4jyrLLgqxBTew==
@@ -2415,11 +2386,6 @@
   resolved "https://registry.npmjs.org/@types/trusted-types/-/trusted-types-2.0.3.tgz"
   integrity sha512-NfQ4gyz38SL8sDNrSixxU2Os1a5xcdFxipAFxYEuLUlvU2uDwS4NUpsImcf1//SlWItCVMMLiylsxbmNMToV/g==
 
-"@types/warning@^3.0.0":
-  version "3.0.0"
-  resolved "https://registry.npmjs.org/@types/warning/-/warning-3.0.0.tgz"
-  integrity sha512-t/Tvs5qR47OLOr+4E9ckN8AmP2Tf16gWq+/qA4iUGS/OOyHVO8wv2vjJuX8SNOUTJyWb+2t7wJm6cXILFnOROA==
-
 "@types/ws@^8.5.1":
   version "8.5.4"
   resolved "https://registry.npmjs.org/@types/ws/-/ws-8.5.4.tgz"
@@ -2978,6 +2944,11 @@ axe-core@^4.6.2:
   resolved "https://registry.npmjs.org/axe-core/-/axe-core-4.6.3.tgz"
   integrity sha512-/BQzOX780JhsxDnPpH4ZiyrJAzcd8AfzFPkv+89veFSr1rcMjuq2JDCwypKaPeB6ljHp9KjXhPpjgCvQlWYuqg==
 
+axe-core@~4.12.1:
+  version "4.12.1"
+  resolved "https://registry.yarnpkg.com/axe-core/-/axe-core-4.12.1.tgz#69fe2bf6dfc0b24973af91b1d8e945f79e1b7c44"
+  integrity sha512-s7iGf5GaVMxEG0ENN9x+xTr7GFZCb1ZP/1uATUpCEK2X78nDB3RwbtFCo9pGAf9ru+VwoQ464DkaLEeRM08wJA==
+
 axobject-query@^3.1.1:
   version "3.1.1"
   resolved "https://registry.npmjs.org/axobject-query/-/axobject-query-3.1.1.tgz"
@@ -3189,11 +3160,6 @@ boolbase@^1.0.0, boolbase@~1.0.0:
   resolved "https://registry.npmjs.org/boolbase/-/boolbase-1.0.0.tgz"
   integrity sha512-JZOSA7Mo9sNGB8+UjSgzdLtokWAky1zbztM3WRLCbZ70/3cTANmQmOdR7y2g+J0e2WXywy1yS468tY+IruqEww==
 
-bootstrap@^5.2.3:
-  version "5.2.3"
-  resolved "https://registry.npmjs.org/bootstrap/-/bootstrap-5.2.3.tgz"
-  integrity sha512-cEKPM+fwb3cT8NzQZYEu4HilJ3anCrWqh3CHAok1p9jXqMPsPTBhU25fBckEJHJ/p+tTxTFTsFQGM+gaHpi3QQ==
-
 brace-expansion@^1.1.7:
   version "1.1.11"
   resolved "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.11.tgz"
@@ -3384,11 +3350,6 @@ cjs-module-lexer@^1.0.0:
   resolved "https://registry.npmjs.org/cjs-module-lexer/-/cjs-module-lexer-1.2.2.tgz"
   integrity sha512-cOU9usZw8/dXIXKtwa8pM0OTJQuJkxMN6w30csNRUerHfeQ5R6U3kkU/FtJeIf3M202OHfY2U8ccInBG7/xogA==
 
-classnames@^2.3.1:
-  version "2.3.2"
-  resolved "https://registry.npmjs.org/classnames/-/classnames-2.3.2.tgz"
-  integrity sha512-CSbhY4cFEJRe6/GQzIk5qXZ4Jeg5pcsP7b5peFSDpffpe1cqjASH/n9UTjBwOp6XpMSTwQ8Za2K5V02ueA7Tmw==
-
 clean-css@^5.2.2:
   version "5.3.2"
   resolved "https://registry.npmjs.org/clean-css/-/clean-css-5.3.2.tgz"
@@ -3933,11 +3894,6 @@ depd@~1.1.2:
   resolved "https://registry.npmjs.org/depd/-/depd-1.1.2.tgz"
   integrity sha512-7emPTl6Dpo6JRXOXjLRxck+FlLRX5847cLKEn00PLAgc3g2hTZZgr+e4c2v6QpSmLeFP3n5yUo7ft6avBK/5jQ==
 
-dequal@^2.0.2, dequal@^2.0.3:
-  version "2.0.3"
-  resolved "https://registry.npmjs.org/dequal/-/dequal-2.0.3.tgz"
-  integrity sha512-0je+qPKHEMohvfRTCEo3CrPG6cAzAYgmzKyxRiYSSDkS6eGJdyVJm7WaYA5ECaAD9wLB2T4EEeymA5aFVcYXCA==
-
 destroy@1.2.0:
   version "1.2.0"
   resolved "https://registry.npmjs.org/destroy/-/destroy-1.2.0.tgz"
@@ -4035,7 +3991,7 @@ dom-converter@^0.2.0:
   dependencies:
     utila "~0.4"
 
-dom-helpers@^5.0.1, dom-helpers@^5.2.0, dom-helpers@^5.2.1:
+dom-helpers@^5.0.1:
   version "5.2.1"
   resolved "https://registry.npmjs.org/dom-helpers/-/dom-helpers-5.2.1.tgz"
   integrity sha512-nRCa7CK3VTrM2NmGkIy4cbK7IZlgBE/PYMn55rrXefr5xXDP0LdtfPnblFDoVdcAfslJ7or6iqAUnx0CCGIWQA==
@@ -4639,11 +4595,6 @@ expect@^29.0.0:
     jest-message-util "^29.5.0"
     jest-util "^29.5.0"
 
-export-to-csv@^0.2.1:
-  version "0.2.1"
-  resolved "https://registry.npmjs.org/export-to-csv/-/export-to-csv-0.2.1.tgz"
-  integrity sha512-KTbrd3CAZ0cFceJEZr1e5uiMasabeCpXq1/5uvVxDl53o4jXJHnltasQoj2NkzrxD8hU9kdwjnMhoir/7nNx/A==
-
 express@^4.17.3:
   version "4.18.2"
   resolved "https://registry.npmjs.org/express/-/express-4.18.2.tgz"
@@ -4875,15 +4826,6 @@ fraction.js@^4.2.0:
   resolved "https://registry.npmjs.org/fraction.js/-/fraction.js-4.2.0.tgz"
   integrity sha512-MhLuK+2gUcnZe8ZHlaaINnQLl0xRIGRfcGk2yl8xoQAfHrSsL3rYu6FCmBdkdbhc9EPlwyGHewaRsvwRMJtAlA==
 
-framer-motion@^10.8.5:
-  version "10.8.5"
-  resolved "https://registry.npmjs.org/framer-motion/-/framer-motion-10.8.5.tgz"
-  integrity sha512-qwvUAIwCc6fEZhg7ST+/z+f7Vt882jJvLiWZUHNdq2oZ/Y7gM6mLlpKi9xQg+pLu6DQVypikcKQ+MKnoFoXAJg==
-  dependencies:
-    tslib "^2.4.0"
-  optionalDependencies:
-    "@emotion/is-prop-valid" "^0.8.2"
-
 fresh@0.5.2:
   version "0.5.2"
   resolved "https://registry.npmjs.org/fresh/-/fresh-0.5.2.tgz"
@@ -4918,7 +4860,7 @@ fs.realpath@^1.0.0:
   resolved "https://registry.npmjs.org/fs.realpath/-/fs.realpath-1.0.0.tgz"
   integrity sha512-OO0pH2lK6a0hZnAdau5ItzHPI6pUlvI7jMVnxUQRtw4owF2wk8lOSabtGDCTP4Ggrg2MbGnWO9X8K1t4+fGMDw==
 
-fsevents@^2.3.2, fsevents@~2.3.2:
+fsevents@2.3.2, fsevents@^2.3.2, fsevents@~2.3.2:
   version "2.3.2"
   resolved "https://registry.npmjs.org/fsevents/-/fsevents-2.3.2.tgz"
   integrity sha512-xiqMQR4xAeHTuB9uWm+fFRcIOgKBMiOBP+eXiyT7jsgVCq1bkVygt00oASowB7EdtpOHaaPgKt812P9ab+DDKA==
@@ -5398,13 +5340,6 @@ internal-slot@^1.0.3, internal-slot@^1.0.4, internal-slot@^1.0.5:
     has "^1.0.3"
     side-channel "^1.0.4"
 
-invariant@^2.2.4:
-  version "2.2.4"
-  resolved "https://registry.npmjs.org/invariant/-/invariant-2.2.4.tgz"
-  integrity sha512-phJfQVBuaJM5raOpJjSfkiD6BpbCE4Ns//LaXl6wGYtUBY83nWS6Rf9tXm2e8VaK60JEjYldbPif/A2B1C2gNA==
-  dependencies:
-    loose-envify "^1.0.0"
-
 ipaddr.js@1.9.1:
   version "1.9.1"
   resolved "https://registry.npmjs.org/ipaddr.js/-/ipaddr.js-1.9.1.tgz"
@@ -6509,7 +6444,7 @@ lodash@^4.17.15, lodash@^4.17.20, lodash@^4.17.21, lodash@^4.7.0:
   resolved "https://registry.npmjs.org/lodash/-/lodash-4.17.21.tgz"
   integrity sha512-v2kDEe57lecTulaDIuNTPy3Ry4gLGJ6Z1O3vE1krgXZNrsQ+LFTGHVxVjcXPs17LhbZVGedAJv8XZ1tvj5FvSg==
 
-loose-envify@^1.0.0, loose-envify@^1.1.0, loose-envify@^1.4.0:
+loose-envify@^1.1.0, loose-envify@^1.4.0:
   version "1.4.0"
   resolved "https://registry.npmjs.org/loose-envify/-/loose-envify-1.4.0.tgz"
   integrity sha512-lyuxPGr/Wfhrlem2CL/UcnUc1zcqKAImBDzukY7Y5F/yQiNdko6+fRLevlw1HgMySw7f611UIY408EtxRSoK3Q==
@@ -7117,6 +7052,20 @@ pkg-up@^3.1.0:
   dependencies:
     find-up "^3.0.0"
 
+playwright-core@1.61.1:
+  version "1.61.1"
+  resolved "https://registry.yarnpkg.com/playwright-core/-/playwright-core-1.61.1.tgz#3c99841307efbbabc9d724c41a88c914705d15fc"
+  integrity sha512-h7Qlt6m4REp25qvIdvbDtVmD4LqVXfpRxhORv9L0jzETM05p4fuPJ3dKyuSXQxDSbXnmS79HAgi9589lGSpLkg==
+
+playwright@1.61.1:
+  version "1.61.1"
+  resolved "https://registry.yarnpkg.com/playwright/-/playwright-1.61.1.tgz#d8c0c06eb93c28981afc747bace453bdbd5018bc"
+  integrity sha512-DWnY5o3YbLWK4GovuAVwpqL+1VwGNdUGrRr++8j8PtQQzvAVZUIMjKQ90fY689sEJZJBbZVw1rXaOKSTitkzPQ==
+  dependencies:
+    playwright-core "1.61.1"
+  optionalDependencies:
+    fsevents "2.3.2"
+
 postcss-attribute-case-insensitive@^5.0.2:
   version "5.0.2"
   resolved "https://registry.npmjs.org/postcss-attribute-case-insensitive/-/postcss-attribute-case-insensitive-5.0.2.tgz"
@@ -7740,14 +7689,6 @@ prompts@^2.0.1, prompts@^2.4.2:
     kleur "^3.0.3"
     sisteransi "^1.0.5"
 
-prop-types-extra@^1.1.0:
-  version "1.1.1"
-  resolved "https://registry.npmjs.org/prop-types-extra/-/prop-types-extra-1.1.1.tgz"
-  integrity sha512-59+AHNnHYCdiC+vMwY52WmvP5dM3QLeoumYuEyceQDi9aEhtwN9zIQ2ZNo25sMyXnbh32h+P1ezDsUpUH3JAew==
-  dependencies:
-    react-is "^16.3.2"
-    warning "^4.0.0"
-
 prop-types@^15.6.2, prop-types@^15.8.1:
   version "15.8.1"
   resolved "https://registry.npmjs.org/prop-types/-/prop-types-15.8.1.tgz"
@@ -7843,24 +7784,6 @@ react-app-polyfill@^3.0.0:
     regenerator-runtime "^0.13.9"
     whatwg-fetch "^3.6.2"
 
-react-bootstrap@^2.7.2:
-  version "2.7.2"
-  resolved "https://registry.npmjs.org/react-bootstrap/-/react-bootstrap-2.7.2.tgz"
-  integrity sha512-WDSln+mG4RLLFO01stkj2bEx/3MF4YihK9D/dWnHaSxOiQZLbhhlf95D2Jb20X3t2m7vMxRe888FVrfLJoGmmA==
-  dependencies:
-    "@babel/runtime" "^7.17.2"
-    "@restart/hooks" "^0.4.6"
-    "@restart/ui" "^1.4.1"
-    "@types/react-transition-group" "^4.4.4"
-    classnames "^2.3.1"
-    dom-helpers "^5.2.1"
-    invariant "^2.2.4"
-    prop-types "^15.8.1"
-    prop-types-extra "^1.1.0"
-    react-transition-group "^4.4.2"
-    uncontrollable "^7.2.1"
-    warning "^4.0.3"
-
 react-dev-utils@^12.0.1:
   version "12.0.1"
   resolved "https://registry.npmjs.org/react-dev-utils/-/react-dev-utils-12.0.1.tgz"
@@ -7904,7 +7827,7 @@ react-error-overlay@^6.0.11:
   resolved "https://registry.npmjs.org/react-error-overlay/-/react-error-overlay-6.0.11.tgz"
   integrity sha512-/6UZ2qgEyH2aqzYZgQPxEnz33NJ2gNsnHA2o5+o4wW9bLM/JYQitNP9xPhsXwC08hMMovfGe/8retsdDsczPRg==
 
-react-is@^16.13.1, react-is@^16.3.2, react-is@^16.7.0:
+react-is@^16.13.1, react-is@^16.7.0:
   version "16.13.1"
   resolved "https://registry.npmjs.org/react-is/-/react-is-16.13.1.tgz"
   integrity sha512-24e6ynE2H+OKt4kqsOvNd8kBpV65zoxbA4BVsEOB3ARVWQki/DHzaUoC5KuON/BiccDaCCTZBuOcfZs70kR8bQ==
@@ -7919,16 +7842,26 @@ react-is@^18.0.0, react-is@^18.2.0:
   resolved "https://registry.npmjs.org/react-is/-/react-is-18.2.0.tgz"
   integrity sha512-xWGDIW6x921xtzPkhiULtthJHoJvBbF3q26fzloPCK0hsvxtPVelvftw3zjbHWSkR2km9Z+4uxbDDK/6Zw9B8w==
 
-react-lifecycles-compat@^3.0.4:
-  version "3.0.4"
-  resolved "https://registry.npmjs.org/react-lifecycles-compat/-/react-lifecycles-compat-3.0.4.tgz"
-  integrity sha512-fBASbA6LnOU9dOU2eW7aQ8xmYBSXUIWr+UmF9b1efZBazGNO+rcXT/icdKnYm2pTwcRylVUYwW7H1PHfLekVzA==
-
 react-refresh@^0.11.0:
   version "0.11.0"
   resolved "https://registry.npmjs.org/react-refresh/-/react-refresh-0.11.0.tgz"
   integrity sha512-F27qZr8uUqwhWZboondsPx8tnC3Ct3SxZA3V5WyEvujRyyNv0VYPhoBg1gZ8/MV5tubQp76Trw8lTv9hzRBa+A==
 
+react-router-dom@^6.30.1:
+  version "6.30.4"
+  resolved "https://registry.yarnpkg.com/react-router-dom/-/react-router-dom-6.30.4.tgz#f7167bf3da6c7d9132130ea985dd06def25e84d5"
+  integrity sha512-q4HvNl+mmDdkS0g+MqiBZNteQJCuimWoOyHMy4T/RQLAn9Z29+E91QXRaxOujeMl2HTzRSS0KFPd7lxX3PjV0Q==
+  dependencies:
+    "@remix-run/router" "1.23.3"
+    react-router "6.30.4"
+
+react-router@6.30.4:
+  version "6.30.4"
+  resolved "https://registry.yarnpkg.com/react-router/-/react-router-6.30.4.tgz#638f35176527bd243d96d81d35d33b757bad46c2"
+  integrity sha512-SVUsDe+DybHM/WmYKIVYhZh1o5Dcuf16yM6WjG02Q9XVFMZIJyHYhwrr6bFBXZkVP6z69kNkMyBCujt8FaFLJA==
+  dependencies:
+    "@remix-run/router" "1.23.3"
+
 react-scripts@5.0.1:
   version "5.0.1"
   resolved "https://registry.npmjs.org/react-scripts/-/react-scripts-5.0.1.tgz"
@@ -7984,7 +7917,7 @@ react-scripts@5.0.1:
   optionalDependencies:
     fsevents "^2.3.2"
 
-react-transition-group@^4.4.2, react-transition-group@^4.4.5:
+react-transition-group@^4.4.5:
   version "4.4.5"
   resolved "https://registry.npmjs.org/react-transition-group/-/react-transition-group-4.4.5.tgz"
   integrity sha512-pZcd1MCJoiKiBR2NRxeCRg13uCXbydPnmB4EOeRrY7480qNWO8IIgQG6zlDkm6uRMsURXPuKq0GWtiM59a5Q6g==
@@ -8998,7 +8931,7 @@ tslib@^1.8.1:
   resolved "https://registry.npmjs.org/tslib/-/tslib-1.14.1.tgz"
   integrity sha512-Xni35NKzjgMrwevysHTCArtLDpPvye8zV/0E4EyYn43P7/7qvQwPh9BGkHewbMulVntbigmcT7rdX3BNo9wRJg==
 
-tslib@^2.0.3, tslib@^2.4.0:
+tslib@^2.0.3:
   version "2.5.0"
   resolved "https://registry.npmjs.org/tslib/-/tslib-2.5.0.tgz"
   integrity sha512-336iVw3rtn2BUK7ORdIAHTyxHGRIHVReokCR3XjbckJMK7ms8FysBfhLR8IXnAgy7T0PTPNBWKiH514FOW/WSg==
@@ -9078,23 +9011,6 @@ unbox-primitive@^1.0.2:
     has-symbols "^1.0.3"
     which-boxed-primitive "^1.0.2"
 
-uncontrollable@^7.2.1:
-  version "7.2.1"
-  resolved "https://registry.npmjs.org/uncontrollable/-/uncontrollable-7.2.1.tgz"
-  integrity sha512-svtcfoTADIB0nT9nltgjujTi7BzVmwjZClOmskKu/E8FW9BXzg9os8OLr4f8Dlnk0rYWJIWr4wv9eKUXiQvQwQ==
-  dependencies:
-    "@babel/runtime" "^7.6.3"
-    "@types/react" ">=16.9.11"
-    invariant "^2.2.4"
-    react-lifecycles-compat "^3.0.4"
-
-uncontrollable@^8.0.0:
-  version "8.0.0"
-  resolved "https://registry.npmjs.org/uncontrollable/-/uncontrollable-8.0.0.tgz"
-  integrity sha512-a954G/0JyXoZdpt0YIzTfoQyWtRS1VvygOBsHttCtZL8jDTKd6vQlUo811y46XnWoXIqQ36QKi3cSEdPuFADkA==
-  dependencies:
-    "@types/react" ">=18.0.28"
-
 unicode-canonical-property-names-ecmascript@^2.0.0:
   version "2.0.0"
   resolved "https://registry.npmjs.org/unicode-canonical-property-names-ecmascript/-/unicode-canonical-property-names-ecmascript-2.0.0.tgz"
@@ -9238,13 +9154,6 @@ walker@^1.0.7:
   dependencies:
     makeerror "1.0.12"
 
-warning@^4.0.0, warning@^4.0.3:
-  version "4.0.3"
-  resolved "https://registry.npmjs.org/warning/-/warning-4.0.3.tgz"
-  integrity sha512-rpJyN222KWIvHJ/F53XSZv0Zl/accqHR8et1kpaMTD/fLCRxtV8iX8czMzY7sVZupTI3zcUTg8eycS2kNF9l6w==
-  dependencies:
-    loose-envify "^1.0.0"
-
 watchpack@^2.4.0:
   version "2.4.0"
   resolved "https://registry.npmjs.org/watchpack/-/watchpack-2.4.0.tgz"