diff --git a/flask_backend/models/tcga_lihc_tumor_status/README.md b/flask_backend/models/tcga_lihc_tumor_status/README.md new file mode 100644 index 00000000..d6b0ef43 --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/README.md @@ -0,0 +1,141 @@ +# PredictMod TCGA-LIHC Tumor Status Model + +Baseline machine-learning package for predicting follow-up tumor status in TCGA-LIHC liver hepatocellular carcinoma patients. + +## Project question + +Can TCGA-LIHC clinical variables and primary tumor RNA-seq expression features predict whether a patient is **Tumor Free** or **With Tumor** at follow-up? + +## Dataset + +- **Cancer type:** Liver hepatocellular carcinoma +- **Source cohort:** TCGA-LIHC +- **Clinical/follow-up metadata:** NCI Genomic Data Commons Data Portal +- **RNA-seq expression matrix:** UCSC Xena / GDC Hub, STAR FPKM-UQ +- **Outcome:** `Tumor Free` vs `With Tumor` +- **Rows used for modeling:** 352 matched primary tumor samples +- **Class balance:** 201 Tumor Free, 151 With Tumor + +Missing or unknown tumor-status labels were excluded from the model-ready dataset. + +## Modeling approach + +This package follows the PredictMod tutorial-style workflow: + +1. Load model-ready TCGA-LIHC dataset. +2. Define binary outcome column: `outcome_code`. +3. Remove patient/sample IDs and label-related columns from predictors. +4. Split data into stratified 80/20 train/test sets. +5. Impute missing values: + - numeric: median + - categorical: most frequent value +6. Scale numeric features. +7. One-hot encode categorical variables. +8. Use Random Forest feature importance for feature selection. +9. Train and compare multiple algorithms. +10. Save metrics, confusion matrices, predictions, figures, and best model bundle. +11. Run a separate single-patient prediction script. + +## Models trained + +- Logistic Regression +- Random Forest +- XGBoost +- Support Vector Machine +- Decision Tree + +## Current best model + +Best model selected by AUROC: + +| Model | Accuracy | AUROC | F1 With Tumor | Precision With Tumor | Recall With Tumor | +|---|---:|---:|---:|---:|---:| +| Random Forest | 0.803 | 0.798 | 0.759 | 0.786 | 0.733 | + +## Repository structure + +```text +tcga_lihc_tumor_status/ +├── README.md +├── requirements.txt +├── environment.yml +├── .gitignore +├── data/ +│ ├── README.md +│ ├── tcga_lihc_tumor_status_ml_ready_top500_genes.csv.gz +│ ├── training_data_review_100_genes.csv +│ └── example_single_patient_input.csv +├── scripts/ +│ ├── README.md +│ ├── train_models.py +│ └── single_patient_predict.py +├── models/ +│ ├── README.md +│ └── best_model_bundle.joblib +├── results/ +│ ├── README.md +│ ├── model_metrics_comparison.csv +│ ├── selected_top15_features.csv +│ ├── rf_feature_importances_all_features.csv +│ ├── holdout_predictions_all_models.csv +│ ├── confusion_matrices.json +│ └── training_status_summary.csv +├── figures/ +│ ├── README.md +│ ├── model_auroc_comparison.png +│ ├── best_model_confusion_matrix.png +│ └── shap_summary_plot.png +└── docs/ + ├── tcga_lihc_tumor_status_bco.json + ├── tcga_lihc_tumor_status_bco.md + ├── model_card.md + └── submission_checklist.md +``` + +## Quick start + +Create and activate a Python environment, then install dependencies: + +```bash +pip install -r requirements.txt +``` + +Train all models: + +```bash +python scripts/train_models.py +``` + +Run a single-patient prediction using the included example input: + +```bash +python scripts/single_patient_predict.py +``` + +Run a single-patient prediction using your own CSV: + +```bash +python scripts/single_patient_predict.py path/to/your_patient_input.csv +``` + +## Output files + +Running `scripts/train_models.py` creates or updates: + +- `models/best_model_bundle.joblib` +- `results/model_metrics_comparison.csv` +- `results/selected_top15_features.csv` +- `results/rf_feature_importances_all_features.csv` +- `results/holdout_predictions_all_models.csv` +- `results/confusion_matrices.json` +- `figures/model_auroc_comparison.png` +- `figures/best_model_confusion_matrix.png` +- `figures/shap_summary_plot.png` + +## Main limitation + +This is a tumor-status/prognosis model, not a direct controlled immunotherapy responder/non-responder model. The outcome label comes from clinical follow-up tumor status, so it is less standardized than a treatment-response endpoint from a controlled trial. + +## Current status + +This is a baseline training package. It is ready for review, rerunning, and model improvement. The model package includes a structured BioCompute Object JSON and a human-readable Markdown version. Future work should include leakage auditing, cross-validation with feature selection inside each fold, hyperparameter tuning, gene-symbol mapping, and external validation. diff --git a/flask_backend/models/tcga_lihc_tumor_status/data/README.md b/flask_backend/models/tcga_lihc_tumor_status/data/README.md new file mode 100644 index 00000000..98a84c1b --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/data/README.md @@ -0,0 +1,26 @@ +# Data + +## Main modeling dataset + +`tcga_lihc_tumor_status_ml_ready_top500_genes.csv.gz` + +Model-ready TCGA-LIHC dataset. Each row is a matched primary tumor RNA-seq sample with clinical variables, selected expression features, and a binary tumor-status outcome. + +## Review dataset + +`training_data_review_100_genes.csv` + +Smaller review file with fewer gene columns for easier manual inspection. + +## Example single-patient input + +`example_single_patient_input.csv` + +One-row example input for `scripts/single_patient_predict.py`. + +## Outcome coding + +- `0` = Tumor Free +- `1` = With Tumor + +Missing or unknown tumor-status labels were excluded. diff --git a/flask_backend/models/tcga_lihc_tumor_status/data/example_single_patient_input.csv b/flask_backend/models/tcga_lihc_tumor_status/data/example_single_patient_input.csv new file mode 100644 index 00000000..6921d7ad --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/data/example_single_patient_input.csv @@ -0,0 +1,2 @@ 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184,0.0478175480213695,4.453273926891409,6.946679401228262,5.308105995590705,5.427146877512389,0.9958101060945762,6.724071768188825,7.176288859332997,6.3370688000463495,4.148413534391824,0.7766093693397367,5.902232797736474,7.293455095110823,10.261757628864324,2.9489932370782626,5.711649079561395,7.869720912012792,11.234890042944954,9.53202019905052,3.160791139919388,0.0,0.8467139406714768,1.1609847079834836,3.6436022531004455,8.091148670131188,4.904089048849325,5.072084357172415,0.0382956981815445,3.4103411046140875,0.0852886748169873,5.516692827486275,7.343342970632119,8.859602804200966,7.212656878369712,4.565609360727101,1.0993625397577722,2.311909942279684,7.046293509902707,2.020057652341253,0.6949247541199743,0.0210532520540751,0.0,6.599787902361372,9.560391114093216,6.367059985943627,6.956426109791419,2.130041263044946,9.575408396212866,4.1162150227298095,0.6522340729092374,0.1600166078459045,4.953651706576839,5.034488660380349,7.525106537585334,3.6748786652165375,1.5827968335030416,5.631424457598951,4.26061285488622,2.153740494395352,0.3903375116159243,3.459720128795421,3.931484507383016,6.569181180612238,9.9256625823175,6.483107957708897,8.720781213766,6.00001127101098,1.0722430301048822,1.536500563722503,7.10610120415005,1.3802861561230786,4.11648952312328,5.539710962890621,5.461427059110809,3.238527028820984,3.3442461895684867,1.1846611537248912,0.9543452260600966,7.00828854779105,1.59741198755465,0.94185751900344,2.590362488463746,3.796701571199496,5.789849210184277,6.239665352285732,1.638537279215185,0.257493447876156,3.6465543901629296,0.0465609057577411,4.142323572982961,9.428559916651077,0.0,5.624834926140929,4.412368299979465,8.408612094946196,0.3366261657635356,5.271761807587213,7.703799086710842,4.792116120090556,4.560959458337599,10.250556611154844,4.48571018586717,1.8798233724973896,5.658237193919455,4.023326331860027,6.404453571972241,5.285021149079763,2.0479919951311563,1.1443074672630422,6.211134879666689,3.463400124495397,6.96509624362457,0.0437644423101702,10.44923594745528,6.2727249507262615,4.155741138540333,11.784452657001944,2.2581872325519163,0.4562804815107251,0.0,5.376943227387934,2.9848991821024384,9.111774436607842,4.171198819541561,1.221010894818385,3.581809172911676,0.0166389421137891,1.6406209280356976,8.446070504038158,5.448478121411477,1.5950261840658535,3.325156117741592,2.307515958605861,6.89593148184135,3.9107806230418896,5.06771614952639,2.114300386228652,4.917426981407881,3.660940022609522,7.9525630466021235,4.663179502750369,3.098621677228955,5.595593169744556,10.800835041880449,4.925576988761216,6.203815854663587,4.86982206555831,3.4359352341602616,0.1539350107041633,5.68508515157851,0.6421008051146979,1.7260028461547492,0.6035966748602072,3.732952933524441,2.8185847337488763,3.5143621632495767,7.745522400299434,2.516771606886882,3.647890091059215,4.728459323003655,2.461188013917962,3.619236918276272,4.466966384273079,8.838838027993193,3.8791372010523535,10.09269993402076,3.4816347734370523,4.820204496614725,5.803304543040655,5.770268769948649,0.0,4.168818511035423,8.385283912763471,1.456806149230474,2.867896463992655,5.570760425843512,8.699546427285094,3.77031106252803,1.0371010360077666,0.0,2.62342209495978,4.522476390164406,1.4252981608024695,0.0325240656921993,0.0661236424652936,2.935063659504948,6.611072025425678,7.552741326509802,9.264555665553646,4.014114228493375,3.4937626015237804,1.1153662366097818,4.318844648223245,2.311474052019989,0.0,5.212783314964752,5.212032313573876,3.6419043463357617,6.3736395119895946,3.0418912781980594,4.927574133682598,3.117146448329552,3.899697691053051,0.6028369118035386,3.93443157916932,3.1458078624126533,5.259472115098027,3.470315595841055,0.0214797274104513,1.58260417232813,3.024071406475018,1.7238206472862347,3.711076354249829,3.4629161061880773,4.616275349039198,5.841985694665961,7.491558115188882,7.109313541490884,3.532977679552452,7.309889207953099,0.3408470770504139 diff --git a/flask_backend/models/tcga_lihc_tumor_status/data/tcga_lihc_tumor_status_ml_ready_top500_genes.csv.gz b/flask_backend/models/tcga_lihc_tumor_status/data/tcga_lihc_tumor_status_ml_ready_top500_genes.csv.gz new file mode 100644 index 00000000..7093fd25 Binary files /dev/null and b/flask_backend/models/tcga_lihc_tumor_status/data/tcga_lihc_tumor_status_ml_ready_top500_genes.csv.gz differ diff --git a/flask_backend/models/tcga_lihc_tumor_status/data/training_data_review_100_genes.csv b/flask_backend/models/tcga_lihc_tumor_status/data/training_data_review_100_genes.csv new file mode 100644 index 00000000..d2b8aa21 --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/data/training_data_review_100_genes.csv @@ -0,0 +1,353 @@ +patient_id,sample_id,tumor_status,outcome_code,age_at_index,gender,race,ajcc_pathologic_stage,tumor_grade,prior_malignancy,prior_treatment,ENSG00000132693,ENSG00000160868,ENSG00000188257,ENSG00000255974,ENSG00000164266,ENSG00000130649,ENSG00000173432,ENSG00000198074,ENSG00000211896,ENSG00000172016,ENSG00000211592,ENSG00000163993,ENSG00000081051,ENSG00000118785,ENSG00000135094,ENSG00000113600,ENSG00000125144,ENSG00000158104,ENSG00000133048,ENSG00000129824,ENSG00000198099,ENSG00000164825,ENSG00000130600,ENSG00000117594,ENSG00000148346,ENSG00000244067,ENSG00000170509,ENSG00000248144,ENSG00000151365,ENSG00000175003,ENSG00000198650,ENSG00000147257,ENSG00000180432,ENSG00000110244,ENSG00000124107,ENSG00000113905,ENSG00000140107,ENSG00000226278,ENSG00000181019,ENSG00000162366,ENSG00000242265,ENSG00000134339,ENSG00000021826,ENSG00000239951,ENSG00000211677,ENSG00000173702,ENSG00000096088,ENSG00000100652,ENSG00000140505,ENSG00000185269,ENSG00000211679,ENSG00000108602,ENSG00000169715,ENSG00000109758,ENSG00000115386,ENSG00000171747,ENSG00000119888,ENSG00000198077,ENSG00000243955,ENSG00000163586,ENSG00000118137,ENSG00000253755,ENSG00000166741,ENSG00000101210,ENSG00000145192,ENSG00000211598,ENSG00000124253,ENSG00000133636,ENSG00000257017,ENSG00000103569,ENSG00000136872,ENSG00000236882,ENSG00000158874,ENSG00000072080,ENSG00000211663,ENSG00000185559,ENSG00000176153,ENSG00000117601,ENSG00000167910,ENSG00000211895,ENSG00000211893,ENSG00000211673,ENSG00000138115,ENSG00000134389,ENSG00000243466,ENSG00000145692,ENSG00000211897,ENSG00000116882,ENSG00000122121,ENSG00000134184,ENSG00000211653,ENSG00000196620,ENSG00000205364,ENSG00000137204,ENSG00000105398,ENSG00000241351,ENSG00000110245,ENSG00000105550,ENSG00000196616,ENSG00000140465 +TCGA-2V-A95S,TCGA-2V-A95S-01A,With Tumor,1,,male,asian,Stage II,G3,no,No,4.459031543181117,0.1232688874943465,12.10844604730828,3.4179605020520625,10.129575905830643,5.777848383441007,3.7821254501869808,9.953575177923412,12.37707780718726,1.1441769243465263,13.65391146737268,10.661729383728115,5.970317604598472,7.314787144358046,2.8268840178657832,1.6203048815133532,2.776461984757093,0.3466449215885268,5.86018563821565,6.208817659938454,1.5021268887757,7.184634377840926,3.702646462741285,5.115112335900998,11.159485074098855,4.022243513947356,0.310223769546247,3.4192017738487643,0.0,0.9554616039235015,1.8300524562715617,9.51946760097698,0.0679140140884663,0.0643310462459839,4.935785024720941,10.694542805017972,1.3190398155625358,5.315305373965856,8.148936137635166,0.409689627953259,4.082660016256373,0.5048745893984644,0.2195867445733164,8.306487369802822,10.315116155665676,9.227537248811212,2.6094003900064293,0.0708014676002111,0.0,2.2066744778701803,8.73446779614302,1.0454429707611672,3.9609935164901566,5.7630848594778135,0.0822938359514309,8.856001528754172,1.3869212822178163,0.3478923881953377,8.28657347061175,11.468955916234922,13.287000421453298,9.052729971330134,8.920924162670051,0.2649567179648224,8.097438560411632,9.32743138523884,3.613107268434535,14.399675765849349,5.174110754005527,3.036890110540266,7.605512853377099,0.4077334309879327,15.305593763276864,1.0616379686854738,8.577877428887446,0.0092038273298397,10.11820163178914,7.475748019943609,1.2484741153726229,8.886108077444712,8.190864209208964,7.175365911876036,1.8622331603767983,1.7176051432607748,7.147164213396642,1.474981088204978,8.261292916429294,0.9614751620096356,1.30293314417412,0.0,9.1295125417719,7.739302669521031,1.1681927278210753,2.1388472272733483,2.9003934780780187,7.827183260550764,7.535188267875402,3.0924442588390284,3.46781419597251,2.64159226857218 +TCGA-2Y-A9GS,TCGA-2Y-A9GS-01A,With Tumor,1,58.0,male,white,,G2,no,Yes,9.15162165870185,1.589475877911847,1.262613558403634,10.311716532230683,5.682522734719458,2.9870115538871174,7.354955457402902,11.362885055331894,2.839858837111273,3.459969250236508,6.653856834421646,4.524170268743423,0.9722515078258536,9.076285175544948,3.6282486712861695,6.090510495627984,3.617686378345738,7.810529863455966,6.382317948239482,6.583133928662418,7.2887350608977854,8.304250460690742,1.0933573462947377,7.580412346260434,2.8459717052254403,9.855056108359843,6.931014024667977,9.233896206747158,6.374773464252511,7.750980260203149,7.047728135701475,7.044191909292217,5.546514834565689,0.0973411087967018,8.024807233400573,8.501772311915026,5.018162337135539,0.0,1.1603393800782484,6.106804743348821,0.8308232025615094,2.4037857995479586,6.199601680491547,2.6011735338770734,2.9794949346245594,1.0295588974491168,0.0360461001568595,7.078762455493192,0.95769177138088,3.398993310017453,3.0391910460498406,4.449528360619004,3.7640488541862767,0.1647862781433397,0.7808979772298271,9.369431803064636,1.7325297078157889,4.173687128961737,10.406623188157626,7.314571462499801,11.601192619760615,1.0170667241898337,5.509344308438128,5.326720693364935,9.821903420182952,1.7991287622324206,3.000901402741532,0.0,9.868369461960548,7.355679685109263,9.697394361763472,3.821353068098603,12.261032669675233,7.971694712882526,1.062812492405021,0.0,9.282411540213358,11.339033914706247,5.629653872069185,5.032228704726378,2.4471030682972605,0.4031586297428644,6.022920370376428,3.671836828681205,2.8231990750621274,5.440633335161527,1.1870075669770328,3.273098089178492,5.160407959875493,0.0146409468817531,0.5273706571404089,8.092765596250626,0.8099905839752052,7.228317507374504,8.531625138422624,1.0791562066176434,11.718652653314276,6.5364290712371735,6.500069049165837,0.7931884036806158 +TCGA-2Y-A9GT,TCGA-2Y-A9GT-01A,With Tumor,1,51.0,male,white,Stage I,G2,no,Yes,12.169039513616616,6.369647943312731,10.688541791519938,10.829884830999172,1.4873319871277757,0.7117591929832342,13.301677763646495,2.027437182706851,9.31292786867613,0.0,10.459064647896502,2.4435536102417297,0.6092821799165693,1.2454956628199207,10.278479775406415,9.66187605522069,6.779217689314648,9.311963511369743,6.040682058803008,5.435635260834473,10.274585136305516,5.19536334818211,1.3788445144695023,7.830399850142109,2.134056614338633,9.659992325812365,9.116015093265643,10.231167528741588,7.8283999226012195,9.625566392724156,9.2066676411403,1.6499832706695676,8.595149298579335,0.1681285295769488,8.343344303229928,10.04854899436772,7.730218768770031,4.520170776494976,1.5498662804089214,2.063157758660322,0.1488690435310007,9.091601994095436,8.566299541898973,7.341225250803108,7.536004705958654,1.761540595022473,0.0,8.643727062790047,3.5817127795703407,1.2084548311488827,7.068566559715159,0.016781550233402,7.654682566327068,6.712815854437372,0.0,6.881624244827018,0.5535571093646436,8.841277824417674,9.531852793867376,9.892481646903445,12.754408862126862,6.715326446908635,9.564756361495654,0.1298764608331304,10.943921546262144,5.254703631694002,9.727754739271369,0.0,12.565255338712408,7.070236892237434,11.731079608647123,6.660382461506181,12.332731090858092,6.316524110423131,4.594064783441354,0.0,7.038205693766274,11.646429464809678,5.0289889931508345,7.388513314894524,6.838675753291553,9.364684700766652,8.75833915876835,7.784394049148079,6.500676194091023,8.246334924486282,6.230660317026203,7.525658612189082,0.1083571780904185,6.0574849311079,5.395871688751512,8.548977533922233,4.7772513693539365,7.854107262158632,8.321737826932775,5.12361653881718,13.197089376413851,0.9829479551575268,8.143677590687894,1.9259234852400189 +TCGA-2Y-A9GU,TCGA-2Y-A9GU-01A,Tumor Free,0,55.0,female,white,Stage I,G2,no,No,7.153663491110612,6.600525485652308,10.632496345430027,9.032440037243576,1.722903138560449,0.6717462668632227,3.627513456787769,3.220840689962363,3.426801471613381,0.0,6.3128448458554125,4.909523514548684,1.621665096064942,1.528721331352832,6.158027949004887,0.1742785710361221,0.4853237738439441,7.478387815877208,5.492545423803997,0.2373189655745508,7.916822945224349,7.926556931436264,10.196936729039138,6.210049816212545,0.6457016585788348,8.008322166858488,6.462803254253592,9.35212002899186,2.621125854073429,7.816728330016438,7.412028655284957,8.579664782437158,2.494466814281759,2.7223130032457883,6.984977768545191,9.272219194093738,1.3703875042820894,5.628992257142734,4.37824802988844,1.1176950426697545,8.453178841933864,0.910886131935597,7.887577664964804,3.368838177750879,3.728671549259824,7.681466835052098,0.0,8.11024734365131,0.0389979787975099,1.2356657976014458,2.888889337201851,0.0,2.1458078624126533,8.526972169965953,0.0,3.5808328926821686,5.577356313792483,4.599014224439262,10.402345608818957,8.839179847980605,13.430401024055628,1.941294149634398,1.1842168080922413,6.962129062590843,12.222598495846023,2.5121004396896605,3.935431459389896,0.2209490044667791,8.486468620981928,5.414561782334276,11.7239023260855,0.4034858827874544,14.485293599916186,4.684936526663214,1.899562360154693,0.2877086862454172,4.165276852607105,12.003954308783586,5.170369763849238,4.141825129700028,3.566352443432629,2.379537791227881,8.480686008300411,3.177806198208327,1.1437852247086016,7.231857650486821,1.9489371879569497,4.071736931171345,0.1024565766507339,5.430067781683016,1.1106305080964345,9.075667396206716,0.0,8.618836595139808,7.418204287102578,0.8205670334844551,13.36407810364739,4.919659480552712,8.168196238580165,0.2371965736303936 +TCGA-2Y-A9GV,TCGA-2Y-A9GV-01A,With Tumor,1,54.0,female,white,Stage IV,G1,yes,Yes,12.552586538801384,4.491301560813876,8.600752930224514,10.41846542460642,7.537808561499673,1.91586504142251,13.911004267636248,4.925842801712229,3.911451911626604,0.0,7.406410816647935,1.3012949810091436,0.3592962588921973,2.645332753624862,5.667443696347116,9.408205529887168,9.814609701424535,8.635393817544038,6.196982697017364,0.0,8.635123146659394,8.264372223142226,2.737621871118124,8.098197404233481,3.9943353323369046,8.126361178978458,7.701130381764979,7.853365702442412,8.474610447596453,9.433229469871282,7.263336814113178,2.672990993827748,8.246606653180184,4.812944826907909,7.882695621189359,9.579429839986108,8.733237388084765,0.0,1.7064642456122832,3.840463233869543,0.0457225357346005,10.21764550412805,5.8309752748972805,3.3449562891264955,4.183438873770518,0.1028596579220564,0.0304067104260457,7.91090531454183,0.3968171028690377,2.787620520848457,4.495381777272905,0.1947174628935997,8.070827758977105,6.430992729364028,0.0,7.475041095451887,0.025312343046069,4.850779424441809,8.483300264234225,9.192743801961914,13.186517209096056,2.339764507311937,8.579061321870752,5.344661640235307,10.133959422448408,2.920426700453973,7.389807699696932,0.0777898886436676,12.61818135839833,7.602214112275928,11.52751859534846,6.760142421259935,11.728626742870492,6.431863611658878,2.478713002441722,0.0117818594599147,8.179062626479697,11.324657727419233,6.305585726683033,6.426395597853706,3.45966767669431,1.8478365981997773,8.234234488508452,6.446595355720237,2.426506302021826,5.71607451951052,2.174917695239588,7.15345779113144,5.228041349384514,0.0486547018403464,2.5276959350371806,6.403521671586026,4.646387340565968,9.359484053654423,9.215234480234113,3.1919100179294486,12.445577971754366,6.793728147798179,6.623287467421354,0.2846325762508295 +TCGA-2Y-A9GW,TCGA-2Y-A9GW-01A,With Tumor,1,64.0,male,white,Stage I,G2,no,Yes,12.516264561575015,3.5550553499632884,8.995275900946071,7.298908456318412,10.04147846124707,6.604557676686951,14.131342370298604,11.287952020145646,5.422952822801024,0.292899515444873,7.522223706359606,1.945720058233093,0.9819987415933326,11.211553127046107,9.656257522401038,8.93083755408591,4.347779026702262,9.209486995628136,7.214419183047275,6.6057387724371015,6.670538704513226,6.069742975970959,1.882408286662112,6.776877781147266,10.45866488072266,3.821546958834332,1.0910566126274777,7.7294004990895475,3.5937003586428147,7.47118664732598,6.621246028709603,9.51272229322382,6.23713346122675,2.242968277634277,6.023295278732345,8.683496455966498,4.479120595503254,4.945958783669049,7.942203647309968,6.426145643566741,0.1302719545188591,8.599841821172857,6.023690047303445,3.8214857329960177,4.357523854196305,6.013189774640763,4.628009475943011,6.035997730437373,0.395501575384977,0.8697924603766647,4.610800442629488,3.9195212422886376,4.186033000520744,6.7761711192184695,0.2157407134640179,8.131842559302996,4.268771222646956,2.032100843167024,7.986785782462273,8.908084833018549,11.255296600491228,3.4763298377571377,8.553602033153712,6.559488754052005,9.013361758973536,2.8418121397883285,5.094413439479933,0.1059462119053246,11.837663408842792,6.9330957525176125,9.133141955464684,5.688230723322101,14.019943167462555,3.976629419102808,2.823504815000307,0.0,10.43474841247029,11.78978324222335,6.583060195826374,4.997929148756791,3.883405764412169,2.424438422214912,4.039603421368037,6.799150785332062,2.467409917152887,3.3017485873769394,2.4962322363285843,5.762335526203399,6.442470811425899,0.2302030133664214,2.811286057769676,8.940168806439269,2.0056155674069096,6.509396568837455,7.910028648743281,1.9719941102468603,11.902246178219473,7.009484904359693,5.719525725007557,0.2051422406252982 +TCGA-2Y-A9GX,TCGA-2Y-A9GX-01A,With Tumor,1,68.0,male,white,Stage I,G2,no,Yes,11.388256171558478,8.086981155296398,6.293085345702228,8.28524730578946,4.732898680756097,7.088407709183219,9.91215567996726,10.446141653514744,10.51407816180232,0.0,11.354186228213225,3.947292110892725,1.616028276960806,10.11467349741544,9.496098386216554,8.348281115041585,8.262591949083696,8.659855361025468,6.26204221188742,6.5266291247481965,9.670167243099003,7.268619659296847,4.161347578117893,8.269042499997536,6.062525426926734,8.169745655286665,5.827946016830851,9.087161275862952,5.899277157055051,6.832555877674817,8.2600684806288,3.3896494064427225,6.403704010250961,1.4025584729619762,4.865008184667828,9.432140980072797,5.902500534559174,4.639365311141585,7.284927716123402,3.354000718804498,0.7101727482796619,5.811260365232756,7.869244037890914,8.115304846681882,7.47370006810877,1.2732174731034955,0.0,5.342174252755932,5.217839467128825,1.951736979969832,7.746727938395133,4.065675702182219,6.399367656174827,7.197216693110052,0.0506061736907874,6.877529547211663,2.383883970247948,3.089565945065796,9.637930067484437,9.34481829088791,12.17614696339374,6.739788709091106,8.610927384430259,5.944511782625471,10.09384113292988,7.098869024497324,7.8837081719534305,1.0853566671369514,11.111845755356722,6.514575201618233,10.176005926447612,5.966661176698773,12.152523824341872,5.672046231114596,7.205734611997268,0.2680750225343238,7.894021030204768,10.421270013506616,3.774091236136561,8.790066610104752,7.169047094902116,7.521335037939728,6.604831919351762,6.974205771117336,6.781639044702749,5.442936862752832,5.974756436476734,4.595199287534224,0.2218152278737022,4.8371762910531135,6.007164099118151,8.057397199092833,5.137511720857562,5.442379573794824,7.757576022523486,7.472585247564324,11.149835570762882,6.285679633542632,7.346978157453679,1.3545649989544102 +TCGA-2Y-A9GY,TCGA-2Y-A9GY-01A,With Tumor,1,64.0,female,white,Stage II,G3,no,No,7.787621173779127,0.3007680332803088,0.0958569239148305,8.005940560226627,5.035606315781479,0.253505262186697,1.2028878334701434,10.94714158849826,13.341496362615818,0.0,13.57679875061246,9.706574064802073,10.46504534885362,8.54319851345656,4.4940123162895445,3.388327323798745,5.288487763998761,2.8902521151570686,2.8033717120642967,0.0,0.1560082211071277,0.457856910413769,10.251522885992053,1.882212621892863,0.4710313442715275,5.809525060335297,0.1908044681270009,0.2143735244364545,0.2228045610452611,0.6221807042205927,3.67061376422175,9.762200299183814,0.248413392050818,1.440367562259335,1.968643755964717,3.711660091281785,3.3390375903091964,0.0,3.734850496243508,0.5559142942433984,2.7884769118519146,0.3503840900943195,6.669660357378596,6.53622079032483,12.282966569833562,4.061733002477752,0.0197730690400271,0.0398402645317911,0.0255958358826834,0.1068842886915428,11.008836510939163,0.0411027718191281,6.964313140053707,0.0433445048771692,0.0,0.6357079643025552,3.601197309926925,2.558537042608348,8.52557444425019,9.076929672315222,10.481431447059975,9.236085965987357,1.772772468250961,0.057415612427243,11.581773214430076,5.576062530673604,2.7305312742307337,11.493789966207968,3.959028218943694,0.7445055786286106,7.864184287105822,0.1035312098779929,14.453359088982513,0.0,12.400839420147316,0.0076260923761779,7.997519363565395,9.509409633641496,0.0,6.228260740536125,7.081110566090187,10.213904104130338,2.748504169717507,2.037698490753644,9.21124781962611,2.338253249509187,8.844827199862376,0.1037997431576679,5.044415978208628,0.0318186258263571,8.47576585071541,5.232557155288304,1.6497993765880734,0.9713688105826612,0.4205093504889033,10.60949014932364,6.287101008992639,0.0,0.5360529002402097,1.2581570749374225 +TCGA-2Y-A9GZ,TCGA-2Y-A9GZ-01A,With Tumor,1,82.0,female,white,Stage II,G2,no,No,8.680925940452624,10.636397414433231,8.102163642260788,12.255733806819174,5.484354068051615,5.206889330015286,10.453250259143632,3.168722254360655,6.804919608009855,0.3159139654367424,7.997062027793278,0.2007554315955867,2.209484558698018,3.5366746175697577,8.896381451679884,7.287311600912178,9.597811968886717,9.405221256009398,5.146524891477442,0.217727042033043,10.584917697581826,7.066708124575441,3.239993694808357,9.087108488807004,3.554785290394064,10.57194543231112,7.871951427796197,7.855034143448225,5.129081025499511,9.116775665372696,9.84460252055065,5.083587824556455,8.24251104851091,1.801572569463598,9.37381457621544,10.765020329901988,8.57578503239116,4.521057020402266,1.4540705831349583,4.40182840037643,3.9017357850762218,6.307137042204916,9.084886232784616,4.44269805098725,6.133084657612473,1.2119466823711844,0.0248869993131795,8.771636372614513,0.252052275031513,2.6524176569319944,4.191965273187016,0.3368546391254651,8.091766996162264,4.431114784852839,0.6164518031929269,6.071818433670528,0.3339961181964527,9.075592795686882,10.8391323603243,8.706588568598427,12.997522944751084,4.292524102108509,5.612033961822893,0.0717626693000912,11.176565379154916,2.336940307308792,9.171913597660405,0.0,11.680045322895374,7.574146175222963,12.9096749758845,1.966984107878832,12.03839735800122,7.624467225960926,1.4216407281766503,0.0475383887633606,4.72528853944808,12.47524806075764,8.588883252421315,6.112178833722592,4.325717402087253,4.327938808032081,9.406342783126624,7.287461213334589,3.718273938304873,9.030311797803344,3.313637677508851,8.145414567318435,5.436641591590962,0.0,6.554007052019188,7.660635600990467,5.457430130978597,8.153992752685006,9.317371231793247,3.5229471115199287,13.465378582053557,1.4973824357364658,7.845007608337434,0.9572460136016844 +TCGA-2Y-A9H0,TCGA-2Y-A9H0-01A,Tumor Free,0,49.0,male,white,Stage IIIA,G1,no,No,10.651217842756187,6.242701578256338,4.497190799504779,4.785534858814447,8.231654164292236,0.2100147377092727,7.609489041217966,3.656084440049341,9.889106768333592,0.0,10.020714008621308,4.28018429514379,9.605254854987692,7.188018083263875,4.31421071237288,7.327200516158496,9.430259133930672,4.367692560695862,4.0751475188171,2.9690675821294867,8.282524596063098,0.3426685182024995,2.8734588777621988,6.342949356206918,5.010153222214603,9.438388506808383,4.47561671383739,2.689522816848392,5.945680266819646,6.014098602553433,7.894523132472817,10.376019544335248,7.186684765236394,4.136404689848252,5.979140486851986,8.944904993050034,5.871799302693316,0.0,0.7063758316370209,4.938812707536692,3.916419317668003,3.18857499972449,8.842883947591893,3.541143090682786,8.495690366422476,1.6445023724189358,1.1643357677885435,5.282354545585951,0.0604624879861069,1.4466797112284495,8.268155982416634,0.787432464516868,6.778262466150222,2.493519248118963,0.1086248146816487,8.08311707897292,0.3358262239404963,0.6276068381296498,9.780199024836932,9.862525160799894,13.900425197998162,5.396132081992143,6.844320366662081,0.2729786953735745,11.806859393591644,4.374872555763663,1.4294285020872517,0.2558028366027179,10.70926702491034,2.0384361816561083,10.573156265802137,4.247038843378744,14.843383575734157,4.718542465464329,2.779742989544338,0.3134780576533272,7.52830016298568,10.993688300150524,4.811106200401921,1.0594937253916716,5.816604826096591,5.1845778493427614,4.957612845142033,5.975455937226818,7.240191237005772,7.38576319846873,5.17998868478701,5.8390777830275695,8.58394436528042,3.726231785667289,5.540318705890896,6.583556691152468,5.883728330202545,8.058902525533632,10.04960013953262,3.13425380259912,13.219759743902568,4.618221032991396,4.69269500028227,0.332622013759637 +TCGA-2Y-A9H1,TCGA-2Y-A9H1-01A,With Tumor,1,58.0,male,white,Stage I,G2,no,Yes,6.790666490017842,7.065968601952078,8.751368648843195,8.211463938693093,10.89833201887825,7.870589121358968,13.988650101080946,10.265049342877688,8.459745944363668,0.0,9.670851840524374,4.572744179232005,2.6839883319468405,9.661738734814744,7.707400548568904,8.732446947251749,4.1140587950503305,11.24173497527226,7.43292434134549,8.778122808677955,8.19422744085701,9.56401836458336,2.7561479737029733,5.5008243560324805,10.237621434715836,6.149566263297769,3.750874439656845,8.997849853680504,6.91344475668614,6.629824327195962,4.363703752448158,9.414213561255147,5.398326425569094,0.0,8.908539735139541,10.813653266585336,5.570274688332048,5.780483338046152,8.024766794829691,8.44238289162796,0.1548424068692326,9.44028615951399,5.48295151336731,2.9320800744564925,6.003662947320027,2.158950946834522,0.8814296973385158,5.221637385141035,4.614380047556248,3.004555323751774,6.1188289740775925,4.865161646274792,6.9283904590161285,7.885223531101313,0.3309025407013538,9.431996872115697,0.6993739497787439,3.3703177505728945,10.346837029053365,11.680260307344486,15.355735813131316,5.229368733336636,10.38068562317126,3.455899252609046,9.512809386628572,1.8876422412731888,5.6269442835584895,0.0,12.90358693279516,8.08727771887026,9.651854819047475,5.853459275984714,15.718733833344691,6.82457312198722,2.121280699792729,0.0343565966466415,10.226633637911208,12.165613805995925,6.261542098007219,5.853269627291103,6.721967279474756,1.886706211368727,5.726160927319356,4.93044876969696,1.75467375373121,7.372346205891052,4.562724768588012,4.504925423423272,4.081177690163364,0.4877950242505919,4.8075197920698844,8.747090948003194,1.5741984113028116,5.678595913994922,8.054876145746197,3.1266755670358,12.187392099390165,6.345779566981651,8.243352047713204,5.347949065601733 +TCGA-2Y-A9H2,TCGA-2Y-A9H2-01A,Tumor Free,0,64.0,female,white,Stage I,G3,no,No,11.689166828786306,3.869071880308352,7.002214189421041,7.162819289982115,2.6285636485540973,2.9781407036979948,9.600858650011617,3.474981088204978,5.917820781841848,0.0227583975781576,7.141159929979044,0.973060172804084,0.0113525072299052,11.070697169280242,6.6059713210079325,6.042707804089206,4.129958864292253,5.909079426311807,3.530744974646747,2.0935601761623377,6.676911929123638,9.371285500018852,1.0854926421644686,4.527652151899541,5.338827286208285,5.9710123604670144,5.510234060570814,6.60809067257624,4.207229121721635,6.005121482990223,5.5703263057083685,0.7750083876155949,4.992632492042984,0.1852322542301608,7.223447650138873,6.40455575476735,4.447321313251592,1.401248172740162,2.721985045956588,7.326342293572212,1.544732655932623,5.393889790212072,4.983331114439898,3.791939064595334,4.602260887251224,2.515283525227473,0.103933991056233,5.024793938653022,1.712331647337378,0.8789999275920106,4.336197680662754,0.7504350004320514,5.487286961702106,3.39932150915802,1.8658000693329275,7.3131369924210174,7.871244248789824,5.211269238276204,5.896354203124669,6.250514450643413,9.245125776487102,3.418203443626711,6.8488307236234345,5.387772652431423,7.331761637840218,1.857144984787848,6.099011098433023,0.2367069019953525,8.941674741489516,3.764208130139947,8.139571816013108,3.1991069331406115,8.862156275701924,3.0958569239148304,1.710393192170516,0.0,7.654599513203784,8.00120944066392,1.8520388004104889,4.340711800249553,3.325170512376046,5.71176745115108,5.266737825494428,4.203655353609451,2.904792353723733,4.602332160488033,3.1730154683235683,3.9402795300516895,0.1386834279792717,3.4370412633227168,2.7432995278882566,5.50906555433172,2.1860250745176786,4.323391687706097,4.816783999310897,2.030512652025287,9.582843866015509,0.5524754444910331,4.704047489800277,0.3447148944901271 +TCGA-2Y-A9H3,TCGA-2Y-A9H3-01A,Tumor Free,0,45.0,male,white,Stage II,G1,no,No,9.907464854265893,3.650121175849703,6.721881177271037,2.597221268400312,6.872138020895306,4.752673672063616,4.998710014759144,1.4903134003021146,13.55820928028926,0.0,15.431836456764596,11.549611803669764,9.58981385012246,1.3037515287411403,6.341133608382548,0.6979516994692129,1.7285736025593648,2.8038882923378248,3.595742339474399,5.447215501639263,6.852352224140103,8.274738752815335,11.0997642512229,0.9138755390883904,2.7431917957416294,11.20559680472562,1.8199542419699584,4.17555653643184,0.2959580677208221,5.702621530968458,2.161307263720935,10.039507329807671,1.0846765996967684,6.4949435632109305,6.300638096449135,9.71081951774779,2.588036971870606,0.0,2.958193084309149,3.1230205138202125,3.245404388631068,1.299127408412377,4.8523285012197785,9.19598926589764,12.14918244027696,7.199640938888198,2.4213714330008944,4.544423562189419,0.0,0.6540688627290807,11.453791638902354,0.024603367140657,3.160565277681605,8.564565657956106,0.0551956542421246,6.644229799409955,2.3731748907531163,0.0728604019312449,10.959003432845924,8.873116777403997,14.517583823988767,10.979155209601734,3.9986017117738712,6.079301301884623,12.49128276841698,10.356096149605824,3.406373398608239,0.1190241031422746,9.993681154084127,2.970632816769694,11.944546628383168,0.7985897392331035,15.426988525434894,3.50537014475275,11.76470135926109,4.677942282157065,3.6998070131353895,10.61107423920579,3.4210078047593,11.192322161302174,8.627829324001034,7.058884672181385,3.639764681104203,1.129348967210841,8.608601914275178,5.255674450364263,11.197669031201636,1.3994445645894575,0.4057745779498758,0.0378741656611201,9.405668652688446,6.265892542285621,1.1224739411756446,5.037672137672391,5.201872983736111,8.450606702119988,14.499842300267872,3.9362421740839695,5.547474507260659,1.55040819321728 +TCGA-2Y-A9H4,TCGA-2Y-A9H4-01A,Tumor Free,0,68.0,male,black or african american,Stage I,G2,no,No,5.381276449766249,3.2972501211717065,4.562859063632958,12.062878315159566,4.80492605947941,4.023281970044437,10.1876541909035,3.3886166329212206,5.568251046932378,0.0,7.752576003506154,2.833011499158362,2.0878701329410574,1.2487169831045024,9.61398113591799,6.564356826764593,5.37896586195393,9.078641053900148,1.5128336770486694,3.348713992737859,8.722209841385824,5.092156685737196,1.8465936041048048,6.8495064379183495,1.6903723947612377,10.794350797386814,3.355227746232225,7.677558276248557,3.035113598070464,8.685537942544691,8.80717296355259,3.705480334841622,7.190158514008497,0.0976107966264223,9.321339174789117,10.34817575296377,2.160952448442973,0.0,2.7638364588909514,4.81954556964246,0.0220481651801731,5.61688696451992,9.282290597713878,3.267505835243764,4.227371422583259,3.0765419933820577,0.0,7.68128480220013,5.505084268207189,1.63445387088626,3.655099907484676,0.3993351825020714,5.363132520614114,5.985065461405853,0.0842003616746552,8.846039738473975,0.1727435167601871,6.834340838115461,11.848229079432423,9.82660107796876,13.622850664556266,1.1249236201338189,7.404253443031541,0.0454429707611671,12.110449835770902,1.8802545132819333,4.934804257051234,0.7619660307369442,10.734841522580494,6.387777821161368,11.849121421229505,4.15021033311848,12.617378338700542,8.038937639982162,1.952296286946412,0.0556121566866925,6.725124907977342,11.215306446075788,8.492567053685043,5.432067465928058,3.1145835795474035,1.6783423850761,7.176137237150435,4.365181597207257,2.134056614338633,9.663301206914634,2.644271626126537,7.7900525958053874,0.0419438299701672,5.91884654483871,1.180084192717328,8.465806357889962,2.7967223337332747,6.484471691692379,8.105855093827659,1.290247447587192,14.24317460096296,3.597602681499927,7.49157014005587,3.071058995142512 +TCGA-2Y-A9H5,TCGA-2Y-A9H5-01A,With Tumor,1,59.0,female,white,Stage I,G3,no,No,5.449855165884109,5.389738878676984,1.7992116709756705,4.166868060534098,9.233408529360412,5.425039621426768,4.42731787312852,7.43332170532724,8.824354177143071,0.9165530765873934,9.981330523498531,5.212145183303161,8.890269141738019,5.0022299446129,2.049491370165104,3.336597604049056,3.653805255256417,4.816850543694852,6.723701895550811,0.5140970048942335,6.536258096579391,8.621817454018524,4.755971787541691,3.297587626306622,3.724890337166046,5.363686233361421,6.534782209505544,8.494656812812412,2.6161694661867307,4.066562833459439,1.9086592169925296,9.42831431563095,2.315711130137369,3.2666066610087587,7.787634885254934,8.546409108105598,6.350834897217075,5.28011746640774,1.9219313629606425,2.6410604250011835,6.502914525490744,1.0569302883826717,4.115457796394436,5.332135037756619,6.4145753119974245,4.669043778322537,0.1710786960586829,5.33926568213341,3.189192005963652,3.018135624765432,5.643365590054143,0.2987756030765418,3.883161348365678,2.773637715988382,0.3336527147654136,8.860769788493293,7.785110431239529,0.3465314620280193,9.649644377337024,10.097116418232662,14.440737723282629,4.806122952928904,4.488611408203299,3.865156696155161,11.122222453385284,4.27543174540294,5.537839615916466,0.9118066094493122,8.343077759170194,5.639512917267813,9.372551680549943,0.135797512223391,13.727389330622447,7.549612958733676,4.085679586904065,6.422419718018578,7.618493425026436,10.595087462830124,3.939875362450673,4.807844324856053,4.380736373866347,5.127451693407847,6.844626684669808,6.559334258387998,6.173449284912899,2.49891460988312,4.186999646326332,2.1194557843058086,3.253671656892432,0.0182068566533118,4.25476786945276,7.914270908047109,1.3905026080332112,8.600881873883052,7.517811092010603,3.6112668250730646,12.401925517708412,7.061197275653029,6.794960348476504,0.7012385280521767 +TCGA-2Y-A9H7,TCGA-2Y-A9H7-01A,With Tumor,1,81.0,female,white,Stage I,G2,yes,Yes,5.426576745706154,0.1678717080291609,3.0639688092587734,1.799626143238027,9.675770599299875,9.668302471608133,2.9795132263400825,1.0656412394759545,3.457541762407807,0.0,5.631476843145478,2.1227058457696617,7.529294672815176,5.966568897369019,1.7660438430126952,3.945111363676451,1.0510240030244669,1.942420668463804,7.527266646569861,0.0585243118408003,2.4840349857779542,5.063511570839212,11.289823804886712,5.28029195715203,7.318404521263889,1.424922088210688,0.263875732577862,0.8136888557796547,0.0361868028478462,1.748804690937068,4.960882344685197,10.453298417456436,0.9260753478760424,0.1655582544611737,7.40209454439029,9.017042219266813,7.896435947246413,0.4251369988383591,1.6027894133248972,0.2481704732018035,8.817769054430205,0.3850444259596075,7.66776229386112,1.6607004831152343,3.1806571075600765,0.0243196791954128,0.0,0.954791880875085,0.0,0.2808375686117713,2.668255307217964,0.0,2.6092112492132,7.309580033163414,0.0248869993131795,0.9542707701448794,0.085968453862165,0.41662359163287,9.567466350352634,11.6592818581276,14.881516731714036,1.8608833630469035,6.887584975635375,0.0525550094341052,12.887638567050177,1.037733627446515,1.1859299590842671,5.688269894678365,9.46540008737885,6.34414497192398,9.156713880365157,0.2120089601135648,15.640476025188104,9.053914752514205,0.5602258223996497,0.0,5.762021859861945,10.660977179748976,4.004330595796467,4.240818039657653,2.311880887025957,2.025560402324433,1.278876860102111,6.446019621737279,1.5663768003211245,4.4938202318446585,1.2882994946573307,0.6955484681330996,7.101774020862454,0.1151664496349353,1.3017046962191603,1.1476974436138716,1.331762533399275,8.141404689657184,6.35687448263768,1.2899524722153963,11.74534331481672,0.7141355938563326,6.380980471667764,0.1107641218998074 +TCGA-2Y-A9H8,TCGA-2Y-A9H8-01A,With Tumor,1,85.0,female,white,,G2,no,No,8.04165477153177,2.9219503992671205,7.704455635978825,8.883187013996308,7.234842333854139,7.023820873727356,5.653747942909964,0.937645706905064,10.65379441981545,0.0,12.153291525103583,4.318425310568589,10.194733958227117,6.178190762531097,2.8595521793719505,0.2903064354249143,0.8087557169641888,8.454621730261838,8.2679070045817,0.0690146779151804,3.397241652524121,2.88707679582714,11.282910610382906,0.6198355444973109,5.700400875828651,10.43876742633873,0.3914377976980001,1.848036980860612,0.5368486504208304,3.526782468610163,2.074984884953805,10.432113412707505,7.845214030707688,7.690830512021026,4.791694275625335,6.721693921406059,6.487677671261945,6.46253008331795,1.040471656278502,0.6709309545833212,6.003534777417222,2.100607678485484,5.086974788325846,6.893938542589853,8.30974508618507,1.1701173479582816,1.3704433048213018,4.235305829415291,0.0,1.6854468350402854,9.89236886312996,0.076695901830383,2.0771062441059787,7.220995422479392,0.0863761675969373,6.34000673161013,5.535633089530905,5.919483105263955,11.298519883415294,9.11452007411633,13.563069852074474,8.620973789501052,3.7435795938255607,1.9937468116597497,11.08513933278,3.935091955133025,6.1928628746397205,0.4225559559597512,9.802631388404691,1.179574744010771,9.676002535319594,0.3035761996966407,14.113681366174584,6.001349640898543,5.0568652772279,0.0,1.9703014970175905,11.190988373874266,5.868299077828551,9.461350724496846,6.205150062293899,8.293851872450327,7.382080130696731,2.399280488348302,8.975825045162656,0.5809172886632075,8.414449734934966,6.703639228122305,3.0966835334287777,0.0978804340519131,4.917107088606964,2.513970721879798,0.4278206839771334,9.489556382173213,6.256527626892209,5.537656385194121,13.510230215097462,0.3935260322283555,3.136946011139537,0.1576905135820534 +TCGA-2Y-A9H9,TCGA-2Y-A9H9-01A,With Tumor,1,70.0,male,white,Stage I,G2,no,Yes,8.583517955617312,6.160651996829756,7.119747303554634,11.655071545710738,5.663039992950414,6.380552840519004,8.171855818117077,4.702940071205278,6.8692249102851,0.0,8.442160165143257,0.3945141419559588,1.61527503430528,1.658554260650898,11.554132709523849,7.658210054340156,1.2513252323279578,10.620716525707062,2.869259463194753,6.161474561105479,8.23760195718328,5.373140081639526,2.73658322931479,8.071141072385817,2.934478758906883,4.7987245138645145,3.907630989044781,7.24734367331655,1.255682002812213,9.100495460255472,11.139796193293162,2.02708326002007,7.6954078775775,0.3354832559034861,8.79103489661329,10.89533276806062,1.4104496554618031,0.1551015581257025,1.6886279834868527,3.893226284235789,0.5980793061171955,3.325429591239564,10.095709265221728,4.797474773914598,5.021595209460379,3.36872645027164,0.0,7.813452860587364,1.7300094881407555,1.5165194976610958,3.795766947782392,0.0326651122818301,6.256740842211736,6.252977588423766,0.0,7.340300552086893,0.1815478564559564,6.373437672456422,10.4069740959858,7.680012742701987,12.841970682365114,4.622819099854123,9.518492650609907,3.03780389826511,11.099860553306629,5.424817979365311,9.994456119145765,0.6521422721366639,11.676064128791015,6.996168393206736,11.183260765542276,6.8588674826824905,12.35376028163762,7.041290081109841,1.5289713174983672,0.0,4.285187648259496,12.80013168674837,5.854172730616175,4.326343192501675,2.758900089708684,3.3227934523306155,6.690750910622907,6.008143976873288,4.164102412481752,7.400687348711456,3.149178057130853,4.674754403537209,2.354931662733504,5.509461495787496,3.5393449532979404,8.215777108816763,3.7510030306983,6.039750356427748,8.28674903019249,2.3234277180609326,14.253980117330476,0.8041361851831706,8.013994797370115,1.614662734936576 +TCGA-2Y-A9HA,TCGA-2Y-A9HA-01A,With Tumor,1,70.0,male,white,Stage II,G2,no,No,5.040401515284207,10.23305399107046,4.968837257268628,7.915701943317405,6.0585243118408005,9.879082967339778,7.902802583348622,8.25663046476345,3.244308647708925,6.999750888178371,4.893561222934197,3.7812128134600025,6.255485626314938,9.814761570063808,1.6782071514331487,0.8893177775729695,8.148606228241995,9.588921656834687,7.451937222978554,2.5339619653451515,7.791158980572188,8.302808884497969,2.247775642814371,7.730238472200639,4.11648952312328,6.8114954348869725,3.3106018762069778,7.737535346188739,6.885506034842052,3.0254186593880683,5.44774778763068,8.857350300059831,6.290446521874016,1.6718368286812046,3.257840381918724,8.654368944129441,4.756025179559732,5.445114195908006,6.159160912023967,5.310041952218304,6.9853353397507325,3.34455867643492,7.292677775749407,0.925695661308888,1.2988342432570557,1.3499313733601146,4.3083827199270495,6.90533766069426,5.545900432379673,6.573629011693274,1.5108606739676154,4.229803234291069,7.251065755994177,4.790016092805166,4.493890665777321,8.915245110741214,0.2893623404769398,3.029541229379716,8.827646614798349,7.620397264252212,12.368961842561909,1.7918974013207407,4.008173116363526,4.879245049608784,10.136330729384712,1.3720605823321608,6.259754560442958,0.2485348361386787,8.834529831103827,9.062258545095032,8.093550669149282,0.5037557874494988,14.10035137219274,4.813078267217728,0.5034505090055689,4.091818291036432,8.26186267967094,9.329084567632886,8.338527371612239,1.454017925226717,3.2609891387860714,0.4211559606622234,7.444557747545112,3.628120327496181,0.0597705810902546,8.41520895001508,1.6132015868865093,2.635034605213733,4.101759316107718,0.0,0.471759741653384,7.7360094919577795,5.30730829559587,5.2263698024619805,10.26600467388369,0.4267478089065775,11.868813103934285,7.547997275660712,8.361972276547192,5.899216725430898 +TCGA-2Y-A9HB,TCGA-2Y-A9HB-01A,Tumor Free,0,66.0,male,not reported,Stage I,G2,no,No,8.777193495823548,6.357298631045743,10.332298090076804,7.820987538712343,11.106823256348957,9.348414798703216,8.007172510511795,7.6928037807248755,6.986054768619419,0.4997821201473117,9.408047543676084,9.945016817394064,1.90079919893024,5.006576301642132,9.058365746419089,7.75052142512125,0.3677065371163563,8.8486820865841,8.009179188485687,6.863959506087366,9.482312052204644,5.390488850720022,2.532142378929481,4.87502805395762,4.767040303861624,2.126708602196968,3.0298768857040743,7.5369861526036175,5.720645112750656,8.187318418172348,10.167996613281458,7.970386635051077,5.812970489464514,5.715239947444579,7.678502254333747,9.35654792660918,0.4388251131756246,0.0,4.891545562951866,0.1772162008360635,0.7036323074370703,2.793250842244086,8.780776943771604,6.956325041230459,5.1031157239771785,6.693737839169532,0.0220481651801731,6.73359567354545,4.107637658636426,2.498531718869728,3.856308489717443,0.1114320053619873,2.7019482101870747,7.559272302508834,0.3680419305947677,2.9967502788491847,0.5473511124556457,0.8922744397853438,9.173122685134812,9.790192406789451,12.801698538857972,4.872370766577199,9.048064493506176,5.378098870201222,10.683305028079385,2.2865263430872163,7.204242465772038,3.2284185275793846,10.660529626519924,7.86670525486489,11.167668525782142,9.13446970310279,14.9515014171706,6.402833007471206,3.812837039185091,0.0170667241898333,7.62477718221644,12.657859916916594,1.2279874587345931,6.423788240589299,6.383159939565244,5.419171429394643,8.522398706377018,7.723660944409983,5.191290224702469,7.428550286026145,5.430770327746864,5.602599403770655,0.1230039540548197,0.0177794125612346,4.457344759939435,7.118765655252294,0.9368169398535352,2.35940871904277,9.650191739417735,2.6052809717834817,13.489655195277512,2.630172459281076,8.090316235575152,4.57212568644468 +TCGA-3K-AAZ8,TCGA-3K-AAZ8-01A,With Tumor,1,65.0,male,black or african american,Stage IIIB,G1,no,Yes,7.306628627822743,4.1852322542301605,10.400599726942458,2.0578314745605737,5.670627925992992,10.141907364275337,7.200172784881276,9.205268359860598,5.234784865351342,0.0270124650625816,7.081221372406464,0.0888200332985851,0.6424705373158217,3.219803553798517,8.605479518061669,3.287634818179183,0.1628545281905103,9.808983314224845,4.358614281491803,7.315450299984932,8.848862326577626,7.932654138525978,1.873891924453396,4.397111561873789,5.144486944488268,7.195638942900929,3.09022677187675,9.767418930890004,3.4004286303647,8.659624203458192,9.026644330596312,6.184484622068704,5.56624892206866,0.0289934118795486,6.411192331186777,10.17759344825609,0.958508636436793,6.108409454763899,4.1572054381924834,0.7928553523624889,3.040892430646901,1.8384274219070569,7.497596399449435,3.08435345532689,3.5786006361527427,3.628412001416638,0.0,5.774117599202211,5.971219342224002,4.718317782887828,3.684156696035875,3.4926223285744458,1.796971460834721,7.384666344253851,0.0,8.91556033770163,0.0350607969051142,0.0,11.17802943981832,10.07346653046743,12.824474931084218,0.7316177228406212,10.367306626976376,4.201665223764426,11.424064173055244,2.638954249797834,7.355406600570893,0.0274371827068511,10.80795168148832,8.066090267095461,9.953741469804871,2.0855266339189824,14.184656032565613,8.422333511440941,1.2323537677390286,0.0485152099339395,8.834690360884425,12.015192602328389,6.321619685859983,3.987148023257028,2.5113921325942856,1.6347791109090934,7.0723416558353644,6.209835434259952,1.7004841080748163,2.271336027799718,2.488540716053097,1.879156810480474,0.012354130407874,0.0,1.647268453104383,8.717382028413919,0.4956951626240687,5.328757492892975,9.494960558481653,1.2474414711444075,11.732865534701451,5.784294578031763,7.399939244050197,7.7772454505767215 +TCGA-4R-AA8I,TCGA-4R-AA8I-01A,With Tumor,1,66.0,male,white,Stage II,G2,yes,Yes,6.494321198471371,7.836038990238367,6.4600053037237455,10.99125163431903,7.121825652931991,10.318510272439047,9.084224815223203,7.225388696512186,4.609429941015553,4.2025822781642495,7.324463206129971,6.061262091895159,2.3459072748976006,5.835282397014465,7.144168765022028,6.483069251409987,8.931849675878912,10.4121677837591,5.927631018923655,3.2214595204827794,10.483423919511749,5.89263145505168,1.7890197257891622,8.569385137112942,7.072728589505064,9.986376090560256,6.174763931844159,8.528016840509997,1.480833814450416,6.270407466829334,8.046378645389318,4.709009348949156,7.7860271430086785,6.698365741195841,7.914823405666681,10.033091611670429,7.391020991159203,0.0,3.221567788538409,2.843159785671149,2.5280211396115537,4.794998025794586,9.80459296465818,4.014123157525926,3.5848783410557568,7.048428020642943,9.122948580958855,7.241453150823021,5.873759071677135,3.735478852470609,2.8368128561956083,5.228156822570476,8.117744904539919,0.7098199679769164,1.4308740079546876,6.877156501904954,0.5756995793921882,6.104881761343652,8.693865702347303,8.454889824227644,12.13182545756564,2.7658105293482604,7.49063109714237,5.551814369332507,10.467149337725424,2.708628697174976,6.559057348522368,1.1632410851635433,10.5860962050685,7.92876884504936,10.838586336857954,1.0922074380970883,13.292513260367118,4.179614551169876,1.649891326558843,0.0,8.634193553446439,11.341361313489273,4.227748775941556,5.6026023728624015,3.825358249699675,2.409988257941243,8.037830797906949,6.19762756919732,2.885574364371426,8.253977451659342,2.4220984146443394,6.259270603622474,0.3339961181964527,7.279844550269527,2.6041662346942487,7.589978407373487,5.6992517801966525,8.62043282269798,9.793711080669416,2.5865485930751824,13.363522748128068,5.383054501449792,8.247444794255106,4.314268728530401 +TCGA-5C-A9VG,TCGA-5C-A9VG-01A,Tumor Free,0,58.0,male,white,Stage II,G2,no,No,3.3048906484536085,1.8955352953183104,6.459738158764751,0.7718010843842755,3.75708727001468,9.188558681074094,2.964509533388912,0.1750454861109138,5.527426960486366,1.927858537460776,7.543378334873013,2.0763196521880363,11.531683420078314,2.832363460948302,9.556327670591903,1.078678142503528,7.3970507918266755,11.844251114400064,2.3133329333670707,3.749362635745568,9.3678877815564,3.2653768825279728,8.462723107664063,1.7900630250643836,0.5516882694389631,3.34756644989122,0.5069065545806933,1.4076246755666089,0.3144065075548196,1.6673471807656144,3.5871369262738297,10.375947348202908,0.746828690274403,0.845510123083573,2.384491944414584,3.8886848094345297,1.5026361172024647,8.04450832819515,1.4398890476197792,0.6597419272177697,9.80135430963474,0.2980717349339953,8.347334351105898,4.176602028390536,4.3484094870059655,7.147472574748855,2.676628488242969,0.6120221628080618,0.2858164718046201,6.334657654776945,3.8005686242832,0.1124999762007179,5.52804615231197,5.7938048661119,0.678252230722633,0.456806149230474,5.912139658416622,0.0,4.441616269406558,6.259221633966283,10.783504537132645,3.790719916434913,3.846162315630439,4.473501201138953,11.603297992511262,2.3331374563076657,4.491731263604323,5.189298768722188,5.835295031210377,1.468635445967137,9.68407023651522,0.5907217700098412,13.39039427907621,4.834372444018075,1.6077208982993136,8.314232468705354,1.3367975241769874,8.06708312327455,0.4199702872083762,3.875042803002589,3.708849377105179,2.4661833464012584,1.5804349594016225,2.045932173918722,2.167775388160813,3.555533967721498,3.002612517881844,0.726831217032493,0.6970620804973913,0.0483757045389762,1.6995516325230893,5.856203893723015,3.9324202881451646,0.4485838404633611,2.207580546186949,2.4266136434062164,10.846623297458676,0.0302654428576695,1.2121335075337558,0.2680750225343238 +TCGA-5C-A9VH,TCGA-5C-A9VH-01A,Tumor Free,0,70.0,male,white,Stage I,G2,no,No,9.799555238067423,6.279233550817844,4.55942451033982,3.566413334882857,10.61892989760405,7.59381537149206,9.49505452871756,9.987784283426748,3.36259612781001,0.0,5.425157145068452,10.019057054878942,7.061796714810391,3.162403414109769,5.852008828040739,3.6313138596426016,2.11948898519966,6.241371155190365,6.434087741211851,6.606938143338565,7.996484222400896,9.027650600360246,6.177024798508633,2.5757721769537025,7.553927976699656,6.151272318609407,2.361712222333176,7.218339458833059,1.2065182016651157,4.035791041548132,4.842652052002953,9.253506444034947,3.500317674830523,2.792938622400369,6.73634510188322,9.19047757642523,2.9223310726576925,0.1810389244316682,6.21143084147594,6.776271151992407,3.679862890718928,4.163353811439992,6.69642371892634,1.5018212654209102,2.581351247168777,8.279025956401624,5.45978896928423,5.329744324035284,0.0159256899902542,1.4651386343523554,1.2839810193473535,1.2544126366107602,3.266666623396169,6.329729974964456,0.1397314222437436,8.553867323760178,6.348251897757434,0.1828194016122056,9.643725439611938,8.75043734535629,13.486323829899206,1.0471195485685507,5.466026687813731,6.067346156014838,9.571152311980528,1.1160319934471103,2.2073618921364035,0.1534162422552479,9.81012253003116,5.613133796122404,7.7895642917259424,4.390908389765544,14.79126310841454,6.725118089596618,0.7206286976902,3.609506770806596,9.513349208935583,10.562563846058229,5.32346735041197,3.3013827869214003,2.2160823083738586,0.6098495000343356,5.943288426766679,6.363200870076552,1.0807258742641703,1.5267198812473652,1.1569790138500966,1.942758452655256,4.651396174237129,3.642470537315822,1.297191416565856,8.458856885295777,1.3621051360710863,5.852326004047578,7.75485009847384,1.1674863899656494,12.290407239135266,5.389470445325965,5.652383236707147,0.0 +TCGA-5C-AAPD,TCGA-5C-AAPD-01A,Tumor Free,0,61.0,male,asian,Stage II,G1,no,No,2.1188912521784267,3.524790859589907,8.561285653655334,5.819461266572504,7.468017922605829,2.471187460386985,9.432204466546978,3.14621530900708,14.460333149378997,0.0367494764278682,15.880514565058984,3.065038008816845,2.109895410901487,5.735189084248414,5.750359960843935,1.8667497575369825,5.532656707050857,8.39254883654742,5.896843387747113,4.761200156099086,5.84372512031246,9.376716675358152,1.7151465771233474,7.56748536452047,6.571743543690095,4.671259399670884,0.6158870739160568,6.392109591023914,1.642285683059577,6.741612596869916,4.072011447541081,10.467555931116388,4.87816620107316,8.113745811844325,9.00584234041,7.087304772619883,5.103333973914686,5.202660631848207,5.739634814276179,6.119563684417364,3.7635390529356254,3.615333895551912,6.72303970955754,10.675716534328943,12.085981993081782,6.943967025234021,1.896155575885028,4.74748944818707,0.0911243336611647,0.6678467210526388,9.82833390881848,0.9301696081500812,5.67221599456156,0.6304054714823233,0.0670879648011469,7.885316891589107,5.539797798995191,1.5810137351679658,9.36755431786913,9.433940490293685,11.49423298174509,8.92604094289813,6.266243085671806,0.2967804174264251,9.71101404289195,11.192284306244154,7.02777554008569,0.0738202332916713,8.50310739115853,4.044385375725649,9.270644801837896,0.6909087126264808,13.218842334054996,3.241382596721201,11.975044949960497,0.0,6.872890306645276,10.391074817537485,4.584493548624023,8.310066044331194,9.688126844129222,6.318177627202178,6.202184567606007,4.914851503246414,11.615223482756484,5.609843591599456,10.335664128115338,9.003011579961031,3.887291301223402,0.0,11.10034610711669,7.114922921846412,3.393539760610061,5.98048007062191,7.896479542217575,8.230089625748679,13.130905345679007,6.6332873405624,5.936317566248751,0.1015156154912442 +TCGA-5R-AA1C,TCGA-5R-AA1C-01A,Tumor Free,0,57.0,male,white,Stage II,G2,no,No,4.943508801161736,10.96277941409813,0.2470768319308177,2.9888482586689644,1.1141004515881805,7.838318999877631,10.326045166697307,10.03558019936744,4.06693302789063,1.8727893680062373,4.815580552060298,1.1143003862286514,2.5359285246169687,11.572858364856772,6.340110020779975,8.148584875574086,1.559883331248321,10.087200268076048,10.595554383088272,6.925015535287419,9.90838916790948,9.42359560792331,1.080862286427745,11.562003291058732,10.26187677986808,9.486724025284593,0.2692725780450138,10.726204532868405,1.167550616789962,0.8901742767993446,5.890140221197203,6.492596694106461,8.201279024326645,0.6218057347471655,0.3861487547343566,5.463547260036467,1.3167250215787496,5.786350664640912,8.394988228633299,8.343948287510933,0.2415961553095403,5.717276113897958,8.389536267740713,1.500241179189457,3.563219156821077,1.044603950649768,9.699418546040084,7.399860653466058,4.847801528372466,6.618448641728601,1.964620426050227,8.923353337807242,1.3257893458286791,0.1513393010422809,0.0990931792191091,1.0095621629519818,0.2022609835620026,0.0,8.073855036604675,4.822872881029024,5.847247813123726,1.3519674808594409,7.02624566586216,4.776204025501749,10.930005457234058,0.2946648560912417,5.645661314193679,0.2101394574016684,11.312884032768457,9.195996891365173,6.642798306548167,5.454077165238351,12.928243837359624,6.062467143500705,3.913483053664365,0.0,9.215628367350623,12.147553184346442,2.7396321142206115,0.9584343950864156,0.8133605041330846,2.66929894644448,5.802787753666515,8.691880280876513,1.38089564803612,0.5406224814123666,0.8142632913997817,0.722116237818659,3.0805382864763,6.783818068628757,0.0,7.782319442204822,0.3087103511680774,1.4569638122043362,11.143853065723748,1.802524119788172,10.438414602949106,3.548769515911815,9.564514405654329,6.060762931699203 +TCGA-5R-AA1D,TCGA-5R-AA1D-01A,Tumor Free,0,17.0,female,white,Stage IIIA,G3,no,No,12.680399634449858,0.7225534578847047,12.932801253656216,0.9573946148317574,4.114441989836694,10.064711108629414,9.363692146076978,6.66315957360489,5.592890528158056,0.0633648787584293,6.8797523198888095,6.620743280347191,1.1062813093543695,10.687386619531864,9.677183507723097,8.196717685025655,11.23917717452005,11.92034198677373,8.422448312233465,0.0,8.846405558122697,11.144241751089636,3.85897561429202,6.851170598366321,4.452786498759401,3.4475659728857044,0.3433509662005084,4.645672841275991,0.1646575752536617,4.98158783052877,9.57439692900546,5.114945819372212,6.035252191935885,9.803823729918271,8.02161519579988,5.674107505114722,2.319589033769649,6.418910103514098,3.950785660194141,0.2907782513201796,0.3453963753912677,5.686150315980894,9.12014117594299,2.952687672854219,4.601209197804914,6.35642731984418,0.7957669477823922,2.431783398803876,0.0323830053116529,0.6752739720971928,4.405965138757886,0.1384213104202496,10.463645137730635,6.351992207556591,4.777230324702408,2.2659769054283574,3.682854168572234,0.0196307563355084,7.72114158007136,7.103910918087685,10.915985710203849,2.1872610048416967,9.464053945404675,1.2744704082273726,7.149646533738414,4.253353977616978,8.986008676735128,7.6174836277960996,12.393116426626223,1.994036574918666,11.7008916166649,2.1243281350022016,11.101226824239555,3.213331726986074,3.0106187347786846,3.599055894590331,8.201679434715725,7.649034096780085,0.0176369030494984,5.752245486877717,2.679468839402648,2.133530647175012,4.325249680298372,1.986702175514638,2.243394894116189,3.5135160114796764,3.0734775096789684,1.5685672380730855,2.3585650541539747,0.0,3.0111198880762604,4.067217066183876,7.671247367441922,4.465393352649532,6.370174744924703,2.418162956205133,11.610114154634877,1.1605330087609087,6.902732050668033,0.2121335075337561 +TCGA-5R-AAAM,TCGA-5R-AAAM-01A,Tumor Free,0,65.0,female,white,Stage II,G2,no,No,12.018080007189177,9.884467729470368,7.548055863263131,9.580882249859735,5.184883275230344,7.591663710668746,12.043245893447608,8.966806793009686,6.812132371042556,0.0,9.106669715555055,1.067294521468532,0.7712940156516619,6.442105826276678,6.961060678637856,9.31119633032761,6.854087932807871,9.517274708837627,4.338987690415247,0.1268407352776934,8.275237573388171,7.885709183682461,6.412408950345508,8.717726111232324,6.692255611182574,7.202125783347013,7.850702551920647,8.509580652892252,7.294558261383747,7.129887791587856,9.362210581868526,5.851931396536687,8.374401810457059,11.328966690187707,8.527259216956448,10.547642133763777,8.698235497590753,0.0,7.03756122984628,7.945952347962183,0.1694119519913547,7.5113075235653985,6.478761531464075,5.697779378634492,6.415582915229974,0.7587295684578627,0.0554733358984315,8.039346797389253,5.5180283442593465,1.9793302987477028,5.8739854061109815,3.4899282194051824,6.5528980663594005,5.466578181116451,0.0,7.812805599582259,0.0464212112487103,4.440546964338567,8.987412964422603,10.16229287971537,13.691627549392024,4.427579356639725,8.390441558955347,3.776819892628191,10.209937513276325,4.696895215851432,9.256363920296245,0.2983063958064855,11.824195914705047,7.27890844565128,10.905447780463383,6.213020596815061,13.056322251949435,8.836135904021814,5.254163165529207,1.3337099543472772,9.11037185715627,11.588828922480692,6.128027325954575,7.472272488404438,5.536662185848459,4.221235225088865,8.958029480488255,6.557524969362961,4.9982993229030255,8.029620181887903,5.223368486473966,6.548747941957097,3.0464910601940334,5.613852805404234,5.315193046286662,8.464647031526132,4.938822114996049,6.914254760454036,9.92471973473838,5.044223608959626,12.737554548580327,6.9652613572190925,8.615504947419584,1.7081430824746404 +TCGA-BC-4072,TCGA-BC-4072-01B,With Tumor,1,74.0,female,white,Stage IIIA,G3,not reported,No,12.10854128158826,0.8742854904980352,8.319159974912456,0.3207734769458704,5.39618689563352,3.0578141493647872,8.015243312668414,5.201747547332037,8.946674138281525,0.0,10.576924079736532,9.072255894712963,7.02844538628411,9.775673484725385,5.632861460018762,4.938803300015991,4.241718174596701,4.567070798835093,2.915960621486337,0.0,4.282966077700931,9.508728918635793,1.9794766426771149,5.8023716036866375,4.345822137543063,0.9732806391531196,0.3020557880986188,3.468048886535486,0.1222088617002292,1.7808979772298272,4.879862572438727,6.522852979534949,0.6100385571753333,6.142754465049819,7.934471682044607,9.208543596084864,0.8844025529836872,6.156093191555874,3.8103608380619,8.199206583404564,4.724191854040087,4.080947537480538,7.045054110648245,6.891741181053617,7.59737175983119,7.40528529989617,0.0953168415347697,2.133136045925983,0.0079130816432649,1.3637317825444475,7.065084337255097,0.1525079483649029,5.430950927165254,2.320860105352222,0.0,7.941580556555281,6.074899280819177,0.02871058595414,0.9398283588687508,8.120739687202764,11.455191010721157,6.815698380586939,8.19066621481445,6.173866984977041,5.520547968106578,6.141028079791529,9.76474422996613,10.473029695718305,6.603009080680649,1.500088175738225,10.29776712302826,0.1368476041928809,7.093907667308992,6.755886356202618,6.9864302772483295,1.4544391346865575,7.711081173800737,5.618309143859154,0.6351507240326344,6.569855608330948,5.548757187977194,7.042801904718299,8.334286248271784,0.1672294540716685,6.559845101745416,4.162669266262762,6.206994791178475,1.009848767381211,0.2722621249742957,0.0295588974491164,5.640169726099432,4.933563196508656,2.570924325348676,1.4723837896946428,0.2952528232676928,5.603175293206374,11.49268691339816,0.0183493098788918,3.013355058669068,0.4051210354513208 +TCGA-BC-4073,TCGA-BC-4073-01B,With Tumor,1,73.0,male,white,Stage IIIA,G3,no,No,9.567173690699352,0.1025909495880911,6.891183417213153,1.1729354878909692,11.318718814539745,5.968874111717476,6.39188111330914,8.784297522998855,11.677137029288383,4.431656385995216,13.082197951080849,9.83034819010779,8.742047655406441,7.664863943682271,3.400647220522828,4.557054672603671,2.595121691996172,4.69712882095219,4.6276651983991055,3.9089473737137497,2.728943588542296,6.817715341490116,7.835324721135262,3.3108345079839743,4.923795728144039,1.7637090067029726,1.4967691101704683,5.834665713771756,5.440792775404922,1.9212077971245527,5.073151846817357,5.613505132544745,0.9997114321340737,9.343232582839589,7.674432403025539,5.15112007424066,0.1356661969690439,0.2311866132278648,7.576688407105193,2.0769010875572635,5.064050751775336,2.624872933538795,3.335225976359177,9.303163818504338,9.367554536272667,7.012964153713461,8.25294211955534,2.786847243561013,0.1580784564986263,0.1792562471905074,8.626715821409066,0.8061177960356292,5.074633875717455,0.2599051753533527,5.245742834753703,9.36860598438934,0.8795489430807761,0.0497701518163845,4.541056335516285,8.812798220800692,9.950451937610811,8.941995980291294,5.199067660209791,6.333978234618722,9.48722746166279,7.314545179733275,7.100465761698793,10.541784878112017,6.405572079508124,3.52535480152611,7.251839312183621,3.414446775074368,11.593417175107732,1.5538519681811258,7.319502329004307,0.0,8.235167466683155,7.369059861349984,0.0557509641184532,8.034542032709203,6.432424976804764,8.744619266896793,5.436591624838482,4.700256595225933,7.317961547494648,0.6998181156148584,7.561858417772674,2.0499792027077914,0.1253866053658139,0.1365851528476257,9.438981012004998,7.658524984886312,0.1227389719545452,3.371823680873609,4.599764103072517,7.4252494783569185,9.84707645658311,6.768687195029899,4.074317037958317,1.7286171352471935 +TCGA-BC-A10Q,TCGA-BC-A10Q-01A,With Tumor,1,72.0,female,white,,,no,Yes,11.01142631123854,0.5605193215443686,0.4551233378816796,0.0446039506497679,2.929923522672088,0.2871176357881811,0.6987518877846765,7.52757083683282,4.004285646004408,0.1222088617002292,5.882863104703267,1.8755834972202527,1.074231394185792,11.098037084996704,2.8814884314203493,0.188147686926434,0.3550162642195498,0.5775375925671309,0.3682654829374926,0.0757379823940781,0.0405417938628468,10.752475401324102,1.6644828403646823,1.22632355704852,0.8144273738612482,0.0272956240509075,0.1728715003522772,0.3236582910262449,0.3535491357220443,0.2674758717964923,0.2779847472997652,1.6365898214496066,0.0080565548710584,1.4876921399545322,9.46989045213774,0.376734904998522,0.1390765150461117,0.0,2.3959676285713902,8.25500873557708,0.2229281800026127,0.0586628393785598,0.074231394185792,2.34332253731158,2.8974147003552995,6.482906351020451,0.9918982015030356,0.0332291607851109,0.0,0.4768482520215427,1.5435453746880494,0.1713349473987684,1.602266826822113,0.1611782500798127,0.3311319222172021,8.721600626110492,8.14050720484062,0.01292617444427,0.1751732656637973,1.4564907715833793,2.2574632757553803,1.811553233033541,2.6940109718245857,7.226816765049867,2.050188223311478,1.116697443201016,2.6845494691838425,2.3169856213921607,0.8388307811628756,0.2030131707744999,1.128821280650134,0.0865120465742818,3.1711427631608933,0.0775164697020952,1.0784048918675695,0.0063339337220504,4.003224424173174,0.6366362200551354,0.0,3.1365195325505604,2.16330550125718,1.8840508238879872,5.755784899916332,0.0585243118408003,1.5270703355126602,0.0750533646045072,1.4740985312514538,0.0526941113038451,0.0096338193972686,0.3850444259596075,1.8606053067598545,7.142196935680596,0.4957974777931403,0.71966535377182,0.1664583717225331,1.1681927278210753,2.003458319772411,0.4274989052223951,0.0788830465219891,0.0297002342154198 +TCGA-BC-A10R,TCGA-BC-A10R-01A,With Tumor,1,66.0,female,white,,G2,no,Yes,10.844185390340414,4.37224868225301,7.118441751566433,7.256582348873838,6.348080123576533,3.0418212061907166,5.858008356325786,6.240623445152674,3.039419183133397,0.0,5.231032969947079,6.525614767177828,2.1458078624126533,10.97287161577107,6.942607163264672,0.7854250035609333,3.904647867007828,8.450146834826935,6.740541746972085,0.5703657765736062,5.301324250240353,8.983642926422968,3.671814188759656,9.491109115088058,3.838840863699494,9.042021832977415,1.0631577586603222,9.194167838884992,3.4278877121851625,5.371447345641908,7.519912972163839,5.820988176715162,0.8415706373955171,7.342608077559401,10.462774733209711,11.51026076839874,0.3271124707470855,6.1407950127767,5.970013831361388,7.258714888784382,0.8636213397422048,2.518761722503452,8.020108782453969,2.1517614217851344,3.763655898301345,7.290276941807535,0.3001823099801158,6.005541465530725,0.0862402758207441,0.8511193643677745,2.5137181226844043,0.2617113288766852,2.5600301231263045,0.9330438049460552,0.1327742332763258,8.623501841217816,1.7131679030093698,0.9550151564370706,9.729099307944574,7.681334002533206,8.952053073316925,1.3200802623697607,6.253720815292089,4.63852569497853,7.20774549092901,1.481453950595318,7.177651745860073,0.5981746121480073,7.688562946617456,4.8702759356182765,9.596067848854878,0.1180938893868197,12.30338332455117,2.3974196523016134,0.908351786371604,0.4179200078119652,7.74969247276303,10.438785927953896,2.198808432050279,3.829149348050864,1.4064278245269817,0.8167225710013019,7.98646839159968,6.84755225753692,1.1316553292445517,6.590390934847657,1.1983055537249785,4.8741969474983655,0.140647793154842,4.825958577716183,1.234991741248802,9.65093558903328,1.8858476501310004,4.801877754506523,3.707911254185168,0.4344547602324028,12.832515588590972,5.404126538384241,8.991150779144018,0.2491419032803475 +TCGA-BC-A10S,TCGA-BC-A10S-01A,With Tumor,1,81.0,male,white,,G1,no,No,11.752872542603386,9.51692895586222,1.2649567179648225,8.267533457245442,9.718995491741635,4.9456077031813725,12.899206678427976,8.331972974363328,4.469391104301009,0.0526941113038451,7.923118866439639,6.06494965743868,1.6152279435788257,3.673963396531765,6.689875005245899,9.01716418283223,7.616379018469612,10.340527331670785,1.3527020362667346,7.7605050655278704,9.743934815602216,5.550814494281606,6.84711373697781,8.31771875825278,10.446130174694137,6.611808288937544,5.048768029084099,8.950249100369637,3.41652901570103,7.308710351168077,8.073003988755113,2.975244975999275,7.390496589224833,0.6030268900815178,6.274272844896188,10.340274733897669,8.938959398126464,0.1538053360790354,1.9358745808504487,8.75588969345925,0.1330373787473497,8.324994168206617,7.070410796407866,4.30664867622733,4.558200274056022,0.7481176932855677,0.0412429822318813,7.318814828665756,4.931129886409953,2.520246222707028,3.783749983007175,1.5171748900345206,8.276067627126341,7.145833331196311,0.309991039260069,7.33969592907617,0.9932758222021052,2.5294961474498243,8.85793901955346,10.868206539079114,13.229440658530706,2.808632172109402,8.898899720098175,0.1656868770298755,11.12057569804065,2.807890680723769,5.885340078224666,0.2028878334701434,12.075199541733628,7.72339609896589,9.892310873962446,6.192247436682339,13.964245876410658,7.1491689096526,2.4224752239180094,0.0240359354555094,8.242357177376435,11.0362152440097,3.844777309015158,5.401592924353635,4.040611928037571,2.723798808620129,7.556061490499845,6.368911494207107,2.7643461550774537,8.464989211346653,2.4282496107056946,6.638094115884154,5.951643741055755,0.3567072529353813,1.9310022015180528,8.058460995998024,3.488849165472389,5.844732123362751,8.25225858238831,2.8512393240436333,12.73741425327291,7.676776561321506,9.249828103215222,1.1180274225907938 +TCGA-BC-A10T,TCGA-BC-A10T-01A,With Tumor,1,76.0,male,white,,G1,no,Yes,3.095840049400489,10.139180782866312,1.9112313798298224,10.912954360801413,6.221068914611798,0.0765590951316044,6.197128211654934,2.8261925362366016,5.413113374761032,0.0,8.326416453369912,0.4376538783461923,3.1361093380577656,4.297631642895129,8.92369828913483,3.91436360369576,8.283414832935398,9.952067929456849,0.261229908987046,7.220969312531065,1.5434463904656517,6.060583537583567,4.011459857267102,6.383816593705088,1.2566483898806773,11.395472870496803,4.246826088999576,3.5459189608948427,7.159519195505367,7.067398864374757,8.376022041279699,4.517773305671014,7.444037539226088,0.4740465993193055,8.9103525134786,11.53228573710097,0.5004961488878901,0.0,2.337111628415856,8.13384912675818,0.345850517219489,0.9290334786458564,6.373319339600141,3.9911635370398666,4.15580589036974,2.016496319896196,0.0,9.179139032614694,1.0625362198953894,0.3817263586255994,4.229103354231385,0.0607391578576785,5.848430150944377,0.0368901105402659,0.0969364825029573,9.44134424462566,1.035553532646345,10.41304311709489,11.105973245113058,8.68465641120622,12.329139185029694,3.413445147868974,3.995737759729399,0.1868808313472341,11.486539816962688,3.365552571634397,8.435571508466662,1.4902620487905718,10.744498598953395,7.343994020139439,11.406380946075062,5.521477952659506,13.856731553336278,8.114536731549032,2.643717684402435,0.070389327891398,4.96743147877856,12.19916142256143,7.866524757731524,6.761295912666348,4.558983904944549,3.4600479112289064,8.07137386739578,4.4339809545081215,3.6664952927432974,7.101466240092755,3.4180684811358844,6.289969066180992,0.3087103511680774,5.717714803041529,3.648580485891766,8.227720381610208,5.007617123041616,5.846004311422314,9.012570908159072,3.2502946275695543,13.972822731908588,4.532821876577175,7.386207398560457,0.4379734003380242 +TCGA-BC-A10U,TCGA-BC-A10U-01A,With Tumor,1,69.0,male,white,,G2,no,No,11.853064549386104,9.359396638782798,2.601862880286956,7.401889822583688,9.011506820396688,8.975903267869047,9.370273716807493,8.601940485411232,1.171591153231601,8.049508251055096,2.841631016783829,3.896959605251225,1.0316069265854642,6.885418177834423,5.457016362700304,6.580165086125011,2.195253095551949,9.05246344482908,9.206297676910854,5.656470628342535,8.624789973791401,7.196578521945932,3.771970067698189,9.070853513330732,6.740899234876148,5.022132523574586,2.0724831505426056,6.087085145171375,3.6789620437951993,6.70182487253719,8.720632117509863,8.555683886618358,7.31363404998098,4.008746820291261,3.170165430580589,5.9765973443975495,1.4875377997520969,6.050810751088521,2.348119084462443,8.784398957084823,4.739010967161842,5.24414497607429,5.812125951718036,0.8154114769286626,0.8556708344403712,4.350143602017798,1.0760117385696413,7.165178348989399,7.209904624644433,4.076003184475402,0.4374408243635429,4.497011916052487,1.8831515708624784,0.9942900700380156,6.72530217456627,7.381356924538656,0.9934207584128848,1.9951588581653728,7.467555829227637,7.970407343542792,10.275428602538838,0.0833835877100825,7.160503764428079,7.29176653711991,11.943942894460491,0.17683337078449,4.756324138350511,0.7583031771319012,10.648493485571056,8.241761546154063,7.173202405290972,5.0450060420074445,14.893160407031262,6.1247789067730585,0.1686420355588392,1.1625967659884866,8.299163133843354,11.508500506194222,1.057068969055747,1.563792679007477,0.3290661744506906,0.2341333956124824,6.497201978984129,5.832679922221898,0.568907674127396,6.540396205723897,0.1753010339002435,0.8456706901444943,2.983714171987633,0.1647862781433397,0.156914314653239,6.582289537441057,0.4974335344327323,4.053502375488836,8.60236297022432,0.0835197488201729,12.22296234235804,5.506782813554174,6.782713899569721,3.86354205117958 +TCGA-BC-A10W,TCGA-BC-A10W-01A,With Tumor,1,50.0,male,asian,,G3,no,No,6.58253041241179,0.2060180040208956,8.59066301862646,0.6712933724815757,8.394360223180822,0.3248106034204836,7.54543405304522,11.025993296477704,3.76332658256796,0.0,4.690836097919134,5.729696869622088,0.7860944676290433,11.802830153515512,4.322843915496048,4.269833590177208,4.669763803449602,1.983276383629471,4.027366405115114,2.8348325475436544,0.0216218578515188,6.801629473266241,1.850439404397464,1.5729866530625385,5.964065877486418,7.485589443227354,0.1496495818949754,8.092568996991316,0.5597365244329826,3.131852845964662,3.063347619885925,5.751926941717311,3.750745837152725,0.1220763036957359,7.648151185451237,8.730695652107856,0.4033768066870819,5.999314557049987,8.25006766300478,7.058249381865525,0.1445685176647115,1.952706307630224,0.1497796305759026,0.5946440891047674,1.7350021934953097,7.045420035292507,0.0,0.7769461918570875,0.0990931792191091,0.0092038273298397,1.1920678844796502,3.767993717611875,6.369998584336626,1.7110983863511235,0.0154975693953255,9.535691403879529,0.4341344579093357,0.0206266505899578,10.547420716135443,7.396213445242398,10.715440226996144,0.8754655448547094,8.313123838024646,0.0164963198961959,3.551269907930916,0.9999278634445268,3.0050585873788505,0.0,9.60101414992587,4.717550310244509,11.003622473844006,0.601316184298991,11.700837921574903,0.0,2.41410846528136,0.0,10.150954363359867,10.47394638163456,4.818405784048267,1.7206724707697092,0.8586176303812761,0.0657101640652657,4.728976229809329,7.5195678509663395,0.9310022015180536,6.857131296064089,0.6453327536248619,5.114387848921817,4.786298383231332,0.0625362198953893,1.0661236424652936,6.040066106516611,3.4331196978202283,0.5793732670673875,7.609653031599799,1.029346866334336,10.679155984531496,4.978090353042576,4.286785063463947,1.0805894492011008 +TCGA-BC-A10X,TCGA-BC-A10X-01A,Tumor Free,0,52.0,female,white,Stage IIIA,G2,no,No,8.202318292872905,11.286739097786365,6.87135700177154,8.698820633263127,6.065272867878349,10.29457641060794,8.530441062809237,4.133736125921102,8.586423991741416,0.074231394185792,10.425012967411917,1.6970620804973913,1.5018722071430213,5.359531712295556,6.491197322565655,9.013810608500483,11.197566326101416,9.942407912042302,6.132883197770415,0.0,11.02294415166639,8.00645961105954,8.361106416845416,9.00596553505651,2.9060632132461275,3.924242437396293,8.374334424369952,10.352819314199513,8.020919952646773,8.682065835072201,7.784967183276446,3.7013827104923736,8.604452042294627,5.4136211597646975,6.642570175488812,10.152343284217222,8.917406691807189,0.0,1.0471893637124532,3.11724620827249,1.1353378565318204,4.123161264152146,8.43216437015148,6.756831158936731,6.517291443069472,4.483345011132935,0.0,8.295932361737943,8.945891792405297,5.308280775031021,5.217862726399691,1.2310636999122728,9.567237970616672,6.776036853803984,0.0,6.996427163567219,3.097678210707455,3.069066250934289,9.17497884658057,9.546288130552504,13.792035416480662,5.178017422391034,9.113041221003527,2.945551522374072,11.448893932522374,5.408854493318715,8.848674263157813,7.333541806612526,12.04057316288978,8.606801968677868,11.274043329935324,3.1924151300957986,13.221852663271328,8.82391841622795,4.840286977635762,0.1994996036603619,6.8785291765412095,11.52749059235216,2.7688830023416973,8.857304884349833,5.211000508543152,5.808106988414375,9.50612030127678,6.772560033910651,5.39809037721446,7.801110789700185,4.6576685844620105,7.032076592282504,5.760753208062987,5.742682652511861,5.3937628285052215,7.990815347763192,8.38551041775111,7.257981771320808,9.637925359418364,5.269725144841727,12.84172507937669,6.417396855028168,9.370597399006812,3.0805041769850727 +TCGA-BC-A10Y,TCGA-BC-A10Y-01A,With Tumor,1,76.0,male,white,,G3,no,Yes,5.657619999393033,4.828169495980168,0.931153530520226,9.653816717452498,0.4268551323242121,0.2192149957954236,6.840507294563585,0.1156991534315863,7.517637896493173,0.0,8.661601757601538,0.7934381417224194,0.9272138083929852,3.1617748414804194,6.214033468050354,4.670228510719384,5.893925198561901,8.65366017896684,0.3711685154984275,6.846025630460295,8.01980030698054,6.295550390314136,2.852797892818771,6.02594790958034,1.2293418130435538,9.93388772130574,4.7020701516543175,2.24174867780605,2.673262427962392,7.971584362675553,8.936289589147346,8.5549329854845,7.942627687949367,2.3902274368406915,10.483953793861057,10.441068951471747,1.6773954832634614,0.0,1.425136998838359,1.8289970831148497,1.0569302883826717,1.7507779888534918,9.516908672790128,5.183264177783891,5.4587428952729935,2.572598675370032,0.1500396927741532,8.27689441274784,0.9303210245063168,0.8379432418910271,4.864760631544288,0.0092038273298397,6.496431989518691,0.0507454635813989,0.0409625477784978,8.719124217018203,0.1126334169852453,6.0660073636424325,10.693079356000164,6.435048466021509,12.343974595049586,4.9612621463232935,5.0184739449138185,0.0648828515848543,10.8333971620388,3.0190613650934304,8.161591960035247,0.0,10.468631984336753,6.119914304057448,10.935399634259545,0.5116704375703739,10.728719159837382,7.790873017768741,0.1774713644449509,0.0067647818784223,4.784430694672692,12.514551803455644,8.009078948849664,3.639903566485136,3.3066997072727875,0.9939279205165998,8.458672364561538,3.981505634269617,2.813011548605618,8.384273483190182,3.2604623138421016,4.825795801582943,6.172359497848141,0.0,3.3943769449570547,6.506262350488324,3.664653496088032,8.326414206159322,7.903884857622474,3.6955039260734495,13.155078182011168,0.1968588013663559,5.311517646972854,1.561790461653818 +TCGA-BC-A10Z,TCGA-BC-A10Z-01A,Tumor Free,0,62.0,female,white,Stage I,G2,no,No,8.258037380688812,6.591873861316869,0.1441769243465266,10.898064565688248,0.9126498648972032,0.1495195214900292,4.812303114590712,7.026641841012684,0.2370741713021575,0.0194884295913601,1.1571730940334646,0.4954905105149393,0.7046949357990487,5.411877017497321,7.491693589560589,3.3051096068599675,3.779995065732616,8.833367037073998,7.422877998210008,0.0699770704115563,6.633609937690972,2.943283737584011,0.7870144737734286,9.336234285403062,0.198871279517819,9.21113487966669,8.119138262166096,8.41505299689624,9.511734274110742,8.969442069428574,8.963354183403975,9.288156891966294,7.021142111483687,2.686702210256078,9.083792032493886,10.904602636681757,8.054666175491018,0.0,1.214808679682077,8.739332714214584,5.354028938054387,0.5451776346152923,7.380117288240572,0.0753272507070651,0.128029388740641,7.653261412678427,1.9524081223264416,6.878793992907761,4.011388291463184,0.4128357100501642,0.128029388740641,0.0776531856501613,6.0773177812454815,0.6771699388182449,0.0,9.535487293346243,0.4733193559174355,9.098586150468254,9.137379792999551,7.860646273775423,12.281253655827156,0.0,3.574549630899382,1.91406695665304,10.900955540051571,0.1106305080964341,7.6656052424979535,0.0392787953513675,8.543203541026525,7.725885636867711,11.72167743284127,0.2848694330960322,13.545277670739464,7.992593407288511,0.0,0.0,0.7170347779973114,8.918601203367915,5.586149230292392,0.4133774452677079,0.1296127381304696,0.0,9.210751937662478,5.4003056588446245,0.1118325870779828,8.820444496002674,0.0628124924050211,3.590877430897573,4.7389029142817645,0.0122110839508743,0.0740943535738733,7.283223584872605,2.807746457577,5.766489155260146,10.32152284354788,0.0,12.91038182264827,6.909669913680263,7.987411827440011,3.5485969152401644 +TCGA-BC-A110,TCGA-BC-A110-01A,With Tumor,1,51.0,female,black or african american,,G1,yes,No,12.570339636734346,10.20375297756702,9.37723547903444,10.078087947034552,6.022409983497931,9.655807787016675,13.082750964786626,5.126134508633494,10.08096538628194,0.0,11.978215976081003,4.957575701888454,0.8234232906852577,4.462687122032672,9.26404961757109,9.494992748975104,11.577145029185088,9.59929268469382,8.157495997727375,0.1310626167824681,9.857250290285643,8.207937252083877,8.862579400654035,8.590889778277871,4.936670914512358,5.945713036298704,8.00304335394434,9.517404443271822,5.471311040331909,9.300251419398723,8.851672845120385,4.695704354513058,7.987847226237363,7.114266024434139,8.45837380103589,9.825852870696949,8.86672008924145,5.781540694823018,1.1054098940400816,3.9179949744075264,0.8544744706261549,8.662632418943835,8.057728603160722,7.964222443519331,8.243144462678336,4.402080897173606,0.0,7.767972537483403,6.130065981753081,2.991499170926328,7.6770120367239105,1.029276182370632,11.222991313332985,6.749841276975066,0.0564448010196681,6.118685724242321,3.6163106415965367,5.214657167303415,9.359422556307177,9.76507239327763,13.919008449592363,2.238053099272466,11.54125946609475,3.3607716012781834,11.078697220082828,6.583173050677886,7.935111997533812,1.418027989926524,13.021853327692574,7.56754316605186,11.425300783732425,5.207068999968575,13.343610159635247,8.490583767957197,6.600129973760079,2.4419880159037275,6.989070868398902,11.610737751769909,0.7769461918570875,9.430206017927995,7.79281696846109,6.4955224893207,8.909000196203424,5.324681014213616,6.671962756760618,8.134850338367851,7.533952624016472,7.30189396730032,5.906832886652696,5.789627539354796,6.03842520687726,7.452396931879869,10.192463338344837,6.658234337145675,8.953813770969626,7.010669081703311,13.651242333244175,4.216307406260087,8.197583833169523,0.9834588115903232 +TCGA-BC-A112,TCGA-BC-A112-01A,Tumor Free,0,80.0,male,white,,G2,yes,No,9.504682952850231,0.3976934552366916,2.0216573882740327,0.6486495072073148,8.756566329622611,0.2439127588731744,2.439649730768994,10.404023686327836,4.540634879054692,0.0,6.153552031708112,6.956574795493303,4.39858979625925,11.26529799376999,3.0717626693000915,1.1583370271671007,2.5603725794356227,1.0945738979800548,2.358452528216714,7.1093187657791495,0.8990209095794168,5.922423846572903,1.0007932641448405,1.7795118810070585,5.614282860974936,8.47931545546431,0.2804812743006235,8.754247832364303,0.1263121303287039,1.9596588890925983,3.93492217303952,1.9035782153319407,0.1909308595626145,0.0517201164473276,8.616499221567514,3.5090877299256946,0.4175960129666715,0.0,9.224183326535082,5.736001371395463,0.3067288670597715,0.2673560117838874,0.635243612359028,1.743988823190853,3.356369213716225,6.25161685075193,4.500056297976704,0.3274574342941533,0.1186255135442456,0.0522767654523577,2.963548106438988,3.6076143857268783,1.948189658190289,0.1844707366400919,0.6592852480835428,10.216468324867938,1.0277202583559275,0.0731347046302153,9.540336337468736,4.1959617154855335,4.625995162223619,1.7724346697793407,5.9017116538898815,0.3790663992809041,1.5190889469996518,1.2311866132278648,2.569393872036116,0.2083923997906761,3.035148797773801,0.7632415856585828,10.223089689593426,0.1152996440255472,2.5152582902716665,0.9673161902692802,1.097408535480559,0.0,10.318312660586718,1.8002062044340217,0.0133550586690675,4.470465281695371,2.3480057407815984,1.913147920630419,6.863621339742205,0.6086200243604925,1.2404975170732604,0.7197529570776057,1.74312715259193,0.3140584088582607,0.1168970182882623,0.015354834293464,0.9925509226587216,8.507421631533417,0.9604375717783062,0.4492179921398964,2.9578588950463884,2.854733766989128,3.207236932084279,0.0,1.0751903141552193,0.0 +TCGA-BC-A216,TCGA-BC-A216-01A,Tumor Free,0,62.0,female,white,Stage IIIA,G2,no,No,6.385714026167645,0.6803243568440164,8.716704589772032,5.280484986153253,10.846114508643296,5.768904169107998,8.287210465208423,2.20861089772565,7.559318960887426,2.23569642904493,9.162977351788417,9.670221604961643,2.742588347007164,4.949011919634816,5.915093000302485,5.858075513430547,3.567959116666629,1.0469799081444098,4.346765462595481,3.164770190910016,6.325337839462905,4.719714631285864,10.668485883874045,3.746592248079102,5.350826059215553,6.160456367181442,4.800019781625731,4.899828176683502,4.400790652317056,5.3762973300414405,7.6568138200613,6.75920644444462,5.816164477377194,2.736691456064493,8.839570400251608,8.690805375211893,1.8102374305907256,4.413485767904759,3.965054673588188,3.933147698218745,4.851729055891782,4.008621342049985,7.434061045276931,6.147597732333691,5.573292718082102,5.544609026381934,0.5265696604977834,3.33475417799754,0.0,0.9334971025118568,5.766955525472559,0.3516283291027823,3.273948484157956,1.5922537001149073,4.066270054319431,7.969710569658226,5.713550108481982,1.971037659830292,7.173544227365572,8.386712671593875,12.397469710782335,5.122531920818987,7.964397476937634,2.757343335635176,9.37774845771381,5.059805184317237,5.808570395714382,0.0692897127155347,10.26511675600548,5.415322628792633,10.454356465576351,6.40921780234456,14.084729749814455,4.4747410342549,2.585563498455692,0.00705194251649,6.897605894298709,10.298580882254974,0.6721990191157662,5.388223985050472,2.357552004618084,2.488129347550065,8.028842615112406,6.051702717704681,4.75300007789512,6.160760892563199,4.301112034859329,8.235713658946088,0.2144978679005164,3.639753106718919,5.574422475057726,6.431795096789669,2.0151763955552013,7.968852805354047,8.055367584537763,2.421155960662224,12.893459843163846,7.596341100708801,6.207461461929515,0.0109230271847918 +TCGA-BC-A217,TCGA-BC-A217-01A,Tumor Free,0,75.0,female,white,Stage II,G3,no,No,6.429631027064364,5.104785335298692,4.336711847514433,8.216383077833584,5.922254946014794,2.5504081932172795,6.618768701648292,4.57267749178355,9.769112512890793,0.0692897127155347,11.741439303581764,4.979540663478529,3.1267746702500507,6.874777297120542,6.729052389893858,5.059848437183862,4.505516237558699,3.486032116845323,1.0773113714848246,0.0,8.133631335417352,5.786648632503334,2.1552311162992788,5.006221712561392,2.472071799416068,6.683282391938634,6.845886423995546,9.70333122549246,4.845921540406617,3.4236588413288294,8.484675496255374,7.603917821530077,5.873207848012296,3.913071307862046,10.096157468136628,8.850784111658168,1.0697021666300677,0.0,6.125469265667378,5.249418792825572,3.7411217769441,2.997183998175296,7.553758295609453,5.260515004994406,7.931964289001335,5.5267386577413005,0.140647793154842,7.487434093154263,6.196176201226148,1.488874866614148,6.6930436265657685,0.2637555730774481,4.503787583572791,0.3478923881953377,0.6408985206429528,8.294544477010286,0.2916035580305647,4.773853946864675,8.933589751279696,2.952147159619521,9.3809322180195,7.652549593520193,5.426076856600817,5.759643220430842,11.020031530823449,3.5422332822574814,8.745783887362583,0.263154625411455,10.509647055945065,6.44519367101397,9.21498906549784,1.6997292933866706,12.730964933237487,6.367163104064376,6.506987456436899,0.0282862430791099,5.192162596118672,10.947174397873209,4.887188927626352,2.330328927302326,4.191996846669772,7.617317586197431,6.438346086576326,3.2173858363800454,2.6580514918565123,6.592709673656431,5.087581646538262,1.6825732973475784,0.0420839586712524,0.1416943619645309,1.4093637792695726,8.040065558399252,3.404494445958774,3.845429832851152,8.116036153461415,6.046115582344347,12.558099443463266,5.345421214968078,9.085220148064831,4.958429754875163 +TCGA-BC-A3KF,TCGA-BC-A3KF-01A,Tumor Free,0,66.0,female,white,Stage I,G2,no,No,7.313862566425242,10.844278070208238,5.486881669624143,7.894503730800149,3.2839513961316222,3.866957418524278,8.244551266257519,0.0328061450832414,0.6823036095178578,0.0,3.029647234550664,0.9961717835115194,4.693425624232523,1.5769090620680206,9.77350618166086,3.3130136085415853,7.422664432527278,9.75983759648808,3.4822416558443097,0.0,9.18856337888631,8.016528633977721,5.919609430297168,4.779144132016992,4.381664071920652,11.06942311525367,7.321924488145251,3.2908372174592304,7.985701359868564,7.257969518121029,7.857596017805982,10.087127587864304,7.846221876217754,5.2197493545467255,8.278746794671939,9.15362802768932,6.700063736118151,0.1083571780904185,1.718043732380979,7.672452215452358,4.568007775813347,3.9776645908907806,7.387072980091077,0.4398890476197791,1.7573646723854912,5.483535270736912,0.0144981269993528,6.219137536074872,1.3005923412578195,1.07368315361644,0.8779012694355401,0.230571941904652,5.762455126763214,0.1127668454284283,0.0,9.315992737529902,4.182565182221083,3.792199432805435,11.041020610948651,9.93079025511949,11.690001464623547,0.0247451901971377,3.9156929813486543,0.0360461001568595,11.407721589364696,0.5403249060307437,5.621234304795515,0.0736831536164398,10.399468063565076,6.469768785094541,12.110159564308374,1.385872751779508,14.802192227189344,6.2820987370888535,0.5717253438910005,0.0056155674069098,4.566346354146252,10.904453915996012,7.001498272051503,3.6140501755893615,0.0213375829656949,0.140647793154842,8.00828910811526,4.267168710576375,0.2526578641941174,7.420072219301774,0.079019633034838,7.244132604788987,8.369084733171775,5.35468135428571,0.6327335259505353,1.9028068031432648,2.5017448494649144,8.786524813419662,7.98798191178508,0.6036916171155731,11.592245569770746,4.903939672854444,5.10129709027942,1.3784561339158168 +TCGA-BC-A3KG,TCGA-BC-A3KG-01A,With Tumor,1,68.0,female,white,Stage II,G3,no,Yes,6.955752185605648,1.4833643607133495,4.348338662507135,7.562861352644687,7.950338929725776,5.517918147931903,8.784356748283168,2.841067377530335,1.74226496704013,0.0182068566533118,3.1538701748485525,6.725235361255775,3.1641748371335985,4.537724711235246,2.179829490851302,1.823993864171393,1.8655625495693204,1.131589484328135,6.653299395169263,0.0,10.225849094654924,1.04942166633415,5.810774690220393,5.286127083470533,3.115399531749256,8.965679829759814,2.697084327658712,2.6468308435513594,1.400647220522828,0.5850586771847023,2.5315436571111096,9.087332091087552,3.9976266188690928,2.51891275841658,7.263229757560606,8.511977143364595,0.2584586227179007,5.334393076544729,0.7616256922024834,2.5106581620300443,0.456070160781307,3.410775259008242,8.348415683984191,0.2637555730774481,1.4974335344327323,2.141040345433593,0.3863695190868744,3.1100959291034203,0.1574318270041882,0.1418251297000284,0.7609447741764442,0.0,1.604118779962047,0.3684890006451035,0.4709272574751268,4.6477462172080966,0.0810668804918885,1.034427032142366,11.16490315656177,1.863978084358697,5.466248615792407,0.4410584699932139,1.9596588890925983,2.7001289503560915,7.863650452417542,0.8933622107638715,3.0793951792819985,0.107553970289646,7.361277963260746,1.4488481042050354,8.227071009556587,5.317340251070322,12.597064008570548,0.2319238732937632,0.0747794264966133,0.0,0.2957230245399684,8.599794967699673,6.260620381526093,1.840483376068074,0.5833265191100258,0.2031384971908485,0.2663967730245536,5.8120822995537935,0.294194309759318,5.99462045217087,0.2047667506546134,6.215208751271186,0.4986593604988815,0.0564448010196681,0.3737317223787288,6.395768889006974,0.7031006996041601,3.8884607695580407,8.338205997184788,0.0,11.291581285093686,6.775637932835306,9.043889907708303,0.0997664862929298 +TCGA-BC-A5W4,TCGA-BC-A5W4-01A,Tumor Free,0,69.0,male,white,Stage 0,G3,no,Yes,0.927744782677284,11.943571031784698,1.5009040067013038,11.201531989287837,7.952555475501619,8.272445966687256,2.1017509133234324,7.245208509941473,0.4769519125238965,0.7988385441040987,1.5378924068909576,0.0,0.2985410185165308,4.775598429707674,0.8301741804324109,3.9385963190388806,8.41102534724713,9.421963395408913,0.1746620795335882,7.317908200661027,0.3785116232537298,9.741695675888153,1.1047392162162375,6.6668133897841,0.5996034476029093,2.5761351099738774,0.4860449925903496,5.479547474284337,5.013658774538987,7.210380096960243,8.82814219782652,7.281131630700668,8.721606435883803,0.4045761904579163,9.821245906774845,9.26731925583968,1.83361877072556,0.0,0.906274914369733,2.7616682389102705,7.482184368018908,0.1829464945111019,2.761966030736944,0.0,0.2478060182192188,2.36300282298868,0.5561105525814631,9.434186803840124,0.0963968041871571,0.5612039207699201,0.3573830938475951,0.0935601761623378,8.588846158407575,1.3706106934905928,1.5451281993165435,9.423129780127434,0.6507645591169021,6.104810490540462,8.7535978511785,9.762907027694787,11.79037582705127,0.0,3.157124576435273,0.6708403358815619,11.224028513383786,0.0,8.154023648760717,0.0,10.200741456714203,10.158433979221227,10.381897633199536,0.3427822819561278,15.636550317456845,10.717020978808431,0.0,0.0119249484797085,5.5484397073744605,12.000952617900651,7.377618332397732,0.8893956621542439,0.171847313573341,0.0,9.093366854581824,5.322890772569211,0.1129002615325498,7.435014284535999,0.0837920324938864,7.030391259959479,1.634035597375462,0.0,0.0,8.486561537070934,4.409126134865337,8.15604109717193,10.698910292582251,0.0,14.479860371538845,3.867461613657127,6.598250554633979,0.3453963753912677 +TCGA-BC-A69H,TCGA-BC-A69H-01A,Tumor Free,0,64.0,male,white,Stage II,G3,no,No,9.424964485224796,1.0751903141552193,2.5375197234033413,0.559638644922725,9.40050206669024,1.7025688958108718,5.403581317610809,9.676414813156768,7.197416248025857,9.898664716472014,9.021498327307436,10.06425235368139,11.486328229911772,7.68147597123085,2.6726290021898262,6.156823326498339,5.917446077241991,3.773300120072337,4.289332827552519,9.350430503214533,3.948965212789796,7.508245610080025,13.816359126645931,1.0413130823286318,7.406836803632252,3.152783740892268,0.5292712437059316,3.3217982464904168,0.301821736339363,1.4637270719885107,0.9433587626778102,8.801167711719229,0.4385057797827492,3.5107720784927263,5.485436488042187,6.490701686940439,6.779741676532222,0.0,8.35793549939837,1.1378969323896189,5.337118766353831,1.2049545078560435,5.1622906135458,2.1737350927582395,4.3463541635995,6.322948440723998,0.7601783570543852,0.0820212693455023,0.2319238732937632,1.2908372174592304,3.825368426832199,2.2910141014173027,6.147337229531752,2.113033665299892,7.34226227284459,9.385560675465628,6.395686643936996,0.0846085753178094,5.354649621944192,10.273163844828082,12.733047023332093,4.027118656196106,8.535126821936153,0.4646682670034442,12.728986132547716,1.4158668105232148,1.5375445719645746,6.996600027946923,9.18851763637984,1.2332745389909343,7.416137135064636,0.0728604019312449,15.238701809269086,0.8495990111514515,1.7124196970805172,10.239354479546355,10.623239265513408,7.907788994609591,1.2029505034834411,5.455820365084918,3.3151749280999576,2.5124797469196327,4.15514204630478,1.1142337444270878,1.975960284678532,1.890680151072058,3.934742936928319,1.446520920293185,4.347261701828621,0.0,0.6555350163521044,5.209601526700684,3.3234709532989863,2.87964695957939,2.461711896866104,0.7628165259811057,9.925603097559272,0.7601783570543852,1.259965416915083,0.5272705568773409 +TCGA-BC-A69I,TCGA-BC-A69I-01A,Tumor Free,0,69.0,male,white,Stage I,G1,no,No,8.74715709255213,11.57423607310001,6.929293920693217,7.483374035406238,4.213852719748974,11.052764472180773,12.69549790148031,3.2370741713021576,1.7046064133237402,3.700983400738143,5.072800391263074,1.0328061450832418,1.6037390859003395,4.243097799545126,5.738281453121632,7.129281986448141,10.578193310472786,11.877003313714477,7.510283914783013,7.437326794267496,9.475467561540928,3.5385133321761613,3.338067797542615,9.800385160613237,9.560236141741692,6.185642593122808,0.1195553846952824,9.825484504670731,5.355322903024871,6.061089242111254,10.03773541170887,2.866769536061723,8.906556031905934,0.0,5.075558301669238,9.073834957872714,6.344862221019833,0.0,2.250567506367573,4.125237804887018,0.0942360698457655,7.6177142910450275,8.439707070714114,1.285106251061254,1.7652801306537145,1.4147850055528428,0.1393385136014288,7.155864569204936,7.81779527073425,8.578608938097858,1.0471195485685507,7.038148614886078,10.65938658624606,7.386874735354181,0.6104165971489052,6.125816387225187,0.071350804128843,0.0889556823082184,9.851352401896673,9.76261906308703,13.158366915099812,0.7629865648805764,11.820908384298644,0.4497462390210094,11.99470346010297,0.7542889267296841,7.203130664608776,0.2121335075337561,13.251050513859637,9.376079361250945,9.963748215774238,7.593944563303684,14.109812922403288,4.850324379478768,0.9855732918508658,0.3928669162307998,7.223755574790752,12.407596502964545,4.955350005003246,4.054822435333856,1.4141355329844512,0.695013872632582,6.521653828266628,8.659201032082182,0.6231177017471251,6.081071142559711,0.4379734003380242,6.552303286645494,7.060294947233448,0.0,1.0062621131848415,7.304560323314011,9.860490003194965,6.627434661578837,8.34393097089457,0.2744107693178379,13.568036310028084,1.6029319040696397,9.106383655635934,6.591535810414967 +TCGA-BC-A8YO,TCGA-BC-A8YO-01A,With Tumor,1,66.0,female,white,Stage IIIC,G3,no,No,7.711849342090293,5.190452883710985,4.540981969792512,7.413851296770221,1.3039852676603425,2.1666190478679828,6.283429187094017,10.637779763945028,8.679315059828198,0.0,9.619642998822927,1.3349686509253569,0.759155833800272,5.076610399163931,2.348657345374851,3.345055675179296,2.5655240644557336,1.6102748437672252,3.036626410332824,0.300416627836874,3.779438338707923,3.336154825152464,9.705168404233808,3.553028669893869,3.835620955219561,9.553024636726343,7.765006235989893,11.06060008654402,1.822199872819968,7.309599131173284,1.5906259703457477,6.882234635504223,3.626544268537643,3.9577474814205016,4.701288438989081,8.018128390080077,1.0612232024993236,5.0360197168745415,0.4263184353793338,1.3677065371163564,3.886793989975289,2.9962983491894764,0.8215469588343315,4.267243633977422,5.894167797975419,4.167959995592992,1.335711910320462,2.437840274774736,0.1609201881811029,0.1236661964538197,5.465471718463367,5.576779091311703,1.8656813143391664,4.3409894599807926,0.0,8.782361710652994,0.1929516180698496,1.106147279714652,10.04697990814441,5.143446481987162,10.550603759125403,3.937033595383391,4.717440637959409,0.1828194016122056,9.115057699783508,1.8092497906131573,2.8184415757641648,0.0398402645317911,6.900016635094528,6.23567154104664,10.834474684370218,0.6215244436714578,9.75575152457838,1.0582472168546626,1.4178120176146105,0.0059029568582364,8.57614720616894,9.682193683219454,5.249088795102151,4.471395588932214,3.1731274334806563,0.819259430117637,8.627742522119938,5.436828118844553,3.641488227647548,7.481700154689173,3.638363505897863,1.7739963251111732,1.0399805976908814,0.0,1.547153658812569,9.133549912050729,0.2266318318078906,7.065625084799,7.497453494369402,3.4123750751200137,10.647215468385747,2.586572611372252,7.644153354346248,0.1672294540716685 +TCGA-BD-A2L6,TCGA-BD-A2L6-01A,With Tumor,1,69.0,male,white,,G2,no,No,7.893019335778962,4.502629752956351,5.250980516358449,9.555231014988175,7.089913340485162,1.6771248256976208,7.203777688348172,6.850098053680647,2.4729296103862746,0.0,5.687071889344864,1.3373685719365365,0.7069946157086512,1.2210727825150631,5.507090560070502,3.923767210090828,12.43585477868614,4.411765185006983,4.74606011141619,3.8588662397433127,9.522912008851996,6.201437829504034,4.453339782928856,7.32527127079596,1.4866628932526136,9.017048345536589,7.171530108314493,10.573597960838448,8.230890355134832,9.538237247459271,6.460568932003764,4.841706487465818,7.403915289786049,0.7081430824746405,8.750821191573106,9.207582254291266,8.250422545932663,0.0,1.8904466926799053,0.456806149230474,4.516065590004348,2.6023618566308544,3.425875510046404,1.2620722883984103,3.016353683577835,2.544435927210704,0.0,7.255523393101962,0.2161133584463012,3.967906370290146,2.2817575885202954,0.0,9.502518374104485,2.069633432499137,0.0,8.654142635541989,0.0467005867416222,3.130008304108606,10.204107451130197,10.091399814394144,15.459249557197731,1.2910730579176228,4.821271422097725,0.0850166734887138,9.811255226670465,1.02835697555974,5.228541666452871,0.1411711724607413,11.426166876685691,7.023758788090037,11.591469565219588,7.012440174960244,14.299315100170096,8.359647667759418,0.2773896988108638,0.0146409468817531,5.607167538972915,11.659934456209452,4.8792793633678935,5.744562087526708,0.9444836711487518,1.050188223311478,8.589644031323774,6.115008265322803,0.766298323984848,6.658357173310287,1.1352064994306743,8.033516608484186,5.761692170882008,5.601559846144573,1.207205690380002,8.705472386200963,8.071013394656239,9.723157320967609,10.105265698421393,1.0137838154330996,15.034854154234,5.958886744032832,6.551219142582901,0.066950243924627 +TCGA-BD-A3EP,TCGA-BD-A3EP-01A,Tumor Free,0,75.0,female,black or african american,Stage I,G2,no,No,13.271030008510428,2.931645240180398,8.58163972720145,8.319468458539985,10.419536890110106,8.085472990316037,10.709502943339004,10.153219122135903,13.12941249945476,0.1248574672557601,14.168426331401436,7.982394132988221,3.108139686795654,7.426182552293979,4.6998625246783465,8.165868737810628,6.441468539962574,6.383814866060049,6.379988242535375,0.5162169084249977,7.875330379245788,6.084853022982545,4.492269814707286,4.533731528247835,7.4366715708118,7.302199308872319,5.807939610301619,8.905785007577569,6.933137073113853,6.109097239350899,2.70549139374708,7.920199197977429,5.579717196158796,5.954354532779322,6.224727181825359,8.453861174295909,8.366404401804036,6.746225417304247,2.244765307569313,3.3948296455484024,4.021728446494059,6.4111177417646426,2.245404388631068,10.37144767236437,9.990645617558398,3.547190683429202,3.4804977960394665,3.166153037737056,0.3998820100266747,3.7281055431856553,9.466182326543592,3.518018899189656,5.137372363693398,1.854993016757,0.969528121567127,8.460443609287484,0.8312286931740579,0.8933622107638715,8.993899623756352,8.261043691805417,11.87551818689689,5.751128931654747,8.46624657616863,6.6793337113136735,9.7587728667783,8.284017121819145,5.73578751346946,1.6385836152316622,10.298259535430326,6.363796600056345,10.09090793264535,4.370185209233293,13.638029748123198,5.995029930489182,7.791838810305108,0.0097771216115299,7.967720236055927,9.75842094702027,5.330526132633755,7.110842405488535,6.199299355049527,6.080924093943203,5.801557049855156,5.001243788166192,8.59013302541052,2.621360331879316,8.145965761624003,3.927668941171634,1.913684096122984,0.0,8.151481882077512,7.049657992238275,1.4945180163487668,7.231501530809123,7.425377056449893,9.119209347539783,13.52988880302703,7.263143355251604,7.143726052496735,0.6149453669368705 +TCGA-BD-A3ER,TCGA-BD-A3ER-01A,With Tumor,1,62.0,male,white,Stage II,G2,yes,Yes,13.479318689432503,5.351691926130522,9.95664579331828,6.86141077794547,9.514051820523118,2.753668711678279,13.80142588430891,10.821831369803162,7.1639525221400175,0.0340748202705722,9.587005059942337,2.996099455281444,0.7216788852094682,11.471270644269444,6.830013147317512,8.715294181841998,6.541638734436141,7.626289456623501,7.178750489033128,6.711521062143695,8.730585955727397,9.309677339433316,3.5085047152916027,8.602384499529025,9.554087274491966,8.10516576148555,6.554017799786287,9.69895151837584,7.831662568611456,6.708345901673535,4.5603848085147805,7.061175669591855,5.788680491012772,2.523888093721649,7.059130271641032,10.088952503180511,8.236168741000904,6.118243428482619,8.870793148720866,6.879867472356503,0.0322419311374938,9.084692542446636,6.548553761845568,5.44614041256557,4.438878328536502,5.046883897511883,0.0528331997629445,5.467060972575854,0.6700245113260025,2.0032064306332487,4.422468496043936,3.610357534932516,6.345174574497153,6.909665113944285,0.0,8.963458517814313,1.029770897406524,1.8898239522096048,10.085576823404706,10.309058491576783,11.95781076918741,5.227459993970516,9.749908803553398,4.018153433067125,10.14752345312563,4.454583897040783,5.049116672470234,0.3138262963903978,12.57685928540745,6.388873174023362,10.746088251713507,5.602156940802108,13.81796567508907,4.128095396337518,3.435721926202065,0.0308304301532745,10.679247578147011,11.20301427232363,4.005570657633281,6.994538995110823,5.448435170833672,3.455097028373406,7.967384788042338,8.472297674119588,4.639915139663385,3.504226298526894,5.058437725374591,6.236333798381906,0.4625758880422044,0.0636409926426958,3.4627067506701583,8.328942799484105,3.417542006751048,7.162622947063371,9.18531700769516,3.54816532319767,12.711744224933527,7.170792361425764,7.523103200191729,0.10929368902294 +TCGA-BW-A5NO,TCGA-BW-A5NO-01A,Tumor Free,0,50.0,male,black or african american,Stage IIIA,G2,no,No,8.004451391423537,3.4757074946426387,3.879421511676222,9.834371495851071,6.434139463180058,5.277493850015087,9.08266799880342,7.656163116419743,11.041485169097832,0.0,12.205771932534793,7.208227528997987,2.2805109688542555,5.4162182225509135,4.723116183669194,7.6539757460261555,6.899233646540823,8.837804829848876,6.835619692090339,7.507145281313587,9.85056676504154,5.354148863708867,3.94958162142144,8.415047924967054,3.3437773323238025,10.381608811846164,4.420185936691721,7.045859022387676,8.49958203309,7.25967359843097,7.697258121797978,11.17763580145029,7.461963947745786,6.30947271583484,10.883869201013283,9.161556439049452,7.0139992622629,6.947202091620128,2.4846279712831607,9.660190081449258,4.128054141943383,5.075079043635528,7.307887491509942,5.770578005824358,6.603888899008723,4.496308944824729,1.060047383669939,7.497787183608494,5.102204593654963,1.6787480099633567,7.192164569211703,0.1469158480872752,5.282847497792745,0.2026371261898376,0.2303260000286918,8.487040100915484,0.0688771408503078,8.445770975904363,10.51931102014512,8.310115590996963,11.83053065585255,3.760380645565345,5.81058705767919,4.5743619207176645,11.308301767621453,7.1105334215551945,8.088902695931825,0.0,10.914787984001826,6.17284750429357,10.824602794730868,2.738832675569708,13.854156880117849,6.695054252646286,4.145326927379752,0.0,6.594341027785255,11.45047215970746,7.737569145606905,3.987857455960704,2.23569642904493,7.009673005010447,6.404688581582038,6.538553683071297,7.7100377097606,8.693322815465402,5.738870496839585,5.897743828624519,6.208351427743567,4.441682659735411,3.975960284678532,7.007469120970004,4.194898655020482,6.484866385878582,8.889543509596995,6.50505726582776,13.078492222954257,3.875721096126067,7.034356596646641,5.017694799236427 +TCGA-BW-A5NP,TCGA-BW-A5NP-01A,With Tumor,1,26.0,female,white,Stage IV,G3,no,Yes,8.333241685756075,1.415217824888839,1.0434844976035795,0.108223341173871,2.1842485516050294,9.131645812782256,2.430499386222592,4.782822651237705,5.573944026484178,0.5860200893493561,6.429622658826764,6.428802335988149,6.987589185892113,6.586102680819783,0.3836075336338514,0.8196681834964556,1.4399422237514776,4.414345290466184,5.988471106658219,0.0326651122818301,4.869950347658999,8.746602324531336,7.806363372614468,3.026959366564558,4.719528462956358,0.6851776838860785,0.8154114769286626,0.5573855814235251,0.1717192390878479,1.6067264750128127,2.7649405731256063,10.434557029296595,1.798133485496827,0.4541758931858021,5.574722181617742,3.4064414306858564,1.081407806135862,0.4638316795396487,0.8206487193571882,0.8447070196109923,7.473527177156759,0.1934563657495854,6.009120949544903,2.755400369229264,4.4519232152106,2.6217119771490243,7.197697347530164,1.2232371810620493,0.0,4.057025632777417,1.899639693651047,0.3924273382137218,0.9911726092527212,3.319487877703456,0.0,5.209059495114096,7.597984738441908,0.0,3.1697486612718624,8.801205874088021,11.652346753957763,1.552032711374678,2.7744813603209404,2.0180643893603616,10.230322517152237,1.3054452785535526,6.0013721617545,0.1104968819174023,7.155946513239657,6.131988623025169,7.432092527989156,0.0465609057577411,14.444027538858355,7.462083411026925,1.0356239097307212,9.400194847403306,8.406541346983902,7.4050614530511805,2.544262807267988,3.285668537979558,1.544188606646971,1.2808375686117712,3.432505153997391,1.020555538080226,2.645079076738577,4.175652338216451,1.483054736280164,0.9917531122445143,2.917775440601116,0.0,1.186880831347234,2.455991282602254,0.3679301414318828,2.9111163063782195,6.268346430814257,1.5328156441081726,9.654413521303695,6.808870243890048,4.584986545438132,0.0315363532680532 +TCGA-BW-A5NQ,TCGA-BW-A5NQ-01A,Tumor Free,0,63.0,male,white,Stage I,G3,yes,No,4.258157074937423,2.372729270659724,5.024882567989288,1.6280269793860935,6.0746253134496015,7.63907801474365,7.698417140769484,9.517766614236898,10.254503815085718,7.3501683599943455,11.454564363195892,0.9981232763119698,8.986504229548833,7.76508051764767,1.814632450698633,0.0919367382105851,10.181640652586331,5.281839174864965,4.361992885921962,3.983540896647404,9.299026868637506,0.6721084800313039,1.6517290963572255,2.6169457600386603,8.667119704902104,8.194922287098555,0.1961033977148069,1.2138138461877488,0.3727292706597236,0.8993303347904451,4.636734812137498,3.051041409954214,2.1871342914745355,1.0767643003152076,1.7681207918532895,4.353718495943039,1.8826039248980253,6.563647794659849,1.6035492013894026,0.5182329722534833,1.8825256727871995,3.478389433902252,6.912555262768174,9.077279856414036,6.448253442700557,0.3511760027028115,9.966074381466552,2.318750669346338,1.3798981635246923,8.656443455510427,5.690020327779546,3.995538788516613,8.481530237995498,2.0923089374609587,0.8879930959764782,6.820078097908617,0.3842708925424149,0.0805212318314924,9.236159411106806,8.352016492293071,12.300178391010752,7.381316255053441,4.1265599380143305,0.0073390460081619,12.459166084008848,5.806406553675555,3.036643991846286,1.407950917238573,8.235709830096946,7.864155804396622,4.05955429211574,0.1064823304699812,14.393959244475225,4.23607161145556,3.7785029739179112,6.632055867739698,9.718191040999017,8.254641752912972,4.59147597014548,6.512666203077787,6.562718663970749,4.576558416467906,1.3549598637800937,4.369620027927174,6.483601372014267,7.181238741417861,5.718901336992771,0.2759605802780638,0.3828332292038235,2.6766510527411964,6.028368027196586,5.415687692616269,7.753071636516679,5.1949025937270426,9.300369035102186,4.916591291143806,11.40531593782666,0.1972363549187065,5.790863245828597,4.478725943673964 +TCGA-CC-5258,TCGA-CC-5258-01A,Tumor Free,0,48.0,male,asian,Stage II,G2,no,No,8.07685406840564,0.6375638789354056,0.7945198406242954,8.739728638068431,8.287981042056789,2.1035983478839566,4.748922735719652,9.774244794224538,4.234217720034722,0.0,5.891919765723741,2.923605597140339,12.927143458900082,4.7023361699940365,3.635510632988197,2.4780140034580067,2.259151943512708,5.460211774522635,0.4909808036743912,3.330271553416697,2.939076093213533,2.307078738539816,10.539834528319156,0.6975959177064015,4.042521773157678,6.777782645095687,2.0373822220030804,1.995195046319361,0.2871176357881811,1.4744620024436523,3.03128931946683,9.415201131628676,1.3207157217849952,1.0721058004804196,0.7739119545131264,6.134787718833661,5.985614274853446,6.412845869457049,5.977696641877528,0.729008870337863,6.641463661334284,1.645332753624862,6.106155656931938,3.0092575833474418,2.089532048350667,0.0569996303855637,0.1127668454284283,0.3843814227122361,0.0840642647884745,0.4210482124235619,3.778124451785633,0.4792305612063361,2.433386809157736,4.042863176247121,0.0,0.4313555215735165,3.348968878349821,3.287354085029207,7.915367922988553,9.97883842291197,12.156564199968306,0.8304175979478314,3.1950168115399853,0.2330290574451848,11.312569032884078,1.9573574659591804,5.185815019568337,5.027782173750914,8.699286835595336,2.711737170971208,8.535601210023824,0.0297002342154198,14.501750017370798,4.828174574649441,1.855431641031734,8.250235876076058,5.944975542925487,9.088599576451646,1.4017396747934818,2.302757715638036,1.9865201572404805,0.1610492249005567,3.843682413875369,3.0876155891093364,0.7713785394845297,3.124030300239116,1.2464688950287752,0.1540646736747165,3.2981010696304898,2.067225672531971,0.5479433112903502,7.2506271917251155,0.9752633216784936,4.863710534166785,2.4216407281766505,1.3213509014246168,9.72318309519173,0.2943119607311172,2.6754772306094066,0.4839834103005731 +TCGA-CC-5259,TCGA-CC-5259-01A,With Tumor,1,60.0,female,asian,Stage IIIC,G2,no,Yes,12.299579979654162,2.5895477855555984,10.544889688820843,6.472921489567982,13.203590955493846,8.209473836156597,8.323169630783376,7.481751004725741,7.363069425928415,7.859385695015124,9.145740113259402,12.160793912561974,6.917801690966802,5.539180528934427,1.1578198394788628,8.823092687847339,9.797786013717666,8.8229859742269,1.2780442386521538,0.43349363984688,7.087293102437168,5.04715882000271,10.308348814946408,2.842516290945895,7.80434595705029,3.3927432984503736,1.4874863493485362,9.022580317454247,6.293177332021958,1.486611411637503,5.598945763720949,9.531924708369091,2.499093257585632,0.7038094665262459,7.793943988917435,9.436935735764038,3.722586244048753,4.47652426493729,8.399705168175638,0.9566514555710608,5.590619982655518,2.694991593520524,6.899110359623832,4.0307774719925415,6.324959976536148,7.517260730683424,7.855058445032887,3.3442319840116803,0.8523185125050438,0.0411027718191281,6.094628787580708,1.997147859877863,10.638730486948871,4.704268871548721,6.382240121359101,9.554947754161963,0.816558749387444,2.707944374793103,10.237289324728389,11.890029724997213,15.625856072624694,3.1224573751352724,9.707009633116794,1.97342759800431,10.767366372736264,1.6726516293283848,2.5759657525930435,10.283038679923884,13.315275297162156,6.067597847967274,10.119539692902748,0.1526377396511124,16.97381961872429,3.711186511391826,2.191720555264028,0.0229004021100788,10.663216068457595,10.534815371335172,2.7249339811350985,7.155385963539966,4.521377442685355,2.325961996171852,8.020279388305767,5.72033866748803,1.9429460763717084,3.740927560318628,4.463628995520184,5.956563179974646,3.9012627402347166,1.9679432485263904,2.359464945830816,8.31904794696207,5.8887115944825865,6.281499819526009,9.7968760969482,2.1479253292364464,14.384594714445402,7.087778926564452,6.641511348501436,0.7870144737734286 +TCGA-CC-5260,TCGA-CC-5260-01A,Tumor Free,0,61.0,female,asian,Stage IIIC,G1,no,No,10.739093183228595,0.3120842615147539,0.15224833075742,0.7608596368219074,1.5750702474515488,0.1218111511419866,1.2151815654533151,6.735374596775955,6.08789558485431,0.0806576633452251,8.70925720131956,0.0899048684213355,2.958118826718208,11.711652348674658,2.6200467650494472,0.0429244451738409,0.946431437103716,0.2516887994786628,1.9325903649085177,0.0200576523412534,0.4015212501086,10.428688981757151,2.9542335407462503,2.7367996746959515,7.065857694696391,0.3478923881953377,0.1565260585286561,2.523662313960493,0.0367494764278682,0.6981295574538909,0.3896769369519618,1.5716282744180698,0.0813396274519387,0.0,6.952018991006105,0.7734056272825355,0.1783640818468032,5.386328128343922,0.7937710585442241,8.653717136582946,0.2782226979915282,0.1997508567158369,0.2637555730774481,4.29958902276289,5.584355238771116,6.555570777896172,0.5785040281880037,0.0640550644104433,0.0412429822318813,1.4185138094498695,3.889989393866611,0.1697967561832485,2.508530068653714,0.4226635916550217,0.9261512731998968,8.391439086603615,7.480128570194738,0.049909522443058,0.6559928839623103,0.937118364778296,2.6811118848618736,2.72850830106456,3.7991080343021184,5.165686877029875,1.829646634879044,3.195142834495495,0.1574318270041882,0.2087669474214126,1.282795616017946,0.335711910320462,2.2859939723737805,0.0381552010259688,4.4327924190195525,0.0340748202705722,3.41081595428506,0.3263072348862718,5.644202395041567,1.0094188393833272,0.0594937253916715,6.633838037167046,5.481441033810774,2.625738061908648,0.9131096147547874,0.1191569418736321,3.209562538420153,0.061292338478294,4.128054141943383,0.0230423926658638,0.0848806535912964,0.9738683847602256,3.2893180708639025,3.508897642344436,1.1660726759467055,0.3304436682290092,0.0889556823082184,2.9337992217822952,2.4640408718898867,0.0632268019969813,1.1613717662153409,0.0257375614136082 +TCGA-CC-5261,TCGA-CC-5261-01A,Tumor Free,0,44.0,male,asian,Stage II,G2,no,No,6.320750014190616,1.803309709999656,1.95497794624296,4.484640859565931,6.115076952746719,2.222804561045261,3.2932380397802623,8.022596961387686,8.867118705987888,0.0,10.635908532628807,6.651889789888133,7.809303176463582,4.636584021518992,2.724344676123024,2.789332794798953,2.326623631148314,3.481466867264216,6.874521578600167,7.016178711959774,4.560849436727096,8.385902942174615,1.7351755422538109,4.5570485439467125,3.528633825967273,3.0233973079277807,1.9208268271889144,5.19142447002915,0.5880369718706062,3.125370072737156,2.2168583597749603,9.02846279150716,2.221969855910087,0.1171630754657594,10.486460073205633,5.676910519107828,0.8020691088045481,4.153699966863082,4.681376172911855,2.315971913141885,6.036318699159079,0.6996404656896384,2.6540917828418933,6.350762424006282,7.139520656433072,4.052815814438863,1.770152458962194,3.521578455631796,0.943583814552674,0.2791741084890467,6.191503432033515,0.0229004021100788,2.590937295997976,0.927744782677284,0.0,7.574118920865257,6.782540928222146,1.0755326311673576,7.800294229053905,5.4874606234586665,10.515104209462429,4.100548810994264,4.25180996817154,4.2819726698412905,8.19343024544687,6.041104962711625,4.827692021224404,0.6779817338547008,6.895240810997906,3.106499080965356,7.955791700193653,0.0772429989324603,11.2442387683777,5.48713901112316,5.73140592956802,1.93839871858294,5.384129263385672,9.266363272451322,3.8643743638318497,7.519164449806069,6.672917471626925,4.924888495417221,6.924232934384125,4.788800537052844,5.854793597993687,3.3894842123538904,6.379963991047315,3.422851934800716,2.306524736172853,0.0,4.745441726343603,5.016687965244918,1.298951516468052,1.651591344797654,5.626167510645067,4.934908023629782,9.815758571881393,5.695865790508734,4.447374216147695,0.0524158941511385 +TCGA-CC-5262,TCGA-CC-5262-01A,Tumor Free,0,67.0,male,asian,Stage IIIC,G1,no,No,12.92405693173832,3.3992668144858667,8.460443199718277,5.7727091370619386,9.087341639167848,7.044111017329286,10.16656670455773,10.852210817281954,9.071823795515634,1.7950188128592286,11.03941637276981,4.123964106385428,4.2430749435822674,11.132931381095757,6.288450850377981,7.494257186871369,4.470797138418363,9.639694690826229,9.93279865210166,7.579375530026731,7.544420470917538,9.832971796203742,4.133900487849254,8.929041766162499,10.889218514273288,2.849599011151452,5.844563919884288,9.57632863692556,7.313179629984808,5.524765790386697,6.493825034267485,9.26863205627988,4.705507981946321,0.2860531343774751,6.899808846223674,8.559556436296985,3.2267705339617487,6.600259344845461,8.547815716071938,6.862058303808254,1.859174455866436,6.017391931931298,5.908378208763792,6.619549467365292,7.404850341314816,3.5757600776138063,0.8705028171143799,5.123086750981061,3.861181221039845,3.890436964427006,6.976141348248349,1.6724253419714956,5.744527106088876,1.392976789810754,0.0268708647247451,8.512519252354927,3.6974179939174494,0.8965431158558993,9.53754923102216,9.393461249664488,10.989250223126689,4.804415013729932,7.782097266744052,2.277895505671178,11.694510855284625,5.737126986646183,2.495413758488912,0.787432464516868,11.541958537556273,8.303378929049064,10.369433329900437,0.3298698723176592,14.704956235604207,4.4262915952903885,5.394627319658844,0.1984941536390832,10.538844059833664,10.265407241242276,2.2866150524432056,8.447456459766741,6.626811444155076,5.086796501741229,5.866880785211344,7.0709871066621455,5.580950442876468,4.332536088761395,5.631450650609985,2.277776508245323,0.7103491060869701,0.0,5.196241130988139,7.428111396291227,2.2967510558641955,4.952766868989968,8.044041053054862,5.324968974422731,11.978281840664197,6.921570815479406,7.278075842435327,3.329094885656815 +TCGA-CC-5263,TCGA-CC-5263-01A,Tumor Free,0,35.0,male,asian,Stage IIIA,G1,no,No,3.8889867211865576,0.0799753767205958,5.183593700257722,0.3336527147654136,8.746287570106315,0.3544521605795617,2.303634645079009,5.686032625933326,6.3615806424779455,5.613973587380225,7.5076606694390176,7.04724608602929,5.316536781322629,8.076642997653213,2.17283950551864,0.8385887791425332,1.97317041018994,0.0492125346325602,1.3907777267512005,6.5710168899895125,0.2106382283801502,6.068458001750694,7.88897820035032,1.0503275535584249,4.98880736743339,0.5438917659941854,0.9261512731998968,4.550759096328399,0.0465609057577411,0.921360156934695,0.5806279104572651,6.416265521479951,0.3105727945971542,0.9489745542797708,7.891250263032806,1.928616673551629,0.1708223991951752,5.284099506128045,0.6985741065101584,0.9786349622864442,5.3067580262573895,0.1528972871989724,4.979129051602883,3.866996969609311,4.099993656525446,6.145681530599599,1.9363646843511204,0.230571941904652,0.0777898886436676,0.6978627622537061,2.493570483826082,0.6339426312356038,1.7022142510104408,0.0593552776164212,7.21890513195676,7.476639288682264,4.504963547766463,0.031959741397545,3.0639860607016707,2.860704618728785,2.460192111910063,0.9383987185829392,3.747505560453717,3.315537248608788,5.542056801444213,3.6928958193088017,0.2011319669078869,7.521007537088653,5.8517215612488,1.5889004876991326,6.789120176165029,0.338452940355049,9.626609789542028,0.8296060464605546,2.195158586590933,0.0053281206952817,6.671783058287399,5.147477662667276,0.3501577494849929,4.407814992174086,2.465164761375743,1.6013637313053688,6.508875463828419,4.161936040059425,2.504493277108445,4.034858374533871,3.000180325609996,2.8069426645777624,0.2207014165065201,0.0,3.401616814977372,7.938281086413101,0.5008020530571576,1.1602102798507896,4.709869582919835,1.982108298113937,8.433147245964072,4.455116760549592,3.153075699055925,0.3701642805402099 +TCGA-CC-5264,TCGA-CC-5264-01A,Tumor Free,0,71.0,male,asian,Stage IIIA,G2,no,No,5.064598353313314,4.160863730986963,4.257968575562889,2.034532678938597,9.066911238553052,4.407651865190546,4.854768668709999,4.604391623358155,7.301882081441403,0.1587247962974794,9.085965268144966,0.4752924500365287,9.313658535617106,7.222117703470205,1.8287534257859663,7.355848795420977,8.50427596346183,2.1268077031420347,0.5529672108798451,6.1539005670186695,1.74712956067177,1.4293213699414415,6.78741287390586,1.1691553588308936,3.370010794180058,5.884585711264728,0.1897929378202589,5.266617904146235,0.4985572480990167,4.141678015164152,3.397227959323849,10.059803562309511,4.558647240699392,4.440905701583851,5.895091728116513,6.530164404461727,0.5931146964846151,6.100267054741294,0.963843998362475,0.7861781287987665,5.519560774725007,0.9882665854261732,3.19640245895775,4.5271016219326325,5.218785041825702,8.3888348679306,3.701116516270056,1.0071237237459942,0.0229004021100788,0.0882773096804518,2.866551957374768,0.2080177548958924,7.845148154436653,0.1094274266861541,1.9466185837839047,9.28174252235539,6.860883363046903,0.0904469802326513,7.421266225918521,8.229518708631728,10.625418083322996,2.524038593934689,4.015925689990254,0.3010022560328143,9.48962742594184,6.528933822337877,1.302114295105983,3.4429832937836804,9.526217127996537,3.2427244401349724,8.35498674238953,0.0316774964507602,10.69539630608616,0.6730136152896087,2.679716541365247,0.0137838154330996,6.843407303877235,8.928415036396501,5.718843813976969,5.726874802327005,5.093057274820275,3.082889895931828,5.73093335558039,6.148600635907137,4.191791606679368,3.858349084142439,5.181257628159089,7.8063292135460784,6.399651342439849,0.0,2.5163682109761374,8.297575246399134,5.398104062231662,7.526709710544448,7.193432709646574,3.351529394820257,10.759624080961002,1.4173259616694582,2.89894354290607,0.0142124448121047 +TCGA-CC-A123,TCGA-CC-A123-01A,With Tumor,1,24.0,female,asian,Stage IIIA,G1,no,No,12.444659924072614,0.4241696488026379,0.8693186948289048,2.8949923309695147,10.078497493339617,9.764955496766282,5.8949850577386576,3.6591253762281633,1.677350377195178,0.0,4.459975805483022,5.644107196874855,11.26909259887619,6.355640047012353,4.309394496481109,7.3176342019411456,10.714097032660575,3.792334805706692,0.3635635937971891,0.1234013359719139,4.118077272974893,7.2319430677420415,9.966098902142717,0.6246156331376462,5.7384219808059935,2.961345504033259,1.3103401206121503,5.883830949649495,0.0,2.467879391625266,1.834711215804725,10.27353267380222,2.798548267582626,0.0915305931206165,4.553237610959863,6.755105225818685,6.160486620922877,5.922140748518094,1.6952811951448608,1.350610395199237,7.018865584941143,2.5661332129295102,5.895750969976557,0.4450910148440441,0.3927570342823945,0.411968510360133,1.7261336731818977,1.058801353616186,0.0437644423101702,0.8826039248980255,0.7011497932339987,0.8240753562515621,9.989358733621724,2.312607092878788,0.0,2.0938981625855515,3.793947889363501,0.1037997431576679,10.18470726658239,13.23647161579834,14.48383184000239,0.1669724724106953,9.66409843551471,0.1241957715871918,12.502247846803185,0.0,4.878107331580189,0.1686420355588392,10.815500740179838,3.950888283685916,9.576695397548876,0.146133828893375,15.963086801065629,8.869797394615794,0.0,9.509257401537084,10.117033950326848,9.481350209404026,4.92821870177992,1.1283593965287275,0.8275751682275984,0.0,2.64344063376001,3.855740591715029,0.0,5.267060064733013,1.1476974436138716,0.5731806027893732,6.027680454198802,0.0,0.0,2.057103637141173,8.298948309905454,8.307198076329936,8.549208244743667,0.0,12.386756395043196,1.946992804329916,6.058329484983496,0.6140030448649044 +TCGA-CC-A1HT,TCGA-CC-A1HT-01A,Tumor Free,0,50.0,male,asian,Stage IIIA,G3,no,No,8.757985300362531,0.356369213716225,7.903470362963331,0.2316781617985105,8.810921823326783,0.2561652772630562,10.62169760166605,8.675628597250872,9.682841530542024,0.3453963753912677,11.5199772801862,6.733256711330333,2.0718313020653043,8.802210991972837,3.8848518598523176,0.8543946777531007,2.8021932169418253,1.3538878362849074,2.353351523666315,6.989691949632144,0.191057239926314,6.256033147985632,7.111475824404963,2.032594590710711,5.597525215124582,2.5337377567614654,0.3056787432422875,4.132996265431258,0.0641930619274923,0.174406418529749,0.2558028366027179,4.280332792363861,0.0807940819582424,0.0640550644104433,7.418088726314408,5.9762376006418085,0.0207688650945718,5.770112805346182,7.143307696941417,9.019046626887404,4.207400939933133,6.069162945376276,0.2659169143669151,6.352205899209512,7.542313001160234,2.519239948661286,0.4182439299120924,0.1110313123887439,0.0777898886436676,0.1143670249520002,6.263449496639395,1.013855262507072,4.969366949486278,0.1141004515881803,7.063860983066675,5.940091559205326,3.2909846222636348,0.0,3.6515109836467774,0.9558335379895716,4.206424427815888,3.65897690792616,8.169645953228699,0.0119249484797085,1.5171244858056434,8.627315001365048,0.0472591754780128,6.596593803286786,6.10903035676306,2.8027515714766493,3.2090789961845285,0.1611782500798127,1.6217119771490245,0.185486004128078,5.666932658094633,0.0036022366801955,7.803311647604509,1.9583230258969704,0.0525550094341052,6.755746184452655,6.056674560938563,4.740744109495441,1.0314657764981894,0.2621925881725795,5.014743589939933,0.2939589790286944,5.594927684890076,1.1759397054060432,0.426103700685049,0.0227583975781576,6.424918729978099,4.528096176411866,3.2067057310799103,0.2176029765867879,0.0977456216385188,4.670228510719384,2.8972210604107254,2.173703117071083,3.9053027575924366,1.1684494922339246 +TCGA-CC-A3M9,TCGA-CC-A3M9-01A,With Tumor,1,45.0,male,asian,Stage IIIA,G3,no,Yes,1.8574635220432223,0.0658480033660812,0.2045163697027717,0.1127668454284283,0.777198757149517,0.3314759261231889,1.5718709358555567,0.3564819022568711,7.335891414371222,0.0,9.541710356365508,0.6991962451482441,0.3508366648108816,7.908547540788828,2.939019657473471,0.1343523866233628,4.108131321091038,0.5332643130717917,3.619788602396964,6.399574445047811,0.139207520271254,1.9151001728642016,3.2337500406540207,2.929696329583724,0.1729994725917622,0.0,0.2625534273192908,0.2115106628835391,0.1576905135820534,1.0818849667292274,0.1052757834156868,6.206039500454603,0.1340894809204231,0.0436244767470346,1.3313039344234616,0.1835817911178225,0.1190241031422746,5.384440138420826,1.1284913785104218,0.3068455003142828,3.6396605082935927,0.1385523751526485,0.1191569418736321,4.951205437424958,6.248244491871347,0.0277202583559274,0.0160683686276536,0.1687703835008204,0.0206266505899578,0.6472684531043831,4.551288367614586,0.0817486512341678,6.698354627533732,0.0465609057577411,0.0,0.2043911629297805,0.2461040098839165,0.0250287944915224,0.0255958358826834,0.2244107818707533,0.9156356234303134,2.9686068956307583,7.370118061934089,0.1475672070946324,0.3508366648108816,5.6047741103695765,0.0469799081444093,0.6610198602701642,1.2169824892687682,0.5400272692575073,0.5771508369744686,0.1505596765753813,2.531468799410177,0.0255958358826834,3.258488774029665,0.0061902890720698,0.6394174091458965,0.4148932225607987,0.0,7.513688913049707,4.89005264595728,2.7268094238914435,0.0980152338689594,0.0230423926658638,4.520799374405182,0.0817486512341678,5.543217463436529,0.0172092900322231,0.1076878693143733,2.304335805049502,4.008899172056638,0.1031283162172254,3.0368197951976965,0.0632268019969813,0.3346826799357211,3.5222566676267006,1.7267004532478614,0.0934249594191029,0.0851526805631383,0.8799409691262006 +TCGA-CC-A3MA,TCGA-CC-A3MA-01A,With Tumor,1,61.0,male,asian,Stage IIIA,G2,no,No,5.41322848836045,5.944628907882761,1.871922482149997,3.977215802295395,0.2229281800026127,5.871720462321232,4.995185999365964,7.5903198178361775,3.917336272743993,0.0,5.9992874934090175,0.8749936389329674,0.1163647566917846,12.138222482713095,1.888967244915494,4.468622413903644,5.840312158416146,6.188687741720609,2.8072930909451754,7.452504011484256,6.412664682628441,11.128675604650915,4.050580055339067,4.6917239807264455,2.854095415167919,2.1385523751526487,3.8254091346443895,5.95072035053474,3.143409746068439,3.280629740957222,2.965599607877287,0.9098114987083382,3.256044473826445,0.2420841705500126,6.984137013245556,5.9442657886296,4.738524665458061,4.5098288322735165,5.0015410569692405,5.523235744648567,0.1681285295769488,1.130601449790564,3.787599626910994,1.542158977177888,2.609093023624061,0.1067503150608676,0.0,3.178634976080258,5.093192526027563,2.406182891721851,2.4169748193944023,0.5285713188707577,6.43631844266536,3.087208225541077,0.0,5.423968035878343,8.009769844889012,1.0844044829343475,5.010009957355222,5.482467557490152,9.018332895087507,0.3960498576250308,5.039046248032869,0.0663992289113826,6.825472738301518,1.5466105219083055,4.264821639078,1.455018096969725,7.839846242819266,3.6375406947316224,6.738939383033546,0.1382902337799115,8.83685545095413,3.9492360914445936,1.4903647499859087,0.0,7.22152138893804,6.549364213627951,1.2550776820054508,3.5176410456881704,1.4724877714627436,0.50131174924366,4.789082345026307,1.6963054728172,1.2388479894378022,2.7165300360759854,3.16430358309365,3.181611460337412,1.7678242678770208,0.035201595718566,0.6866125768155912,3.118060656371583,3.145432909887669,2.5944052283547245,5.236052471857657,1.1111648890788894,8.880235224934777,3.0880737356756143,4.657840048099113,1.5933537709802967 +TCGA-CC-A3MB,TCGA-CC-A3MB-01A,With Tumor,1,36.0,male,asian,Stage IIIA,G1,no,No,10.794464442763967,4.768343144846539,1.7629865648805765,8.060850999562046,8.931552466449338,5.406529867590865,7.310796344405238,9.62975312456555,5.308819545049625,0.0549179191289579,6.778372868136492,10.959815789224017,3.6278752758238464,2.949460228427057,3.022776148909062,5.2137671965316,4.970094383527081,5.141796525270697,3.481583112080573,6.648518651492388,5.75074851648849,8.250613454837769,10.673745970190376,7.636217853698724,1.8842462395276711,4.191625814600019,6.244481814919634,8.307755462589112,4.1163564385460285,4.6714462402305,6.377868162639564,6.649927242924508,3.123318557098399,8.424553475526285,6.87722645524792,7.556224002255258,4.712887371256606,5.136339061342212,7.178854044507614,0.6916234931159341,1.5716768099709313,1.943621319785564,4.212514867135928,2.418702695092025,3.809146872555425,4.829666928660082,0.0571383043935417,5.111682381968522,4.610446127350399,1.83313297392296,3.4131066030867845,0.225028083254049,5.218982604155987,2.219679666802379,0.0835197488201729,9.50949633343418,0.8678964639926549,3.5821224067987454,7.887690367019443,8.980161003644026,12.235237278085268,1.3674828981388678,5.699512766292645,5.28994140946563,9.70457217856627,1.9311535305202256,6.690875198600325,0.410232545598205,8.323021423677638,4.688241915246703,9.377554566708085,0.8668684246183481,13.017257110477257,5.743380321719146,1.0972736789614022,0.016781550233402,7.048772387646469,11.121583829480992,0.0304067104260457,4.756889855074617,3.2756924628777155,0.9449333890579072,6.3254979515149925,3.3854586483176425,2.0407171229073464,3.661133906407479,2.1672936923351824,4.305000131810713,0.0739572999433244,0.0,2.412076938832687,7.175962652401132,2.556748207858535,8.240345816381868,6.9576174879814925,1.2993032789147452,12.35044815638436,8.471405344221104,5.494293993888402,2.406808748478659 +TCGA-CC-A3MC,TCGA-CC-A3MC-01A,With Tumor,1,54.0,male,asian,Stage IIIA,G2,no,Yes,9.279949452716696,1.3779566338101137,9.750025752779964,4.523135357066313,7.555518629871516,2.823790113829861,10.684342136862634,11.266951176530185,5.2357921481141965,0.2887719672474021,6.769351244486876,9.817695518352265,2.798320152193005,10.71319359850342,9.374824966611031,8.627146803614647,3.8933039581056974,7.998859482088442,7.834345895106409,6.094468335185706,3.21392268951971,6.398353790995933,3.2684343935763835,7.36551582842388,8.77932801822962,4.33719014379128,1.2009437115359372,9.31362339406511,0.4356285940520906,3.5799162755327534,5.264697805653729,7.850413149517247,3.282662197172008,4.885701253483499,10.953085065516786,9.000579215939439,2.315798063043357,5.913360978501866,8.561178330550234,5.708303132650243,0.900026298964851,4.382791736879245,7.608711680080954,2.6258315582335494,4.00793998396033,9.017806131527578,0.4617380860204662,5.341879035069028,0.5025342858954955,1.050188223311478,3.773669361555661,3.477249894985997,4.433279970557258,5.423594977676084,3.006154375674737,8.749503093856903,1.2241020321015847,0.5661819336981648,9.838726485790527,7.008187685887939,11.084657468164371,1.490775481672922,8.065624007814105,6.308087788181248,9.570552679227998,2.1283923931561155,7.284723252605727,0.2930172720495083,11.551050681129295,5.188270354477089,10.819852004927345,2.644640802481657,12.315757766670538,2.3437773323238025,2.384464314782752,0.0087737070660161,9.85877146247704,10.579329798701076,5.667622516977529,5.765752195036105,2.618309143859154,1.863621339742205,6.842831790044534,8.292102105563417,1.3195023290043073,7.664217572854747,2.4733713140339084,3.8442651220662976,5.013158502559227,0.0182068566533118,2.384906325407089,7.726782863055681,2.1048062980306264,5.259174546190836,8.84316324116681,1.4357352588734684,12.105155315514988,3.934337215065255,5.160823403067016,0.7581325853094382 +TCGA-CC-A5UC,TCGA-CC-A5UC-01A,With Tumor,1,63.0,male,asian,Stage IIIA,G3,no,Yes,7.6301862954315025,6.856952086245495,1.2336426830088096,4.738886705651728,8.820234179553644,6.5953305935532605,7.686009507117219,7.629986022419653,8.42801547608108,0.0389979787975099,10.3683821573894,7.296490445810673,13.446042684465931,5.999280727419449,3.3703456524612814,5.88487383322953,6.228947565496536,7.265212770309126,5.680526905111132,4.718208168931958,7.688554554549777,7.979792146269559,9.288019121611285,5.6692734316631,3.1991697676063127,4.756825822805778,4.285801679104706,7.350822523999785,3.490826814912832,3.964084365873192,5.537401686892468,10.252026602843486,4.490634305844486,4.536015588679087,5.094438776219079,6.574545089812299,6.589753002244547,6.412515652107127,7.910477241983752,3.697940582617104,8.37187289338506,3.7855923987042304,7.405125291242887,5.692460676082482,6.5583426448995965,0.4020672498278254,2.6250132598730063,4.034074820270572,5.174654090812963,2.97449260221935,4.689807928369787,0.903038270112912,6.466118074057104,4.075592528294568,0.0,4.781522335436206,3.9940003576938734,1.540473701393924,8.010521951866398,11.809184462618989,13.185977471141747,3.692973908048368,6.975654258508688,1.9074291012423188,12.824283840425084,4.314167198723626,5.222205631761925,3.85423507876617,9.663742565267382,4.992378705478539,8.709346128229681,1.2612900952593848,15.480705087528236,5.038541535285469,4.0231400030671445,7.531035172150233,8.102669677916376,10.518638994180172,0.0214797274104513,6.958483116403521,6.00119423741003,4.157399487920299,4.828915868577512,4.572538044429482,4.5558406904829525,3.953051007577381,5.248682832300082,3.1469321356470785,3.2320006495546783,0.0,4.516759002471862,4.918715383264532,4.013551588003296,4.980738243272327,9.249990420573235,4.739232450269141,11.901312601284522,1.739329676015583,6.637149405090943,2.008702007886473 +TCGA-CC-A5UD,TCGA-CC-A5UD-01A,With Tumor,1,45.0,male,asian,Stage IIIA,G2,no,Yes,2.679446318933397,1.0787464470766484,2.4968969078338223,0.2662768233224775,1.1295467999215918,2.108022562516405,6.040940636540944,9.235130599633289,4.03492878553657,1.4299104983189934,4.579312920175465,1.4857874558537565,0.7687559952218831,6.83613874504428,1.1429361771487712,0.4070807754505007,3.047904774212977,8.456765498951203,0.5115692419724726,2.759113212933169,1.252778951528184,8.29152298247061,5.317691176257252,1.1089592906159338,6.5126567228376695,5.088158561668624,0.2231753861445624,7.168357222783346,0.4920069755939548,0.4306064309298112,0.5499155536219554,3.474085548443669,1.3961046743904644,0.0,1.992587176287765,1.2283569542010484,0.3971457973927809,6.882452307578311,8.47411435389048,6.2246905292867325,2.6217588567097327,0.2354819952815173,0.6943899274073102,0.6747318093546646,3.363689737195788,4.432685536390888,11.298949397847135,2.3328224855227453,3.190994051128333,9.399576581141826,0.2290956613553797,10.44573508213857,0.726831217032493,0.5089356618643954,0.3713915839242123,7.331895070010413,0.4318903482861805,0.0,8.102792485530431,3.79712714343001,5.831849379887798,0.1243281350022017,3.902710347611014,6.825889908774621,6.034532678938597,0.0694272104560141,2.797158277933187,0.0,4.649667188237068,7.398123734216466,2.367846293874827,0.2047667506546134,9.30403296948596,0.6849084825092959,0.1897929378202589,0.0,10.049204637138365,6.724777129467465,1.1479578813871014,1.3275149202001997,0.3460775345355971,2.5012098244111693,4.7955747557023765,0.2716647109772339,0.2010064660560929,3.838861028561342,0.588516766693908,1.7415748474187958,0.3985692755949833,0.0301241614551288,0.0909888884147723,1.885613408363821,1.4391443759012787,0.4038130616165896,6.95046608120024,1.8892788337055368,7.783266744638302,5.075027685116409,1.9865929673058969,5.3925338108061975 +TCGA-CC-A5UE,TCGA-CC-A5UE-01A,With Tumor,1,48.0,male,asian,Stage IIIB,G2,no,Yes,1.527921084473093,2.565865219287613,0.0915305931206165,6.553792079861106,5.933992733697213,7.663998494814735,0.984625804609174,10.876070793209454,2.0814759815979587,0.2255217342566033,3.3861487547343567,9.892564521418564,2.203952853632504,9.21505291133108,1.3592962588921973,4.345382181155356,5.6390324183672975,6.296108622137528,0.4495349634782886,2.4183788759916496,4.760119794559752,5.509385483456395,4.034770355947753,4.859885090460719,0.6033118106000482,0.336511915512762,1.9845893503624563,6.256806875963926,0.9847716123854252,2.9773715202772486,3.281327329659484,9.184419408985,0.9992784720825406,0.0765590951316044,6.736937641678998,9.053434765902082,3.29969890917499,5.296563861856269,7.045140411688808,0.4969224660080712,5.943107882230807,0.0507454635813989,0.4244921708892054,0.0932897300014767,0.3665879953942618,0.3847129624220463,0.109962253398818,6.006455122771715,1.5711913809485554,1.2487776936497126,0.6047355697611835,3.7314982535351406,6.256712541106962,0.2673560117838874,0.2473199349798197,10.30466116262663,6.705983429239139,1.6706137642217496,1.2489598099581602,9.807255411311573,10.671777751889891,0.4468914052920558,1.8082202795008573,0.1298764608331304,10.985799110804852,0.1367163844883119,4.9901334700030135,6.393069489135531,8.416018029555739,6.5377138413996985,5.672691225966946,0.0989584800881687,12.346786401137084,6.326238912947863,0.0988237683796915,0.0,8.85494908467813,11.472298943549236,0.4362684647193904,0.6277002134276269,0.3487989596121077,0.4885150089578121,4.590434351931216,5.462912835241737,0.6347791109090936,8.400735586439616,0.2332745389909343,0.7636665201380736,1.6222275685530003,0.0304067104260457,0.0,7.061216720831431,2.204547669698236,3.939452275072953,5.1235792944679925,1.0163536835778348,10.785373751261837,2.421155960662224,6.3727449393258055,3.979000970620064 +TCGA-CC-A7IE,TCGA-CC-A7IE-01A,With Tumor,1,57.0,male,asian,Stage IIIA,G2,no,No,4.583711622893664,0.6210555032997395,4.480484870691373,2.470354645822089,3.203028837171942,7.668336868724881,3.621336885813564,6.127600265731641,7.77910012719782,0.0,9.327005326608376,5.749534267669262,11.910070860235336,8.16436141445325,2.20407809844905,4.214653282161392,3.547091949006587,7.188570054698408,1.3986239967177454,4.053198243181729,5.232211763207107,3.865156696155161,3.82905799101771,1.5165194976610958,4.31285391962028,2.155975850095943,0.5036540351455536,2.55176208534836,0.9905192640649128,0.5021268887757001,1.2966629675919572,4.784378343638294,1.1882743113212042,1.9625120065395023,3.222078085675448,7.267815733146802,7.113458807501068,6.47556970010382,6.811338726039988,1.4056656747574563,5.252120416504001,0.6695710760389657,7.1762090601706365,6.263543392021955,6.541675900854117,1.5143495377662552,5.782623485315883,0.4344547602324028,0.1100959291034204,3.050867331204921,4.553409657354544,0.7044293520764771,3.628470329125168,3.382044670904783,0.0,1.3880241758124574,7.7325412396486755,0.4183518877855209,4.515378152380739,12.366971171739229,13.352553990982996,3.248018628147839,3.682921569530335,1.5076678042901446,13.673144256128932,3.6213134393667694,6.265896291863388,0.3997726611017057,8.268714154365572,0.8217102150346742,8.374350510367064,0.0518592988352498,15.726783562731404,4.389119341718899,3.8023483371012015,8.011162947815729,8.495260641989299,8.537440127474513,0.332163687954531,5.811031681494506,5.786185971784701,5.815337180074085,1.1421519971914893,0.6673926006671054,4.937071271284937,4.334604027974936,5.0648483699337605,0.1792562471905074,3.849448889400994,1.525016462818111,2.742739232855849,2.653885488716646,1.475863105591526,4.484988799686008,5.043978738266231,3.7947485576542657,13.007832179009602,0.3857071246579337,3.574283196275624,0.2445217736320555 +TCGA-CC-A7IF,TCGA-CC-A7IF-01A,With Tumor,1,59.0,male,asian,Stage IIIA,G1,no,No,6.451667755586046,3.2037962823202712,0.3692710400250943,11.120138648138528,0.0382956981815445,0.1108977233298134,3.963187406086796,5.827013633782308,4.491384945990135,0.0,6.7622531289384336,1.2152437037128656,1.6346397313059688,1.1160985522365798,10.466092780229836,2.463831679539649,0.196984663529218,9.18702934854224,3.781517089854204,4.143532195493274,0.3090597425015848,8.961339426029696,3.7428901029256223,5.931735053650469,3.145253550313189,2.965026959565137,7.791747012929544,4.543025631737768,4.374726523792639,7.635144192597139,7.965284448523305,5.638276611389416,7.449029757452154,0.6067264750128128,7.59990094362226,11.145448895756084,6.490342284724139,5.895052939800744,1.9345919839824184,7.337384629387253,0.1499096675349242,0.5753123306874368,9.64710382528293,2.5714098442214497,2.5250665920782107,0.4721758036723856,0.1007085885966839,8.659442961438069,0.4585919881518556,3.720486426008722,2.3112996590339328,1.724301014322585,2.7004619132786822,7.116838811739649,0.0,7.925998232128893,6.136254970455593,4.851674094272433,8.62797373908732,8.14810639125492,14.121304597609518,2.333824426698435,3.3239752686957704,5.277605432247997,9.79380730412702,2.4394901641443414,8.514386624809095,0.0,10.124713910245282,7.921951589027936,11.894745513089084,1.2591218060576792,14.305658011670095,6.7302826340848565,0.7484612330040358,0.0592168165537986,6.757889990324992,11.780523814900224,5.979087883955601,3.455031252503566,2.397310116576036,1.875150958058677,8.98981312580904,0.7456245808345004,2.805044761370404,7.512823407977879,2.23112515787905,2.216765255645285,4.594417172331518,0.0209110655816899,1.176131251737349,8.224734415769007,0.6537937929692679,7.022302335383056,8.934088005180655,2.062225350070328,14.254403667561842,3.406387005280416,6.318656684347136,0.7257847747422552 +TCGA-CC-A7IG,TCGA-CC-A7IG-01A,With Tumor,1,47.0,male,asian,Stage II,G2,no,No,11.77403430674832,1.4071895718791096,4.947544602514445,1.057692867168346,8.17511786263801,3.787422016224103,3.8090027749390862,8.95473140446331,3.4478304231226105,0.4312485324347609,5.61706334388818,11.180141892361435,4.94963297692125,6.490757835449848,3.748064007814184,2.4537546068516973,2.0306892040711406,1.625317253447918,10.640523053062685,8.585651373392777,0.4375473552877847,6.2393445734787445,8.820396626971856,6.379775161946257,4.213549478189347,1.2341333956124827,0.4623664831444002,4.902782689864772,0.2298339904609975,1.5428028274273888,0.6021717907533792,8.358467913140151,0.1609201881811029,3.307676239436533,9.515706736399578,5.92729204455836,2.8328090184853534,5.929263143628312,4.929644259461546,3.3728824680925205,5.113050339903493,0.4992718831690882,1.7857179323167431,1.0099920482474418,2.824238326603714,2.4798772486710567,1.7910638830603371,0.3666998885994904,0.0524158941511385,0.3544521605795617,1.172551520081511,1.3484590620864716,4.03506959723354,1.5983652053236446,0.2662768233224775,8.089517747935101,2.02708326002007,0.1534162422552479,4.221320306757051,4.099269952745009,9.636684429525443,1.48295151336731,4.534422729148213,5.309776457764235,8.340006286382184,0.4039221047397955,1.6636178743149834,7.314761771695297,7.845557793294965,1.0021624211506208,5.408239715486612,0.5346592804138778,14.701051796226595,1.4783506008003486,0.7583884654793523,4.573719888403722,6.057714525451214,6.120422447542054,0.3238888271470436,2.894875954875485,1.853756175843635,0.3687124837283308,4.269624171166586,2.94136927826228,0.5216538282666281,0.9427584526552556,1.7147510593430857,0.3881344188141454,1.5260688116675876,0.244278198578144,0.3614315041331409,4.964971529921834,1.20407809844905,1.3700526557159145,4.7542301246752645,0.4536492660432911,8.527593902629889,7.435304384583508,3.158611707733682,0.0489336451979224 +TCGA-CC-A7IH,TCGA-CC-A7IH-01A,Tumor Free,0,58.0,male,asian,Stage IIIA,G1,no,No,5.189883846499083,11.425210604664231,0.6838311744013227,7.833948867386984,2.777156666004501,10.29972328908818,6.022432177986763,6.308717631017307,1.0981500210920117,6.906084865923548,4.57619558993502,0.9142583488236714,1.553950241062938,0.3052117760781883,0.6365434213518011,5.032885469975772,1.834306702962908,10.064523986561762,9.331270115934933,6.148405398992872,10.295198859705966,0.0,2.4509077017726404,9.334246465010656,4.656147381488904,4.957557129903053,4.848257369646233,9.692740675120897,6.224080803127267,6.449655460352271,5.412818777546372,6.8916549179551065,6.825602481067834,0.1223414075261196,0.5229596619872205,9.344235313451607,6.880935257369408,4.751758271683028,4.4896649533001725,5.089684577297354,0.3164933377753146,0.7629015479359811,6.898554228869676,1.6841454723745315,1.544238074151678,1.5163177785554975,5.857540657206666,7.302256895996943,6.54804661274724,7.207576641940919,1.0503275535584249,6.814877223008767,3.491622246654666,4.751538703366708,5.903763774838844,3.398637676674136,1.1446990251541391,0.6457938700799937,8.144855006899437,8.130648293789383,10.139368445954704,0.1512093928848936,3.446375346580851,6.214344379886756,10.86487706416373,0.7875160481350304,7.008390523213048,0.2642361510435471,10.442310001223774,9.581766625082356,7.214931043449757,5.690802582206065,14.035521753587265,5.547921724976998,0.6975069585547848,0.243181601644472,4.817004095944403,12.410929794284511,5.796047398388264,2.758857461285471,1.393416200471545,0.3353689151036729,8.964376681999545,7.832104544000616,0.7104372769069142,5.61749538222921,0.3650205786195307,4.436841441297038,6.93343454647578,6.468208584672265,0.4004286303646994,9.276975576901537,1.1190905240368738,6.755671420616961,9.775951779666409,0.997473071970961,11.61857353594197,7.052356113932347,8.797028870747033,5.681991720107017 +TCGA-CC-A7II,TCGA-CC-A7II-01A,With Tumor,1,54.0,male,asian,Stage IIIA,G3,no,Yes,3.204532019785388,0.0472591754780128,2.41186007373782,0.0888200332985851,10.3524200006287,0.0458622979086879,1.6164518031929267,0.4330662696176157,5.544673933217014,6.860734410986411,6.799158558110492,3.750467159060751,7.864866465702736,6.848708060055144,3.057068969055747,0.6000794117921392,10.450065260097082,0.1885275267744016,0.435415240747814,9.377014397310187,0.0164963198961959,5.477641713020131,10.54188658924445,1.158013806589768,1.2820245812185476,0.0651586751285468,0.348232419239271,2.196827334109887,0.0677763720484927,0.2146222006485481,0.2435472265775939,5.295271193381374,0.0943712105925171,0.0,3.4453294308592763,0.0082000138321361,0.0436244767470346,6.553945634671139,1.0583164955908229,1.513238062333091,3.881762492190427,0.2028878334701434,0.2626736869818361,3.635255222979325,4.338802332839791,0.7461407508009688,0.9511401467662056,0.0791562066176435,0.0510240030244668,0.2078928516413329,1.9749330637541456,0.0207688650945718,8.907320935439884,0.167100968963075,6.727923176626746,2.377123749129487,4.871340982759275,0.0156402903768822,0.1235337722909942,0.8338211377905823,8.066129025517151,1.3677065371163564,4.44338784381584,0.4828482830684654,2.7986934131439747,1.272501021322066,0.0177794125612346,5.607368785104419,1.3219280948873624,0.9958101060945762,0.820485342986379,0.2013829358640541,9.137743782143096,0.1232688874943465,1.664528350531431,10.939331716528812,3.694980453835474,0.1940870521163022,0.0140695825016558,3.00417776078911,2.29166249044784,1.1864371689478574,0.192320435034499,0.02871058595414,1.079702371697378,3.7583244996914575,2.1698288185667884,0.0636409926426958,0.0230423926658638,0.0,0.9784885329495115,1.0685332408127113,6.9536156251319605,0.0342157153379129,0.0,1.982108298113937,0.6448714897398414,0.0,0.1091599389611106,0.0359053837421279 +TCGA-CC-A7IJ,TCGA-CC-A7IJ-01A,Tumor Free,0,56.0,male,asian,Stage II,G3,no,No,0.0429244451738409,1.5608127609923217,0.3061455593087739,0.0130691500195213,0.3600832959133314,0.6191782160590692,0.1187583889798347,6.6168061167689896,7.520866146839768,0.0,7.790089097882035,0.8970080264483179,2.204610267652032,6.909098632955553,3.2562256751882903,0.0,3.633454460692711,1.182501620373253,2.047433690113808,4.302004592520754,0.5897634869849773,0.2828549093225548,2.2919276565390354,1.2283569542010484,0.6647558798332242,0.6918021329181544,0.1629833920234654,0.7067294550325995,0.0,0.6329196081178111,0.1937086733824231,4.645027182789077,0.3309025407013538,0.0,7.022250173098197,0.0518592988352498,0.0469799081444093,0.208642109015166,7.802601664165216,0.1367163844883119,4.158684408542316,0.0,2.0689115263457847,3.511809569928462,6.908208856861581,0.1281614009144888,0.2637555730774481,0.0852886748169873,0.0460020465445204,3.823830866200269,3.5782141654724544,0.8779797727706645,5.572159043310053,2.197488002405981,0.0,0.0517201164473276,0.4069719708167233,0.0,1.183391231508402,0.0476779751444756,1.0268000593437152,4.110379948857039,7.46372543743534,1.201696585677427,1.5838078827796642,5.5173103426743815,0.0464212112487103,0.3347970751338853,0.127501219215837,0.9289577048576152,0.3630028229886795,0.0880058712900201,4.191878442546361,0.0,0.719227257433423,0.0275787274742826,0.8582197662710662,1.753903997051341,0.1543239646604771,5.791965103530976,4.950505740835184,3.7818737459897935,0.3431235194018521,0.0206266505899578,2.197833946045028,0.9191493632876744,4.235956770059209,0.0154975693953255,0.0248869993131795,2.279709001299063,5.186773889499092,0.2043911629297805,2.998881477859976,0.0328061450832414,0.6947465005779068,1.4101239784129267,1.9137606763576689,0.2934882023755077,0.415434185873181,0.3941848472367852 +TCGA-CC-A7IK,TCGA-CC-A7IK-01A,With Tumor,1,59.0,male,asian,Stage IIIA,G3,no,Yes,0.0179219079972623,10.430642075890834,1.943958823013336,1.460218328667274,0.0,8.75579557986141,0.7719700676981892,9.58308634131934,0.6111723800440046,0.0227583975781576,1.9744926022193496,0.4005379295837288,2.049282248568203,9.58872550259489,1.3342250084144307,0.1595000220232196,6.047854619797191,9.013381859700235,0.2560444738264448,6.700514625361987,8.190464736266566,2.120816394817056,1.4647728063347385,8.717329243510596,0.8501593277055707,8.643563292951391,0.0,8.827032376296728,1.6701605141266334,0.730574747887632,4.981163099439623,7.978082914728595,7.303047343997001,0.1182268137929476,1.2575537902247391,4.742771563484729,0.3788445144695026,6.123490317963883,9.8275516694711,1.1454166053931998,6.020455530182552,0.0160683686276536,8.01257481879877,0.3939652756602426,0.4652953893957964,3.924689008374426,7.2953547744453395,4.900108439249098,4.54504786334303,7.948829754387568,0.0764222754586023,9.246875006288423,7.0025281354403015,0.0515809206306449,0.178619042533318,1.818768773144008,1.5473511124556458,0.0550567933689351,9.236842486903573,4.628616138080329,8.239967449244196,0.060185765046563,0.6515913447976539,1.2411079749340546,10.633285523932884,0.302757715638036,4.526813761273399,0.2556820028122131,5.873724626367641,8.649066081388257,7.661744612609604,0.3537749449322234,13.694084820243132,3.0195418037658603,0.0,0.0,9.091299970278149,10.860472233521904,5.350412380173854,0.6944790789624686,0.2872358652527741,0.0882773096804518,7.563402220588804,2.655924213083815,0.3057954614204903,6.9289174484138085,0.1541943249927897,3.007105778773441,0.8742067858777987,0.01435529297707,0.0863761675969373,6.794310584762477,1.6835168079418856,1.1303378595937152,8.632894532037515,0.1740228420554138,11.18146536599561,1.0688771408503082,7.896693865000301,3.125667631070047 +TCGA-CC-A7IL,TCGA-CC-A7IL-01A,With Tumor,1,61.0,male,asian,Stage IIIA,G1,no,No,6.694770176144806,10.900237377983103,2.2971327095711627,10.03520063327332,0.2065182016651153,4.475402707906418,6.469031238811461,9.381355842918252,1.7486759037939397,2.394788496818608,3.598651047884608,2.6510631752728497,1.3389663042180522,7.007165220640137,8.665099238930683,0.1433934186931877,0.5393325445657746,11.241866752508884,10.37546294357341,1.614332927607166,8.248689472797587,5.771486828408861,3.277226017440048,11.050451021022724,1.0356239097307212,8.791644466401173,6.815895593760557,9.47639708012089,6.700391165087136,6.619492245130988,8.277258569191986,6.836488463741815,6.714620569622112,8.037359158027721,7.394109373276581,9.573537182535894,8.749881491695175,6.104707770541983,5.546601262120257,7.950408339488464,0.1852322542301608,1.811881996218668,7.659366604636576,0.3354832559034861,0.748547105153157,1.2536262784213772,0.2400089647350702,8.72185247539449,8.63027404266464,5.877236272989538,0.5946440891047674,3.411670290034728,0.2007554315955867,5.503106993523883,2.378123153061695,9.43931894282523,6.190903212382228,7.321103719860713,11.97641619484127,9.54938712615464,12.76127806269447,0.0316774964507602,4.8011586560936985,0.4183518877855209,10.392971961557729,0.0686020273786715,9.094140513474883,0.4722798004315504,10.15413735075097,8.968963364684836,10.231525050857394,0.9974008089520428,15.197475412627083,7.340363760186111,0.1876410781806825,0.0214797274104513,8.14143943296818,12.36807495259151,4.498065731064454,2.2329983693148137,0.2173548136824366,0.0,8.080565466899765,5.898423627959958,0.2593026213451413,8.52325613502269,0.8376203649152737,1.4707190613508188,2.950356428300094,0.0149265442381028,0.0899048684213355,8.246266509197893,0.07203718077288,1.4446140645809895,9.575210774150994,0.0,12.845666437072632,4.703715353468839,7.636673917823389,5.578168869161885 +TCGA-CC-A8HS,TCGA-CC-A8HS-01A,With Tumor,1,18.0,male,asian,Stage IIIC,G1,no,No,3.9259899271102574,0.1058121511292314,2.585563498455692,1.5475485390780392,6.174825838558573,4.650080954867177,1.473734968463598,2.1179941880444164,1.8107721200764564,0.0233263318600275,5.262113642577245,1.569734113106581,7.688607703487315,1.6514995031169477,0.531768206911696,0.279768421593595,1.2459215326982411,2.83361877072556,1.3400494728531664,7.378649470340768,1.2921338631425416,9.11925863826075,11.403545157502611,3.655306028042989,1.2941354806753338,2.1771205028465164,0.5517866898122242,5.110304772598866,0.0312540254705008,1.603691617115573,0.2415961553095403,8.683634001661671,1.3036346450790095,0.0976107966264223,8.892668487292104,4.061871222274233,1.8826039248980253,6.284782466740952,3.288727679514566,0.2607483283964474,8.833634265457471,0.3512890975988745,1.0996318500144604,1.1938978751541385,1.5337128425456013,0.2436690809668626,2.177248098755317,1.9227687229171269,0.0,0.8085909881399759,0.9198358342815144,0.8402013596948104,2.729161183040746,4.101028090725504,0.0,4.097324251633336,4.229818612457993,0.1629833920234654,3.891049716281428,7.25556399129538,13.54001355827176,0.8018208604961168,1.1048733767260186,0.0894981508391026,8.136309835187346,0.6980406312023828,1.8215877746164029,6.383923703657209,3.0990763425154952,1.2874722951190667,8.146789613263689,0.0163536835778348,12.44665673621266,5.848457693876733,0.3485723701596409,0.8041361851831706,1.4786094684045117,8.50082156817942,2.034673529300272,2.236584458113175,2.468687573043937,0.2559236602735635,4.13079087550187,5.09917735978996,0.3127813279033618,4.345956936034315,0.6906405786156932,4.828550346572094,2.2605375863277257,0.0,0.1719753766900988,2.955759158846881,0.1385523751526485,7.457226545544628,7.866553193710003,0.4794375327354034,11.56097707820669,4.229649443605499,4.3598022605484825,0.1064823304699812 +TCGA-CC-A8HT,TCGA-CC-A8HT-01A,With Tumor,1,74.0,male,asian,Stage IIIA,G2,no,Yes,9.34852899546416,1.4717077254632651,5.12856973709964,1.4995270242150955,9.233987972316967,4.7534173417277765,9.712892184761332,11.308870613101456,4.696989774853724,5.319003675454544,8.27477136073558,3.2271249344499258,6.026534508211102,9.18856782943114,5.653197628510251,5.1468792004053885,4.363801855402653,6.177861996281074,5.669695784950388,2.9042143200172634,2.531144371148204,7.656988244558793,7.96736403611897,5.650730099428905,6.735769916152606,5.423507580727691,2.933988014203216,6.917208554825547,5.682562061361138,4.076653151130581,1.918462565497972,9.580132856263004,5.385082401294114,1.1733193535360429,8.757915984596051,7.138506299064834,0.6184266166459309,6.910898121094383,7.14645259362244,5.306254947478118,7.926394444608674,4.506551167205848,6.863747696882897,2.3873073908889,3.905880355454576,5.201947456441157,5.385696772331462,4.271223959598837,1.329582888759416,0.8587767453081926,2.5679347864778164,1.4192692036840642,3.0706641007787896,2.8493387901883733,4.000234418898125,5.64503871493917,0.3110380300223045,0.0996318500144603,8.906424349441478,8.900872844349044,11.433935327896036,0.5814958710013768,5.90214836591122,0.2906603118113554,9.45550929254814,1.529970829136579,2.884988577651235,3.4768482520215427,8.656873870219446,5.3650765871231725,9.221912838750534,0.2518099681715398,13.705985739578791,4.8581401802806505,1.099564527163197,0.0,8.909606315882582,8.778929349516126,5.375810979936846,5.423682369330382,1.4438187969124925,1.919835834281514,4.644623499450196,4.502470637678458,1.872316585750363,5.134660418287022,1.8796665620800304,4.63274515678918,5.55344652176995,0.0176369030494984,0.8732619953784867,6.04660892262136,2.046805338605229,3.8374084376228046,8.876686069623519,0.7711249531283667,11.561239870442396,4.582387397748349,5.320730160791975,2.10929368902294 +TCGA-CC-A8HU,TCGA-CC-A8HU-01A,With Tumor,1,39.0,female,asian,Stage IIIA,G3,no,No,5.069938415232347,0.4468914052920558,0.4700942926477789,4.133966227377799,0.0881415968690175,0.5226584206342785,4.846548475304414,2.670636422989011,0.8369743941020461,2.9433400067701285,2.203577053932309,8.688148879734563,10.33891729298706,6.836769944648723,5.6058409799291615,0.0405417938628468,7.414083088848479,8.078932667336675,4.25027946612286,0.0743684217815533,0.5632557714329888,3.713277900572717,8.284866657655046,5.412066774009557,2.761966030736944,5.235489654179055,1.851519191169904,0.0260209707143701,0.0686020273786715,2.1457100581050024,5.197609878379472,10.127160823947415,2.760902206127199,3.632640475865632,6.075825675573851,7.644408636188649,2.4645114438019324,7.267372867699885,4.015934607818498,0.7132559017309738,4.983850953609888,0.677260160827648,7.196337536456224,0.1926991779920596,1.2392758258825578,3.073066133844733,0.1172960856572415,4.064339669827714,0.0130691500195213,2.000649066739334,0.6384909417104554,0.3140584088582607,5.3034446889287805,5.216606188855983,0.0930192331335447,8.34698568982165,2.714201549147257,0.8716071217375954,9.758417115902205,7.667741718418635,11.381295487214537,0.1651723179371666,2.265646923715638,5.772376602700846,10.925341914128426,0.1456122471664759,6.00937628745778,0.0263043243519084,8.25825602725067,2.3501294544118685,10.244417355378252,0.717999879468506,14.065271369830324,3.67715866067034,0.203639694013985,6.8349892526055465,1.234807853027167,10.101951910261992,5.111536334228758,1.7704062162988397,0.4382928515791468,0.1000357211618438,0.8302553241676829,0.7574500162312903,0.0,6.025163930050374,0.135797512223391,3.2168118084611805,5.667909151428439,0.2550776820054507,0.0978804340519131,0.7278769008479432,2.452516366311815,7.88758132030472,6.599822113151294,0.4483723946120536,10.955316945071916,1.87463960816493,0.7949356628035361,0.2679552122912712 +TCGA-CC-A8HV,TCGA-CC-A8HV-01A,With Tumor,1,51.0,female,asian,Stage II,G2,no,Yes,10.305227511319252,0.3504972470841331,1.945345507361035,0.3862591411333461,8.445720083038168,6.666860246367718,4.052972274813988,9.80363615969994,3.421627264611636,0.0556121566866925,5.109080518994622,9.20479071061597,6.351578862809585,2.47448796116795,0.5299708291365791,2.6766736168865086,2.7707022101239387,0.8103197034110774,9.564474964911057,0.0206266505899578,3.9523615253049855,6.997949465655002,6.58470700085128,3.17676955589823,4.456379058798864,0.0714881055841824,1.4724357815154996,5.114508622019781,0.6121165522248829,1.4382396146175405,1.2303874894284197,8.553632365519302,0.4242771641763052,5.618394312583099,10.887990659779671,3.5383146651592865,0.3635635937971891,5.506306787593019,3.392578458264613,1.2428768434015318,6.304761082413844,1.1933301953843043,0.7877667699385674,0.625644559524164,1.591870870063334,5.355171354059962,0.3162616167595757,1.933648170055544,0.0,0.060185765046563,1.4921095526526127,0.1216785565882524,4.761652284041891,1.0330881693321878,0.4262110720274044,7.838217504431488,7.946015533659563,0.0676387168753633,1.1722954847570204,4.3838217766277925,10.860210474072243,0.3670355161550087,5.0866946137998825,5.067217066183876,9.961848587114291,0.8070251254986439,3.8313503181371815,1.2964867749103213,8.143334230408865,0.2875904955239412,6.2872912819791695,0.981560432296056,13.65683051952842,1.2014456712821011,0.318345767261359,7.286367391848509,8.463372330541533,7.127387720056136,0.0,2.215119424517295,1.2108875492208102,0.2090165918312567,2.6407828635476047,1.2021982835884648,0.3024067945577258,0.8837771975162064,0.8076846432431072,1.0059029568582365,0.3604204661032091,0.0,0.2046415656104211,2.653404021010551,0.9791473479579414,5.073991564571593,1.811101061290499,0.0,10.37791218206189,6.6454379587928125,0.4828482830684654,0.0 +TCGA-CC-A9FS,TCGA-CC-A9FS-01A,With Tumor,1,55.0,male,asian,Stage II,G2,no,Yes,6.097113520470454,8.605249112933727,0.1900458868944387,4.683864852459448,3.652658575514861,2.6773503771951783,11.602739965005073,2.08399621153056,2.8978406167687467,0.0,5.2030680024212765,0.0,1.9451207301534823,3.864176237701529,9.027005274755377,4.640476327396023,3.075566858401696,10.056517146827751,0.0953168415347697,6.630256930552608,8.588866391624212,9.738960149549712,3.476303912153276,9.709709361858406,5.894102300153994,5.023863001745373,3.756062552796698,8.6473807131078,2.9096771132542902,6.573224540901736,7.949547188869428,10.78229183598003,8.463676399979038,0.2369517585880805,8.782425274824945,10.069023810771643,6.656008620578278,5.634308650771176,1.3857071246579338,8.676705699672997,0.1857397094027824,6.573513892975058,8.924856436859898,0.9889209513372532,2.7559344119533327,5.324180546618741,1.326249700837456,8.681403231588929,7.649128970403874,1.775134845523454,1.7108339789264315,0.2667565623046648,3.3017778474069748,0.1311943517084501,0.0,8.048608932545234,6.231079064649413,4.045801153623519,2.293193888936659,10.730823083018064,13.07242737836254,0.4161911938952142,7.232808471991352,2.1554901977475622,6.087694078246483,1.4045216946397938,6.911556173076379,0.2763179926522169,11.05244157171188,7.185951756924969,11.153431506539365,5.434631563343945,14.782550014443176,6.217358691556119,0.4311415353611857,0.2404975170732604,8.786869781575295,10.957927798907289,4.837877663353281,2.9306994958852,1.981925699290662,0.4981487262101509,8.732770839603058,7.157442943396855,0.79941892199108,9.57784212739569,1.7136078429514514,7.132608714856618,9.401391118122094,0.0187765851791835,0.7872652827517016,5.680816612230636,2.096261853058404,6.422047941642746,10.21410282176988,0.6654837325526488,13.204015339801815,5.411185550489572,7.501271935713002,7.768535690732357 +TCGA-CC-A9FU,TCGA-CC-A9FU-01A,Tumor Free,0,52.0,female,asian,Stage IIIA,G2,no,No,2.736907885210384,0.0710761620109588,1.0225453645690012,0.0157829972409274,6.948639390482663,8.319207855173147,1.1392730184230777,1.842737524633288,9.505556331094876,0.0,10.794127135986011,4.830519009792362,8.572534254911092,5.438682087166153,0.3238888271470436,5.0399937532247225,5.213040044416635,4.744263372563533,1.026729250487489,0.0946414541150623,6.947933773875689,6.687585641967122,10.515402202459654,0.5378427213213803,0.9953759734745524,0.1373723636933976,0.1000357211618438,0.723340120251171,0.0588013536161862,1.120351940365222,1.5014646229920208,10.73458989866292,0.1894134310336725,0.1149000239571903,4.514703009540874,4.282462045765696,1.9301696081500808,7.198840838117619,0.2693922789404062,0.0,8.357164008233894,0.0,5.650299283866215,8.365766888380216,6.909767104898291,1.2214440529543988,0.919530776387289,0.383718114635775,0.0658480033660812,5.559112428752245,3.6573770495024127,0.0180643893603615,5.556358903769098,3.289598422140188,0.0,1.2042659452895603,3.9651562871181127,0.0,5.58019674984968,8.487268870733566,12.885157111046924,2.9583601499153684,3.677440587921541,0.0850166734887138,11.88972221441754,5.006921829934248,1.0854246562526777,0.5565029891812006,8.323536254066745,5.913538103789572,6.325249680298372,0.061015774681628,13.785817070406726,7.273975517005015,2.104470857762917,9.270887469215207,5.329407083134519,8.027653917483926,3.878941092110301,3.7900838833562,4.390660807706503,1.7084521289232624,0.5320675522890307,1.4325853267344506,2.305649562222234,3.8295045704182193,5.378220280416601,1.7893536636509366,3.689142580484321,0.0,5.103862673415554,0.6417309781347469,1.1643357677885435,5.195945972156682,3.3685309063602897,4.704966002095862,10.621792916685113,5.2311059525456685,0.1810389244316682,0.1491292699099329 +TCGA-CC-A9FV,TCGA-CC-A9FV-01A,Tumor Free,0,57.0,male,asian,Stage IIIA,G2,no,No,0.0227583975781576,0.0797023716973781,0.1090261764983669,0.1003049057956854,0.0663992289113826,0.4253518774567023,0.1245928254058226,0.0258792730232589,7.495564860146522,0.0,10.201204394559944,0.3470986706222683,0.0,1.7062432005138857,1.2925461879503386,0.0747794264966133,0.5124797469196325,0.3160298585195769,1.3410179348806934,6.3523118502748055,0.126179948823193,0.0,0.9141817950022696,2.3351402063142133,0.0843364457233237,0.0,0.2976022986520079,2.169925001442312,1.3222166050454858,0.5483379755086202,0.0340748202705722,0.9870297505489816,0.0110662014062053,0.0,0.2156164770772123,0.0545012161825605,0.0493519591352915,3.56059268700198,2.714289484845015,0.3177671385122197,1.027932528648503,0.0,0.98097581267874,6.321047782389803,6.602229704102864,0.0771062441059786,0.0226163790673485,0.0894981508391026,0.0,0.0313951962755343,6.032843604603785,0.2102641663130906,3.801096558844499,0.1281614009144888,0.0,0.1756842707309972,1.1457426602776055,0.0177794125612346,0.0361868028478462,0.1625967659884867,0.9953759734745524,4.134073047723121,3.6207506102989937,0.0746424379344927,0.0411027718191281,5.72392437643598,0.1106305080964341,0.0,0.0496307677246004,0.2244107818707533,0.3825012571891146,0.1731274334806561,0.5930190555922146,0.0,4.83850306035824,0.2200822606492469,0.0305479641629666,0.1957255475120563,0.0932897300014767,8.659403713119637,6.78557409080641,4.025932411288357,0.2771516106774925,0.0,4.836615957414016,0.102322191196686,4.411860073737819,0.0,0.0391383939069583,0.0183493098788918,4.163450426952734,0.0214797274104513,1.646669585512753,0.0,0.0,5.266906448026895,1.0382956981815443,0.0,2.925828562974206,0.0272956240509075 +TCGA-CC-A9FW,TCGA-CC-A9FW-01A,With Tumor,1,68.0,male,asian,Stage IIIA,G2,no,Yes,3.059320663596556,0.6022668268221129,6.576720147225872,0.0157829972409274,11.099708373346758,9.242513192110495,8.135194184089235,0.4405270318758519,10.476954949340378,10.623205331135958,11.978630672575786,2.0180643893603616,11.163904986547688,8.336649818005325,0.579469816844294,4.695915887662155,0.9802447048533895,8.1724885156034,4.833345530152599,7.947116743486272,9.38199104712482,6.159025649490378,9.15316692386665,0.9636220851094076,5.807494032372407,1.493083671127294,0.1272370619248145,2.8363483339371527,0.2469552650429523,0.5334636767204042,1.1941501055915813,10.386533776890428,2.184978459693331,4.368097821928078,2.2630043493740195,1.0311834348874465,3.1037829612919525,0.1286893288467869,0.939602720356044,0.1403860322830563,8.136412380493379,4.541527229437026,6.5888195550427575,8.040398227341427,7.516998467528536,0.7739119545131264,2.7074806170745034,1.6342679865193237,0.0223323000980563,6.148986964424717,7.018638624696848,0.9897929777825136,1.8263145864918149,3.717418702501891,8.461557616729474,1.4767445840704407,5.627116518639279,0.0270124650625816,8.178757459346462,11.340420066477426,12.41624591056084,5.4097235662924215,6.117119428824499,0.3533232911628967,13.38772369664121,7.88408258073065,1.4543864902288577,0.3582837228528184,10.68410180448639,5.5900061125502845,3.0506061736907872,0.1891603710363756,13.408195165226685,7.482960384376462,6.992605302760659,3.5239131781807926,10.06597398558246,9.94186411968427,6.512102020343367,7.037340486920464,5.9847146579767,5.155065117792995,0.8820560709686261,5.323589843523165,8.108823941727067,2.8468944267034746,6.044824677714766,2.808776306744773,2.6864108812110654,0.0,4.72404447455583,3.369396685395266,0.1313260746065912,7.186615442558754,6.033125621530794,5.544108218334066,12.163846570956585,0.3039268364806947,3.7584311077623935,0.5918708700633339 +TCGA-DD-A113,TCGA-DD-A113-01A,With Tumor,1,55.0,female,white,Stage II,G3,no,Yes,10.813422717116808,2.709092086046568,8.663296936766876,2.682708122359675,7.848815078340418,8.595896341038483,3.2199429139541254,10.130364246523804,8.637518234678913,0.0,9.02375546199835,10.257686487371071,1.3693268837627732,6.772490095265054,8.878008290502619,0.3982409052644684,1.7737853893639024,7.893647978793863,3.37040145461923,0.0,1.6301724592810756,6.487827174088493,0.9628081110181218,1.5813030360026417,2.946955386643119,8.208076299574197,0.177343788281726,6.035672291984834,0.7416611304271578,4.300907107625737,6.646444946060254,8.062917699470082,0.3633393116294792,4.647026632654853,6.968980063013945,11.43172516857946,0.0908534304511134,0.0,6.002418993495963,7.136894758359079,2.0008653574432533,0.4907754816729219,8.760317100749877,5.462559529379058,8.483088201498578,7.705072478493927,5.932181674445984,4.613460930839387,4.8984405583744834,0.1028596579220564,5.125014575388537,3.190915061238698,1.659513605720642,7.433113854206939,0.0,7.948454257931923,4.742453614163137,0.0905824763624423,10.86960494678362,1.0693584632238224,11.40215616849551,6.119764938060959,2.4699901382210734,5.631840579201466,8.104650118358972,4.157270124335206,7.617328607249626,3.3122440356459286,8.664789295177355,3.623223075896506,10.966022381830156,0.2256451206189525,12.973932403861872,2.2908372174592304,5.13157713807174,0.0325240656921993,6.766018657558812,10.015152276751362,6.482819248215994,5.489719536806149,4.878538985421659,8.500219664059593,8.047823544990868,4.950659703203607,4.098781668391044,4.989379739288727,5.038458130963348,1.4366415915909618,0.0485152099339395,0.0,3.019346088804812,10.06342824941004,0.3569325684193453,3.2005671270804217,7.043798338177521,4.710916611452303,12.51780831218992,4.441011976972384,6.452526250097684,8.280055739894488 +TCGA-DD-A114,TCGA-DD-A114-01A,Tumor Free,0,42.0,male,black or african american,Stage II,G3,no,No,2.74637726699733,4.51414751500508,10.071196458475018,5.103535406094901,7.137928687261919,4.549835483796177,4.199664493413417,7.598719522589272,11.847837733258071,0.0997664862929298,12.618600651515662,0.3106891175192804,1.9500577568623605,6.449924478697014,4.2820394126975465,4.301931452829335,4.180275189611879,4.318750669346338,4.622028384625784,5.784386196414558,5.285479900349968,7.292138465632242,3.669026765509631,4.228041349384514,5.082344936457623,4.206080538211361,2.7504778784443555,7.025763026244385,2.7892493163721688,3.787233934013827,4.205846021019432,8.89660123787379,3.330013342691883,0.0721744169243166,9.45002514137611,5.13458238981889,3.3941436801115983,5.317655002349069,4.799916202989015,4.601001145796292,6.158252188774766,0.5568953190608064,3.495093914421622,8.382569127471903,9.691381491622408,8.045390000198829,0.1284253890288373,2.6280736541961365,2.870187146189016,0.8189323440104969,8.093177733544328,1.3596336130480406,4.558041047007846,1.6164518031929267,0.8764874784504467,7.571908848018472,3.206049271454949,0.5816886802286453,9.581873933570796,6.0496002756593565,8.544045605102673,4.68140428581283,5.56905355070524,0.3839392512151302,7.1222637454334885,7.838097718010796,4.114916677003575,0.2848694330960322,7.149845666433904,3.585996061851943,9.872190207220555,0.047398788875411,12.145687611845045,3.3568339972249857,7.989649379472698,0.0206266505899578,8.371300095187292,7.158139063157152,2.7729835521381045,8.786183357460793,7.863864133861498,6.9267597177887135,5.759984026905904,5.566790804522025,8.982290303315873,4.991013837290654,6.826524336246675,4.933818102136176,2.2554100897747915,3.659810416621323,7.127750885940976,6.189891751330877,2.401056987822731,3.28968694280498,8.227240481006023,7.174834824796326,8.558805635709978,1.5500140949997396,4.942486354917461,0.318345767261359 +TCGA-DD-A115,TCGA-DD-A115-01A,With Tumor,1,53.0,male,white,Stage IIIA,G2,no,No,2.835944279925777,3.9031057743176136,1.7232527345010678,10.425191036268734,6.81245586800683,3.666733872098964,8.57854101168874,7.729345432719692,3.101650076094435,0.0367494764278682,5.788192374894267,2.0429944636184123,2.439995397923236,2.7517207867750453,9.955991871440824,6.028175716635137,7.61211212785892,6.8268458933210985,0.6952811951448608,6.5460471099434905,10.040024037903972,3.721952246126928,3.320831229794736,7.690463191752223,2.405502304553538,10.579750849289177,6.20959177972933,10.383808711307784,5.646033016195823,6.885864728772244,9.199079196744115,4.352935038204559,7.885611578200281,0.6876878107322444,9.82308456514781,11.973851025589855,3.841681331010491,5.505595629618324,2.0329119106374027,7.751154378385624,0.2125070852944785,4.621852611261422,9.297434704075073,1.604830437099103,3.0593033562751883,6.237951795747181,0.5889004876991327,7.170081284939872,6.838239569266319,0.5063988315274542,2.572744179232006,0.7157176892223892,6.759169152563026,0.3240040813944298,0.0,9.53124108335874,0.3812833725037835,5.873727086774164,10.749745259797535,8.320724294962819,11.516199767682256,1.5563558379656828,8.643449292397968,0.1723594978481405,10.00376510968998,2.2841291263027843,7.78616897859462,2.1246920717884774,12.475557617124172,6.840606740898248,11.706862818300245,6.149610971435989,10.738759731749106,4.131482479929067,0.0,0.087191249562623,7.611770673357728,11.922483165228387,6.863839360823267,4.683398902856899,2.209515751092664,1.1577551779795852,6.596932161609275,8.548148750572082,1.3850444259596073,8.258198541494828,1.6068685774547784,7.676792072859826,3.277449214705383,5.442087574595145,1.5391339903346757,8.810969365315025,4.1522239892112855,7.089762953955912,8.983608727302165,1.470302578945822,14.220152662203008,0.8370551562730241,8.779979312261142,2.852038800410489 +TCGA-DD-A116,TCGA-DD-A116-01A,Tumor Free,0,68.0,male,asian,Stage IIIA,G3,no,Yes,8.03925027741379,11.226897665889451,3.627011428493117,9.412494905160417,3.619553868981616,10.222856351917244,9.178823675643564,6.145879173873892,6.740311019066388,8.737917571448607,8.878346780520912,1.508631477646895,2.7352622088228387,7.477061233890237,4.510088444753404,3.4066727157558305,7.293479925630563,11.986863519779584,9.97001397520855,3.887603252149725,7.595804240383996,8.81649603150191,1.929147131866578,9.837133863491903,4.908736064412628,4.736377576120228,2.4722018035649924,10.260624380037552,8.37595646791372,3.834124635174205,5.591182716941434,6.215111656712092,9.502233523355596,2.8653249906949343,2.670568445619572,6.691344324134548,4.605014224816169,6.768619714731429,1.8282659876392944,6.039357765159702,0.2971327095711626,4.654870850098051,3.9667442230492354,4.421290634645135,4.905596398736839,0.6746414290858245,2.281876258041914,7.849697207345397,3.869940480210059,8.156759125847257,5.377203588079922,6.83922268790818,8.173556219651987,0.2189671100489566,0.1124999762007179,8.370807699022079,3.0350607969051144,5.294267842741025,8.628680289352376,8.279780026834198,12.85553732471538,4.160444265507225,5.4108973413950805,6.794530237639591,11.49787827614079,2.936647360653706,7.4755729424794595,0.0,11.670665896556088,10.352158880931665,7.565150833962925,7.134126454929973,16.022197477824587,6.882652830312013,3.6148393864252304,0.0,8.537487497288048,11.61268925479016,1.2422061485708746,6.565912426325328,4.4281289879521095,1.7098640702326595,9.689689313447738,7.79312075885393,2.495695162624069,7.630375618895994,4.610387066342953,3.4278206839771337,2.580048979855239,0.0,2.488746356326534,7.799940803588591,5.055295452239829,5.013408660233528,10.576172437749412,3.276779519291079,13.39155253263878,5.827382086015825,8.600871469634875,6.713293024581831 +TCGA-DD-A11B,TCGA-DD-A11B-01A,Tumor Free,0,73.0,male,white,Stage I,G2,no,No,9.330215073769466,3.058455043083572,7.454264742562284,8.846482659939939,0.9617714793489855,8.614104668570235,8.580705159016869,5.9991724672706574,1.356087453849523,0.0,3.981542166518509,1.5757479781724364,2.604972726410393,2.5063988315274544,8.596752558372753,6.567133181469649,1.658051491856512,10.237670067652182,1.0201999229434977,6.482227132385517,9.846679783655818,8.538651063756241,6.177054706796223,9.654344954236672,1.8465133741503368,3.528671328925277,1.2681349239248902,8.202516653679416,1.101246656683439,4.917364918201368,8.31390744933099,7.783679930023558,6.852013823478939,2.801096558844499,10.643732653722886,11.05482955614744,6.873695101162064,4.79758890297219,1.3977482095885925,1.5454742108401809,8.232002089070548,3.6683006985386495,9.491659521759104,0.9712216418545024,1.3473254916338022,4.532821876577175,0.0194884295913601,8.825670845723753,2.618990352911348,0.490672809713238,1.0070519425164903,0.0600473836699388,3.340548027149199,5.918445868425519,0.0,5.462251951983417,0.0637790297705712,2.4038403231700696,10.26731679760618,9.23611539233104,12.585478552289633,0.3816156248464539,5.865800069332927,0.0163536835778348,12.055720126707223,0.5450787623237902,8.126574908365248,0.0,9.70751668096277,8.305452118876595,10.269797715305804,4.743654986904956,13.505697480751923,8.438551937807102,0.7269183863048007,0.0,5.811432496493832,12.456311415994312,6.85209249934909,2.6745058480653574,0.4657133195959638,0.6337566809819611,8.22851617372069,9.982178050469996,0.7842526934045798,9.778713713816918,0.726220884609513,7.801320355137914,1.6765382267206892,0.2851062510612535,0.419107366784361,8.366187993645593,0.9757035480077668,8.359130188420933,7.915400790673078,0.3561438102252753,13.395877752101423,0.1919415926214799,8.093627251640802,3.104571498032753 +TCGA-DD-A11C,TCGA-DD-A11C-01A,Tumor Free,0,69.0,male,white,Stage I,G3,no,No,9.481193978048044,0.6936765165677566,4.715278392291103,9.930477747356038,1.2708279155536644,5.332822485522746,13.613909388692145,0.1812934128854749,5.155797796549996,0.3281471140336312,6.530201867653852,1.5684213123114796,4.029505892591783,5.515425463629981,8.908165014300053,9.623176426831886,0.6204925735764409,9.842104372801993,0.8574237087323069,3.9617437021836848,9.228029320396104,0.0,3.5467710154586327,9.905135301226707,2.256527626892209,8.534832000587407,7.658118633053473,6.298194569995025,5.877152820056101,5.590715782717201,9.900022977016729,3.807756759708492,7.732006608364434,0.0230423926658638,7.808079307989752,9.37976736571816,6.045060665338812,0.0,2.1230701919759483,4.104663745446514,1.1090930592799968,8.35549601942604,9.496897307183776,2.092342768995447,2.047782656068024,0.573859221575949,0.4095810199025518,7.985354696172644,2.7360419737499675,1.9609935164901564,3.844074260820588,0.0174943794592725,0.9450832638804904,0.0367494764278682,0.0197730690400271,2.4540442544210874,0.172487515510134,7.680208300751728,11.01403232994496,8.045101631480156,12.96620588674629,2.5650121808982247,8.37180495354777,0.0211954245144897,11.468178540773348,1.21654798930695,9.635899284612153,0.903269699951799,12.183939518651307,8.063458180962707,9.120931966831304,1.05067582031712,12.812726777004684,6.090669271883588,0.2496273731396907,0.0,4.450142297289281,12.688775114213886,8.047472407687287,2.430552909569011,0.9010309881995918,1.2093285866078645,5.489819066118534,10.1675003143832,3.168016175775222,8.913626658279206,1.0529027389643115,6.473204067164208,0.2007554315955867,0.0,0.3025237777356443,7.648085017238003,0.5505067009528606,6.865725848607375,7.158979213159211,0.4472088881558103,12.675219226791242,1.5269201512516275,7.981128841483212,1.6702511755381435 +TCGA-DD-A11D,TCGA-DD-A11D-01A,With Tumor,1,57.0,female,white,Stage I,G2,no,Yes,4.378504687203206,4.549656850477122,7.694121046387199,9.640068656322212,5.775169092632692,7.078773127672204,7.05464881224148,9.913798217136344,2.169892941196289,1.2002532315936874,3.71127463104986,11.530174794741407,0.8811947370968157,4.089870979668509,8.912034840144281,2.484524860875849,5.862488586489986,7.701811013715325,8.377805709134885,0.2834477083779797,6.928672333470889,10.046755282348444,1.5663768003211245,10.455919898241058,4.040366443508224,5.104139533944139,7.434307129715115,8.087491482705815,6.72445382484342,9.239511177326786,9.728921317253963,2.494108348922342,8.101341218229695,0.2619519785921537,11.887458328260465,10.071721917050857,8.630196490404803,0.0,1.4307134676951452,0.363787841103289,2.801841549486773,2.9031347037241835,7.989385416443524,0.5254675634651413,1.0984869340663572,1.4896970614949667,0.1949695500934178,8.922856712645334,5.749687110162564,3.3718376173304208,0.5918708700633339,2.246894477757423,7.182261251818696,2.4212098317639974,0.0485152099339395,7.644021368900582,0.1641426488483063,3.884353706847985,8.313614098414646,9.001025020009909,13.313623790829345,0.376734904998522,6.292912395541658,4.237984290105667,10.446023241472446,0.4078421782115087,8.59704579941068,0.3800644588439809,11.621000447762423,7.801901028682301,10.97737209273882,1.6200232976262705,13.632339237304608,7.3033615752476,0.5520819106531075,0.1234013359719139,6.925198358082926,12.653799747997004,2.277597993700956,1.613531652917927,0.4249220882106879,0.6679375279789245,8.853688817368766,6.689331313264754,0.1506896432473209,9.323515763454392,0.6100385571753333,5.219896462064661,0.1159654315868068,6.3167413104462575,0.1939609368978217,8.547675001311719,3.485916229968691,6.490645536245691,4.353782000900575,0.2010064660560929,14.102258553873336,6.2987261235702,6.916656970047712,3.50512874161279 +TCGA-DD-A1EA,TCGA-DD-A1EA-01A,With Tumor,1,68.0,male,asian,Stage II,G2,no,Yes,1.514400039036616,10.720840454732402,9.355366954970162,2.27017009277082,1.070114502661328,9.917610768320648,8.424074726227316,5.964994625865357,10.396724751055643,7.880882621353885,9.326876383698725,0.4660266878137304,0.7426099030945857,6.792243690728418,1.418621747130669,8.519276910201857,3.3229664615496453,10.943534074663695,8.138198063386069,6.340688659526298,9.91166896469431,6.528407224856035,1.6164988539892091,10.755277010634442,7.278272885703573,2.6764930938417724,0.3094090492401191,9.05636405122664,0.2980717349339953,5.122374542079948,7.466253510877707,6.466222508390291,8.905003940447028,0.057554246458089,0.487280529383726,6.827088602379094,2.020839967090145,0.0,5.7189506406094734,1.0767643003152076,0.1873877070804723,3.860337130290815,8.75772601566603,2.533314156566792,9.552840443394128,1.3250985377674906,11.594769894970224,6.146978961357262,5.657471376083283,8.955054109830792,9.583985345108657,7.077915900241943,4.69301852828763,2.867244139328033,4.784645314054984,4.885549961339585,0.2446435457393984,0.259423152281415,6.638645876910408,6.671090939332875,10.17971443742372,5.239008442973287,8.179520504988659,0.2462256485198714,10.220214700110445,6.116323165483395,7.498362576314446,0.1325110397991954,10.899641732661754,7.878891447806204,8.261533165826476,0.5494227457466635,12.560839790335136,2.3283482085348224,7.744210216347036,0.0,9.021122118589204,11.03306131881202,6.146260121108173,3.9987912366629255,7.456144105157658,0.8696345558133933,5.803340711365055,8.343386501523904,1.797220544923891,8.252609615627941,9.039890698332185,0.5003941664157953,0.5564048900385465,0.0,7.794346979266602,4.049160246970017,0.4344547602324028,1.703410827978724,9.833576080297185,2.3994172198450814,11.166749772325783,1.135666196969044,8.249275613428608,5.0674408145502845 +TCGA-DD-A1ED,TCGA-DD-A1ED-01A,Tumor Free,0,68.0,male,white,Stage I,G1,no,No,7.559871097917609,11.327611697938083,12.647473177126813,6.367433972491016,9.02640143764623,10.753164423369356,15.68385217394683,1.3510628989403852,6.424083966752408,13.613772477950432,9.027450453118746,2.1376674570540017,1.6650743605827545,2.271395793947491,5.086388906794727,10.471513156093868,10.618386787100944,10.995031697667889,9.4245148455106,6.280677989331131,11.021818721469977,9.507227359286716,4.974933063754145,8.960869026654798,8.949071176768216,6.32906617445069,5.473407034153542,10.133601026940823,4.05746760174998,6.432461725237828,8.82439077634125,3.6784550700960272,8.872021326057915,5.022966961923128,5.577389549939748,9.310778170917674,7.222906933748135,0.0,3.2622677704377594,7.52493734903592,0.9524826744304756,11.799955329074596,8.858753127795318,4.950333096820505,5.77867117410358,1.854753710933015,0.0423641752480077,6.51842498135955,8.687614683824744,6.663309035486031,4.988348397398257,7.922473799287036,8.306814976115646,5.345807947495499,12.708296471433208,3.8232194597405855,1.1737670677367067,1.0540149105758456,9.376089999934427,9.654460066280771,11.697648126529096,3.773215708748338,10.869494987099152,5.605171315111473,10.890262528759465,4.776093457413995,9.273072905370045,0.1839628348425951,13.422408206584567,8.777424976016873,10.279236104925532,3.5709850241441656,12.26236852615012,6.673125303558511,3.7381409117476463,0.0807940819582424,9.580513160449202,10.977923911595662,3.5081370414634856,7.325008564457023,5.171254873744226,3.989311611688564,9.03898399138774,8.704326286891826,4.411338108468807,6.732874266344718,3.83615642239169,5.186639210709195,4.817843226155235,0.0,3.895738854277482,7.285578845711793,6.990279856954766,6.253932555405453,10.313247779431496,3.770067863263748,12.667381423245873,3.5972689505526105,10.066645166888316,5.868553432332927 +TCGA-DD-A1EE,TCGA-DD-A1EE-01A,With Tumor,1,73.0,male,white,Stage IIIA,G3,no,Yes,10.609961386452026,10.352727191697031,9.68780868942996,1.9260373837156544,6.415780633928729,9.209631010888144,8.06734669386497,11.903905338282524,0.2081426473377216,4.133086713180158,1.5420598977848887,0.230571941904652,1.2375637183176758,9.018680348008507,1.678252230722633,7.267496471733341,2.852598170379068,10.52415067503895,6.7438124918749,6.1712288488495535,3.8507994231254834,4.690221519432194,2.3917402293160146,8.636098919798554,9.228545514373316,3.657239836192669,0.0958569239148305,6.87458674194964,5.100426863549368,3.829108745639223,6.369379235303753,8.357217242938857,5.901359292596261,1.465713319595964,0.3492520317806705,8.154981099073952,4.350426525005593,6.092666242984198,7.161527971245119,4.546184510132936,0.0219060767336222,3.2810156827757733,7.953043439037214,0.1401242239090707,0.5277709887533527,6.241075550856165,0.0,3.73821658957334,9.932880718739824,6.648209439735603,0.3391373849195855,10.59892353189218,3.7227173812545855,6.244422826226082,1.8972791551231536,7.181955270271746,0.2548358827857631,0.0113525072299052,8.39692111196977,4.613213376259456,9.151497610794925,0.1426094872986651,7.540464402133311,2.277449214705383,6.746323516721031,0.0536674490388252,7.15449612433598,0.0187765851791835,9.320378620148398,8.570387409185862,6.174743961369598,0.5817850751801319,12.060955944580702,1.9649160981487923,0.0,0.0056155674069098,8.88492205141208,10.282658027634254,4.041251744930251,2.604189961475012,0.031959741397545,0.0721744169243166,4.912084554902871,7.852809750469108,0.0,3.308564746468773,0.0695646950933592,0.3953918939282104,0.5059925243950385,0.0,0.0,5.896191912179914,0.8470347891195663,0.9234154410762052,8.883359634053555,0.745710621988001,10.569779105499771,2.387583119544611,7.327699937409712,10.106755810317749 +TCGA-DD-A1EF,TCGA-DD-A1EF-01A,With Tumor,1,57.0,female,white,Stage I,G3,no,No,2.797303563397897,1.113967146433002,3.212055666656162,0.7925222241405184,1.961660367478764,8.204613201864474,2.1102964194394778,0.4964112164754916,8.401162825461185,0.6748221839618221,10.531100010052125,2.8262942454996343,12.433423585263435,6.159298180435449,2.1396004645855147,2.594644089104768,1.376734904998522,8.497439921642512,3.2644013127533484,0.0282862430791099,7.609631610491251,3.240558574484484,1.934969336736424,0.8651269950806949,3.2118376898526777,4.092993871451768,0.6893886272216597,2.6442254724390275,0.196481148982308,1.985573291850866,0.7050489713936816,10.172688145339997,0.506601942191015,2.3271124707470854,2.3493935876586933,5.148006708235959,4.555116720088527,5.437524052320277,1.973207154113456,0.5937840052606601,9.342803611661262,0.1810389244316682,2.7513780224491544,5.351596529537572,6.645303928952261,0.7739119545131264,1.9066982234446368,1.122076303695736,0.2021355808898485,2.4707190613508185,4.848552838142857,0.0,0.6507645591169021,6.396080692311871,0.5104556216617642,6.169482106238895,5.3939995859219865,0.0237521358989949,4.358543956209265,9.03227444554938,11.771695624805536,6.150984055683072,2.018705381416324,0.6158870739160568,12.667307836394356,6.517181190439311,5.643351158124719,0.0773797407970135,6.678339567837829,2.2549567874613747,7.769913198928156,0.0798388806666704,13.089027757214346,7.345179898118009,6.0783664618458335,5.993151256011713,5.558111476523533,9.98467735162027,3.66517671446587,7.087070289933857,5.098794298516635,6.614084049846562,3.5039847038976126,0.1852322542301608,5.692614106943413,4.900924756073818,6.117834236081096,4.267108769053896,3.334139178838237,0.0243196791954128,5.120156990824229,2.659582105963957,0.3235430091498889,8.551876646311529,5.987416375365006,3.82986985077149,11.306317784951688,2.2651368034758086,3.871074794676311,0.7445055786286106 +TCGA-DD-A1EG,TCGA-DD-A1EG-01A,With Tumor,1,76.0,male,white,Stage I,G3,no,No,10.79714773768182,2.113600493731906,1.1096948648259295,7.178220646657281,10.261264116727164,4.862228200198838,10.832961988931132,11.764537534996435,10.80995546596966,0.2390313634502369,12.661418982314476,10.117389081592636,3.6269647193041927,10.84633511292122,5.7534547825814,8.291365501812681,3.879637158229188,7.460614799034776,5.987057045111446,7.364900678106887,3.873419503434857,8.77608128124351,5.239218533716482,7.786839404169165,7.589529059951847,7.258145765669459,3.149584553158137,7.217787132398285,5.295715678823504,5.636328801485441,4.799196125949234,10.260078127768532,2.2967510558641955,1.835681584121711,8.13500892814394,10.11764258196684,4.972210143454872,0.0,9.359429145434056,7.066513323514483,0.705579861939098,5.028463067778848,1.4422800352525846,8.55896975132539,8.311776010851622,1.4842928355116014,2.1292500406814447,6.025967835711109,0.0698396250686344,0.2576141300495409,7.44690959630129,1.621102404196702,3.783603326138652,5.11136940442034,0.1251220605698239,8.827859663341872,0.8126214395770921,0.6052098440811416,10.073747277468676,8.171644190160938,12.318907730369624,8.747266207642008,7.396434387551213,2.030124161455129,9.445916610609816,7.228093313461955,4.205376872238804,0.1152996440255472,11.432247172159352,6.061661727720434,8.143149506527688,2.7622637611080307,14.60541254415872,4.707646261944988,6.023834177444893,0.00705194251649,10.212307539678546,11.823922037501037,5.8363988327327325,8.359936637412394,7.223044063155841,7.759020641400188,3.55256151571052,5.304113077615868,5.237972821592125,3.543594864252601,7.008787150265492,2.6670519165460123,6.191007873914384,4.26686148394527,5.865631830206556,8.19471303127932,1.9207887246616528,5.257240736875118,7.270850336044195,7.512083052384594,11.778705624798125,6.656869581005327,5.60672055377397,0.1774713644449509 +TCGA-DD-A1EH,TCGA-DD-A1EH-01A,With Tumor,1,23.0,male,white,Stage III,G3,no,No,3.801231099506441,0.1536756497972376,2.630149155990936,3.986137844099217,2.592779925618537,7.783844254550729,1.5450293236369157,3.4199433287563217,7.937464454789805,0.0,9.868294755883984,6.2464327907170905,5.180382614254148,5.205028821664989,0.8690027646752523,1.421048212423562,0.1462641948665255,5.86492402137175,6.239182247501158,3.5773200553040088,3.925021471456373,10.985703849967344,10.540281504492237,4.152353806045093,5.288055815503791,1.3551290584841702,3.8744035393783953,2.582001940275,2.961530726146864,2.4693911043010086,2.8419127538550613,10.325649389470302,0.3046278544929762,0.0194884295913601,9.836874854816076,5.34629742350025,3.732095501154807,0.0,6.097534952019695,2.794540634579959,8.452314969428286,0.4596414499286116,0.1634987322828795,4.735240542668667,6.149037789423679,3.49932291498816,3.158950946834522,3.176785509884428,0.0,4.86287783834242,5.356414994497446,0.2584586227179007,0.76926395662877,4.909955469233756,0.2891262201751216,7.53912157978786,7.281668579972845,0.2176029765867879,2.6983963033252047,8.900382608986,13.212134024431796,5.445842553889342,3.3134345219002634,1.5363513579954835,11.105826290939374,4.783540468630924,0.5665716406267606,0.1074200588363648,5.236473484367934,6.677620992453587,8.863443863599958,0.0867837661420666,12.75872954764105,4.807004510710288,3.857294307883361,8.453807685829108,7.431740783910623,10.100927597066924,2.949441551675131,6.266188728908396,4.871533199168194,5.451926511168238,4.0881161492955576,7.135595404881268,4.370750169214174,4.7744128326293565,4.344430849079415,0.1873877070804723,6.1183015783897,0.5871729388806807,3.385113471278856,3.659604938655649,0.5561105525814631,6.526532102866238,6.6244533348527055,4.998213559298594,11.066947015933902,4.655111359399415,6.162731694135148,0.0 +TCGA-DD-A1EI,TCGA-DD-A1EI-01A,Tumor Free,0,46.0,male,asian,Stage I,G2,no,No,10.187710351594388,6.02155745673031,1.8167635234983133,6.889923706067888,9.972843979723397,6.516875589109194,6.392566437930962,9.816653621007084,5.557924677665884,0.0545012161825605,7.822932773742336,9.931838598097157,6.032089820088231,4.712573771201484,4.826945015041806,8.17056455465157,5.538531955806461,6.398562435308698,2.1040011103212146,6.919566528696092,7.857114496089231,8.031144829201349,11.751403130022217,5.602296524309766,3.559406154468017,4.564237916667923,6.644668198523725,8.211499955390218,4.463341266077073,5.67281000936236,4.864919070436721,8.27857629829544,4.133432006980735,0.4993739450021675,5.844408251432109,9.629083720890318,6.272827573421687,4.62652674709627,1.8039709280190848,1.248413392050818,6.617824467479769,1.7720545519333253,5.749797039488182,4.050205640328239,4.669758135363816,1.5987463161542557,0.0,4.56641942388653,4.364733500905982,1.730574747887632,2.845991770664573,0.2740528840782579,6.441777260675582,3.7365724061932695,0.2210727825150631,3.345708613254382,1.6908640270852624,1.9272138083929853,7.314479017546084,9.678086698296491,13.073615228087183,3.001351892999959,7.40740629031364,4.887086546764359,11.400081785340028,3.3767210157696104,5.671381131873276,1.220577606590899,9.891134952057092,5.201375093744979,9.436100609445802,4.459444733987144,14.365302711651465,5.767003213929415,2.6976626334705185,0.0110662014062053,7.027315531576212,9.637751331273336,1.933534870880797,6.010582931452194,3.5863924643968432,3.4778197769548136,7.937164279454276,4.727168968628582,2.232077421729989,4.478984743943897,2.6929850632375616,4.762869665290077,4.793973892067793,0.0,2.8438632795365733,7.523982942039469,3.2103576909227645,8.303290331138246,6.842981345192131,2.3903099937094643,11.407742617471746,7.949778863254516,6.129616859168462,0.9837506483549252 +TCGA-DD-A1EJ,TCGA-DD-A1EJ-01A,With Tumor,1,71.0,female,white,Stage IIIC,G2,no,No,3.82010746425213,2.035588721617672,4.035007993807225,2.561228364734999,6.059902501443657,8.24716420180463,5.9342805936400245,8.284816236214189,7.273727541558621,4.198549157303433,8.456371665735892,4.114808428765872,6.299565212937046,7.17441241110304,1.6459321762817922,3.08161232285789,2.980683414007109,5.821041767944781,5.271929843970861,0.1403860322830563,4.374469193396809,7.423282341110974,10.214054966845367,5.96467586918464,3.539121579787861,2.9911000299524475,2.854793597993688,3.554785290394064,0.398459827122383,2.026445980303801,4.605138712871893,10.599648633762008,1.235236889089815,7.573692625991645,1.2773896988108635,7.527218157876553,8.545160255211156,0.0,0.2698709832304519,0.5132886025247513,8.429597553822726,2.582363309673199,2.952911274281734,3.6535989201529633,3.972334233010039,1.373620373245737,0.093695380233557,0.2873540850292068,0.9502444337567488,6.86536706126255,4.182509565757379,0.5105568954002415,1.2652568479958384,5.539856720518186,2.9743273944682995,5.003638213664048,1.646393101218904,0.0828388147248917,6.560054586987272,11.547910112563216,13.280507692043866,3.403554051162604,3.2745002267576457,0.6310577055029407,13.136681463171438,3.226631831807891,5.400425214630674,0.0311128408502492,5.046050082011806,6.166492516900769,8.678197994530352,0.0842003616746552,14.86246946597056,5.310016495963778,0.3952822041322334,1.2846917941078269,4.737167557334839,8.635842525878195,0.0419438299701672,0.9670948105024628,0.5325663232675124,0.8562287982190446,4.196693590612317,3.497037472189398,2.3817263586255994,4.3705339760946265,3.0309010380104224,1.388850793058981,4.318938620978654,0.0,0.6634812533100464,0.8570255151825713,0.5833265191100258,6.382585986473831,8.426902503011789,3.1991069331406115,12.212383816543296,6.280722524859534,6.41502171971554,1.3507235344410222 +TCGA-DD-A1EK,TCGA-DD-A1EK-01A,With Tumor,1,64.0,female,white,Stage IVB,G2,no,Yes,12.774325026767231,6.002180427716243,6.4633543459331095,8.764348809273766,7.680616214236568,0.8085909881399759,12.545576434413212,8.074303656453992,1.5131369766379204,0.4080596480703601,3.329453727531128,2.353916057742853,1.4583295033812156,9.092450866003189,4.662199801794652,8.21117577274204,3.2538682804417194,8.66641646767834,11.521044060650842,0.4210482124235619,7.508919028447697,8.819255597506707,7.867407865949514,10.84544865127529,4.447493240571564,6.779858529931289,8.445554565368608,9.484574000348482,8.635155804017577,8.314411492733383,8.219733868672218,7.242209007307053,8.30190448163235,7.077806975607111,9.77267516137205,8.469279571882021,8.592522069205744,0.2202061130801844,2.1149999393522245,7.4484326928767075,2.2147154431782874,7.423096576012631,7.843277267880788,0.4035949506416654,0.878450703096664,1.604972726410393,0.1457426602776055,7.661038393380961,2.3451976433789845,3.4284506262195173,0.2464688950287749,0.8649685790224608,1.567448096515744,0.1084910025922434,0.928654569900175,9.187212251211053,0.859731066521022,3.0382430133515905,8.393077213810407,8.44724898193401,11.042557339749251,0.2420841705500126,7.134910902216905,5.809167456754332,9.535645335739638,0.1110313123887439,3.3166381445125195,0.1514691975030798,12.441326294581096,7.080666189886464,10.513280212185812,6.1816333235240535,14.559248691885966,6.956902314621485,0.2966629675919572,0.0,7.29561558971003,10.228297543020732,6.285098851088229,3.741919948494688,0.5420103555366091,0.1480880826453359,7.832360928978202,3.915186240823487,0.112233057598497,5.79649912083442,0.2185952015508569,5.771708663261848,5.238488814467018,0.0244615301409958,0.1449600047208578,7.309219851921879,0.6686637777002207,7.248202738216963,10.152457752509866,0.1502997081016821,13.328259812325989,8.37679827290871,7.758101929953279,1.8982470560818685 +TCGA-DD-A1EL,TCGA-DD-A1EL-01A,With Tumor,1,23.0,male,black or african american,Stage II,G3,no,Yes,4.052398503797521,4.331741039828484,4.360750535577547,0.0969364825029573,7.454339602141324,5.603896315095115,8.759531375761508,10.408677792749051,1.0533199037983187,3.7060000117819225,2.3880792983663235,9.582055398536388,2.184343777952907,11.58968971772901,1.8951086976767355,5.328262028609413,2.169155358830894,9.049334259505663,7.388578750503875,2.7982371921986817,7.982506511630061,4.481182673831056,1.2187811677840688,9.33385393762882,6.478036661513539,5.658828424343654,0.3661403357705043,7.689643716604433,4.323744746388629,0.4361618393144501,2.1590478576421552,8.988060330489308,4.770131310502621,2.1628545281905103,1.2172927662858768,1.8872133029512288,2.095924419998536,6.097783538903088,9.285218864716594,3.1997194524767627,0.1807843910786988,3.5528442849967505,6.214352151824244,0.3789554611409064,0.5686158767137823,4.795974694206668,7.664778630789911,2.207518076982545,1.105074594101117,7.372347947324678,0.2458607018403533,6.771604352311785,3.017743786503007,0.0441842575440038,1.03639783115816,4.443745875437152,1.2192149957954237,0.0284277045726673,7.559370206875871,7.996941741345538,9.057667689005816,0.1962293257942208,5.924990603111086,1.444561060372784,10.861788304104476,0.3995539383843539,3.4919813301896667,1.18947668909787,10.698529657768232,6.625307023936426,4.815990348943731,0.125915549474723,12.877900311116484,2.0899048684213355,0.1257833316273236,0.0,10.64460844924887,9.87171630460389,0.764006377628665,1.001514035063554,0.4804719452274769,0.0608774728993346,1.838951766951943,5.856794014665221,0.0901759497902069,1.2015084039722248,0.2579761160107647,0.9092738817686756,6.4574744562565005,3.5025342858954955,0.5909133502559083,5.57595667931514,0.9565771185858124,4.347169556019207,8.42940046436454,0.1781090760943251,10.028148221867026,1.595503660502742,4.151980551158924,2.783330923823676 +TCGA-DD-A39V,TCGA-DD-A39V-01A,With Tumor,1,77.0,male,white,Stage II,G3,no,No,4.253134586808482,4.998014929269683,4.131457785479088,3.0068904216907204,11.00669480585513,10.093862387301192,13.24370153605211,9.358082581299811,5.65073297110101,5.746538505811874,8.447778363314356,3.836691690894865,3.986401833046417,11.544753613954658,3.09379677497239,8.669645831822692,3.149031690518342,6.50781366462325,7.04882468936785,7.864724732814924,8.735749949706241,7.958973717956921,1.1599520447329228,9.181124670185014,7.259139700247531,7.747770044442537,0.196984663529218,8.427419287423927,0.2767944047892594,2.1412038773639086,2.755806259727427,6.215177681723229,5.641569149015103,0.139207520271254,6.2855113416678,4.926303111861395,2.913167073186836,0.0,9.98184537702069,1.688404188397458,0.0932897300014767,7.516220060723332,3.975676037797327,1.9471424653732188,4.988611982198006,0.1367163844883119,0.7542889267296841,5.486714373030702,4.324148136256893,8.809385824154711,4.806607618610796,8.588828547784342,3.795953920910375,0.5718224068332035,4.516998467528536,5.127699305447992,0.0578314745605733,0.3655805658333654,9.009263462790347,9.849010319319538,12.484196323522497,4.3382318524219485,8.11712774257226,0.1680001245178201,12.279803672223052,1.8043840354413416,4.776446192658742,0.8209754166051623,13.30665145279549,9.132947698817164,4.7914390258724415,0.4111007890854134,15.483764156168144,3.4559386947535606,2.0572769650732474,1.4095810199025518,11.43661317321272,12.273751344622612,1.3911628048372682,7.0537716962869625,3.190646463259649,1.6988407702072097,0.9025752990309406,8.091103700245437,2.5949545489685977,5.2519803444298585,4.908822512867632,1.823912367487802,6.142025344826939,0.1098285653070865,1.9741621677966,8.0297808341402,2.852198642533566,5.644110081760082,9.54566262864353,1.714047648777767,11.464620895124956,1.216920425856877,8.35925320542041,4.847170125660209 +TCGA-DD-A39X,TCGA-DD-A39X-01A,With Tumor,1,78.0,female,white,Stage I,G2,no,Yes,11.940710999384375,0.8590153847994141,8.671214101345488,4.54137234708422,0.7505207551823299,1.1983055537249785,9.027029611035148,11.577102296357348,3.7398157064888697,0.2417181745967014,5.903117828307516,8.015825918028556,1.2573727556068015,11.954828696103132,9.317786806658512,5.269829850818577,6.369100005130573,10.885125129930092,1.3889058840390696,0.2180991743701449,2.1653331373691502,10.78598367447306,1.3739543948658028,3.288137046461584,6.731479246142531,8.586942217549522,1.8747969658986647,8.351070851838502,1.5807726068157324,3.648833547906747,7.33593784959392,5.563624916853777,4.448253442700557,6.499804438895479,9.810907528300993,7.742082360080688,2.0771746231396144,0.0,10.121719475738905,8.247377855835259,0.0274371827068511,2.8392138680270813,8.171734248404755,1.1380935964872845,3.553851968181126,7.262058190111954,1.0311834348874465,5.288007813242446,1.2939001403476005,1.227248183780733,3.4750978567667143,4.581869415479608,6.257270913650319,0.3935260322283555,6.618635107287752,9.831000777125746,7.026806697495809,1.2258918616903405,11.319395295623131,9.567549630552834,11.246412244109996,1.86274892579353,9.993019034220238,6.717455718392988,9.775254542211377,1.4150555328541454,7.727173734718377,0.1681285295769488,12.000178952121198,4.082174594397669,11.040460491485154,0.819831652426537,15.943874566754772,5.20048473612577,1.386203948989615,0.1019189597110716,10.200139550250146,10.520189834894946,4.045853563169463,4.53497047299857,1.937909305702144,0.6445023724189359,5.943053948960791,0.3612068902387298,1.5190889469996518,5.153250034783584,1.4468914052920558,2.001009533233199,4.709671112909655,0.2369517585880805,0.8995623601546928,6.266096880068002,2.3250409554952007,5.016202117036202,7.788759435457149,0.8614790175498898,12.734385951186557,6.018689805124736,6.522197022877523,1.020768865094572 +TCGA-DD-A39Y,TCGA-DD-A39Y-01A,Tumor Free,0,67.0,male,asian,Stage I,G3,no,No,8.55541279426214,0.7753455840740398,0.1595000220232196,2.7057125540560816,8.877020880937575,5.461990132325125,6.25091989844219,11.456017729868124,4.748514903696212,0.144829520838809,6.062469302188103,10.06757270763618,3.8680446784722697,10.399905928999242,5.136133953016534,5.25850008060912,3.400059684354704,1.6283070055983253,3.9288061453406256,7.567453420575362,1.3644043415283331,4.778760522476703,1.9128031311292493,0.6044509303125163,8.017264419139257,7.4290995476331485,0.624522057976862,4.410653166289789,1.4252981608024695,1.3350258383216933,1.4357885883269776,8.806972299513761,0.703455126590561,0.2758414231406114,6.8008584946254205,8.082006361874047,0.5523770710948686,6.891862669627804,9.044590563887656,2.913837252527585,0.0702519218204442,1.5112150014709744,0.3330801940067239,1.383718114635775,3.3703456524612814,1.928844036712568,0.0169241442578214,1.0837239663930085,0.5428028274273887,0.0464212112487103,1.8192185484094523,3.7711989204200793,3.876733027682049,0.0965317426936286,2.401111614670177,7.733914903123803,0.4674881735083557,0.4822287461103808,9.877312511615443,10.5743871835404,11.854896816224649,0.5907217700098412,8.551360281213102,0.2178510968111313,10.526742667273446,0.9491240098937954,1.350780100734856,0.0219060767336222,9.700751632542737,3.93256202017362,6.342602744439911,5.269784977759011,15.289953685799643,1.5748765516111762,0.9148706332003476,0.0194884295913601,11.179585193496354,9.251401219755012,0.4659222393039372,4.042346663306407,1.3704433048213018,0.5052812114532669,2.6133666293414604,2.062639828286464,0.8171320436691342,4.640354851657307,1.015497569395326,0.4117516289645218,1.379510066553068,0.0,1.1188248221086143,7.679562436336239,0.985427565078935,0.6915341649192002,2.9772982433206274,0.3141744510896436,9.14834285658147,4.0816038019066205,1.2288494676617978,1.743385707813666 +TCGA-DD-A39Z,TCGA-DD-A39Z-01A,Tumor Free,0,43.0,female,not reported,Stage II,G2,no,No,11.5794731167713,4.725593935212851,5.739575411886361,1.846031900705629,11.130394043867076,9.780000645045847,2.7950188128592286,6.859398119884247,0.559638644922725,0.085968453862165,2.206361908530001,0.6938549023535652,2.8709564730949366,1.8606847568819047,4.588192922691102,1.4201320273428033,2.514097004894233,7.568769381668846,11.143284607325054,0.032100843167024,8.483586459185767,9.190567454336202,3.095435001833033,6.803655854104491,10.00633772103395,1.1830100367622471,3.132659092038115,2.466653220122748,4.365594562729151,2.6940778535726784,3.4167857073788097,7.560469644897451,1.2662768233224777,0.092072094502929,8.59907821739046,10.61304997433315,3.5382898298584897,6.80112631410993,1.2151815654533151,1.9183480674060167,5.868634915068354,0.4052299797625592,4.815411476928663,0.0,0.7045178854164386,1.4931349223055048,0.0340748202705722,5.384692243422155,4.213565030589169,4.290778251320179,0.8793136763108875,1.0704580260195933,1.105745116069354,7.76062880949969,0.0,7.933085127030146,0.0564448010196681,0.1293489672108409,4.237471940904821,11.700961603632834,14.326198485737788,0.2198345238853706,7.397654954838711,6.372253906900746,11.494128154857703,0.0,3.24126054904726,8.547108148086162,11.164124165406768,7.347106645403298,8.226588003007555,0.3788445144695026,15.784993723958117,6.0069779143827455,0.0,0.6868814604322279,8.025161714815393,11.14541781549873,1.0901759497902068,1.5236121358813997,0.4184598375809911,0.0,6.741591025875939,6.863701862728615,0.0,4.475311907919998,0.1600166078459045,0.3607575575119366,0.1335635257411058,3.183692939267341,0.4407396306149471,8.1332239157011,0.7347421312970588,6.346714056633047,8.650034268392009,0.0,11.83837112383975,4.1159737519872905,7.715329879320067,5.908486295329356 +TCGA-DD-A3A1,TCGA-DD-A3A1-01A,Tumor Free,0,65.0,male,not reported,Stage IIIA,G2,no,No,10.126184854212626,1.2003787979840264,0.6569081834733373,10.71029546046127,8.535671966025218,6.713999551545253,13.513247119226165,10.725395656874838,0.7618809536299823,0.0,2.1290521672699576,7.172904494281322,1.6469920835672736,11.84688232450525,5.482845057002603,8.526466765906454,5.941836396621837,9.226921501878737,5.955033761174233,7.914357623511057,5.461738086020466,9.621601547788435,6.502134846852322,8.045559280739086,7.327524800359624,10.004193635031417,5.951023548954337,7.904895291681441,8.838193547943002,6.27828961455295,6.211454204296279,7.574171157931903,6.810500944165418,9.615670646072193,7.791587492957914,10.25168087109423,2.695481654527915,5.200123729806214,9.47221703765936,7.291773902971567,0.016781550233402,8.395511429170133,6.370354371690738,0.1348780543431117,0.3273424556098216,1.481970527169474,1.2942531364445138,5.162286584791108,1.4870232131291174,0.4754999872649508,0.1175620692569788,4.2933410531611695,6.310345574338136,6.961469373955604,0.0957219222733256,9.875919946356383,0.3858175448516954,5.323197108239327,10.24045446527489,11.825802637278278,14.0975395854363,0.2221863073221123,9.354966473320648,2.5142990347280447,11.304716370305204,0.2853430301592559,6.42008148549861,0.0,12.913469739595808,7.072469216073839,10.08427332239456,0.6046406961846594,12.291718025141805,3.213736095922801,0.0,0.1435240325216132,9.791027894182,11.867373036983595,2.6776209924535865,0.8478365981997775,0.4264257907420273,0.0,5.141829216000779,5.814711910137076,0.0,6.302068586709226,0.2830920581750474,6.785220964465976,5.598990412383971,0.0,0.0,7.372897264710313,1.7566390457871053,7.318853684331103,7.999744124361699,0.0,13.792162272186424,8.091500444981335,6.794155897876407,0.6198355444973109 +TCGA-DD-A3A2,TCGA-DD-A3A2-01A,Tumor Free,0,76.0,female,white,Stage I,G1,no,No,0.7375137141455423,9.147277693967943,2.376957114477728,12.088408968064064,1.0340748202705723,5.544037101861671,8.167895285350538,0.2984237119310379,4.60600390443775,0.0,7.324108522603605,3.899929657348496,2.368041930594768,0.5597365244329826,6.662259628191451,0.8144273738612482,1.76009317445814,10.304614051924563,9.543874564370688,0.0,11.36620373351538,2.889590355214132,2.0823279031566675,7.649174967490898,0.7780403222675232,4.711203034237696,9.971028747605208,11.19933175009167,10.01145622315168,1.073888768245291,8.251338962439688,1.38089564803612,8.173608684733006,0.1151664496349353,7.901969836639752,1.536749205648026,9.866359539790096,0.0,0.9908822701410775,0.3292958481025151,4.658554260650898,3.847395658352504,8.973859776933258,2.6072000953975163,4.286925492241095,0.1285573649737574,0.0,8.716808146030353,2.118824822108614,4.366280244325061,3.7760934574139946,0.4181359639594965,2.944952124262225,0.1611782500798127,0.0,0.4882064880796598,0.0708014676002111,9.48840213332142,10.524699785791803,2.4107209968534304,14.704215296606137,2.804012244084809,1.361487652143068,4.221420851350889,11.409050112219406,2.8194229453666946,7.0423302456681,0.5574836139068903,12.622344951531668,7.969742222341057,12.629214119583123,0.5895717539737456,14.790159293546091,8.14382042082143,0.7211538870083001,0.1388144689022818,0.4651908879259823,12.071197363677944,7.757913318538523,6.093967862436674,2.750906588491754,0.5963627200648611,6.703906341202279,6.628897507703939,2.0761143837445943,8.890007031747647,3.002072384951204,6.382394041574351,1.058870605748247,7.354389566737901,2.0716253939737697,1.4016304665847406,0.7118472776699478,7.890049605054839,10.554486113552258,1.0999011100079423,15.537393350684138,6.127323743867532,10.345377190961116,0.6726516293283846 +TCGA-DD-A3A4,TCGA-DD-A3A4-01A,With Tumor,1,37.0,male,white,Stage IIIA,G3,no,Yes,12.600980640832416,1.719971942072317,7.279169464453963,0.7926887978667038,0.717210299019596,12.12486270016226,5.288934343970496,10.361303079278455,1.354226457349926,0.0,3.2539438977488606,0.8460720296304579,1.2284185275793846,1.981633493093726,10.21604058378666,0.8738919244533955,10.010228766313832,13.972194362203917,10.176747369592908,5.84577103548343,10.072229763357653,7.963834752658401,1.5862603423168031,10.347427815221945,5.3853965225452365,3.4298971117089816,0.6270464593924086,8.838529532879306,0.4762261325462323,7.063729424198062,10.15895271349604,7.495730334281885,7.046052265404136,0.1178280038274809,7.244546509423222,5.82403715741213,0.998628788282414,0.0,6.858776745308193,0.1593708466602028,0.026729250487489,2.6002697535090045,10.335989529346444,0.0,1.1206837088019812,9.125513951920643,0.0,0.8248900239793981,3.5137181226844043,2.735522177296537,1.2358495765075634,0.6008406280297645,9.095710583669783,7.779060718757833,0.0,2.314783519719259,0.1857397094027824,0.0458622979086879,8.271897171762387,2.993221467368938,7.984974351832344,0.4748772859931199,8.804059046011188,0.0,10.659974403425386,0.1078217559128535,9.001526420166487,0.4881036331235766,10.822691196564294,7.897231953347501,11.28818873650802,2.275483892667288,11.985345658463851,3.3560029151579345,0.4138106870249846,0.0,5.936166777979151,10.186554658684548,0.0,2.7927304382933267,0.4499574836280035,0.1439158030714447,5.143785224708601,0.2722621249742957,0.556601081653847,7.51009715045991,0.2125070852944785,0.1521185044319431,0.0507454635813989,2.532441646687831,0.1409095065416619,5.359605503214515,6.88728155166999,0.1147667926655143,4.954754664921699,0.0,12.422257025073211,0.2826177214813483,10.021269143194296,5.695406485523303 +TCGA-DD-A3A5,TCGA-DD-A3A5-01A,With Tumor,1,66.0,female,white,Stage III,G2,no,Yes,4.384623177940119,7.344095248374712,2.2181921924581145,11.67512715647122,0.6863436430761807,2.261711328876685,9.35796781912854,1.7956838408356894,0.6524176569319944,0.137503523749935,2.768269030989812,1.0633648787584298,0.4411647341291503,0.8339020766691634,9.530692896739904,7.72513786281194,1.274708939214712,10.83062889098653,1.7433426184944605,0.0261626544896756,6.84475095088991,6.993784167222548,1.0159256899902538,7.801649518389411,0.3472120855856449,10.256004715014308,6.5801243746006985,7.709771729590957,7.046879533240404,9.532179985645325,9.564516501509068,2.929241836044907,8.026099562651977,0.1116990721974202,11.205312352348985,11.649436188756072,5.826490015646212,0.0,1.9867749763947509,7.45098026215732,0.8596515638598337,4.301580330686864,8.123963072082365,0.2599051753533527,1.135140816394815,4.1281201484077625,0.0,8.630160079455056,1.2550172359997485,2.685962567775134,0.597221268400312,0.0,2.19074126825662,0.5861161953375265,0.0,8.627170885189505,0.1126334169852453,8.438236703164547,10.7395033494541,8.417280807535688,13.6564165056336,0.1815478564559564,8.520672498264684,1.242632990446649,11.64031792787494,0.1976138096910743,8.537575243817155,0.383718114635775,11.823864255223926,6.881543492450508,12.233861643397251,3.222387268844958,13.28533024126549,9.121378879081549,0.2744107693178379,0.0,7.518432850040113,12.087817106679568,6.716276226816936,1.473527177156759,0.3817263586255994,0.2611095289093015,8.800940657096866,6.445180425467008,0.1032626266060846,8.438848395137539,0.5362518789372893,6.700553464612062,4.761811824786169,0.0224743465748992,0.1335635257411058,8.981368344657767,1.0032424174886838,7.815524195884677,8.766032907277516,0.1384213104202496,13.908107581531551,3.22720196651556,6.338329919799238,1.45343856134876 +TCGA-DD-A3A6,TCGA-DD-A3A6-01A,Tumor Free,0,72.0,female,white,Stage II,G2,no,No,2.4996545778194306,1.2049545078560435,0.5871729388806807,1.7814436497034642,0.5542450195500979,1.4374940908089655,5.479434299033599,0.3297550857447468,6.546051741623669,0.0,10.580853709560293,0.1331689334860438,0.0,1.3504972470841332,1.9726191390081524,0.9550151564370706,2.471915778972064,3.52210598140069,0.2172307162206691,0.0,1.2806594324551983,0.1653009749168647,5.13318948783038,2.03639783115816,0.3297550857447468,1.0833155023356682,1.3406192351293955,1.452015499178249,2.2160512576331333,2.3173330146012368,0.7689253355637512,1.1413673907597024,0.4779881081016517,0.2457390324292848,1.4227174064914003,1.552622992009278,0.7382922634294944,0.0,4.188108114523775,2.966208951574222,0.1042024493824429,1.2142491702545135,0.8261111636631352,3.4009613858622925,7.713322584687319,0.0186341741390509,0.2108875492208102,0.5633534058553107,0.2140004297296064,0.1497796305759026,7.3351116151660465,0.5555216974545579,6.505649613723418,0.4986593604988815,0.1106305080964341,0.4306064309298112,0.1292170636641537,0.1678717080291609,1.5948829103142204,1.078678142503528,3.977289083439351,5.944300933197141,6.9753011589051255,0.0665370023957912,2.219679666802379,1.5171244858056434,2.118160353120777,0.0,3.241474125701441,0.4198624503775239,2.3653005993965763,1.1168304963267113,4.007473606104348,0.4436066514756145,2.658737042234937,0.0492125346325602,0.7644310869375373,2.352476059050329,0.088548697010238,9.476450750240453,5.601449906260592,3.294282548887628,1.219338922698467,0.2163617349711273,1.835115615258217,1.1125666981357925,6.681827318822385,0.1651723179371666,0.037030730944967,2.9564098463630635,3.214078165750666,0.3771792897366386,5.973765087446798,0.4174879985136661,0.9144879859178114,2.340818598778008,4.262583493174743,0.5580716689588727,4.847616145122038,0.0385766514523231 +TCGA-DD-A3A7,TCGA-DD-A3A7-01A,With Tumor,1,67.0,male,Unknown,Stage IIIB,G3,no,Yes,14.531422456111756,3.1145669226556048,7.371079627062711,1.8054162867703416,11.206064294238892,8.888588013865244,10.825205345543496,11.235994692656233,2.9451581954535144,1.7347421312970588,7.911104918402131,8.76823329616275,3.5805073190716565,7.38838071258533,7.439029648991944,4.898517952025105,3.688829369389637,8.20983251064951,8.549306064237525,3.2630794893493955,4.67073838303796,1.5965535527425057,2.112933613630869,2.5040610013092928,7.5172410429125796,8.193814117013982,0.4525954347028694,6.013933403693022,0.4832611599521272,4.325875673582944,2.8169682685479582,8.527803041754796,2.86969377204997,8.485938361862173,9.023586652774895,6.852046293405633,1.0777215387660812,0.0,9.538584721453452,6.750810139837746,0.2847510095342264,5.034462248600716,6.990211771848115,1.79975046170089,3.299684258136955,5.69155370593486,1.2534447502624853,1.9370053378115304,0.6750029161939268,0.1894134310336725,1.5339619653451515,7.088895277683833,2.97865326490861,0.4878979012100887,0.9659135443470032,8.077795762310178,0.1004394792803116,0.0946414541150623,10.618035523667508,9.62790590955928,13.089897140929107,2.5983413825536266,8.108603907360788,4.9651239563167255,8.115306407475124,0.2834477083779797,5.67849732470946,2.36963398568747,11.129840343458524,5.064072314821957,9.834078956576736,2.537445175151632,15.550099035225012,0.7978430670655411,0.0,0.0,11.640589478629876,10.45647639726147,0.3833863461990159,3.361782393349347,1.7148829106515404,0.0,1.637888418674421,5.783854728786437,0.0,3.020893291287288,2.5614239015472777,0.3907777267512,0.1807843910786988,0.065572311593622,0.0,7.473105820885661,1.7160251175036243,3.3319487976005413,8.781163296897931,0.0,13.691289269124118,5.046569636215451,5.686556553087223,3.314275980386051 +TCGA-DD-A3A8,TCGA-DD-A3A8-01A,Tumor Free,0,75.0,male,white,Stage II,G2,yes,No,3.287028957330926,12.157057419827842,1.3367404069672926,8.620213592758141,0.9677588479176178,10.09507693053382,7.130657044697474,4.518906465569214,1.6318493077400242,10.271308128301058,3.763177834690136,0.6344074020398196,2.931607422309683,3.5220808654994524,2.295194037331989,1.245739032429285,2.884383014727863,11.134526368422977,9.53084658941926,6.306233070507763,9.104774067704415,1.2555007331483865,1.8393952947275405,10.572813705192882,7.878688562585721,6.550672917506116,0.5852510108792798,10.66139359502646,4.562828543129529,5.340067281330718,8.248272010664694,2.787641414483326,8.788929705873784,0.3250409554952008,0.9526317670819686,8.880450749901494,3.3941574026171835,0.0,1.3153343603343788,6.475321636763322,3.463936279506408,1.2484741153726229,7.350555590189151,1.0157829972409278,1.7015046997649126,0.0600473836699388,0.6328265700343372,7.731439194031163,6.27504989550244,7.526604087467807,1.088277309680452,5.572456188617629,3.13293870482032,7.231382484682958,6.047490402825486,6.535180490053077,0.0856965806792463,1.9552011930130275,8.329717867824936,7.107719250100711,11.964158894779713,0.2112614497129611,4.29465750498495,7.645977555115347,11.842318911806908,0.6346861926698646,7.278350022671858,0.6540688627290807,11.892100491859468,10.126136057754437,9.17715913170528,5.889074361152755,14.91632950208176,6.675839919446718,0.9162473236900132,0.0,6.773089082501251,13.068743906105428,4.979613826630139,2.471863768407648,0.7707022101239386,0.1288212806501339,9.821985189816688,7.834760508054341,0.0974759590132685,5.355305281870119,1.6291467582651602,4.40842655413979,2.719971942072317,0.0626743627633924,0.2419621822151927,7.6662332360218945,0.9601409803107686,6.066487491564351,9.80509991571922,0.5597365244329826,13.091683390201847,5.295216082338586,9.578649503733546,6.472102676462205 +TCGA-DD-A3A9,TCGA-DD-A3A9-01A,With Tumor,1,64.0,female,white,Stage IVB,G2,no,Yes,7.814649111911245,2.547967980967267,6.188652139936803,8.687271742658199,0.0,2.029735566243607,0.8594130295859476,7.43683228212417,6.4932149986267245,0.0,8.076734376377111,5.948703626510013,3.0120322559319423,2.295105853936872,0.5898593439360036,0.0842003616746552,3.128788293830709,7.83798927119956,10.398061509955586,0.3036930880937789,7.85158477717497,7.110843449241022,8.54589155404849,6.975312624535463,2.574973402782056,1.4418021546288666,3.7398157064888697,6.510650250830556,0.3527585250406369,6.284219834305074,2.8784703218579715,5.201492721055423,0.1311943517084501,0.0691522018694229,9.800476410010836,7.988263744649355,1.3951176537994758,0.0,2.8363887331150246,0.7285736025593648,0.2498700468224981,0.0,0.1861201836806385,3.087174273384413,5.571048755131031,5.377005718239346,0.0751903141552192,4.124634178894983,0.0164963198961959,1.93674157378112,5.372896394325232,0.269033146455237,4.5775617613494894,5.755029093061745,0.0,8.299105423092051,2.8835426193133284,2.9079289622708013,5.82365511338013,9.443527503293303,12.500114648687626,4.312214987119986,5.683039513630523,6.568074679460468,13.16715192835446,3.021444192612216,0.6810443993024785,0.065572311593622,11.6774834448497,3.2378237226192548,8.301664004265465,0.0894981508391026,14.7243073035794,1.979037566346893,1.3411887724787406,5.829540087844945,7.719753641457491,10.556820520252456,0.0706641007787896,6.404433134544706,4.996447501628152,2.5614239015472777,3.686702210256078,0.7489763892462132,1.9459447420897824,0.2717842135692168,3.4315561048259617,0.2066432239833953,0.8932845400302725,0.7451082261257355,2.241565648875172,0.2869993966338397,3.0867837661420667,3.069581879751837,2.2956348734737646,2.2568898855358928,12.381342890450902,7.665258450199243,5.87407150227918,0.610511091666109 +TCGA-DD-A4NA,TCGA-DD-A4NA-01A,Tumor Free,0,67.0,female,white,Stage IIIC,G3,no,No,13.128273646881212,0.1781090760943251,2.01728056767068,0.0931544879070829,8.689253726110366,0.7099963689114015,7.521028744430884,0.4668620037759176,11.264621459865602,1.1587247962974792,11.455692009562242,4.748885177063783,0.6063474667245725,8.26446230519503,1.5784557217795718,0.2679552122912712,0.9487503418244454,1.5524262586314272,5.112987809146228,0.0824300999459491,0.4643546035516404,6.565397633919413,0.8799409691262006,0.954568570752994,8.181298382916163,0.1199537175055683,0.099227865774861,4.198706299075961,0.0760117385696412,0.1758119937217308,0.5894758779118472,0.8803328886746402,0.2232989733327897,0.588516766693908,8.792389146543574,1.027649494650658,0.0489336451979224,0.5720165131289404,0.6376566120250015,8.491892369160132,0.9322879923549584,3.535281598472793,0.5918708700633339,6.701711226267683,9.982031980323136,9.066648126499253,2.835176265400428,0.1171630754657594,0.0289934118795486,1.421533016138308,5.360796177540168,0.128029388740641,4.984885514458015,0.1473066987802935,0.7789654772500989,0.9141052371184716,6.180840074087064,0.0234682805039053,0.244278198578144,0.3266523910044033,1.5516390567343858,7.212380624487521,7.392678909994434,6.886691581081712,0.8422950233276651,5.852443366468743,1.0940333349871203,2.022545364569001,3.7712728839196665,0.4912887318974425,0.9301696081500812,0.0531113364595625,1.634918477047975,0.0706641007787896,6.977819115874809,0.0,6.194709584458802,0.4690524098546894,0.0,4.834170154275512,5.860135965219782,7.92610085448522,2.429883724974756,0.0107798387532427,4.446957553317106,0.0850166734887138,6.829241968025914,0.1541943249927897,0.0173518417877749,0.541118304024694,5.726820320503118,4.672527175674411,0.2715451984856866,0.1322477982984397,0.1376346718833728,7.456494057122564,2.8715085574699843,0.0446039506497679,1.9983760544382487,0.0 +TCGA-DD-A4NB,TCGA-DD-A4NB-01A,Tumor Free,0,25.0,male,white,Stage I,G2,no,No,12.739038316763654,0.3160298585195769,11.024293149858158,3.1235006643509604,0.7275284237832323,8.878368240073158,11.031620916784265,7.72297483994592,3.0114061832469847,0.2158649391532399,4.813729894481414,6.141132334425258,1.507109593781773,9.52976785937082,8.993910376590627,8.02225350266209,5.717443379868148,11.294678467025104,6.874634690459183,5.226539356296452,8.909172756198652,8.986972032221562,3.213331726986074,5.235125811635612,1.7642187479116636,2.8244012785484163,1.5841447418110723,7.969700785961215,1.5364508301947086,4.666177125550425,8.81958676139641,4.691941679874267,7.142208170084159,9.581839106252048,7.654800693998555,6.09731582297779,0.230571941904652,5.5597548761018905,5.573201814458964,0.8138530035828684,0.2746493101650892,6.649655693025434,9.477685421657508,1.235604532763299,2.7499847043461343,7.844614759570675,0.676447959550887,2.196197844804838,0.0433445048771692,0.4563856303785893,1.9369676601880736,0.4189994654312657,7.546170616326475,3.982929706938895,2.1681606290561057,0.4716557073976412,2.038822440690185,1.7042079949543107,6.432613720177139,6.794638102252187,10.470750069025398,1.6246624184421077,8.47591618777894,0.1100959291034204,6.642834399929472,1.166265536723798,9.958495296475713,8.602838767181124,11.501893797134862,5.23901608317273,10.151263945586628,2.4886435398537845,10.115282995399197,0.0709388213434375,0.4202937493466222,0.0,7.603962316584603,7.89140824993184,0.0777898886436676,3.819106117738234,2.473527177156759,1.7667647558800972,6.090726427058199,0.9562797323356714,1.0556121566866925,4.301799792040065,1.816599706534912,4.63291379341337,0.3792882499719285,1.5441391374460505,0.3931965118704061,3.7726985815934753,3.5673994184882103,6.005840095307449,5.998937875741855,1.3477223426152305,10.234363599228404,0.2207014165065201,8.327065301352002,0.1677432801089365 +TCGA-DD-A4ND,TCGA-DD-A4ND-01A,Tumor Free,0,56.0,female,white,Stage I,G3,yes,Yes,9.027104553136292,6.969512005169265,7.767946723781408,5.85710018484523,8.494742004028204,7.094534840646382,7.898257941274741,4.603270263195563,7.726848242694881,0.0798388806666704,9.452653497792973,3.830214752870533,11.097111544720155,5.396306793213953,3.861161365753398,4.970941059874389,6.316636334518007,6.597717383685457,4.258978644548208,0.0,6.841365580193174,5.75969381398055,11.028285276009443,5.697565338616742,4.578298714780614,6.296795097983456,4.46353745146723,7.313350167639934,3.518207788835793,5.724407437646244,4.695303469785171,10.30046913819111,6.682754465547705,1.842053601761202,7.414596451842087,6.341274183692174,6.500977281432967,0.0,2.022864902287469,3.097475959013269,1.440686483867197,3.840876092741956,7.467865537795568,5.316583843689327,7.166457367440351,2.4620523187964327,0.2174789004705309,5.47362458305826,2.7702793432097264,2.2422671337141167,5.364022562662536,0.4548075921118498,6.240921049652802,5.538382960032119,3.229710961847024,4.488142204591437,4.730346496572615,1.0552650796669782,9.247116956252691,9.550873736961051,11.730392905503166,5.604694063339143,6.816503711389486,0.7769461918570875,11.671646898796688,4.699901381487563,4.652520912679567,1.5769574202908585,9.236275432422744,4.35056796569599,9.777041566759666,1.3948982241567258,12.429949062565598,6.914483202184481,3.121744855388424,0.141040345433593,4.810818381966797,10.085112836068475,0.5644269486377939,7.4529322504429505,6.439530057455088,7.138149927617556,6.07239096617237,4.43373397997771,4.105191957944248,6.875399192410939,4.749990065840538,7.205784453939106,6.174354481851853,3.1867857723181388,3.939837759707648,4.701471430986272,4.2996036747681,7.422391123236942,7.280332792363861,5.579705129859232,10.74613075512196,3.468583317006828,5.917033073452144,0.2256451206189525 +TCGA-DD-A4NE,TCGA-DD-A4NE-01A,With Tumor,1,75.0,female,white,Stage IIIA,G3,no,Yes,8.626754509237637,5.152171247785699,5.125940338972171,8.369204722778937,7.780715603155625,1.2668165184622169,10.727740361636672,5.7670323560992784,3.5418369442687894,0.0,5.151895338135146,4.3680838492977445,2.156623132355893,1.9313048436506688,8.060203602305142,1.5689563012922685,1.3339961181964526,7.226280200627047,4.453557086525968,0.0946414541150623,6.665487996232752,7.500693719415185,8.705468239066713,4.985659810157584,3.0537716962869625,9.37663507319225,8.157018438500458,9.774751815250728,8.38425923456989,7.884611962046458,7.167808498840899,5.293455095110823,6.898860127313341,4.790798097869423,8.364849039049771,9.008640388557016,5.740954536413484,5.421462325742515,1.5519835104183806,5.012367540286071,4.7656302156700425,5.797511088684995,7.53007308385511,1.6431173407522954,1.221134667557041,7.441238616298277,0.0,6.935432638084944,0.026729250487489,2.8406445035333694,1.054987357919956,1.1331031576162036,2.5470302365609183,0.5740530540417639,0.0244615301409958,9.546707360297406,0.2689134157575552,3.141416441164837,11.324623977774731,8.638727319817578,10.22894179522031,1.0316069265854642,4.517206391783335,5.381920122289898,10.34991921348099,1.0997664862929295,6.57551655682584,0.4007565031832513,9.572841741962064,7.003119833583428,12.18262824472444,4.320910636187187,12.311012506162667,3.339479485472322,0.2083923997906761,0.0396999177209514,5.464073555454733,10.460697929311882,7.865882326176088,2.5460424782484417,1.0042496851623777,0.6678467210526388,7.129684854595854,6.708213451549334,1.1802751896118795,7.374511795179963,0.9644356002123312,5.071591073101152,5.47022122068961,0.4696776298171893,0.517829984809274,8.211932572196627,0.8033097099996553,8.864958986866672,9.98062444166423,0.8050447613704029,10.89795335164706,5.667114381324467,8.9600671126005,0.0494913701651037 +TCGA-DD-A4NF,TCGA-DD-A4NF-01A,With Tumor,1,72.0,male,white,Stage I,G2,no,Yes,3.556171877837299,12.42106049760234,1.583470945075698,3.660871586812304,0.2316781617985105,9.826509718312964,3.9366756252379433,6.296807943348317,0.7074364418968008,10.70526760720896,2.4824611036482707,0.0,1.6918021329181545,8.296881801976824,1.28071881361801,2.5204473933189253,3.0867158410477304,10.124294786770545,4.838881193141345,6.431062954331379,8.925574318516599,6.3005081479141,2.0097771216115303,11.778490776999323,4.858587794378706,2.214031524640665,0.5347588693443623,9.330432239366232,0.5894758779118472,2.334453862323681,7.595222416166057,1.4993739450021677,8.472256645551893,0.1645288608813687,0.8836990090198109,4.241840183564671,2.4013847178854872,4.742426666084346,3.875956949436276,1.0256667003884758,0.0625362198953893,0.6246156331376462,8.0441541967117,0.859731066521022,0.8747576280742646,4.2942310767186616,5.624685810525398,5.290991992108523,5.939033766615457,7.414702991944604,1.107219168347857,7.68943755196882,1.4866628932526136,1.1538701748485525,7.190260266033744,1.96893860473764,0.068739590672305,0.2979543901829535,3.5918469398117736,4.895734007969363,8.451708137698022,0.1709505533183675,2.525843372954591,0.5644269486377939,12.111316484943194,0.0773797407970135,8.007508365422748,0.0,9.13805774825916,10.523064473735923,6.721201746320647,0.380175311742025,13.571896242334862,3.3903099937094643,0.0,0.0080565548710584,5.656819539231671,11.909927463593052,2.7759354883017875,0.9386245454662197,0.0907179597677998,0.1035312098779929,9.477990131193105,6.355997631325225,0.1523781454010392,4.355122009100983,0.2930172720495083,0.8645724627571325,4.177279995969324,0.0665370023957912,0.4478436443620853,7.937055376883957,0.8104019715399103,3.1085579101883543,9.318331304370666,0.1051416603234237,10.558541538702116,2.1016164621184807,9.251067176612104,7.093455595572886 +TCGA-DD-A4NG,TCGA-DD-A4NG-01A,With Tumor,1,77.0,male,white,Stage IIIA,G2,no,Yes,11.738565196861536,3.659901730768601,3.532840573822637,6.234794443594116,3.9996392811480415,9.448678609356383,10.526816010407424,10.59674286959576,4.989039069111832,1.5115692419724729,6.429518888647682,5.854407145680428,1.3466449215885266,6.811268073041875,2.789896147872573,7.048424750942025,2.737470449086059,8.847722304999511,9.434324020412502,7.046429942551819,8.375074194664016,9.681734395707066,3.767707759638241,8.553142362168144,7.984687319061848,4.239291103409267,7.025389866152382,7.837062096561137,6.218041035019481,0.786679993961836,3.216113358446301,8.165217550214377,3.4260231669338506,4.381269526995495,3.832950757940288,5.671375470138132,7.245728575985464,6.323175486678525,7.592446572084749,5.4376272483189485,0.4327456588438479,7.116821141429865,2.133958010100549,1.8801761336311995,3.521226664593504,1.877744249949002,0.1326426425396186,4.682281133256266,0.6703871569738339,4.795761753738477,2.262613558403634,5.2049623305425134,4.505744874863761,0.9228828707188736,0.1054098940400817,7.359414868954445,0.1810389244316682,2.318606074503733,8.028728816640601,8.469684955007653,10.032368540332817,2.93523342494956,7.107428428666356,7.256160558568658,9.76587548978366,4.55284428499675,7.065583081792319,0.2985410185165308,11.878380234290972,8.805618134590697,7.604779298449771,5.416738425501334,13.296746726130149,2.871843648509318,3.895205662763366,0.0177794125612346,9.443966493039351,9.97846536600915,3.0798900682002808,3.3964883334405447,2.241382596721201,1.1536756497972376,6.304350408925874,9.16432470438066,0.8915747250965541,3.743708836692425,3.2565880096500246,2.8580804879065425,2.729052389893858,0.8905634265982915,3.359338432475985,6.369639219812767,2.209515751092664,6.248502578549919,7.972772482452775,0.4131607755908136,11.169866015048592,6.137587541895278,8.015713875366446,4.515542158078312 +TCGA-DD-A4NH,TCGA-DD-A4NH-01A,With Tumor,1,65.0,female,white,Stage IIIB,G3,no,Yes,12.666262377980878,2.2298647459752634,5.770078437997332,0.8555911077104515,10.047646896533056,2.10604674931283,8.197256016459402,6.177598929327734,5.592830744054496,0.8742067858777987,7.071774465788978,10.103328859059603,9.4662881839231,8.264491862143043,1.6490635657706112,1.0753957141091843,1.3024067945577258,1.875897989723396,9.865185623176371,0.0354831521286886,0.680054248245064,10.830365542380854,9.326269028937906,6.163239072114272,10.0407906725763,0.5694910919587163,0.8855743643714263,2.249202595947355,0.5881329436012842,0.7796379447986672,3.319039815562536,9.209457508497277,0.3740657182225377,7.253010691914239,9.405227426474411,2.433066269617616,0.2856981259581251,0.0,1.1799568474051354,2.966854944080824,2.87825450080877,5.119874889532549,1.0582472168546626,3.157642013381769,4.245244644904141,5.922157402882707,1.3135941465723913,0.5685185977925435,0.1413019876252584,0.5651096965318344,3.6717349462362514,0.0394191831333971,2.7968053808804823,4.064710435087381,0.9204457566246425,5.429609269545642,4.047023547228884,0.1152996440255472,2.4173529690740265,8.739182822101926,7.400224526061217,3.319574583337288,6.923670957499168,4.858020793062524,9.121808820483569,2.0514765149539502,0.7889362292448273,3.593604756569248,8.164882797776364,3.3111543154405667,5.611535369338448,0.4649818622749517,13.982314514268117,0.0890913185646891,0.5134907455881181,0.0146409468817531,7.995846277916737,7.506068715699114,0.0658480033660812,3.588696648622874,1.887018288819775,1.4968202305942957,1.8317151315178253,3.217882108838967,1.2712463739354585,0.6578229026524012,1.6224618673827302,0.1377658080958785,3.58076054934014,0.3896769369519618,1.2545335767601218,0.9306994958851996,0.4519627662052772,6.306951191057231,6.132720775987112,0.4968202305942957,11.32463590273932,8.224508217299565,1.040822310107341,0.203890227146661 +TCGA-DD-A4NI,TCGA-DD-A4NI-01A,Tumor Free,0,67.0,male,white,Stage II,G2,yes,No,8.684486702797145,11.410485695929378,3.18461355180982,10.15863745635573,1.0518592988352498,8.808685902552028,9.339915457008134,9.496336311191712,8.277750941111167,0.0545012161825605,10.166738162615578,0.4038130616165896,2.0585243118408,3.623796644616336,11.101559671102416,6.424152848801696,3.4763298377571377,10.464292209883393,3.49901669699333,6.542101697733602,10.898330658303497,6.2505826647875375,2.322476214866698,9.15954593704177,1.5298209465286954,9.547087127816829,4.271948513472073,9.174578944744482,6.246157228049093,9.090218036958037,10.629379754019157,3.4325185164296355,8.663831318737701,2.7461837566299225,8.53667112115897,10.96867996744606,5.901465492731152,5.793019285666556,4.130972042042627,1.888499735514123,5.67601629156991,5.674361779268756,9.09630982541355,5.749394818286606,6.65607013479374,1.4072439670168633,0.0,8.314190315513205,7.085382163430829,3.7474733357404775,6.279211260231556,2.3974196523016134,5.619424749321872,7.129864099908299,0.0,5.378976262691969,0.498965654341203,4.8146785889699,10.443836923127712,10.000561611877677,11.76275898386588,5.90623883114716,7.979931014568423,0.0270124650625816,11.890027710368052,6.8033290859310975,9.158632155206403,0.3042773880656751,11.794980892480982,9.205426237781776,10.843061457644284,6.148669775978995,12.896338856663204,8.802886603951924,6.08216394735109,0.6964390206557535,7.618880999424957,12.316501709810671,8.616658374174495,8.17004472012585,5.571036616112489,4.17998868478701,9.487291986930884,6.930905248033701,5.104487631628767,9.322669765053906,4.644744616312623,7.132607686732556,0.5555216974545579,0.0,4.68214626833274,9.795523943888549,1.2804812743006235,6.832198873648293,9.150358611313544,4.29500296649625,13.210876487130667,3.571300616720163,9.571115517907334,2.4378136481879054 +TCGA-DD-A4NJ,TCGA-DD-A4NJ-01A,With Tumor,1,54.0,female,white,Stage II,G2,no,Yes,11.174088339464552,0.642747774297277,0.5225579928704368,8.493684556794577,1.5017193765800978,0.2893623404769398,7.605366172227355,8.048217109756655,9.30446723461528,0.0705267208766824,10.065697375571911,1.9784153127073616,1.8464331397339384,6.215206809444041,9.51578813167213,6.854610357705242,2.075258784055846,8.64145535204542,7.067359064362666,0.2203299548795556,2.949908397953317,4.882237081440307,1.920903029224632,6.946347213176705,3.31840361737428,4.644738849073544,5.768785102007749,1.411046539173177,4.16084759995426,6.426174164029794,7.838951136843908,9.01553548103315,4.286548520937589,0.1474369588174809,7.803221223271636,9.18579718330546,3.661806595170352,0.203639694013985,0.9701173976055,5.444948608707575,0.1989969662401086,4.394582735563051,8.315236076068176,6.178457705458822,6.606525139257224,2.58467393285523,0.0,6.796451099592224,0.0180643893603615,3.0756695352328323,7.784826537877103,0.4621570478473945,2.9369676601880736,6.274302667510062,0.0,8.597558734739827,0.1973621841491634,3.901233773266164,8.779475110326098,8.39786669431418,11.426169760171572,6.829971301124953,8.232839643721302,1.5042135840286774,9.328007722937226,7.448404609066991,6.320860105352223,0.0361868028478462,9.819564249769645,5.374663934136937,10.54950360858299,1.865522959139964,12.394524940306493,2.8021725329936835,5.253898527840185,0.0,7.251692586154361,10.647464182832628,4.55810841444217,4.44544200250551,4.6101153545626135,6.47400115734516,5.309187103713251,5.096582341379856,7.626942093997139,3.3364833515363044,4.851354276040564,4.549096167800776,4.452503187825323,6.454588831865012,3.779984563437413,7.016052763838939,1.2593628880720078,6.194668221970248,7.994915129922816,4.799724562904533,11.003168826221712,4.460545997941409,3.5456471854870983,0.1756842707309972 +TCGA-DD-A4NK,TCGA-DD-A4NK-01A,With Tumor,1,80.0,female,white,Stage IIIA,G2,no,Yes,5.202554853369486,10.045397918602402,0.9632521538166068,12.122870563387574,2.3257030129084386,8.297392745066738,9.435147879519636,0.5844815222066533,2.622344722724236,2.125452733985948,5.030442025156869,1.1722314688254811,0.8535965062025125,0.9897203290406048,9.897728704890406,4.609317643960545,8.614731926013167,10.4297717107914,3.5510483733015663,0.1848515456804152,8.531891382582284,7.934084170846176,0.4264257907420273,8.739765760905781,4.029488223873239,3.411643176039014,8.545034731075809,7.963464297893469,7.871091432870452,9.017965043488845,10.46024884601116,5.274310123067207,9.044735352883858,0.7462267611769378,6.499426567813693,9.524834142110745,8.400837179210946,5.821919360046369,0.921664828292332,1.8710945139964577,1.834104404001504,5.161109706890097,8.680679149236477,1.765025470000371,2.3878036645333287,0.8150835171543723,0.0,8.677938407378578,6.691507644546018,2.916419317668003,1.893711677327316,0.6340355973754617,8.65832896476737,7.778646208127877,0.4035949506416654,5.188309922429898,0.0643310462459839,7.237742476308504,9.6909502549741,8.447932884559515,12.710734254101896,0.979074161145452,6.980844469044257,3.812056621193125,10.463078928612552,1.5120245662750966,6.476365484701755,0.099227865774861,12.445782586880952,7.908351786371604,12.04782507830293,8.344678504295354,13.466825178287646,7.397459014671687,1.054362288449689,0.0,4.34525442674739,12.66168843861365,5.2131878376220095,4.467612070723813,1.5697827124241277,0.9465062986890213,9.7115375811585,5.146712238073235,0.9273655352733786,9.361252298406692,0.5323668355679567,7.285483599364101,6.1469484230230025,6.970612111514199,1.2932527564278795,6.728228015248217,4.6673301479338924,7.712214009998105,8.806531900329993,0.9570973970637328,13.669558487191344,3.6321867707386617,7.924837438860134,1.9871753155819865 +TCGA-DD-A4NL,TCGA-DD-A4NL-01A,Tumor Free,0,46.0,male,white,Stage I,G1,no,No,13.702508163880276,8.225630179863181,11.252079248082554,7.646614868868466,9.85939423712414,10.418028306268502,14.844661248267435,4.681505487720642,4.406264540610686,2.829788685351933,7.394918797103561,2.024603367140657,1.358565054153975,1.6174865664133558,7.394041614880642,10.720956706989552,11.572742568918008,10.317355176173177,7.625902406881783,6.398741982076391,11.279768305540715,8.827538014612445,2.502992470184612,8.929818213657704,8.297885629057971,8.908591371727343,8.014642062606427,10.45146139771025,8.072900050467547,8.741773695031924,8.79764499150124,1.6836515448124847,8.786496389069582,7.705161663714486,8.291146750155123,10.666696241666603,7.925852887399971,0.0,3.69921845942414,7.693118918780512,0.1580784564986263,10.966988360284928,8.71541259796575,3.2506129811496653,4.689606679027329,2.7899587290815666,0.0,7.66498408411746,7.44946233036402,2.741682700372974,2.837034966154126,4.438698718826027,9.377364771191926,7.238745786513869,8.422320474875935,4.7841479765163,1.3509497863102051,1.4107752590082423,9.520556610925238,10.075275633572216,12.92445865112956,2.9701542193673705,10.254671157473828,4.279449008731218,11.236436291903416,2.4619737670187303,9.856744847138495,0.3771792897366386,13.470906469710382,8.006186922229046,11.585516695356487,5.932476982627428,12.789925422037747,5.279066363025216,2.5341861390900973,0.148218272154145,9.383013447640248,11.339543341939107,5.798426437714493,5.824047343868205,4.004591276976311,1.6207271543221309,9.019838105719463,8.13854469590687,2.8500392781909696,7.501411278263672,3.4949915493422696,7.355436554302248,2.668346088431239,0.0294175468350917,2.2645664555573743,8.585801199083217,6.454123239121274,7.530575665808773,8.428082914099761,2.101717301696874,12.998439577021728,3.308826824347884,9.335045719346423,1.9645464985564425 +TCGA-DD-A4NN,TCGA-DD-A4NN-01A,With Tumor,1,56.0,female,white,Stage I,G3,no,Yes,4.323132242584776,0.7589000897086835,1.6132015868865093,1.9455702495529248,7.580908999990843,7.36202094927804,2.8124160766579416,8.495166685178098,2.548140656895048,0.0230423926658638,4.682685652399299,3.2864819863636563,5.986763601499391,2.261711328876685,1.1940239958851295,1.1387489499285934,0.2258918616903405,5.121923018318477,7.980342969018064,0.1607911399193874,4.728617135247194,10.152522144855569,9.731139276998,1.321177698346086,1.2067057310799103,1.737903041305459,0.0753272507070651,6.901317051733184,0.1764504391190995,3.9532838663321743,0.6145685119642088,10.042230230852343,1.4533858803664503,0.4655043696295056,9.337923565411693,6.077039998826394,2.5467339800701416,0.0,1.2456173527563843,0.258096757817156,7.984133024756095,0.3605328386577613,1.3310745802572634,0.9670210096972246,2.312636133510871,4.290033596455084,4.809033654211374,3.2759307919163376,0.0116387562468936,2.6283303386627663,1.033581579146999,1.3976934552366915,0.7671462698426245,4.394424965390795,0.0211954245144897,6.416564482402028,7.604037955028011,0.0828388147248917,8.997252037356816,7.352337453948206,13.347981471458102,0.7583884654793523,2.552032711374678,4.102288592877168,12.182636748020382,1.0294175468350917,1.4821254640799908,0.0464212112487103,5.920483868210873,5.159794660039334,6.7192888727701865,0.079019633034838,14.21954916714495,8.05164834528147,0.8014897962893083,0.0139267060429217,3.940411095073521,9.73698024646331,5.97954980907539,2.97408872764586,1.5441391374460505,0.5962672942592975,4.344899494022179,5.507724881828921,0.8964656161894258,2.40021000708183,0.903809558578697,3.7337014134586815,4.642897922087482,0.0,0.2481704732018035,3.176578094301317,0.4316764413926329,8.311861819197684,6.597325571061678,0.9813412277008018,11.153364684516564,3.5453135729530856,5.613732013315567,0.0217639742916566 +TCGA-DD-A4NO,TCGA-DD-A4NO-01A,With Tumor,1,65.0,male,white,Stage I,G1,no,Yes,12.29455177125765,6.979729279681412,9.069559056332691,8.606423350379025,4.812457151580458,8.532446711883852,10.925036608576653,11.221486648676994,1.892701876202174,0.0,2.3294967825587385,0.4100154030570231,1.4999861644218744,8.75013213818257,9.781047369027869,8.926234015389449,3.102187793223615,9.233080842185004,4.640470543068965,7.095345327491975,8.766739583008318,5.19018419966288,1.6399267127487973,7.561889722323533,2.2404364570778696,7.705574332836029,3.948124230903475,10.002354573370416,5.197267813255204,7.569857886268688,8.104187245069596,8.042713275224067,6.988242722727047,0.1715911532316011,8.30317797750928,9.564696924135408,4.243425361895265,6.105738831372793,8.193394760504427,2.872513597186151,3.921931362960642,5.82364747146746,8.95984374839795,0.2076430126865326,0.8514392346735887,5.877776145915343,1.2854022188622485,7.037952114549397,0.4601658946764309,0.7023915843080507,0.1815478564559564,4.529040056095075,4.690137692986635,6.499102827374003,0.0,9.079131133530336,0.594261892919768,3.841127777984212,10.614854474403906,9.364055184184997,12.50924161321808,0.5329652159336024,9.167784669261426,1.991825658697696,10.57270515229255,0.2298339904609975,8.951936549266913,0.2132539507335341,11.97307901279785,7.699754275191078,10.009041847218416,5.607809652769741,13.53535855521648,6.58543430506865,0.2194628389571548,0.0,8.811838978733963,12.075449767146624,7.549112344392038,1.0323124699489437,0.1692836611157298,0.3026407514285684,5.118422024313199,8.186708037102779,0.7139596983378401,5.899489856236851,0.2013829358640541,5.518085013378992,7.6413205903745265,0.0,0.2966629675919572,8.97754868629023,1.1052757834156866,6.058474525257701,9.43687453873246,0.0,12.16850631148342,2.292663973396857,7.828522420944522,0.6853571235680124 +TCGA-DD-A4NP,TCGA-DD-A4NP-01A,Tumor Free,0,32.0,male,white,Stage I,G3,no,Yes,7.810087013461289,11.77711235388235,9.865014837071923,3.6776548157920352,8.178254514585312,11.149245200386876,14.603575702580804,1.3268824492158442,4.289930346631032,14.235199343054278,6.8158558971719385,1.4759149721781786,2.692471835240773,1.5574345984978826,0.3651325934525299,10.005667071582524,7.117438434542492,11.05443175398842,10.043099074689472,6.713831885797667,10.94147139996724,9.453672721498307,3.348742315585288,9.53213049266515,9.3080520554722,2.398870216088357,6.788247198305703,11.198708324619885,4.65097129996175,5.355537863784663,6.799003094584638,0.5961718621414596,9.13117479806561,4.486070743735668,1.4874348971100495,8.195975490757352,9.006721871132378,0.2641160215592453,0.8785291765412093,1.107888694552972,0.0717626693000912,10.78166002514273,7.875861752870991,1.981889176752506,3.516506891043268,0.6844597018913462,0.1589832511603865,5.246062194234051,3.579119793156493,9.420928248862728,2.9966599042420268,8.406268367788973,6.597969100669989,5.25368678273227,12.963831592492054,2.0678107837896214,0.2164859072000535,0.4916992006507309,8.21934957216999,10.416713411917105,12.357484129277978,2.836732080459136,10.754867464593197,4.287952424033106,11.376515103116809,1.739675314503314,8.904396184757143,1.0792927672728536,14.01221936992671,10.006390041029096,9.96293518019176,1.0316069265854642,13.459876538961067,7.795228615525455,2.185041912513295,0.7001733498526371,10.399548491252878,11.294025629323356,4.470771113198673,4.71806565833736,2.269870983230452,2.080145978629491,8.508863978391481,8.869517349845722,1.4722278029890443,5.733921002364333,3.318996447324306,2.97702342158069,5.384281255105573,0.07340895518534,1.5202965179898815,7.923168200716617,4.346722919860699,7.362411148755348,10.412901850738818,1.52260820762622,13.100525273180605,0.6265793107820099,10.011205866471943,7.152930741102807 +TCGA-DD-A4NQ,TCGA-DD-A4NQ-01A,With Tumor,1,60.0,male,white,Stage II,G3,no,Yes,12.745790230691904,2.548214654537763,12.658187578989583,0.4138106870249846,9.159760355968237,7.665713242747315,10.602153042664572,11.010424602965806,0.9078905175706304,10.412171383556768,2.6451021401169794,8.692660481696775,2.1362570215111445,10.241051709157508,7.917696686638126,7.022106994580993,7.310191953167897,8.566817436754409,5.147660815781134,2.7766093693397367,5.541926749134649,5.773830215790778,4.746495510556628,6.086656403966669,9.167735002135949,3.8586375207068673,0.332163687954531,6.550089536193039,5.205040555074382,2.23167816179851,2.7654074441253647,7.083281458443486,2.299098094577489,0.1526377396511124,8.565882731756025,6.594750070895704,0.813935070481317,6.0356371050518485,3.330285897102013,6.755349624886788,5.291747201580381,6.073168988800816,8.99060548627877,0.495899785706589,0.6974179939174495,9.99930835501044,3.606773844048684,2.670998914874494,0.6920700511536373,1.079019633034838,0.2358495765075634,5.452193458733146,6.290754295637748,4.22894179522031,9.101969632358625,8.580171494315856,0.3061455593087739,0.0,8.58348222774539,8.868587692680117,9.984959261253811,0.188147686926434,9.19343024544687,0.8266806753178578,7.123273026693332,0.0,2.4032131770722427,10.231417527506432,10.368911494207106,3.5565888204595013,9.572648693977824,3.0239295171640053,13.826121037484222,0.4742543158326424,0.284040263954096,0.0112093614203033,9.242678239714875,9.654261344552244,2.028569152196771,1.4029404197990334,0.2747685657998658,0.0,4.952613131343119,6.682894890360947,0.1071521986349104,5.46213413901712,0.4822287461103808,3.297162063367127,3.964657388376578,0.0912597661926782,0.2649567179648224,5.601120036332212,4.264821639078,1.6016489804411207,8.811771560692549,0.504467852705359,11.124211865248554,0.2415961553095403,2.6250132598730063,2.42484148847096 +TCGA-DD-A4NR,TCGA-DD-A4NR-01A,Tumor Free,0,85.0,female,white,Stage I,G3,no,No,10.742381526924651,0.8507994231254833,8.682699696165546,4.250749396896188,9.44361597492849,1.769348599477859,10.902204302547863,10.189810724751654,7.522135021116446,0.5205479681065772,10.030346425079578,9.651523719752666,11.507977492188727,10.722856445385204,8.232287084919156,8.123054667736039,4.184875342908284,6.538806626431828,3.1769450400437,0.2364620038381036,1.908505509871045,3.795922760405086,4.825261563359901,2.8684497203769093,7.898681795195816,6.282760409465296,0.1726155218134777,2.365328598485219,3.479308179009367,1.3571578487197544,5.132893477014854,8.563432347607872,2.895593457951747,8.002279459810072,8.002362731536657,7.857605348034881,4.644756150721617,0.0,4.639411620571655,2.186817459357112,5.22534820432871,6.226450728368704,5.194236799620675,6.457024573542391,6.674058057713391,4.267288586150445,0.0946414541150623,2.106348319505147,0.1443074672630423,0.2376860791201652,5.425190721493447,0.3112705914866413,4.8740592031411465,2.582700506131644,7.582157039062689,6.6965892471988,0.1544535926798724,0.7118472776699478,8.348787896500387,10.613536533350157,11.755875051188408,4.323651086178845,8.79535006628323,3.395926512286955,11.50504376444852,5.246343476169216,5.050031460697844,0.0745054363636297,10.662000896801487,3.3303145840448245,8.497516565954266,1.2541707258927943,13.54418219362116,3.2788471318947128,4.2584435468257125,0.0,10.196491845576148,10.100658397210085,1.2242872898920016,4.453932352026354,6.350751817865176,3.006908369342177,0.6956375481270084,3.173511248063922,6.41360931348419,1.930434576345461,6.977819115874809,4.07558397171436,4.830245181450358,2.497356885709619,2.836025099781596,2.80144840792121,1.839838686191288,6.635443882464018,5.544766652201842,2.7537970539113408,11.469772752659964,2.214591118466067,3.1624356412224754,0.1133004358333606 +TCGA-DD-A4NS,TCGA-DD-A4NS-01A,With Tumor,1,61.0,female,white,Stage I,G2,no,No,5.804200733621785,10.22506930764808,2.783603326138652,7.705816902304504,6.150242833752995,9.81231194007073,5.746656736157288,7.489391201923069,8.301847794761256,7.96005175922911,10.395494185001944,2.227402230639057,1.135600534859441,8.587573893536243,6.04942166633415,6.565268145379696,6.503084725808782,8.327808152497822,6.5854448212419845,0.3514021836299643,9.114073114620885,7.726447745893932,6.966932213099705,7.692492758429924,7.563469338150579,5.675420772784018,5.802428475982552,8.957054434743275,4.050466870350662,6.313882514555738,5.968961637260448,6.797153088895985,5.897492149056363,2.028604511936013,6.723125742648129,8.70171884916342,7.564297372941362,0.0,4.330522547322867,5.161093578607475,3.972389380497656,1.664937877441752,6.236056299797551,6.113150383478095,7.384594687465521,3.1602102798507894,0.0,6.248318506743496,7.109389814221422,7.0272856701852415,6.886892734524219,4.563926874686071,6.922407195283831,6.542101697733602,3.4366682398180264,6.975925902952577,4.421209831763997,2.5949784277295684,8.908295937450264,7.444484863411644,11.77382296455145,5.649261926726445,7.242664426930855,3.0672945214685323,10.562765687933725,5.488283624484791,8.379348039829726,3.266726583291481,9.540895979645622,8.081073806345707,9.421839511505786,0.5555216974545579,12.323306168308298,7.02375767939366,4.564548891604241,0.0963968041871571,7.4538895635226865,10.414116395325095,6.102628739721838,9.5700309990137,5.487167959169458,5.550328150729176,7.176641917656893,6.586153735000357,5.357685711620912,5.303437382423498,4.696238694261775,4.225814759638595,1.605399510161858,0.0,5.457426847570504,7.324071608902196,4.187973560234981,6.56762606157437,8.340423849825326,5.028423284110946,11.18914053706607,5.340102897626358,8.84143100038073,5.703726425911898 +TCGA-DD-A4NV,TCGA-DD-A4NV-01A,Tumor Free,0,61.0,male,white,Stage IIIA,G1,no,No,10.232200248713516,6.0574611031870935,0.8872913012234019,9.765649772838705,0.3062622397278507,8.073712605426486,7.949279287217663,6.111181585295592,5.52963357136889,0.0662614422687212,7.720643744836085,0.506500390433616,1.2443999912455492,2.596052563116254,6.744617248839959,7.380072253466774,7.459294720056024,9.33567841828648,8.616452905963525,4.264025917881179,9.998703528090484,7.70097508060957,4.498218949142866,10.018126024886612,1.4611094150652546,5.014931006248228,8.495578050809991,9.52420357743032,8.794817100725052,9.252461312138728,8.107839536792063,2.801262145569794,8.556192191253544,0.5735684240392593,7.886391017772087,9.643002763622594,8.683990436619224,0.0,1.6631168673661028,2.659034012927409,1.7930635184462336,2.970227860071837,7.0823087404527065,4.131647098794343,4.107696237590805,1.5588064008610596,0.0174943794592725,7.697965595413888,5.525354801526111,4.36056093042883,3.517464680181128,0.0893625528277345,7.353210355624001,6.112072465584528,0.0,6.998906293199623,1.0915982919095304,8.669566824408783,8.03764578410975,8.320433229642056,13.395648170268265,3.686679802418032,8.348296166138864,7.2696737239458065,10.798751969412177,2.832181147742154,8.355009214285198,1.417920007811965,11.39976555954214,7.398259720166452,12.777092930932248,4.261312664464199,12.213147882687442,4.894128984810562,2.007697845045274,0.2834477083779797,2.594142435844666,10.663368637988972,5.865117094586657,5.661387626721962,4.898851664592433,2.017423112383857,6.885480410434168,3.320946728557177,2.836732080459136,7.735822707459251,2.9686437559647167,7.419162157350802,3.088090701273221,0.0,3.488155061518231,7.457860192843237,3.805994025066748,7.514947548698071,9.317647541367675,3.2133628363131024,13.86280364143589,5.891545562951866,7.622876190288591,4.059234124913367 +TCGA-DD-A73A,TCGA-DD-A73A-01A,Tumor Free,0,71.0,male,white,Stage I,G2,no,No,12.211300848458675,2.6055180388013826,3.949917733338157,10.007700787949656,5.7503706810240605,8.93408328599831,6.797725067876444,10.464060379981731,2.358396261956654,0.2214440529543985,4.146084938616191,0.6383055768070925,2.5199192606224963,7.563128379087903,8.140664662831938,7.145004855829799,6.045071589756912,9.202868003719278,6.09706926301525,6.80421880666708,9.50674215913788,6.793976492312447,3.3373828452348886,6.9674660635349,7.491228594830933,8.668998764818234,4.845500087048882,9.539339136718027,6.055833374712557,8.64399323929386,9.270620743078974,3.84590147399067,7.8481709712367484,1.2782226979915283,7.631073716469184,10.579559572169469,7.883012845396255,4.0056964014766505,1.4973313352302746,4.405461459111774,0.7308355623222009,3.002576515310449,8.583243392402458,1.458014458604693,2.107487016116719,3.461083214496077,0.7755984297076747,6.344752171298899,0.4463621118785946,1.7967638579044434,2.654206377944292,2.3727014148331707,6.396712658202027,7.036441791504463,1.1188248221086143,8.665843258637842,0.3029916156127522,4.291765616385809,9.875172311578629,10.16438655779959,13.837304611059642,1.0273664051151137,8.96416929385593,0.0130691500195213,11.748539683787362,0.7914390258724417,7.049415131427332,0.0788830465219891,11.015002954256166,6.869797394615794,11.657815669355957,0.9469553866431188,13.49019875954991,5.894769268541946,2.0855606248726257,0.1154328261203465,9.500095547370302,11.011151553886334,3.982226974956919,3.277047434762466,0.5799524688312953,1.142282723454798,8.038544278766786,5.300896128559567,0.7284865332427695,6.207215453485264,1.9231491804723089,5.406880160523818,0.1697967561832485,3.921760024898144,0.8942163129631281,9.037012879504712,2.595432049110607,7.148674859677033,7.663148897163709,0.2903064354249143,12.68233508447535,2.634523571349635,9.084649762336593,0.3772903645367773 +TCGA-DD-A73B,TCGA-DD-A73B-01A,With Tumor,1,72.0,female,white,Stage I,G2,no,Yes,10.484344903478275,8.59702046454505,6.896065942444541,8.802615557092501,0.5571894964703331,0.7911889415033607,9.491979727336762,3.634790725268224,0.1779815563133707,0.0,0.4005379295837288,0.9616974057196782,1.3852101291747312,3.767527682942239,9.413845374586902,7.656052253024768,1.269870983230452,8.303481220900151,4.770881891036832,0.2555611589003538,2.4422269452218184,0.6047355697611835,7.010581812583923,8.959175187406323,1.5033996229839812,9.6384438786588,7.831979816809693,1.4984040659465547,8.33925410021455,9.151009940799575,6.895958132686404,8.713595471473923,9.6316958232372,1.6345003382359988,6.666412916898367,10.076529033327454,5.709569110755073,0.0,0.9828749608980616,1.837862529421237,4.473605102404074,4.502101422635511,3.4547681190313324,0.0,0.0,5.5775768666328585,0.0,7.9848365376688495,0.4490066392182045,0.8360857117024058,0.0846085753178094,0.0904469802326513,2.152799962340374,0.941632197654482,0.0,8.170263594292221,3.004501392234941,5.178949627579368,10.2193020119899,10.661089981892374,11.171260441509286,0.033792988849303,4.451356198437923,0.5765705091143148,10.826511545562775,0.0,6.57628781699458,0.0,11.407952987872946,4.678545211775301,12.136499313976689,6.577126661307052,15.302405245095294,6.498818896656151,0.0,0.0,3.352052256342492,12.25166134578261,6.747847903586822,0.1605330087609084,0.0291348040530228,0.0,8.23301659047095,3.660734705478119,0.0,8.285347654364124,0.0275787274742826,7.215831942747816,8.419221581689802,6.237081821751927,0.0,6.815567744031873,0.6284469983247357,8.387960437733982,9.596689952819425,0.0,12.97252108326961,0.9790009706200632,5.2327912073587965,0.483777089951149 +TCGA-DD-A73C,TCGA-DD-A73C-01A,With Tumor,1,65.0,female,white,Stage IIIA,G1,no,Yes,0.2530210957115131,0.1096948648259298,7.021184317795538,10.68289120438428,1.0340043675765824,0.0264459803038008,10.29847033785863,0.0,1.98469871033933,0.0,3.692449516837875,2.9061979357372207,0.3333092295748964,0.206143069691373,5.07646503300028,0.22391675051899,0.6358008167589596,8.692307228902418,6.160932285863841,0.0,9.97435392650208,0.0,2.6224384392119764,4.487698570437995,0.078336571121179,4.777277674736665,9.240724799732575,11.036064856728196,9.197499551578934,0.3772903645367773,8.773615299958236,1.3164354110105,7.998348973185936,0.0288520058474934,7.494157163060152,4.232315389514138,9.384817200375918,4.966979495085165,1.8236270928357736,0.0,3.165413540363096,5.662063046428036,8.474712646856368,1.3134200096906226,1.4178120176146105,0.1399933019033645,0.0,7.723096382725632,1.0705954124629773,2.667665090051406,0.2544731079527325,0.4272843461736818,2.732855277072443,0.0,0.0,0.2308178418610832,0.1505596765753813,6.875295971432337,9.74550962722368,0.3313612672682994,13.261220460572227,0.295135249000818,3.931531783594124,5.917243171079263,10.718944991322196,0.9955930561143436,4.461495818200827,0.0,12.887221967518276,7.436742352611397,11.733140556081224,0.4659222393039372,12.690296849928869,3.860625169700562,0.0,0.0,0.1363226537492143,12.141539794285734,8.174834325562363,1.6075315371780063,0.2176029765867879,0.5338623213874581,8.406248806548836,8.601723254815072,0.7873488760559454,10.459420450003195,0.4428638966850959,4.5970543684557175,0.1838358314496796,8.666483575776425,0.2856981259581251,3.2613954151946287,0.3681537110961903,7.80128931032719,8.601362616940339,0.9892843597476708,14.198322414836417,2.6859849867559027,10.298624868550158,0.9602892836662538 +TCGA-DD-A73D,TCGA-DD-A73D-01A,With Tumor,1,68.0,female,white,Stage II,G1,no,No,4.401493944697637,11.972905352566215,2.244795746421147,9.292306446458522,0.9937105871599576,9.946700891394851,5.366860719879616,6.654945297737844,3.183137112869164,0.8258670184010849,5.076217021617047,0.9670210096972246,1.9746027302107183,4.192643950836455,5.324835799970131,0.015354834293464,3.8680446784722697,9.678486761172124,1.0627434292373452,0.3252712707959596,9.93749049647016,3.296134324980013,1.5829413125017997,5.276976739678583,4.622256857987714,9.819239149102517,5.103438890017987,8.730461306063358,0.2527789515281839,4.997360159413211,6.797451428222349,8.211010732872893,8.15903069682762,0.2052673822345095,0.3442603949854187,10.384805223105811,1.4934423911464134,5.563011656465844,4.897366292805715,2.769327439231144,6.5050937983380885,1.212942803787111,8.841554284209632,1.2419621822151925,1.750134818658323,0.4019580664137731,0.7638364588909514,7.142909636359409,6.1223434784580295,7.243885156802409,1.4532278258764473,7.030993705578999,0.7147510593430856,2.604023865814586,0.7272670107349123,4.102355788733766,0.338452940355049,2.614380047556248,11.065028042621153,6.753136504349458,11.547345087048424,1.5130864311341614,1.1376346718833723,0.6033118106000482,9.82533964444369,0.7794698572951695,8.289575830058881,0.3431235194018521,8.953888832329184,8.854957497307431,8.727018147797708,1.095654416714935,14.426730193845144,8.281454380648,0.5956946068389204,0.0,7.444856699609569,12.180151032071787,6.045678857278384,1.9178136227933105,0.3580586183054919,0.4890290638504373,7.758440435593799,7.729906195602141,0.6261120108586133,5.6406064686239095,1.706773651863143,0.7227283088170348,0.9873936355966616,6.076967339215498,0.2113860616794293,9.071772052878645,0.1708223991951752,0.6117389574989458,10.8828293345013,1.9818526532897407,12.110447225676248,3.8759274698810295,9.729872895773202,7.790195991508325 +TCGA-DD-A73E,TCGA-DD-A73E-01A,Tumor Free,0,66.0,male,white,Stage I,G1,no,No,0.2425720207671522,12.282138246707053,0.6857159359906515,3.5527336427459923,1.492571059182984,10.240458281552678,2.525041527665891,5.986420037400245,0.7988385441040987,4.173383321214724,1.6890754695453063,0.2396424418789966,1.4340276746635974,2.871961897354996,0.6476368634845486,0.0270124650625816,6.922470231293385,8.820652229193398,6.759342285290672,6.93887267903913,8.220174667180974,0.6828429347730692,1.2983063958064855,8.114251446455874,5.317054382938016,7.5374319734972435,0.3500445658626943,9.854976036076616,3.010350188169568,3.072174416924317,5.989068597044498,7.182101315014382,7.738528043118509,0.0,0.9294880378180952,5.065658470931991,1.3891813073882362,5.810448245300877,1.7724768989139723,4.870680351661212,0.0773797407970135,0.1055439921989261,7.917117235549958,0.0988237683796915,0.5766672466367898,1.215305839296177,3.5815681774813264,3.899020909579417,6.652284273986084,9.129798945783351,0.167100968963075,9.86079213173488,5.13314015691199,2.875780063068488,0.1793836543562977,1.2567087675843789,0.1593708466602028,0.0157829972409274,9.899894019118673,4.014587391082693,3.5759899477218164,0.164013888525057,0.2722621249742957,1.355072662454185,11.196630955548043,0.1446990251541387,4.549687650903273,0.1016500760944348,6.733921002364333,9.445925505435053,7.462280585626075,5.882493881654743,10.288960636209266,2.080691769207826,0.1047392162162374,0.0,5.013042343178443,10.15417925868989,7.087912552547027,0.5449798832558039,0.3443740332857326,0.0993625397577722,8.134834427104439,5.90080644290863,0.0,5.483986633821927,2.6246156331376467,2.60395267610591,0.0907179597677998,7.366375549258413,0.0,8.471899119542257,1.5845296272746257,2.1848832752303444,5.263286104104869,0.0,11.141830812208866,2.6155575463899075,9.604310999057176,5.698843547694681 +TCGA-DD-A73F,TCGA-DD-A73F-01A,Tumor Free,0,77.0,female,white,Stage I,G1,no,No,9.916371692916126,4.686377262535335,8.126328135860863,9.927188321453231,8.567297113217819,8.22069803122043,7.842819850099781,0.3392514274508402,8.776437967539055,0.0,9.566007406773018,2.666074842620693,6.223320213814612,3.304963638281502,6.805280845883606,7.5158362177624225,9.67056401989853,8.479667915334971,1.5786972376487034,0.3735090155180074,9.72627913618106,5.137749416721167,4.227602466967246,4.480271585727443,1.6341285575250406,9.940388042694462,6.341599767563263,7.976979903337443,6.891854165760605,7.997192467957813,8.447470097702634,8.739313472179518,7.58744300478191,1.9799155854175168,8.480307539379842,10.256149941449832,4.043860660758549,0.1746620795335882,2.8758979897233954,4.956841926614271,5.286212120241867,4.354416896777429,8.647796934378045,4.644381235217134,7.321529495323217,4.287723459404817,0.0237521358989949,5.9222953887939935,1.123864809909961,1.2032638127210804,6.015015781818675,0.0124971626829021,7.588117198677003,3.490955140022179,0.0,8.660454485993029,0.9350825233186616,6.038706134930847,10.874511127600432,10.550851521241349,12.032301551813594,5.921350634917944,6.579228430285783,0.0395595572557058,11.927536468196962,2.441324115658751,8.365676791749552,0.7393296760155831,11.269339677231104,6.188090306588444,11.288782635313192,4.743014020109833,13.335844782303967,7.338851347976298,5.503237411810769,0.0,6.805874111813854,11.121708922334848,6.4733323456219845,4.307195343513885,4.962016821084736,8.266096411436475,7.665873807119789,6.039134006141645,2.4209404561370804,8.409832587805232,4.793552590545331,7.182170854934011,5.297943388623186,5.144911074648074,4.016202117036202,8.143737274999275,6.145408453076866,8.796675293189274,9.207311616541752,2.4474205045904966,13.341797870184786,5.332707933640605,6.716283087113768,3.3047738570475103 +TCGA-DD-A73G,TCGA-DD-A73G-01A,Tumor Free,0,73.0,female,white,Stage I,G3,no,No,8.416208509186061,5.232549480807008,10.089102974210476,3.597960164724217,9.215952764142989,9.64581746231017,7.9511675458846,1.948264428599266,4.823275516121255,2.1421846798678432,7.090098654434927,6.530312690568299,12.33622354401686,3.427337988927444,7.659892456939203,0.2073931304583355,1.277568239129251,11.104389737643894,0.3678183436061932,0.7191396221993251,8.989633486291149,6.829465246532946,9.072769313328832,0.4853237738439441,6.62629310754178,8.648697676377358,0.0,2.9897384915690526,0.3971457973927809,4.51791185074467,4.488437884923426,10.023204749505387,1.7056683247064488,9.656241609704502,8.34593299248538,8.858437983455463,1.67757589343544,0.0,1.5715797372323068,0.7228157263370352,4.022714018295297,3.157658180296361,5.650664049392835,1.1127668454284287,4.233972398936985,6.682903315415106,6.430817151989187,3.142151997191489,0.0,0.6550770033824843,5.109373097255667,0.0676387168753633,3.802462081285447,8.52640846875583,0.9221217147231184,3.279768421593595,3.953041692445383,0.0758748669751276,9.821104607505672,11.03705270164513,14.449556667586018,4.29526751937735,6.414556708677884,4.900200237562194,11.427160761184492,0.9641398296119637,2.744333347381359,5.382100022393549,10.738291672242877,4.3871419283971695,9.85715307351811,0.1680001245178201,16.028569264423876,7.40533891584755,1.4473147002531763,0.0503275535584249,9.408536947426034,11.148771764245588,4.971465381902442,4.829798831279103,2.249475681356518,1.460847387958904,5.296879508287486,0.5649146586728259,0.8372974156630684,3.71550903985874,3.599341600350662,1.6803693700276174,1.292251682255787,1.866868424618348,0.1561376978889861,6.184708754069383,0.7891867043820442,3.7782611517899736,6.038947513779181,1.048026882022011,14.54846755353629,4.432979444568082,4.738362528456217,0.0965317426936286 +TCGA-DD-AA3A,TCGA-DD-AA3A-01A,Tumor Free,0,81.0,female,white,Stage I,G4,no,No,11.960129429678087,4.531237963711205,1.5744890818963178,1.1237324039773344,3.1059629686264563,3.918300357185637,6.502053672411018,4.333774346162428,3.9967773901274097,0.2164859072000535,6.125582915849444,1.467070757218749,0.0702519218204442,11.115589403405483,1.2591218060576792,1.9795132263400828,5.031668675406374,5.983946693029952,5.899509190971223,0.2717842135692168,2.8354592656895856,9.786537555187907,1.804755731009647,7.348588303393743,4.384623177940119,1.1403205846435644,1.3020557880986188,3.276794404789259,1.3204846780176938,1.725610293875998,0.4532278258764473,1.675454647744378,1.259302621345141,0.17683337078449,7.634397236780139,2.941819967889007,3.137552705697096,0.0,5.000842828674494,1.8088380743234744,0.1441769243465266,2.629892794953328,0.8392340276760772,1.5048745893984643,3.196040429552918,1.1941501055915813,0.2502339808267544,1.3766793472805643,1.173383321214723,1.1914994840359374,2.880763877242944,1.2337653768083383,6.159758338056298,2.159209361189983,0.6916234931159341,6.540796038710727,6.137302680063037,0.0177794125612346,3.0029185034693366,3.520899924658978,7.107210797303745,2.0987564078081427,7.416281568978561,6.301717497944781,3.2884028612589056,0.8732619953784867,2.288565279528212,0.636914580355878,5.704421051797302,2.0572769650732474,4.432465065958055,0.0599089890186851,7.26832209974166,1.5082765149806092,0.7470006238988336,0.0087737070660161,7.356658840719333,4.520868503457469,0.1519886664225058,3.922388165003844,2.919073068565909,0.784755228692409,2.831289506937304,0.3477790267022617,0.9718837829389728,0.9591766367248944,1.8328900141647413,0.6898358774471746,0.0769694763151108,0.0889556823082184,1.447790758677192,3.070337802148401,2.0233263318600274,1.0986890440913284,3.3646984875203976,0.7940206957545177,7.405820519018696,2.513995979367013,2.575917361118149,2.172967480596088 +TCGA-DD-AAC8,TCGA-DD-AAC8-01A,Tumor Free,0,72.0,male,asian,Stage I,G3,no,No,2.4269356196483365,5.783393790461631,1.738638150518394,0.8079318846891248,0.74743036833646,7.457550791042903,9.27238414436012,8.373012150931862,4.464086628673354,11.152297456324948,5.910327326606459,4.30213623462205,0.8853400782246658,9.515684465222192,0.2847510095342264,1.5950261840658535,0.2125070852944785,7.576745841097834,10.134796701310869,7.599190570240224,8.66488953656625,8.554270733046277,3.069684983404335,10.623311156193862,9.350410612060134,3.3914790421065573,0.3082443643937131,8.71265355311913,0.1723594978481405,0.2887719672474021,1.2318624493431043,5.954694186949814,4.377831731757061,0.2415961553095403,0.0,0.8477564373418108,1.3623296101715687,6.109523542974552,9.232957370872066,3.9271474228647634,0.0812032604173943,2.7588361466015145,5.371426435250339,1.850999394716473,3.269497009077459,5.231843253822196,4.737638093964685,3.3670774641099697,2.563036069821417,9.18766878794532,2.2452218229277547,6.593371699970476,1.1119660896034922,0.663299071842335,9.354945983646363,0.9438838291190556,0.1024565766507339,0.0,6.943990459893313,4.94829713943469,6.926138223819222,0.6146627349365763,3.362680281046849,6.449520107002401,9.3900618788838,0.9978343327818856,4.363970016377391,0.1066163289877842,11.833325841550073,9.155469452704567,1.5172756932095814,0.5604214951303021,14.133868724440232,1.786554544037186,1.4113720080512808,0.0,10.282418027264,10.058228272871029,0.1823109180256963,3.4423198514936018,2.206236861829809,0.6079575647544926,2.857443615525104,8.168558302426746,1.988666510972118,2.545227068220152,1.538488500295116,0.1102295924231888,0.2886538636051693,4.290232700250902,0.5253673310656923,7.392892668601886,0.1591124612308583,0.9853546961726444,7.705099442049035,1.1967958661670577,7.300408390745145,2.165944087770598,8.288542209865476,5.186334156375242 +TCGA-DD-AAC9,TCGA-DD-AAC9-01A,Tumor Free,0,51.0,male,asian,Stage I,G2,no,No,11.543734382820931,6.556303718310803,12.513898942817658,8.825000414248642,10.431247174123206,8.997815143076384,13.951714717905643,10.37390786263589,10.110260656929066,0.8421340801056231,11.991328635298215,4.4082770851530455,0.9528553771737426,8.484145383336797,9.18653522215996,9.721011667111606,15.48869591855807,10.127084968966509,4.982076344988154,5.462104684272234,9.754096975938968,7.927878088160927,2.284632576250829,7.973775991401257,6.527853856029404,5.0724359871821,5.176602028390536,10.287781511839412,6.247169899656093,8.221311605453142,7.857192894298203,6.2937879724642,6.070378593513362,1.1516640202677824,7.841901435122843,9.731268281212786,5.414206583288946,5.851811494395045,8.654984667532798,7.476395459859817,0.0233263318600275,8.207546871717504,8.484205413499982,6.893607331593075,8.500965732945138,4.34885560141502,0.1119660896034922,6.469495301981995,5.794662793017137,1.1352064994306743,6.240575746415817,1.6089038425274242,11.973379522293344,6.898415162678188,0.1313260746065912,7.954000835235945,0.9569487652147486,4.6699508377887735,11.322524041528013,10.644047424361094,12.66202961239864,5.6911600430098925,10.509491879804656,5.175480688840377,10.963796469034351,7.17525112577962,8.013620255294418,0.2751262735683553,13.00178120599218,7.819108673078068,9.780222323237432,3.959223014150452,15.26285216058932,4.9604422055362205,5.823061470948309,0.0441842575440038,10.775438266361702,12.665351307923022,5.3680279574231085,8.555754814682757,7.896685994952759,6.721595499820493,7.592210337749908,8.20277276815501,6.627307704689501,7.335237590660768,6.984628082969009,5.390162075968978,2.610322096442037,3.7063647795091255,5.710941400287178,8.63402434007575,12.927980502840496,6.46164151115797,8.398488045101123,5.519535614474731,13.654715645287368,1.1441769243465263,8.193844171964834,3.183518274044667 +TCGA-DD-AACA,TCGA-DD-AACA-01A,With Tumor,1,65.0,male,asian,Stage I,G3,no,Yes,0.8062828074782075,7.156106341297196,2.6357543912777603,2.0282508755383,0.6889412383010002,9.143387806115268,3.490955140022179,3.5892361598778164,8.558260362389019,6.924487118403598,8.060057654618756,2.226785944489063,1.6914448311911374,6.903736062922021,1.071350804128843,0.7038094665262459,5.772561353475149,9.447628577594624,6.597833566212632,7.695653554105467,6.904939233718877,1.2146843630046291,1.2624331576313474,10.170154912643891,5.405219766582855,2.300943703909553,0.7501777055930572,8.497593605351707,3.238557599575369,2.275364696150437,6.060555437689372,8.873982638648915,6.14471941588296,0.1267086021969683,0.4623664831444002,4.908846525408072,2.577271709235143,5.508225798898102,1.832484990287604,2.426855132324212,0.0524158941511385,0.3574957032252343,7.573789556671907,1.597602681499927,6.585462848789362,0.0366088286051013,4.077994918849497,3.859800627755826,2.5167968153865616,8.805697447251395,4.656570734360676,4.709461587162855,5.5345659095476005,2.611738957498946,0.0,5.438994730295538,0.0780632557768191,0.1660726759467056,6.395330194444169,7.707351538929107,11.846229556219775,3.626836261236447,1.4964112164754912,0.0067647818784223,11.854029319644864,3.8175414001514336,7.754156618736744,0.0,7.680614104635943,9.544977951956533,7.225249861437046,6.148684010288361,13.223775617176653,4.796353754332284,6.131332248822362,0.0,5.343720490787177,9.827820135847666,4.18538292361474,3.8820267157790194,1.348572370159641,1.0131406324940009,4.268801159203337,5.234723563091704,1.955275600926856,6.944845564544311,3.9391043102557095,1.692070051153637,0.2624331576313475,0.0,3.091462891154773,4.995642799619102,4.1740787866434825,2.121181218448002,8.82318760855392,1.5899072700232395,9.62517330293658,1.9642137779469395,8.555112117419688,5.883476637320965 +TCGA-DD-AACB,TCGA-DD-AACB-01A,Tumor Free,0,74.0,female,asian,Stage I,G3,no,No,4.655992883962311,9.295532712505382,5.775632665814117,3.202605784716261,9.037671863158597,10.57042147040472,8.137748904487706,8.07893320088455,13.101365350131609,6.775632665814117,14.060774919780366,6.26723988789978,7.389630478912868,9.111022180718056,2.6962164340563937,4.272963770453197,3.476744584070441,6.999046153495216,5.414808678716968,0.4200781159793739,8.451818152615484,0.9803178323106824,6.2531648495932455,5.969705390062191,5.312222249306306,8.208267528968692,0.3369688622394863,9.200593118488609,2.851099370118675,2.0518592988352498,1.8832688965276416,10.61307208165151,6.088915412839641,1.4707190613508188,0.9723250415571516,5.619559737782492,2.1464923069771897,4.774006871089009,7.8995557141139185,2.5745859590814795,6.949454391968053,2.917603608229887,5.475499987264951,9.792257195633088,10.90231624469419,0.9877574288862532,8.216183218666039,4.103799743157668,2.496462349582264,8.510230103813514,10.1722712290547,7.45859690928522,4.149438227782396,1.7252612688250908,2.334024731459728,4.164215071480328,0.0,0.8211387374907037,10.431732636802408,8.058363581582842,11.288848544910948,9.683576984948209,3.606821211529305,0.2692725780450138,11.35814847748196,8.274537964951433,3.784336461442977,0.7688406678774163,9.309572302944687,9.507268594766934,5.544927350994362,0.6983963033252046,14.368462440630942,6.937201951943214,9.635790298616769,5.964146762429387,9.831229326663973,10.070995824672456,4.555748680501424,4.847165113422132,8.514956619514669,8.229340851595225,5.020742200942779,1.815165514087577,8.558116452391886,5.833461916723551,8.610329479532675,1.321639527021436,1.547005550843488,0.0586628393785598,5.667216590583051,6.8611874257608205,1.451013242943973,1.4165155043474935,9.12190592806122,9.860483795473792,10.752625173092712,5.645912007453151,8.779455411361491,0.7504350004320514 +TCGA-DD-AACC,TCGA-DD-AACC-01A,With Tumor,1,61.0,male,asian,Stage I,G2,no,Yes,11.237218148354843,4.988939123932036,8.893694691326722,5.079945519312284,4.18498639144845,9.067213838790105,11.64883669292951,5.645583503978965,13.229566338749178,0.0439043942956211,14.700625721907857,6.257176609131936,5.28677767209702,4.791965103530976,8.504010931588002,7.109414889306865,7.13837830221035,8.4921716563115,8.22563210771133,5.9187249226902,7.346866496563005,7.430657441628773,11.665087155215272,5.3526102372914846,6.962204271085139,4.8196579660733,1.9471050515678745,6.193245418472408,2.9829114584894443,6.298742616927534,6.073421809401035,9.892148582986596,4.54454720763352,4.05928604874619,9.022942557014892,9.302220790052688,8.050998980194997,5.520733384492396,1.611077928831762,1.437067904168478,6.881288970539695,5.795637091074243,6.994310438248245,9.514026564013513,11.078568675012766,2.1348123563517576,0.3934162004715447,5.197330727870402,1.904773089664328,2.024390606411616,8.833861923964943,0.1548424068692326,7.26739253268631,7.494608415561843,0.0,6.319691988910908,4.352991517856178,1.1441116484584133,10.135022656374256,11.82830879581114,14.767803431756196,10.262290559288104,10.424463932089283,0.1653009749168647,12.267753858361248,8.254055898602125,6.557567855250484,1.7465707514124469,11.888603614219097,5.724901248282088,9.943004117517134,1.4368014735705006,15.51394841155381,8.88459670002218,7.775832140814903,0.1527675192617688,8.694289277038902,11.523130455150026,3.357805333699459,10.239606166324243,9.137044411374264,9.204319506508789,6.769865606565842,4.25304379464515,8.071820578410962,6.472565752870881,9.549831826654746,5.097088230662298,2.2831809789455697,3.244415214606064,7.763133340157555,4.640343282005866,5.636450616678977,7.967469521964936,8.281450671288653,10.216557568144138,12.251092777091271,4.221459520482779,6.244407602945886,0.101246656683439 +TCGA-DD-AACD,TCGA-DD-AACD-01A,With Tumor,1,48.0,male,asian,Stage I,G4,no,No,11.531940006791194,7.904048694762561,11.077363049369351,2.618027170138194,10.403844582741268,10.374625357562577,16.33860382017344,0.6301258523243805,3.539791596589624,10.737952797990518,7.048642714784353,8.358977720654613,2.336511915512762,5.853025043486055,8.525276489438244,9.344110343204756,10.137287692518912,11.871051300603185,7.836687904315241,4.8269653468607245,9.892464342832476,11.589666781087551,2.687508660720728,6.087063923356667,12.373893429729256,3.5500510462812094,1.397310116576036,8.743031192575542,0.5239633457906694,4.842274906406764,7.962689560855972,5.714479077956468,8.038086045057481,5.806976164895318,7.354396619700892,7.063173940988814,7.739536258973941,5.822452287691292,5.240276162293379,6.630296251698873,0.1407786557827959,12.527485656340094,8.85770020193702,1.7771987571495171,3.855650903170939,3.702125576186916,7.2559095017730435,5.622816172078635,3.0585935772723563,7.219443477743315,2.601506362923164,4.545023143681933,10.318657701044549,4.638606782681835,13.671391703334892,2.732356040833017,4.5339806478210605,0.3891262269247041,6.439912312418572,11.712155531728056,14.685441923612936,1.405284448833258,12.585602930179228,6.452547664734777,9.363627761869536,1.3743996367614404,7.883518792830858,0.2433034869181379,14.29848061225769,7.686625181854661,10.816269936494075,4.196803733217113,14.617416365113488,4.179009363783562,2.1154661197230915,2.565767754710171,11.67255466600616,10.896738284559802,4.13736416579393,4.403615399946402,2.230817841861083,0.0,6.045545629818917,6.285285688787476,0.2806000488481645,5.79143381622356,1.3778456102969654,4.338645473211385,6.943073881056327,0.0,0.0,7.094119923151787,9.412168842524052,6.191110553321956,10.095529153892585,1.914028675171847,14.17943208230277,2.633291700463903,7.350857875767648,2.77534558407404 +TCGA-DD-AACE,TCGA-DD-AACE-01A,Tumor Free,0,62.0,male,asian,Stage I,G3,no,Yes,5.0498833914761,5.737697576174729,0.0724488500696924,8.13536145849337,0.6935873154028048,3.1117825204457525,5.042180289258601,8.717121169919094,7.645360136530407,1.839516233187204,8.498402071280006,0.2368293354863997,0.7163324802879873,2.4324249768047643,7.120563451559109,0.4616333265504358,4.539921841507155,6.149617067892948,8.140505671074374,2.622016667067735,6.960259160780963,4.81869209291582,0.8343067029629078,9.599963224085243,1.1951585865909329,5.270670962363149,8.854354156245128,9.06226340283946,7.835816726879729,9.601598843076934,8.095422869748226,7.806259603884494,8.447981220695056,0.1560082211071277,4.617128010920714,9.89046827700679,6.961982105448787,4.817638605249378,2.465843897958807,1.888538700417797,5.648298614577374,0.9813412277008018,7.16184335307728,2.089362552827734,5.411185550489572,0.378622595527227,0.0295588974491164,7.1040933942122,1.079429315002915,3.077431015654976,4.720727185251483,0.4059923596758368,5.471353315251429,5.803929610770113,0.7534333879268804,3.073203272156708,0.0490730966543056,3.908697641214254,10.185199169289598,6.424614777558447,13.053794193972372,1.8349134297010388,3.8751411261158895,4.614309367055492,9.927744782677284,5.452473535790569,7.400294556733196,0.0,10.91014935683096,7.251186977024169,12.14113504928903,6.040734654639939,14.578531618488272,5.315406823707837,4.734866750283458,0.0,1.7092465159343395,12.515202101479794,8.573572210842181,2.7058010086876787,2.035729468920619,1.482486918842569,7.806159695259938,3.8274532245740014,1.881547163111136,4.565859127944423,4.533874777258546,5.709224455533851,2.798361630401302,7.638420708592472,5.839223947886792,8.224805306497291,1.3101655904942828,8.417455930166074,9.447963043193052,3.087683471855859,13.170758036250676,8.410514527655208,5.466516189428125,1.61461562421961 +TCGA-DD-AACF,TCGA-DD-AACF-01A,With Tumor,1,68.0,male,asian,Stage I,G3,no,Yes,9.31788876022278,4.170293643072782,5.350210801251407,10.872617325208402,7.645147545065767,2.317448793751101,8.61597716599621,5.942143814115953,2.914200933838453,0.1215459498469588,6.038710523997665,5.231539930689905,0.2174789004705309,3.644548517249047,11.691120295580966,9.003689929006585,0.5483379755086202,9.559718554864313,2.75084229010552,3.309045186218601,0.4669663842730794,9.345705730685449,3.353083292574446,9.659114491451009,0.8520787626015606,3.411670290034728,6.865152983554292,8.42735223744865,0.2357270598380584,9.656413600558778,8.125831365293624,7.282183084757713,6.44092894999406,0.0986890440913283,7.779631379248103,9.736935105640256,1.2265085298086795,0.1802751896118795,1.4488481042050354,8.503888531619937,2.4294820651770084,2.155166338666828,9.135521018147802,2.188907266642588,2.7788603758752948,6.7951695101213225,0.1634987322828795,8.703967922435837,0.3529844580206443,1.1086248146816486,2.730661691271567,0.301938766965336,7.90748017671905,0.1712068274181424,0.0,5.686060648244052,0.0996318500144603,6.008495852894304,7.9732789168903375,8.14415907576425,13.757176975256955,0.9585828739668936,9.30934492504408,4.435488584505036,11.11501034680794,1.3500445658626945,7.662167750918668,0.0318186258263571,10.350736350436293,6.4546036362364205,12.131181198053543,7.615135229218973,14.21386971901034,7.4687103780477955,0.5465611356852493,0.0284277045726673,7.234703447720167,13.395449145689849,4.274977239443156,3.618567571364992,2.198714155715304,0.6073895000243984,7.921912326402977,3.7902090267746007,1.2453739626181626,7.212621863199551,0.8890840985981492,7.0818253302849765,2.2366456813532656,5.213195615792383,0.6756353007675154,7.086126668965951,5.158963061041488,8.405403167259813,7.845106117529654,1.2734562113203052,14.268026299635014,3.136585152847626,3.125816387225187,0.2954879430597532 +TCGA-DD-AACG,TCGA-DD-AACG-01A,With Tumor,1,52.0,male,asian,Stage II,G4,no,Yes,10.626911804724166,1.0618453070710694,4.080120389629217,3.602480635089924,11.423099833412133,7.890249682771958,9.480148366975454,8.151490507524423,5.413746385923794,1.9947969266913872,6.244771014902951,8.568787998733502,11.782580323615107,7.554646404853083,1.8430190457237683,9.147736614017097,10.118012493104128,3.974015283756472,0.2067682354683216,9.18196893154622,8.495923763074364,6.280234414664386,3.206518201665116,1.3848234587297543,9.584028579445375,3.364264250926776,1.4793857926367413,9.21643376586652,1.042434220888829,2.389704466935855,2.986010383868213,9.437350724688184,2.867224367308806,4.417440739647365,6.585960019855492,8.394428824106269,5.386221196761348,6.882452307578311,7.405711619294258,3.680065503779744,7.705682837611264,6.062361363861257,5.955487177460262,0.3325074459580368,5.3984564067238185,4.756510956140159,1.8109366000584943,4.382681084845951,0.7472584859223782,0.9451581954535144,2.162951177144304,1.9538239539411668,9.972913463635496,0.1541943249927897,2.693988677219523,8.25276901896545,6.0430141556936885,0.4017396747934819,10.23682562915627,11.887435442206026,14.05532794272736,2.3607856449077245,9.55344018576559,0.2807188136180102,11.788375356218806,0.9008764661578988,4.865869338565277,0.0,10.96342968932375,7.409460523279057,10.092283959764304,5.434651577425308,14.968985928975927,8.074115767027585,0.0,8.74106412161218,10.98115724709635,9.50500405377725,3.391712738152187,2.0479222188184663,1.8610422282958885,1.562523302578272,7.010477754041783,6.235533692050876,0.4748772859931199,8.59220136606339,2.345964030342872,0.9346297236996632,5.487541015341397,0.1143670249520002,0.8190141224897235,5.522432448333884,6.927422428739871,6.907097367079444,6.404174235399948,0.0,10.797677654769958,1.5459189608948427,7.007599184205202,1.129348967210841 +TCGA-DD-AACH,TCGA-DD-AACH-01A,Tumor Free,0,69.0,male,asian,Stage II,G3,no,Yes,5.532868619236497,8.105457039344794,10.58402538390831,0.8876032521497245,9.361176397961533,5.594823208718071,3.857324170647909,10.701889487536778,3.2223099792643155,3.609187604870425,5.168100441946806,9.900992359240734,2.5802419825365823,8.2267127430182,6.556838621728219,1.815288500749848,4.3825081740519485,4.616745845497883,1.914870633200348,6.154874803322182,2.0872931024371675,2.3761236523962235,1.9538984329190563,1.622508722582906,7.533640433163441,5.63612575330327,2.752448890686805,9.41322108243106,0.3092926230575205,0.9871025349013864,4.353810224428888,6.607398377756196,0.7611150338144407,8.304210753305636,7.02831055776048,4.226385217270386,0.7143114679319973,4.3269687115878925,8.382441165547734,6.278218980313775,1.1467203830255486,0.9889936403429814,6.860240276535808,2.2168583597749603,2.404112910375825,9.123979620842382,0.3737317223787288,0.676447959550887,0.8243198048767365,0.1411711724607413,0.9191493632876744,6.805679392720073,4.89362431862225,0.5870769032646767,3.769179308813397,7.53685253484316,0.8174595381466516,0.1952215932528445,10.638101991910869,4.538252576105662,10.413399660533964,1.0119249484797086,6.898913320422389,0.4318903482861805,3.303707698477556,0.8755441808365722,2.8830146788594444,0.1326426425396186,5.037935646825301,0.7407117333991009,8.925082612575217,0.7260464564820016,7.262132439539401,0.9934932210584156,0.4824352879920348,0.4361618393144501,7.291484765060202,9.34135469692479,2.204641565610421,2.791063883060337,1.7091582723083478,1.2408638227857498,6.155336373749027,5.698443534433529,0.7979260497258778,5.355618906248688,1.1349437493428218,1.971184847326621,0.4132691144968002,3.8899699311269393,0.8698714061777127,8.934490848466298,2.6575256825292994,3.592588593097334,7.355464745481306,0.7790495528374586,10.31873124025719,4.5119929511746335,5.962643873071023,5.261809097664958 +TCGA-DD-AACI,TCGA-DD-AACI-01A,With Tumor,1,69.0,male,asian,Stage II,G3,no,No,11.76286704988551,3.487717861716407,11.71108543392608,4.319314450801262,11.34571471097738,8.042568830306825,11.888697821551236,11.101286977434045,8.877077033246616,4.109753360311063,10.909119114758758,9.989840225879828,2.2731279360859205,7.681836452718588,9.70017439044945,7.007254939574342,6.234589455316782,9.17525112577962,4.522300614811424,5.087471327666797,0.8901742767993446,7.555402056882464,2.5196173836838605,3.28344770837798,10.371625616204977,2.8376405468433967,0.4158668105232149,11.567616888164348,0.0861043712432907,2.066709200751337,3.176338731568134,8.01741420375189,2.726961968965959,13.63220466671014,10.710956376668516,8.920825934172449,6.996814667303107,6.492766513970507,8.412128185391907,8.686520136497109,0.1894134310336725,5.730501385331684,4.719276549913352,5.86313067181214,5.835229332183391,9.651531074354152,0.7151905168507906,5.731680168767709,0.0963968041871571,0.2308178418610832,5.213075049438853,1.6076735603490564,6.87414775459479,5.063524513542033,4.115307968266677,9.213660771357643,0.1231364268560596,0.3867006022876135,8.262717372580134,8.59495529518586,13.182526356444734,5.285128450752592,9.525764108786973,6.792652361507478,3.879117591357696,3.5360280259733465,9.491608819364972,1.0152834614465458,10.345307880923023,4.179104936565822,9.816440031085754,4.565469228475314,13.127153890090552,5.6961051278772015,2.9451581954535144,0.3191554578247026,9.370875903738822,11.025786137957136,0.4608997971875319,7.16228859916986,4.515012226317765,2.4203207012515127,5.183839800474948,5.619107770245393,2.7143993969304026,2.202292332526941,5.220813610065583,6.105179383703437,2.953842574046108,1.505433665181818,1.9402795300516904,8.766873391657064,4.035430364487155,6.672063208358251,7.740404124241024,4.49475480227387,13.997748806107904,6.9645430331122204,4.901484801006703,1.693185841895027 +TCGA-DD-AACJ,TCGA-DD-AACJ-01A,With Tumor,1,75.0,male,asian,Stage II,G2,no,No,6.077200264441695,2.5667908045220247,0.0221902396340659,3.3035615879810885,0.5686158767137823,10.120623063083288,8.45763081511139,9.620632227021131,1.094506338681492,2.975740227472356,3.644825355239065,4.659308085473878,2.8050034748638715,10.221986404960305,5.574616231867793,0.6828429347730692,1.4242234074910307,10.699020948628618,9.832992834160407,8.117178663231918,7.55597486118817,0.4192152600679538,3.297822365928376,8.518822689423578,7.74612596725118,2.521829682435776,3.561863762500176,8.635046217516207,6.253764300172487,5.908426248237111,3.86961481652773,5.150722133085985,2.2295263992522574,0.8126214395770921,6.095540493922126,9.616077180001598,5.722897675451647,6.620274085952418,8.63873419700812,1.5497677289339946,2.963067152592896,3.900200237562194,7.594892611590246,0.7068178473397615,2.7188328569520093,0.5050779147516145,0.0,6.178099114017322,2.9617529612982088,5.800346005733362,1.4313020279959177,4.555687337253537,1.0578314745605737,5.639646039252744,0.0419438299701672,8.88358294015648,0.2727398781174608,0.526669809402123,9.85056410855396,8.722320518059915,13.157647349746656,0.6595592729108993,7.173123434874669,0.1437852247086015,10.08877750788744,0.0,6.471252503782812,0.068739590672305,11.405569314101587,8.801555756546918,10.975203625702736,7.87888286713605,15.296114008011028,6.549994079327106,0.7405390486133432,0.0207688650945718,10.285509607789448,12.691181792374351,4.756841831139426,2.5540730727523595,2.464223890317016,0.0,2.85720471588071,5.256410628106598,0.2510828033169873,8.464913269133758,0.2642361510435471,0.530670075491706,2.0156759684163013,5.270973642514312,0.4571214579500962,7.662688311449457,0.4291070817804996,1.1118325870779828,9.7711862075617,0.0,13.025434613084949,6.140680509924676,8.616599199389501,5.707107846564052 +TCGA-DD-AACK,TCGA-DD-AACK-01A,Tumor Free,0,70.0,male,asian,Stage I,G2,no,No,11.432902320340288,4.596696660687228,3.3938417519613027,4.757487352576342,9.177586472316609,9.02982803269054,10.987859374025753,11.64722181046223,1.048026882022011,0.2365844581131751,2.763900180762868,0.7264824872650494,1.4374940908089655,10.308548365020464,3.5892361598778164,6.715942777066021,8.605447293191235,10.024350710281569,8.234781512951347,7.168633010664503,10.032973741334732,8.780591601860039,4.255546052699629,8.01461361135772,8.394611029475891,8.219334566073822,4.930127019436429,8.607913192751333,8.404050730953823,6.3073793415684,6.557244648057203,6.886634277695668,6.157324701012246,8.139070885648774,5.437936792032688,8.275604941550435,8.481984246213193,4.683859239504355,0.9682751102387072,5.537687442886689,5.852977619377676,6.383602349941414,5.6032049719995705,0.0475383887633606,0.6061579252356459,1.6390468935635352,0.1102295924231888,4.5097085082082575,2.369745642908732,5.543291714020866,0.120351940365222,6.797815837340049,7.927474579113268,5.842317654528388,0.0112093614203033,8.92351854442788,0.2141248053528473,1.0705267208766824,9.266344296257031,10.638594475020254,12.91145022630422,0.2823804946386056,8.635595880525521,4.489581468649271,11.301720641208256,0.4316764413926329,5.994785614869636,0.0,10.15164575675117,8.135945227599064,10.10214933524973,5.227671773067816,13.929384601941612,3.642274128882088,0.1918152897068979,0.0,9.575427495092429,10.434781453727108,0.4423331233297515,1.5520819106531076,0.4252444421481007,0.1388144689022818,6.52998644101278,6.201992530158279,0.29490007171757,4.238106615244472,0.1339580101005491,4.29459134334271,6.984184874259031,2.7947485576542657,0.3374256642826881,8.086460562686385,5.282832674618899,5.834599986079318,8.82426156111151,0.4242771641763052,11.921100994315514,5.192426966541442,7.932305711244744,6.0480356036129095 +TCGA-DD-AACN,TCGA-DD-AACN-01A,With Tumor,1,32.0,male,asian,Stage I,G3,no,No,8.713968287484228,7.5078770775599875,1.7939790925524128,7.176021514763063,1.1815478564559565,8.34626683611477,8.347315746151658,5.085105929577498,10.473884604309989,0.0542233473371544,11.638545469576377,0.5986510478846079,6.807588053043867,3.1248905440739585,5.751463721165559,6.030015983529063,7.794896684565151,7.2196564368062015,5.458637918077141,7.772333710744387,7.790464494219398,10.586787819987324,9.412737287092222,5.764232020016421,3.41629930547988,5.073006131733801,5.544779014282939,7.326432183746028,3.632291484586713,7.181194008676028,4.569922426343384,9.345371757174425,4.404766909612254,0.1413019876252584,7.597348665631279,7.137376462625663,5.971437790756407,5.4105378470119705,3.823525195359277,0.9811219897943106,5.922450012496014,3.567886124869214,5.716722078271087,8.599844424098974,6.960534877569198,2.664369058666537,2.6572741407435827,5.27676091220237,4.135124395168587,4.221142403000641,7.189609126687135,0.4344547602324028,7.344333195551928,4.468022811691536,0.212756083403638,6.346120096305721,7.316998288238967,2.90130136195475,5.894745020547646,8.97266767081252,13.061648667049358,6.147536681209694,7.728511702257046,0.315798063043357,9.614073372177415,6.888287845429717,5.501248047067211,0.8309854124830758,8.752279947106459,6.548732531791919,9.11544375066844,2.8351964815479107,12.945349165554603,8.649217369756407,7.645811879450852,0.3264222961010625,7.4120947271008335,10.170045221019974,4.094413439479933,6.124301249666355,4.009114229515833,2.900509409964687,7.814677307371178,2.883816290175394,4.382964613692872,4.753449433947515,5.157253953071429,3.99590053394957,3.6543209639449774,2.23287561026512,6.197509626313878,6.034160679839912,6.1324267254844935,8.021772300992662,7.424882628484064,6.041904416320549,11.977881386195294,5.417579136241461,6.859067581926634,0.6234923304277264 +TCGA-DD-AACO,TCGA-DD-AACO-01A,With Tumor,1,40.0,male,asian,Stage I,G3,no,No,7.87026853670788,2.718767113054642,7.57927897393943,8.112745476859224,10.159542909722909,3.0097412973923934,6.935715497050306,11.46660779956004,6.511243470439704,0.0,10.642522523308104,2.486868801344148,3.841459935286706,6.146174569525454,10.27334862081304,6.033094778614355,4.585833865776664,8.46088751394539,0.5019231470664378,8.080159306054046,2.3924273382137216,9.418157262570348,7.007102414066238,4.375838775788569,2.452094595023857,4.290453894468236,2.9635296111786347,10.422773111141224,4.033678479106125,7.073013632134142,4.623059157227202,8.195447508581678,4.726945625622313,4.59777547611859,10.522991724013398,10.181735927007976,5.334890014553841,4.930335218974986,8.629968178566118,4.552168005353334,3.8066230839836654,2.2369823627403687,7.172456512275039,2.759794995757513,6.90200482046712,5.426167453383329,0.1423480821446811,7.637939845726418,0.4409521980296367,0.3654685857781309,5.280414459320189,1.2995963487840954,7.272267724560186,6.108430364902908,0.0,10.836045461882785,1.6465774299687497,3.744968348248875,12.825116859670072,11.25274785291912,13.538980487149669,3.1442095611830694,9.62954313829004,0.0,11.608576227131618,2.720891316247563,7.238344546157083,0.2387868595871164,10.518277829127369,7.546075671734383,11.491306471853257,4.320484678017694,15.950826463563736,9.317715140971936,2.7557208185855244,0.0380146901867159,11.164049914910064,11.723066723476334,3.138732569720239,8.332195471102146,4.17210342844014,1.4637270719885107,8.12915626031234,5.664161383932145,1.7517207867750455,6.938154032895798,3.5909612413426,6.711848653950506,5.624992796466021,1.8883438653747728,1.839516233187204,9.482558916592188,4.59350317242411,8.409167301074199,8.728710658063767,1.169668499523086,13.95992933378358,0.3906676855596674,6.25820419593304,0.2478060182192188 +TCGA-DD-AACQ,TCGA-DD-AACQ-01A,With Tumor,1,50.0,male,asian,Stage II,G3,no,Yes,10.92691942162367,4.043484497603579,1.7675700559517402,9.89263373165126,7.10841781885587,0.4469972406763888,9.04968521623822,11.470893458145316,2.211043352869124,1.580386717605263,3.8950214235262735,4.500164679492167,1.6280736541961365,3.479864317762153,5.70382330616395,3.69861855388268,0.0997664862929298,2.3330515620039267,6.737735427213358,7.192015593098227,5.556012426749704,7.252989884094611,2.6399730041620915,7.776276416683117,1.0434145029384083,8.890671336272193,7.800891489565956,10.769734967377026,8.864839853165504,8.488528665909216,3.9230255427716623,6.210708354221644,5.477262849349172,0.3700526557159143,8.412759088885503,8.614026242210763,6.805645862276736,5.867048878762988,7.978466224050613,5.401241345143643,2.9544382905508035,3.9659874018247314,2.4016577694119454,0.4887206528952836,1.5744406408641338,1.534808661231747,0.0377336274465149,5.230141516103432,0.1414327909292955,0.6778915569605323,0.6615671995271456,4.588636690471908,1.0694959544124223,5.617827405402854,0.1296127381304696,9.96447430008201,0.0776531856501613,6.783811522073998,10.443883221626535,8.097032907661355,11.73539668404155,0.5648171298547465,4.718487668062303,0.6944790789624686,10.130139105451669,0.0,2.286230605833268,0.0,8.699397896580724,6.851355525468474,11.141259320701243,6.109479664593801,14.413927450180088,3.949497581205572,0.192320435034499,0.1204846568954558,9.819002143510088,10.547380323273128,4.6796940247623215,3.6733189703131015,0.4472088881558103,0.1828194016122056,7.312788587239422,6.411726211041581,0.0710761620109588,3.801469102253679,0.5318679956055548,5.964992316287643,2.2525973167157374,0.0,0.0922074380970889,8.718533561028128,0.0739572999433244,8.511809174685085,8.936685341060885,0.0,13.337663250667603,5.760843673008584,7.323225936483009,0.0894981508391026 +TCGA-DD-AACS,TCGA-DD-AACS-01A,Tumor Free,0,39.0,male,asian,Stage I,G3,no,No,7.922642079631399,4.619841412152461,0.1339580101005491,8.140555262023703,5.1294684943840725,1.7447208387774544,3.613130848625617,9.2748985245829,0.9516623893206464,2.014248158179376,1.8400804786568068,3.474111513942408,2.922997009489821,1.4743062402884015,8.913952109161963,1.5095945077308526,1.0405417938628467,5.839921806922198,3.943649448070395,5.66055217682796,6.185426535500003,6.842751350612377,0.865602138912267,7.176110302595991,0.8644932264511459,5.533410723438224,4.821097909002612,8.271104877596061,5.886328214689261,8.0255487754985,7.431405670001173,10.182712158269364,6.037832444807504,0.2820245812185474,9.407019786363737,10.345473110560905,0.2297109618470238,5.228734049904,7.037120808689396,6.853064978368223,2.0677763720484927,0.6956375481270084,7.588016727018265,0.261229908987046,0.6793337113136731,6.641011277384493,0.0280032784727524,6.047621269805978,0.071350804128843,0.332163687954531,0.0,0.3749559959680921,0.8718436485093178,0.061015774681628,0.032947164099129,9.191839219037767,1.6803693700276174,2.89202180418232,7.9665037215358385,5.222012375714794,9.878313211009685,0.1824380557249095,1.8476762720295967,5.1056990276587975,10.359910509557972,0.2884176273117171,8.617537623932698,0.1732553830209723,7.389435166717249,6.724425174103633,10.011823362326254,1.234072065664086,13.41758311811161,6.615411883004809,0.5070080777531,0.0109230271847918,5.993848688189248,11.383731882673027,5.413086287873332,0.8330924834712122,0.2839217723076175,0.0,7.823690138295277,7.018023204787209,0.1037997431576679,5.409818589394944,0.0957219222733256,5.788192374894267,0.2950176651512979,0.0,0.2570106182060239,8.775323853084528,0.2082675289686923,7.708038212386593,7.197289440463644,0.0,12.310335263370089,5.393821163649873,3.5341114183787514,0.2060180040208956 +TCGA-DD-AACT,TCGA-DD-AACT-01A,Tumor Free,0,69.0,female,asian,Stage I,G2,no,No,7.182580079124091,5.760276843161984,9.370369194259878,4.804110364999064,10.76554668037186,8.643641572924869,11.885141683154805,10.66781825403281,7.615440575440783,0.0,9.635645938434052,4.411846518586939,0.7957669477823922,4.690014738722,3.1225898981323126,8.762923134744115,5.02438617356276,8.246484096573917,10.090908064929724,0.1255188595750909,6.070191802548935,9.692939744744889,3.543817546286846,6.874606413325823,6.147149964084267,6.902236416132851,4.691199134912456,10.25431755447268,5.711390279933513,7.250766447957582,2.7425236768123447,9.661362684286711,5.357442918673886,1.8579411960947307,8.763975514970335,7.793982992903575,8.850265613209084,6.463661688417118,7.102411432933515,1.6346861926698646,0.4248146208903739,7.294805438791168,0.7862617851173015,5.465742700758059,6.066313113801861,5.70316162293944,0.0458622979086879,6.243368234281666,0.2230517883684415,1.518384063528784,3.673239810401608,1.2935470578590809,5.178328224386329,5.933728418254564,0.2048919248372339,7.108552683144147,0.1475672070946324,1.6453788719031648,8.49478959693035,9.081414197722294,12.295869213734983,3.256331365473537,7.714499684402153,7.847014111585616,9.450302752450062,4.577054131873994,8.473264960259298,0.0594937253916715,12.805324764790386,6.863844315464944,10.01460900889712,0.2310636999122727,14.493113601235732,6.672947163735982,4.070114502661328,1.1998764668365804,9.965201895409528,11.77951984239268,5.598445604268345,7.505285975876148,5.020884404057967,2.952650402580097,7.119359289870841,7.5230569244070065,4.177838083085577,2.601054647749913,4.268419421570085,5.875374616657313,1.135797512223391,0.0,3.2754540944613217,7.442891259392962,2.313303906757928,7.259459874549659,10.323058927370486,3.299874710027089,12.381006382994476,9.04701972886169,6.6649776863583226,0.4541758931858021 +TCGA-DD-AACU,TCGA-DD-AACU-01A,Tumor Free,0,59.0,male,asian,Stage I,G3,no,No,7.548771827387829,9.48716534582802,4.288402861258906,9.397007566502868,7.528346270896577,7.150216427043223,8.698136504586454,10.642962343692233,6.699323972563774,0.2525367666961751,7.730400845399369,6.0376413918025085,3.056340746754692,3.715684746592109,6.805716791141375,1.5002921767341657,1.8383467365212307,8.250509239708135,5.3086011490213,6.420138766121584,9.02626614126633,9.131815042122511,3.447909748742078,5.364012053558614,7.449183319174332,8.202808512831279,2.90656354766575,7.174700025352469,0.9843341448404884,6.114175430325399,5.059394217396111,9.288617876979902,5.721129273029435,6.020786640921987,8.55579315272519,9.98745759028159,5.730476930317331,6.513119601820746,1.0626052929828462,7.172480514837865,7.870158781747467,4.552254094916054,5.301262052414228,3.3099473981514875,4.551023756242742,6.039667021962104,0.0632268019969813,6.739352631138472,3.3212065669699027,1.630452069406808,3.8026998810598127,3.962706331958292,4.204876278658334,3.1058624253801344,0.8705817240545856,8.602898138004047,6.086125607177449,3.6184031228537896,10.843495950926568,7.755132605915663,12.816951174247844,1.4966668638882934,5.427441916087269,2.1823427035008924,11.770150269780569,3.733864075116582,6.093912947683845,0.3025237777356443,8.480843506127947,7.267918705630126,9.122467728932795,2.0875307311842777,13.227790163288,7.628106471517823,4.049195105622275,0.3907777267512,9.186340842510615,10.303947493086117,6.641505568322701,5.928448496494338,1.8102374305907256,2.21586493915324,7.6218357651894415,6.611072025425678,2.57126420571528,5.403997067106398,2.415407142524553,2.8862574817303,5.418628492967593,3.531743258659724,3.752470299945944,8.24699752969291,1.00403390128449,7.700939026164612,7.919232210017617,2.4317299210894454,11.817582489289643,2.964749790049599,6.712493984871604,0.9526317670819686 +TCGA-DD-AACV,TCGA-DD-AACV-01A,With Tumor,1,53.0,male,asian,Stage I,G3,no,No,1.37016428054021,5.958232532099779,0.2047667506546134,11.994743194748123,0.3497049617085375,0.3169566681818305,5.360188670062712,4.229264895152433,1.957283165344193,0.4236319517143485,3.4688309127944,3.17210342844014,0.662752389364824,2.8082614740539458,9.012976999416471,3.6326637389495033,6.9366838689707055,9.331033812321438,0.6021717907533792,6.987447073483732,5.557961426893196,7.340218644515094,2.963603590797439,8.033049063793133,0.6992851001996001,8.790875949337876,7.12081950449918,7.695058429824576,5.537106553357445,8.524546024505435,8.948265888920234,5.551937382997905,8.731088181350055,1.089430353426515,9.346496004085385,10.894477583601962,5.14930001796566,0.0,6.048674316808049,0.3345682756661329,1.9270620655539403,0.8738131983590872,8.758060610833873,0.7872652827517016,1.7373406461221956,2.8239734904320866,0.0,8.391723047400012,0.5363513579954835,1.9860832196648155,1.3369688622394864,0.1466552221194651,7.113547363025983,0.2757222561607483,0.1954735923872649,8.93966354046053,1.361936757572085,8.957212344008632,10.996057921416618,9.566426464264993,12.18245751648844,0.144829520838809,1.918386234446348,0.174917695239588,11.857178350507882,0.3878036645333289,9.449817001157816,0.0380146901867159,8.83121950753906,7.790001752088096,11.386246852440316,3.5574100901688794,13.213428926216546,8.16265315540556,1.2142491702545135,0.0,1.64643918561433,12.57464413902996,8.373949176372681,2.735218876189111,0.4948763799455143,0.502737941322272,8.105638272504304,5.904108322044715,0.6992851001996001,8.23742270374062,0.2978370358866437,7.387105730947334,7.702286988007518,5.13596163948502,0.3848234587297546,7.94748732819756,1.745839674097596,8.626596831585015,8.157901672534019,0.1450904768024198,12.61013339950939,3.2069557323872795,6.99630286918691,0.1992483068402023 +TCGA-DD-AACW,TCGA-DD-AACW-01A,Tumor Free,0,43.0,male,asian,Stage I,G3,no,No,3.8996300271906974,0.7592410717572784,2.4191882875035056,2.5716282744180696,1.2228045610452611,8.441845303130366,4.891705947453406,3.378802907267956,1.9110395856442872,2.0328061450832418,3.6054350697762216,0.2753646961504364,10.706650726074196,0.5551289938003091,0.813935070481317,4.051633120635748,5.612063458937799,5.172279481040435,3.0190613650934304,8.148764838167821,7.826341283608827,2.4096081726817533,11.539746628351788,3.741855248330648,2.6059683588414586,3.658211482751794,0.7724768989139725,3.74354728129968,1.028781297633649,2.342583189499776,1.647728951381742,10.929467991107972,3.820475131348874,0.2105135518004685,6.0521267522920885,8.973771400272582,7.775307389995762,6.6731677145600985,1.4029404197990334,0.2161133584463012,10.170320561240578,0.5129853348136765,8.660757519935721,0.5802419825365822,1.3628345492332092,0.0794293150029151,0.1558787327041427,4.855376820289715,0.3131297348378517,2.152150962108602,1.0997664862929295,0.5201456268808256,6.8315986039373895,6.6735055443493625,0.2539892662307867,3.656633654588384,1.4173259616694582,0.3283769340326658,9.77425566789006,10.491231100592088,13.649342963434112,0.1532865209908626,1.5333639983398146,0.0389979787975099,13.370828005515854,0.5760867241794005,5.047315895050186,0.0600473836699388,7.458409894415553,6.591823009163272,9.751768814137916,0.862272841186562,14.715040755842104,9.05145285949295,0.609187604870425,9.74617502117467,1.990192480483716,10.963394068363082,3.782272257358008,1.8006618032449502,0.1797658083581496,0.5004961488878901,0.7598375964880797,5.444875744318014,0.2462256485198714,7.532415930802934,0.141040345433593,4.188614559322969,2.200190444299982,3.4646159944970205,0.5720165131289404,5.486637152674694,2.0584204074577315,7.449378962850672,8.549522090880647,0.3249257840553209,12.264607767624572,0.1974880024059813,6.350051640099238,2.813586253917674 +TCGA-DD-AACX,TCGA-DD-AACX-01A,With Tumor,1,66.0,male,asian,Stage II,G3,no,No,6.333840523644388,6.694444254791921,1.8658792338984045,0.4929299066676881,0.6769894778709975,6.706237673952471,6.58330996937817,10.527320412368708,0.6888517438658804,0.4866628932526135,2.176514268122136,3.847395658352504,1.875229611188907,8.617656261406601,4.990832362221355,0.5865966292694662,5.099269952745009,10.098384026027189,11.67546726243522,2.212569338850806,9.733460776124325,9.841033715763386,3.053789070095989,10.40604658731756,6.682729187629689,0.3186928331483354,1.2913678042853078,10.43487484069538,5.860563097102818,4.695782291387042,4.00147800506865,7.707651092968276,5.848940861614482,0.2692725780450138,2.526244128537199,2.0254186593880683,0.8898628813651787,5.634842988727267,1.3870316095257045,4.338388757026024,0.1066163289877842,2.174374457718465,7.2195112408550255,0.2027624852758868,1.1216785565882526,1.598031650740677,0.0,2.653541599608916,2.42897313551499,6.659450810973628,0.1772162008360635,6.536402649204684,5.033982350404122,5.612057559563065,0.0,8.18060638990441,0.1528972871989724,0.0497701518163845,7.857538169039958,7.284092100989338,9.86586763779806,0.0,7.967123061374014,5.177949674606887,11.485242302161566,0.0787464470766483,7.580079138226237,1.261590988964125,9.209121653857132,8.259935296448651,8.013312064308248,6.273446886350145,13.820445124273142,2.5702929064404527,0.0,0.0,8.434453509189792,10.049398249447712,0.406210108531565,1.1300742212283437,0.062259894470126,0.1054098940400817,5.110784997938815,6.24731993497982,0.295135249000818,8.021871107509197,0.087598617923621,0.0457225357346005,0.3711685154984275,0.0,0.0,2.579880081326197,0.2353594473909455,0.2487776936497124,10.603844772506449,0.2066432239833953,10.99626049365502,5.239569889857349,8.372865930516573,6.686560754942316 +TCGA-DD-AACY,TCGA-DD-AACY-01A,With Tumor,1,61.0,male,asian,Stage I,G3,no,Yes,12.899633425563048,2.1718152960178654,11.67309517331864,7.116352279455165,9.04269713531655,7.492100737723082,9.046740687962924,8.16758072212961,2.3473538417530024,0.2828549093225548,3.555889760073818,9.365680728127655,2.6872174944963305,3.93260926108907,10.236680118284102,9.01299766400306,0.2660368939953174,10.352655475497263,7.264943585850287,6.879846647591017,1.2507190834005546,7.008607897305393,2.1416616681785485,3.7000179456363087,6.354316390212201,3.4217753569167644,7.135375824715704,8.375549498993292,1.3347398786686413,4.350171896813455,7.35788273093589,10.84694980569402,2.806220930398964,6.684755632288138,8.3101165000942,10.44702586864056,6.254527907917094,6.412949152699572,5.071436619069707,1.0265168030642229,0.1180938893868197,3.781810813078284,8.847412571883217,0.4649818622749517,1.7946030146487562,8.923255571742256,0.0532503847022501,5.091962118482754,0.9431336756907104,1.4726437300641484,0.2198345238853706,0.1088924016324091,1.6639366063551704,6.930581234244524,3.7812652794859263,7.055613241171516,0.2482919377391001,2.381366442763256,5.834005772971631,7.671441286437032,12.917963768938224,0.5696855121518396,8.215466990994036,6.823452589016282,9.756815817507045,0.3591837899745111,9.04943963717527,11.623422780869555,11.7626952115678,5.214633856294336,12.305119185531549,4.764500090392431,14.508058829354402,6.9935758693204,0.9319099375217136,0.0,8.02461943373401,12.22507660014487,1.449640605117181,1.6987518877846766,0.980025300238734,0.3635635937971891,8.292058840490132,1.584914410084945,0.7780403222675232,3.220407350606131,0.1947174628935997,4.370966329941249,2.964398632203184,0.0,0.2471983885758648,6.510107438954417,0.3759569021842266,6.769439849486778,7.25156194009895,0.2558028366027179,12.014442613112111,8.802123084228265,5.976528610484931,2.225583428756854 +TCGA-DD-AACZ,TCGA-DD-AACZ-01A,Tumor Free,0,63.0,female,asian,Stage I,G4,no,No,8.351902129691124,0.5544415050854222,2.1405496383934923,0.3366261657635356,9.00458622110825,0.5989368338225272,5.359124037295601,9.392718831175635,9.37332869346964,0.025170575734906,11.154401122584888,7.867522154653865,11.42521742468608,9.207137346793155,3.5486832181571826,7.058640113116494,3.090819563972846,5.275420570743917,2.667256336672587,0.2073931304583355,1.4575942918564064,1.7858016153237786,6.0876580162002165,2.19203631255154,0.7026575433909108,8.417139005928092,0.4711354235588714,1.8613599063221955,0.5826523400339552,0.8110599477400795,4.000513868580909,10.51411801810438,0.6102275895446929,2.641222311191972,1.654068862729081,3.491391360034842,3.26801511865652,5.923379784023713,7.277830430170037,0.2564068537942453,5.976482786057191,1.535306485612425,1.6524635492877275,6.695640331788192,6.679815047371278,0.4828482830684654,0.0391383939069583,0.1339580101005491,0.0749164020524616,0.252173413202027,5.219164647450142,0.1660726759467056,2.948021410600343,2.561692721398309,0.0231843692482633,0.7332675593547623,0.0646069752973919,0.7656196082812327,8.282639959498066,10.192678837879342,11.399552389692204,4.841872509070388,5.397488107907152,0.2993618976515587,11.136176002599566,6.451374333237747,4.085730567629102,2.534709075738445,8.774019064779782,1.0350607969051142,6.323694314723536,0.2741721890227864,14.464367597638132,2.111298453402541,4.784776163864416,0.0152120850685032,4.736978217692586,9.521155981938064,0.0275787274742826,8.329348326988677,5.543424736761677,4.281943005358478,0.8571848057912005,0.5309696487838479,6.949840714606608,1.653564528099828,4.797547402541319,0.1031283162172254,3.776209290437423,0.0,5.318060098321072,3.861141510193686,1.6924718352407728,2.361712222333176,2.8174186054023016,5.790821551473633,10.219226977474534,1.4710313442715277,0.8108954818209675,0.5737622955763231 +TCGA-DD-AAD0,TCGA-DD-AAD0-01A,With Tumor,1,73.0,female,asian,Stage I,G2,no,No,2.830701533150441,6.460418215776755,0.0531113364595625,4.670443812122809,4.730063849664446,10.850546059935308,5.9969332700909215,2.91358836511289,1.6077208982993136,11.48029451133403,3.1139171538240573,0.0,1.858538066336536,6.58088262662559,0.8831515708624781,0.0,1.1775351482962726,10.698231329601237,6.885222920882173,0.226385217270386,8.790149715361816,0.2178510968111313,6.726892508476784,6.938245794891765,3.769993837958261,3.694089000229257,0.658828424343654,0.9209792272356296,0.7458826889022593,4.134984807198568,3.822465034745649,8.760130442462867,8.842877977847696,1.2709474874770583,0.8232602282334437,8.178446251832467,3.647372078033043,0.0,0.7119353569789215,0.5349580265838957,4.953754126407209,1.4641454566911858,6.843207533605509,0.0,0.6129657791939085,0.1208827332486521,0.0216218578515188,6.222918522653002,3.6956598172660913,6.609322076904746,0.4124021753640413,3.956131016219584,2.2297724774654486,3.687822158643213,0.2796495785570857,6.816104303015669,0.0359053837421279,0.743816530237774,9.846199306179276,9.215350012184915,10.886771817237678,0.2721426619641757,0.3983503703459647,0.0625362198953893,12.432268211256632,0.6491095649429298,2.7138717425359,0.0,6.594088676933695,9.75783033503474,8.88050676887496,0.2826177214813483,14.446761341937282,4.65897690792616,0.3141744510896436,0.0,6.181977128248811,11.584358057718422,5.972949926994265,1.7958915992267528,0.5767639776731255,0.206143069691373,7.369714240188695,3.871262117336268,0.156914314653239,5.799778949839902,0.7631565837412868,1.7972620547580465,0.7272670107349123,0.0346383179990089,0.0,7.075764718684448,0.0837920324938864,7.80091866130333,8.866129377744047,0.4749810882049781,12.927734358409795,6.597779944670405,8.169584825946867,6.298887383861926 +TCGA-DD-AAD1,TCGA-DD-AAD1-01A,With Tumor,1,51.0,female,asian,Stage I,G4,no,No,10.123827701269692,3.1354199486469945,3.1354856189760363,2.4368547636265,8.035900436430921,4.771209486866468,7.569336904193577,8.07392517611521,9.5001547182956,0.7239516723411241,11.031222728899923,2.026481392118604,1.7622637611080307,5.009235185250193,4.721777301106787,2.504493277108445,1.8011586560936983,4.465243139607083,9.191369194054529,0.0630887120192842,5.453744731477648,8.885957132914152,10.19592690773942,3.334382349376696,8.467309644993476,2.9287303596110426,4.506265524612623,8.088880441073416,2.472383789694643,5.541065630962235,1.565450949351991,8.583846986523822,1.7413159674275118,0.501413666875781,7.020277721245214,10.516370082457822,2.670953608369422,5.554076143410606,6.022727332223498,2.013497991748977,6.394404385400625,4.323060166214575,0.6011259806018283,7.206743820013898,7.812746568272996,3.271007269722624,0.9182335602263116,3.779144132016992,0.141040345433593,1.5469068037496172,5.754882158838607,0.2916035580305647,3.6367986034241953,6.847670008926978,0.1779815563133707,8.634039228743728,5.179300044672858,0.3493652775942134,5.145436985982496,9.75045091234314,13.215032307399952,4.006962210956936,8.04837134477801,3.955545297448865,11.247116125286928,6.79964427368109,2.347750684937139,2.06577908536187,8.750421935784379,5.361175301105021,7.746852198033851,0.3291810158470409,12.778917176729266,7.514025972058766,6.635253771656898,0.1188912521784265,8.956887217856652,9.954027889179706,3.116381392839419,8.685078491827433,6.140774566505343,6.312875696423121,7.855884455442564,3.238557599575369,6.862922459233373,1.769094656031159,6.141134378558455,0.7679089952322581,0.5906259703457475,0.0,6.629792277341976,7.807743882032632,3.4691957133629754,7.576812340759263,6.52173390737672,5.9596032528150245,10.87191355199299,4.996058769058465,5.472880884790833,0.0805212318314924 +TCGA-DD-AAD2,TCGA-DD-AAD2-01A,Tumor Free,0,66.0,male,asian,Stage I,G2,no,No,11.937618969236295,2.407135174690374,10.930790033401934,2.667869423320055,11.184575865846464,9.473115767610814,11.39403528917177,10.034249423543686,7.736659665298931,0.0,9.023040174170898,5.490958348003672,3.372603915204482,9.820876043386749,7.756127953631847,10.454119742494257,3.788925791837,10.012853983150508,6.687547851686726,5.294131803777933,5.560721067576107,7.796382958599946,4.207252552682718,4.023769875006945,9.157361336975256,5.6972900976392005,2.1104634734386787,8.069421839696467,4.1618312630318925,5.443815482379938,7.966340480642159,8.327096747786747,6.100618190284728,1.2318624493431043,6.7903693509168574,9.778820139728596,4.556925965339905,5.236856116427594,8.524598128891686,3.659993039136593,0.3986787157650254,6.107359376116702,8.562526736893684,5.078272517482886,4.600049668630267,5.84568574239028,0.2231753861445624,4.862272841186562,1.0360461001568595,2.002414492619961,4.428209404241732,1.9799521579516697,4.612293515738247,5.4162553861257,0.4508021528798187,8.062530823421154,5.290365420850884,0.2015084039722246,9.100484947561949,10.295622706367132,12.767751141024748,3.242160408021608,9.20432268587937,4.13046142349496,10.793694582253025,4.352468996691938,6.8642294867726905,0.2842772180551278,11.754476008232292,6.028138135715195,10.641347597910986,4.692577842939777,14.057340798331818,6.621026189464851,3.2630043493740195,0.4235243882443349,9.710793693853958,11.37536258925861,4.198321271326213,5.09932887244062,3.877930708686805,2.987357251221771,6.8960816892629895,5.66675375193114,3.255515839823649,6.9445656614248215,2.825052902335867,5.370586283852569,6.187162010974613,2.0762170216170466,2.981085446903925,7.381620815682221,2.1711427631608933,6.807041874797289,9.262168153092793,3.738151723108651,11.452231715110916,2.173990872745327,6.585036136401307,0.3969266760313498 +TCGA-DD-AAD3,TCGA-DD-AAD3-01A,Tumor Free,0,43.0,male,asian,Stage I,G2,no,No,9.43837395098697,4.2406425242058585,2.6476138405917813,9.424719950661824,7.703396292200327,5.531191168188663,7.496928855480887,9.96102796643062,8.060202521265445,1.3777900953362705,8.008261651973024,2.2928406335380065,1.5185854939512395,2.909869088642582,8.693859779780103,2.197833946045028,1.525166845373195,7.518537499410617,10.14229114876466,7.028046389945637,7.74229663453005,8.134036585898198,3.530233086237508,8.619797770895966,3.149259365499623,5.487759658601387,6.998659248747113,9.56729178858134,5.566306773158317,8.537819818802998,6.881707439518006,6.915882963166826,4.650730099428905,4.644854189474935,8.519472318779739,10.442496937503009,7.087776805417319,4.802007050732019,1.4565433393124707,6.775145383182116,6.194124490449609,3.4117109600728592,7.073419667039706,3.869229846465717,5.336529767710864,4.791834904152792,0.0,7.161153050756252,2.613908778796663,2.061983516108957,5.269063077577133,0.616263584661559,2.711583007473961,6.100515171349362,1.454491777223313,7.837557925287248,2.102288592877168,4.772239343951243,9.907122610403572,8.142342465498563,13.870441948326556,2.190425227369272,5.653759405561399,7.307529619598096,11.517301631168504,3.1181271216365394,8.420253741684377,0.7074364418968008,9.007136060785147,6.677102268608289,10.517772026428656,0.55040819321728,13.89193213181783,6.972713329421985,5.041483937045948,0.0090604681563835,5.585145831567036,11.35372318173421,4.4803814637375945,4.445249963231897,1.7794698572951697,1.3595211704275951,6.857316705014722,6.644268741564325,2.6839658819170267,4.80391928127298,3.409173666877919,4.617122132219351,4.107888694552972,3.859552179371952,5.540343506290415,8.326552178399263,1.0644000334565595,8.043151992695094,7.385334394097436,4.380784850475133,12.69794077803126,7.963489729966642,6.298277065284688,3.132412329865122 +TCGA-DD-AAD5,TCGA-DD-AAD5-01A,With Tumor,1,54.0,male,asian,Stage I,G3,no,Yes,12.654671066260592,0.0650207699484113,6.011090808044642,0.969528121567127,6.086529030546651,0.4933399088135065,12.26178236467006,10.023694898071197,0.2140004297296064,10.23300376376002,0.3762903833370515,8.810413218771123,1.6667111519553242,11.280455465061255,6.003734897362836,1.7474303683364605,4.24164954001753,1.1475020844259285,9.100305168646758,7.498005077746136,2.0806235566763296,8.356780748376314,3.9212173200841,2.9024788280190563,11.50752708265582,7.297648148769597,0.2980717349339953,7.397566827838136,0.5722105933123085,0.435415240747814,0.8310665106050728,5.324922184799672,0.7200157350828048,6.431791754517692,10.102955294465998,2.5391588111080314,0.6196477669308752,5.037781939001976,9.681654466500303,9.212555964289882,0.0441842575440038,7.302802488489725,1.1891603710363756,0.0,0.2926639733968575,6.24436764107108,3.6811681204166913,0.8306609743997633,0.0354831521286886,0.9926959317090888,0.0,7.021853900119352,3.323787972127042,0.0922074380970889,10.95885006845652,8.241128478018979,0.0305479641629666,0.0844725169369014,8.959046192221923,2.280956313831056,3.654217836953914,0.0315363532680532,9.116997834789196,0.5855394633526767,2.7735322257505555,0.0,1.1439158030714447,0.2020101673164319,8.443078638537067,2.0551262254762177,1.971258435444,6.608092151483054,6.448155960905661,0.2938412992667393,0.0,0.0071955014042037,9.980873308562437,4.409065019976548,0.0511632525821145,0.8510393857087252,0.0,0.176960992089442,5.649489002163227,0.8504794109152456,0.0,0.7466567361572877,0.0,0.0586628393785598,0.1619521589267423,2.375234095134458,0.0,4.83343155591458,2.0537369480412178,3.878735149026925,1.4138648330979475,0.0,4.269377316871607,0.4896456880402872,2.310485546250184,0.0865120465742818 +TCGA-DD-AAD6,TCGA-DD-AAD6-01A,Tumor Free,0,66.0,male,asian,Stage IIIA,G3,no,No,4.564670824264401,0.3178828828294135,0.1179609527324166,1.0665370023957916,1.1208163948170558,8.264979698877633,8.325336939906798,7.15317604603047,0.1050075247609737,0.805622648436367,1.044953601663546,1.811018833017984,3.701427071421321,8.322694323116478,1.9603263571232163,8.55305210045362,9.22268672686643,7.093986870902578,0.5407216595680366,8.03635331994275,9.204361326900235,0.6379347755351448,1.7855505517392556,1.3835522399542597,7.689308247249297,4.264371284757908,0.7916890668980926,1.796223950434117,5.3974915306021645,0.4487952553290514,5.449534963478289,0.3680419305947677,8.35657609607989,0.9598443278569626,1.459169286598955,9.160422078840842,6.371391583924212,4.933700095870486,0.9703383140810696,0.4739427298465735,0.221938931628624,3.693408896525396,6.858689731506862,0.0,0.3795100665530679,1.5396303246846663,0.0,1.1699250014423124,2.937024176254268,5.342149357211167,0.6796940247623214,3.334553974494528,9.139308324787056,0.3813941317868511,1.3902824752781189,8.846215920269673,0.3630028229886795,0.1119660896034922,8.977440214044039,11.067270653312804,12.38439013847626,0.0,1.6394174091458966,0.0206266505899578,11.856239732713515,0.0,8.583853754371948,0.1235337722909942,11.181125540043356,8.189538461874369,9.333643323679652,0.244278198578144,14.74787082844466,5.221965990411154,0.0,0.0,9.608295301898655,10.386818273716903,0.1330373787473497,0.6207740658945055,0.0,0.0,6.503175385071355,6.235139217989061,0.0,8.199871069751564,0.0,0.3325074459580368,5.854838469618814,0.0,0.0,7.496747543198367,5.227148044501494,6.0885126563202245,8.977951593562874,0.0,10.72145067460184,0.946206829037528,6.472443905068258,2.2459519471653686 +TCGA-DD-AAD8,TCGA-DD-AAD8-01A,Tumor Free,0,73.0,female,asian,Stage I,G2,no,No,10.394477057178904,4.742442834992024,1.4007565031832514,10.343332531906697,7.72146699486659,0.2190910582461967,10.94498373936782,10.304524617207072,2.495362588202999,0.7875996269109937,4.776998813272697,5.460614799034776,1.489080459267015,6.22537327105249,4.848442670524269,7.780157841532609,1.5721135564842317,8.106559276452824,7.350356683550749,0.1224739411756445,9.582452696991616,3.781191826515377,3.653575992208636,8.844200144180995,4.643457950983958,9.152586534327348,7.732269877969613,10.744009937757552,7.258267335654331,8.097566027722667,9.087024396894604,5.478182311945681,7.609601324932999,1.6530600171045644,8.920890229945194,9.426737327676152,8.524859405968426,0.0,1.6655292111574562,7.082436487004916,1.7323994595386372,5.996856461778985,5.226450728368704,0.3091761874785144,0.6016014428349451,1.6779366461121896,0.033652052489997,7.209003915617155,0.8306609743997633,2.047747763270787,0.4996800871870592,2.727136286445813,2.347637312308575,2.866789314315316,1.3249833709245389,8.46737690147973,0.0281447677133786,6.026906266112168,10.514491962592787,9.799027872706311,12.028420003290757,0.3144065075548196,5.982863555211399,5.753492222463384,10.553258541807187,0.235972082773581,8.419785358952232,0.3867006022876135,11.844882148398003,7.28066314384948,10.771729458530606,2.0828728690638063,14.1754085878287,7.290835374803866,0.1722314688254813,0.0,9.256317918701953,11.056219069618844,3.3442461895684867,0.8800977497219742,0.1207500533349255,0.0,7.702720562967213,7.031160271599756,0.2384200260789599,6.645034390393688,0.4818155736178629,4.351055829660811,0.1673579277385141,0.0,0.0,8.023697254152506,0.8060352832362193,7.272235060002766,9.781973875770896,0.0,12.895032011101524,8.343765786567925,8.125483214126238,1.1247251523988886 +TCGA-DD-AADA,TCGA-DD-AADA-01A,Tumor Free,0,66.0,female,asian,Stage I,G3,no,No,7.177939711429122,1.8296872221556608,3.1890970991007084,5.151383954269867,6.059067523332691,5.153043262177517,5.620169962758758,7.7442055062080755,8.642899365740387,0.2076430126865326,10.321552945405186,8.322455033176775,10.649705894096565,0.3573830938475951,1.601934173188667,0.0385766514523231,0.5204473933189255,5.071788406969669,10.233852837697418,0.0270124650625816,5.026105097134105,7.278915877444706,9.17130492029913,5.219021338695572,5.1771882895781705,6.509963393354057,5.107947263315423,10.229173069049876,0.6694803718774264,7.222613317102684,4.937838703603966,8.810686017608559,2.0651586751285467,0.0394191831333971,8.240873360754565,9.93156650107508,5.809185467687459,5.850821921313254,3.086427123713177,1.956093834795129,0.3905576359741311,0.8187687731440078,6.526732398937141,6.855333211393679,7.850711926837655,2.5071349716728504,0.2154922299909805,8.315511889134802,0.0,0.8686077546678864,4.628919373511362,0.1024565766507339,2.840584082842715,7.161981373914739,0.0,5.75867627643337,5.554975564897441,1.0630196620735517,10.38890545364894,9.135347605214918,14.172222505430629,2.614262244797816,3.814417119254116,4.944122858567523,11.310201895861503,3.8646417909551736,5.441058469993214,0.1439158030714447,10.31079270972604,3.682123789619721,11.852636985791182,0.9945073161231378,15.61904842637999,5.345140857775541,7.383949616160661,5.832925448344626,5.018776585179183,12.600876973677298,1.3793991625255784,6.536808251808592,3.888577664269119,2.816558749387444,6.5330882894516575,7.244287714000548,2.8800585561702827,6.052448500499178,4.082021269345503,2.4298569511336523,5.614497840696322,1.260627908126699,5.042661845737216,5.715206993903568,0.7122876204505505,3.670330499599904,8.502815895556804,3.0679140140884664,13.68434394512214,7.151259124733287,5.339618440653435,0.0173518417877749 +TCGA-DD-AADB,TCGA-DD-AADB-01A,Tumor Free,0,51.0,male,asian,Stage I,G4,no,No,6.452415877311636,0.2228045610452611,1.2539892662307868,0.068189258778968,6.742679958154416,8.644805891804063,3.4551364924558974,7.130085550429995,10.602772714269465,0.0,11.523943602300822,8.222011892542234,9.803954788609538,3.7131459024902593,0.9562053761938748,6.0175055146218,5.047342072562179,3.908515117045925,3.830458163541077,7.76370104056736,5.398463247512837,6.655506394801037,11.762699072861333,0.7143114679319973,4.227771876002255,0.860287462510741,0.1547128137821579,2.467357743890879,0.4015212501086,0.9746761442015688,2.3978029618624896,10.224948282980533,0.8266806753178578,0.2644763800077003,2.983239895268988,6.371029080215486,5.996366147664095,5.2907745658564655,1.2488991070763262,0.1047392162162374,8.201365781173212,0.7208037820400374,6.036767056441649,7.144249336329392,8.133981121073521,0.3784006424435756,2.7726035789018386,0.0569996303855637,0.024603367140657,2.916323767989456,8.97972699357204,1.221691513510904,6.18124569971971,5.523038099934269,0.0,1.1821837691214685,1.0447438212243974,0.0149265442381028,4.352200601451989,10.339333946746825,12.748177772508724,6.779895290841267,4.114800101641928,0.0396999177209514,11.5695634804681,6.413206482058913,2.127435184427365,0.6986629998858844,7.506372647212737,2.508732879512401,5.738292263429495,0.0670879648011469,13.88692067663326,4.772608856993279,6.141385784857059,0.0,6.216190980703861,8.2112190986644,2.5745859590814795,6.126776734827959,6.922256135524482,10.032742379030015,1.132971596879209,4.808034889454299,5.167923878606273,4.193227673837112,7.170495955235513,1.140255134034916,4.837958374976423,0.0,5.645468221872312,1.024319679195413,2.038014690186716,6.304916195313424,7.626301869707948,5.751008388409635,9.392845670178591,4.389002288192454,5.413837760315487,3.133201820296419 +TCGA-DD-AADC,TCGA-DD-AADC-01A,With Tumor,1,53.0,male,asian,Stage I,G3,no,Yes,4.765858255667496,4.059995487231476,2.5858759183619884,3.02798559134196,10.461773583841874,7.172472514027961,5.380012493615777,5.153951219212799,8.352920035425424,0.6683006985386494,9.57679760530319,2.3596336130480404,0.6971510670843671,8.943925720720285,2.5538273989146822,4.451184730881812,7.183337632082875,3.945654518849635,4.0400332191064905,6.736771268090946,4.839606930379323,7.786571532686409,4.169981105158559,2.6399267127487973,3.18783107730836,4.07056106707866,1.4843443999286017,4.850474410161192,1.6277935826824816,1.873931285889613,2.3521652825713435,9.038694339247613,3.3823075715646693,0.5743437539200127,4.393697627610903,6.650631023240791,2.764452319121337,5.330260795559123,1.144372734291979,2.1860567782686746,7.98533021594852,1.6386299497599814,1.601839115203465,3.943546308344748,6.931615695053611,0.1011121584741504,1.9100034562163573,2.15901555476292,2.2206704650237112,6.8043775815474925,5.765365007549805,4.569126483463228,8.268492876487134,2.250961573533219,1.3389092728089216,8.622158736040719,6.066304502008189,0.1983684231025193,9.502896430584531,9.06427849518067,12.15519366708521,3.90767905340537,5.283925475318884,3.317463265491546,10.49155230313391,3.258895755075436,3.379454615605012,0.5485352671384511,9.938063294542197,7.47013334861929,5.847638693006034,0.8064478000493946,13.522247164362444,3.593509148160065,5.336061967179403,0.0569996303855637,10.251329966864004,9.956471123681784,5.507429956902267,4.838588779142533,4.67520621289558,1.7845877363788885,5.733430269933646,6.735443650091506,2.7668071513029213,5.442741172702764,4.79090233319204,1.0735460609151546,6.431913742428617,2.6489485614228268,5.067793578021657,5.306134620035653,3.3953644722610665,2.7408843975176587,6.72582839166185,2.4397560987148434,10.96007087849683,3.7181752831211097,4.106800556630342,1.4593791560455758 +TCGA-DD-AADD,TCGA-DD-AADD-01A,Tumor Free,0,51.0,male,asian,Stage I,G4,no,No,2.0119964876680254,9.068697140898976,1.2461040098839165,2.860227858917474,5.9475960305757765,8.768410307240671,2.877744249949002,0.6286336341646971,5.414169366899179,2.786282698439003,6.378731825522605,0.771209486866468,8.370430226763565,5.528149325117536,1.0478175480213696,1.5063480493932724,6.791194152036572,8.182007927563506,3.825002004824797,2.1393712600756367,7.706831658148557,4.370736222248587,4.976262808540857,5.962026078446574,2.254835882785763,1.6003173350146205,3.250385592903871,3.542270433362189,1.040331370879628,1.041873760515291,3.4782470407514285,10.850867463445809,4.436021881510314,0.2698709832304519,3.072500300473253,6.447658535982698,2.5283212633989662,7.102793535123102,0.9154061689501652,0.0888200332985851,9.038116507023537,0.2496273731396907,8.12586648567189,3.496705207093298,2.2023236808106983,0.3909977839573757,3.490005263812073,4.026401714312945,0.6507645591169021,8.158659165621172,1.775387728090427,2.220144188193776,6.666929818487537,1.3490821463910894,0.2343786893376148,6.573519952083978,5.841920299627207,0.3441467477333304,5.799361930929749,8.787418098094808,12.50749690499688,1.1589186417852937,0.6624789704232514,0.4475263011689105,11.897296515003164,3.6277235563078527,4.593174468822821,0.0,7.244317211411168,7.568902355431799,5.4921127580681794,0.0381552010259688,13.827499242445205,5.76460358938691,2.77801928912142,0.8857305340014651,7.205046421743293,11.101056529816889,6.0929368060376055,1.961215834403205,1.22508979886764,0.3830545014497923,4.826548487290915,3.4692868990938712,1.7115389577345297,6.090201361057268,1.2885948081582264,0.9281239304130052,5.061188633267388,1.4191613144347697,0.2904244038652997,1.6770797111662634,1.985755429618393,4.521352314097662,7.51591662043128,1.209266193050026,11.864660321756348,2.790188170292025,5.866537121269296,0.7129918894617973 +TCGA-DD-AADF,TCGA-DD-AADF-01A,Tumor Free,0,64.0,female,asian,Stage I,G4,no,No,6.296595062544374,4.211090090682738,8.801455521631478,10.842766197681016,4.011110940436655,5.339832191724791,11.036174849148704,5.526751175268162,12.223426140014908,0.2300800162189077,12.825716314375471,1.6887174918031047,1.8886945495095429,1.4155964353203228,10.316556579380308,2.497663456171552,1.4317833988038755,8.345718369598806,3.961965904532793,0.0,3.036151628461554,1.6156046263592656,2.1513717762539533,8.481827679963423,0.8698714061777127,5.92299700948982,4.982509934192451,6.563676772693412,5.423951233529467,7.735753672284995,9.2635901026985,1.4402080750137498,8.352580224821034,0.7756827017390598,10.617052596387383,7.792504003972339,0.716771456418223,6.446115593357884,1.0728604019312449,0.2522945412018369,2.77856605128561,6.122954273618138,9.293981962236748,8.07995191738037,10.122338818857052,2.5006236168411533,1.6696164259813155,7.629243677410666,0.0413831790194061,1.6515454246881287,10.537339849766774,0.0982847957234224,1.559687585507932,4.249483266324491,0.0378741656611201,9.1981355962253,0.0788830465219891,8.32755309316912,11.691847661596096,9.537360333001509,14.3301967440238,6.529001000475996,9.259861169185164,3.619999829821358,10.27201968872916,8.4480138569989,9.224038344241468,0.0821575590854259,12.096380627850069,6.466250247489352,12.112805738018023,1.562913998912101,15.224913037458984,7.382064563090518,3.509455161579534,0.037030730944967,3.775946020114079,12.986739180717956,6.849213667246938,5.545307394215601,7.03865456239552,8.066369627422265,7.482461103648271,3.581592278836014,0.8240753562515621,7.854054261707418,7.782638554751688,7.427838279183184,0.193077821546367,5.22363492249154,8.615712757347124,1.8914580729807933,0.4398890476197791,5.884715129096033,10.365996040861646,1.782240799936093,14.73616585145028,3.322865542026616,7.506617015670736,0.266876472128188 +TCGA-DD-AADG,TCGA-DD-AADG-01A,Tumor Free,0,70.0,male,asian,Stage IIIA,G3,no,Yes,2.5983413825536266,11.654034437109832,0.492724861891776,9.354572491815256,0.1282934010098175,9.848255647989324,4.552057311223619,1.236462003838104,7.217142484188868,7.351531161563369,8.71936896877409,0.2648366484677792,1.82781902461732,3.139273018423077,4.284528939151859,3.719117712559006,4.250271885339763,10.893987292733756,11.507438133557052,4.091386722645402,10.53278389705132,9.81896971990625,1.860764202628828,10.358455055751111,1.9832034059856245,6.756485603716012,7.654577317162937,10.546258897612365,7.965069107764346,7.231366163077368,8.398953134681246,3.750274196535117,8.509596486982648,0.0607391578576785,3.333065878076355,9.440614857223132,8.635851230237952,5.89894354290607,1.371112743002397,3.1642874904769496,0.3281471140336312,0.3743996367614405,7.63441466289574,3.75458824549026,2.649178560951562,0.0258792730232589,0.0,7.96303593129683,4.91618043160511,8.504043914218776,2.6011259806018283,5.23885945099645,0.8575829553841481,0.5336630128230894,0.3731748907531164,1.5453753588725592,0.0909888884147723,6.20567206281037,9.751301525349554,6.311815510565499,12.71142945130955,2.7017264720188794,1.6361721668358848,1.5910091308395709,11.706689486811024,6.525014896250666,6.66972270932312,0.2425720207671522,10.464814864944396,9.515928049858678,10.33917569708797,7.806057845798592,14.265353805375202,6.44561911951856,0.8117176239909764,0.1719753766900988,3.629508167962337,12.5992813622498,5.713008391644148,3.7118913179966113,1.1836453053946556,1.7925638693751578,8.783495288105575,7.014286102663447,1.0499792027077914,4.455557375512866,3.0911074037007595,3.8581302317231456,1.5756995793921882,0.0180643893603615,0.6267661883782413,6.745127054804264,0.8015725694635979,6.543197353245618,6.848296184638524,1.0350607969051142,13.363287644035692,5.650055097929129,9.359953104304443,5.617721636402452 +TCGA-DD-AADI,TCGA-DD-AADI-01A,Tumor Free,0,43.0,female,asian,Stage I,G3,no,No,9.308530618241557,2.718547945090059,6.010155460615152,2.1538053360790355,9.370785907698084,8.74266076071197,9.996737146640635,6.190680040741916,8.516964598239813,1.4188915560074606,10.626643187683388,2.478195257939166,2.842516290945895,2.478687119628978,1.9129946910250184,1.1897296936214503,0.2644763800077003,6.734994067261171,9.011213555347158,0.0250287944915224,3.941998326978263,12.588402033405552,1.9175081369573013,2.7806880482332126,9.80050342778532,0.4555442247757416,5.588717633387026,9.214610302079675,0.0457225357346005,5.949943405334997,0.4498518651909058,10.326951976192412,1.7990873060740036,0.141040345433593,9.88530377266971,6.665850362993693,3.437627248318949,6.719240949957896,2.023113382703565,3.919750043268304,4.216291883395433,6.023477151830433,4.982455172219854,5.18659167401673,7.454700683353556,5.258221159114708,5.489208939798665,3.919750043268304,0.1168970182882623,3.093424959419103,5.483786761876687,0.9954483379839292,2.707193454238043,6.588516766693908,0.062259894470126,8.324548713223955,7.80249310087028,0.2510828033169873,6.7051485282530185,8.872069359904447,13.026626367462551,4.711924347359372,6.175825962737858,2.3129555418880225,9.032807246847728,4.191775817778357,3.101952566639824,0.1015156154912442,9.062256116216686,6.8436384500460505,8.603393789022467,0.047398788875411,14.679190167843364,8.980242705222416,4.835823041652289,0.7016821202952829,7.695317391260724,9.186275713280216,2.7009057443387388,8.461887436954951,5.5649146586728255,4.542691412367478,5.862359639153106,3.049055665959396,3.864305022781193,1.3864247048969949,5.496657277927811,1.693408896525396,1.4592742251384896,1.5851067630122508,4.698762998386962,1.9515877948147544,1.1743424961991202,5.545801609612996,7.43108468993805,4.028913872691947,13.643797691813276,4.810515082557668,6.478598143918405,0.0 +TCGA-DD-AADJ,TCGA-DD-AADJ-01A,Tumor Free,0,70.0,female,asian,Stage I,G3,no,No,7.51194473681251,3.412795071707187,2.6297296323896595,4.039735005703658,10.832960960745464,10.777582864315628,6.078560736462208,10.433223626702606,4.014569538707863,0.0,6.354915799402541,1.842455948597312,7.409936511149455,5.971023860232594,8.658609240359404,1.6241476966277903,4.376582116125646,8.29152850779558,8.645681486527284,0.0382956981815445,9.653121477987236,11.671014223196217,12.593710744717049,5.622335936491386,6.867765528535448,7.692368609732961,7.016822770266781,7.123220251016681,3.3064372426645097,6.096822660907832,5.7307757965120505,10.417136262604808,3.774776519324929,1.1262460410897777,9.837699198969498,10.467603512376698,7.144351318873578,0.2894803861375947,8.36643631379608,0.4054478437075351,7.861107382811945,1.2297724774654484,8.130557693033118,2.4581982430849867,3.664039040986716,1.963843998362475,6.98384297503809,5.939003196633423,0.1519886664225058,0.7112305718936355,1.811881996218668,0.0425042631289634,3.5343355689038845,5.526913893234789,0.0,5.434261252748927,0.3898971621150958,0.5126820033395474,11.16742209755622,11.2958000949196,14.686890113853629,0.952706307630224,6.363744045540326,0.0842003616746552,12.205852373028993,0.9784153127073616,7.07253995890706,0.2006298979830743,10.327271375335872,7.633122381275807,11.60962648599788,0.7151026360576046,15.547663474261162,9.294388015140155,1.972067657098472,0.3768460140163203,9.093929580738312,10.526221041149682,5.383555695871322,4.838699701774244,1.798880007411259,1.1149666349894014,5.7922462940933706,7.121730352786227,1.512732563014363,6.617075101746061,1.1392075202712542,4.64805696675341,5.384571376658719,0.0,1.6497074207565112,5.898597759879107,2.246651302999629,8.780896009287325,8.194150598186008,1.0255958358826835,14.632820567554488,2.828042523437573,8.840598873558184,0.0962618530584034 +TCGA-DD-AADK,TCGA-DD-AADK-01A,Tumor Free,0,68.0,female,asian,Stage II,G3,no,No,10.16857209115101,5.667755908410372,8.239879165206029,7.589141759971283,11.257827420530193,3.4069583696605137,13.219197537463645,7.933752609850673,9.9234436689511,6.329416053327912,11.22334573818448,2.9827107103097488,2.476174277145156,8.026981491176237,5.802208729708325,8.295050736577624,1.1677432801089365,9.017011866000988,9.308727185763674,0.0955869079977239,2.112533337553976,11.220709637882525,4.683993944399709,6.999075477321632,8.947670539571599,5.063770402837004,6.032065569018417,9.576847100726036,6.909787502223894,7.901510746095059,3.959797970400413,9.99743016624002,2.780960949972585,0.7252612688250908,8.690333629689844,11.115003256736886,3.6517750106210576,6.385367184444958,4.738702995116507,6.706323333275431,0.0725860470685965,8.620276652274269,1.9444087045327725,6.734835596546016,7.802639142453401,5.40079748204682,0.1656868770298755,8.57404888994611,0.4621570478473945,2.782010091214417,7.278694765216416,0.6581886279958614,2.8678569375596634,5.515791284907483,5.306936613484047,9.076606391102104,6.417628078200676,2.062190804843368,6.510243556744055,10.740304356418628,13.990797898873469,5.636673917823389,8.239403292789742,6.163609425897854,10.21580889334044,5.821414299567159,4.354438055162142,0.0886843715333914,12.029936431702415,6.324659414880733,10.29245956810213,0.2048919248372339,16.33172603192074,5.765113014670322,4.57334422759282,0.4844990821225157,10.256154896115008,11.628887667982475,2.816783999310897,7.547906305983999,6.344118334521428,6.414670016086943,8.10273580639217,6.944209555540712,5.3870212666989925,4.744710076532788,6.167201348931923,6.328861590566484,5.402162778537332,0.0,4.785257588992612,9.450877604633204,1.5262190845744357,7.977776766229331,8.969650427647547,6.507820006042353,13.84733122263964,6.925724141267845,6.403363171594665,0.5477459386871436 +TCGA-DD-AADL,TCGA-DD-AADL-01A,Tumor Free,0,58.0,male,asian,Stage I,G4,no,No,6.955091899431533,6.794604314204842,3.4939546936413706,10.383430953621527,6.962614956003763,2.0772088114411167,7.708605247948444,8.260166831371262,2.7423080885573534,0.0852886748169873,4.637430564675434,0.3859279565948242,0.5668638517557797,3.6842577050589314,6.540868864572468,5.643922552220281,8.155810443123391,8.124588173064113,4.143344435458716,2.3514021836299643,5.325098537767491,9.15957696669386,2.6073421511988184,8.588497652920775,3.225922701357316,5.970635117335295,7.360325644951638,5.579403439566774,6.824608761026541,8.166500048816587,7.842143510867743,7.700632526997598,7.569436406558388,0.0464212112487103,8.587945492872018,10.01417310328263,4.369047643455914,0.0,1.0661925440122606,7.866954946545461,6.487992734408828,3.058939854556233,7.927129640508135,1.058870605748247,2.5345098841270848,0.9833128710671208,0.0,7.087067106648775,3.393388741225817,1.7463987665471432,1.0300535155652004,0.008917094736053,6.061536448401081,0.232169542947978,0.0594937253916715,7.675240798719037,0.0142124448121047,7.816653461026466,9.93039125619043,8.41527656672428,11.917990798804396,0.6898358774471746,3.986074115391333,0.0702519218204442,11.366691912125065,0.7016821202952829,4.160613679709384,0.0654344459486331,8.764253918722341,6.944022096079539,11.158033126104328,5.800628155980757,13.720314541992648,7.37528710170514,0.5330649218696376,0.0,5.101112158474151,11.380115447904773,7.587934245053716,2.410585332536837,0.5258684234401818,0.4466797112284494,7.160568302855916,5.104596657003294,0.3465314620280193,7.41588962111308,0.5840966239075945,7.235746203753517,2.8188710071088376,0.0,0.306378910710963,6.620219825507486,3.727757121350856,7.890702643765587,8.937108651871123,0.6347791109090936,12.171012686449336,5.82907321759165,5.186789733236071,1.9611046797290528 +TCGA-DD-AADM,TCGA-DD-AADM-01A,Tumor Free,0,58.0,male,asian,Stage II,G3,no,No,10.281429226367978,4.702751725476763,7.677808420142676,5.666458366222048,9.9416261827352,7.948425055044923,12.455046668992129,12.177841694999891,6.902367878379899,0.0,8.131024020287484,7.403352092987187,3.3483174144794723,11.037113462620567,9.86237823803798,7.114085871936751,3.255999169929706,10.114781755777402,6.186563943556101,7.684394476839335,6.805493675854256,6.880576559962707,2.9304535007830963,8.546307618850188,4.474643703705801,6.738185508089609,5.905678222506151,10.570079778130218,6.060218196261765,8.91462431565015,7.289263654270086,7.991604607346601,3.618884669139448,0.5339619653451514,10.268736607729252,10.41963611425436,5.60948313130667,6.691936098255175,9.099392787068007,7.35202753067452,0.6975069585547848,5.9168038411404895,7.690917091011375,2.570754355133868,5.138507322993884,6.165369319270944,0.1919415926214799,6.850463158401196,3.2686739245483585,0.2085172598055438,5.398364052897176,2.367986037096092,3.598853485438396,6.968965092107155,0.0,9.583359618004202,0.1834547541749421,1.5966966606872284,11.916614279100292,9.918046571934577,14.502735691623824,2.0877343818197254,9.931892952264402,1.3901723963034822,9.324011734670789,2.075361482814243,7.399731653117975,0.1452209370856295,12.815998531690214,7.473264960259298,11.229845103368952,2.1338593991226755,14.501381687759151,6.229826301479985,3.0562019960593974,0.0224743465748992,10.175884207088457,12.872739299974898,6.29411158067472,4.817126925978006,2.7151026360576047,1.568372667110737,5.593305959250492,6.73710940566011,1.6632079724806472,6.225487029940783,3.3593243747517043,5.40808682949794,0.1605330087609084,5.730906191451381,2.54996482515219,8.373668219629339,1.8393952947275405,5.4783473646613405,9.40585263436004,1.1080225625164055,13.681544227197074,5.675624010616276,7.338222045317571,4.062303073806736 +TCGA-DD-AADN,TCGA-DD-AADN-01A,Tumor Free,0,59.0,male,asian,Stage I,G4,no,No,3.04745114041639,0.1032626266060846,1.3144065075548197,0.3797318490348097,8.28648845513745,2.0095263333946445,6.965652704874229,9.70941419842019,13.323411040059325,0.0,14.69902833082069,9.547399122001291,14.3079112568552,8.147472065956025,3.433253259670856,6.211039457982976,5.572156010899617,5.575233658091346,2.614898265448403,8.66599599457947,0.9673161902692802,2.668028329189949,10.127625671098883,1.6077208982993136,8.33998313433968,4.340434087069895,0.3177671385122197,3.1047559869622563,1.1451557084186854,1.7723079749584032,4.724437453061784,4.20215909472119,0.4230940541499022,0.3610945701763204,5.212713289911924,6.33404976759958,7.937128960602452,5.8517215612488,10.055899516652463,1.3003580519404456,7.214755263672293,2.320109152961632,3.707999574116685,8.694816829801239,9.97321849286965,0.5165194976610958,1.2660368939953175,0.7022142510104408,0.0,0.8966981027004259,10.80792246904296,0.0308304301532745,7.789066690471826,3.996705092253272,0.0,2.501158859294468,0.9484513376698228,0.0,8.4112143682326,11.667281532287262,14.797163375738672,10.206376928058823,9.16433677354869,0.2092661930500261,12.170988033744791,7.34109089924649,3.001820253695601,3.1899668450727914,9.67110721997209,1.1645288608813686,6.252792194838788,5.12124339509233,16.46239575040519,1.087191249562623,8.140720893664314,0.0,8.937354986314475,10.035027520177993,0.3683772461200166,7.97650684406324,6.7728569055119525,7.14627845293017,0.751463721165559,1.130601449790564,8.021847794222008,3.6842464821833785,9.333346802250986,0.3419857472286159,0.2234225499349372,0.2223099792643156,3.3578475508886085,4.238870912464042,2.563841478880328,1.437121184384194,3.3608418180588777,7.655799023384087,11.500527618585856,0.3195023290043072,1.1504946888485796,0.3492520317806705 +TCGA-DD-AADO,TCGA-DD-AADO-01A,Tumor Free,0,55.0,male,asian,Stage I,G3,no,No,12.730669374980751,0.4121853591567067,5.3023848591557945,1.1962293257942211,11.510914411987024,10.570875954167583,7.140392167847041,5.282736320276342,9.183033119777663,0.0,11.042311433561183,5.5600821083350125,12.13646105491731,6.915872210146952,1.4416959374345697,7.763510504049776,2.190172344802298,7.239065743482907,2.113633829646433,4.828108550554353,6.504925423423272,9.968582417544882,1.0056155674069098,0.7448499794516567,6.455131559504622,5.345261524511298,0.029276182370632,3.120617361217942,4.674494549071824,5.171362972127922,0.7865963618908067,9.850540043678912,3.629683011124802,2.441616269406558,6.432919331857254,6.671613243885724,3.872395393553124,8.06893677767211,5.5124196965860826,0.2266318318078906,5.294047232551201,1.2951940373319883,5.539738875065667,4.775961817688363,7.195295425683198,2.3112996590339328,5.435995221341488,0.4484781214114771,0.0441842575440038,1.2848102225302285,7.306020664341511,0.5867887580539942,1.666256673927092,6.085881375060273,0.0404015152842066,4.81165597957706,6.773875040824882,0.1048733767260183,9.792847382907643,13.567213925413368,14.467184791828432,6.804026446209135,7.177000871432136,0.2770325518747933,12.908094912230696,2.465243139607084,3.854873368806839,0.0,11.905879415541747,3.096042530547132,8.749084025616943,0.0306892040711404,16.537046458919654,6.721241399976747,2.7943326815351903,7.258560380869718,9.674705507868346,9.299339915904364,5.050270952268462,4.652956799935639,5.440241302977225,4.737373097958057,3.5145262844789897,2.633384708557343,4.1186919527918056,1.1375690993069056,6.613935291750916,1.6321751353974845,6.310545530055525,0.5697827124241276,4.886233090250678,2.5217291969638733,1.1621455712886748,7.794897983856731,7.439668013317814,6.064205998517992,13.028122419139434,3.313071672858132,4.147396253819245,0.061292338478294 +TCGA-DD-AADP,TCGA-DD-AADP-01A,Tumor Free,0,45.0,male,asian,Stage I,G3,no,No,11.563722097364908,5.815216759804336,3.390543879185672,9.356235604764626,9.425785524219602,8.070052767137478,7.810394259102115,6.785745391338485,7.087638924163724,0.1793836543562977,8.98661088484453,3.534472532637992,0.7445055786286106,6.142983132733885,7.776023031654873,5.785001197779116,4.810993135721652,3.488990516086414,4.0918267518713805,7.518858481705434,3.936911141907836,8.097161464514867,3.813555471936138,5.099303621437147,8.314917172251398,0.9148706332003476,5.325408003111191,5.739853501997012,2.042224073762985,2.294282548887628,8.867624080184628,9.265937770917246,4.600935751825064,0.130667339815507,6.456604118361601,11.46900507992992,3.389016059688509,5.888811425280847,2.8141402173058205,4.575881066446746,4.699729293386671,4.383890880484688,8.92525830466999,4.322288723570877,5.1977789151055145,2.110597102711984,0.0,8.652943538861257,2.3049198448278974,0.4926223285744457,4.630871383012576,0.4809888734786947,5.046748598956576,2.6839434315378585,0.1660726759467056,7.585273548305735,1.7207600129445473,3.69613852063265,8.712763246052443,10.15238232868649,12.077349662704824,3.973822475756245,7.204551582149922,0.4218022811572662,11.185468101851065,4.411948179114269,9.317129926384542,0.3939652756602426,10.159335775571186,8.200552414755037,11.788555296492351,5.950468414150123,14.711767633948533,6.9749101263684645,3.3704712042815843,10.078744979629578,7.784556983724102,12.28782891574802,5.721588664738828,6.212407863136457,3.346730010403616,3.3871695067969965,4.289443497906202,8.14507875518376,3.602076748423829,8.015477498124907,4.321221001065189,2.8821343485542177,0.3210044744711239,0.0,3.651533944432368,6.049121029979437,3.10010302202911,5.936037181717189,7.369925323105928,2.684010781627311,12.158466042659605,2.254382399989239,7.512752312406095,2.6581429173977904 +TCGA-DD-AADQ,TCGA-DD-AADQ-01A,Tumor Free,0,59.0,male,asian,Stage II,G3,no,No,14.276994137618244,0.2934882023755077,12.669625593228092,2.12366619645382,12.4221223624144,9.981455258205983,16.168549613895873,5.074758022891192,1.964361663246735,7.827767589590276,4.2786761828132684,9.83439741219158,1.273694910037079,2.3538031685985725,3.4076246755666086,11.671483746971957,10.801662935533995,9.7449084925141,5.897133913955531,7.252899082824056,9.40963193094435,5.832558409302799,2.7588361466015145,2.107721342128864,10.895229069764806,2.602100509593213,3.219571256953247,9.404365433498004,3.918968156735089,2.461685707236323,5.383071786914842,6.953870503752928,7.877953401032992,3.2223254375116985,7.955931154795308,7.539413974922678,5.678880376737428,6.100197658562238,6.118577758445106,7.388132696332028,0.0626743627633924,11.965272073073416,7.910976647620976,1.4311415353611858,1.76000798683207,3.750745837152725,3.926084838760045,6.989568208887747,0.890018587483822,1.850519416323661,0.6330126402017311,4.669905498357333,8.751643805785177,0.1674863899656493,12.128981597448776,4.810278567587375,0.1663298179206312,0.4449850395223754,7.129692066044126,9.805661660371165,12.24319686762492,0.3242345622705312,11.45814968400394,7.883672741620894,9.7135946123396,0.0,4.46891560686238,0.1134338026040485,13.219363912527331,7.16283942620659,10.322152033369324,6.309205297254263,13.14050364202694,1.346134283283402,0.0,0.0,10.373852630844992,10.973111847627507,2.9408057181667444,1.7848389675577363,0.9599926617087168,0.146133828893375,5.133386794637658,7.368342321055539,0.1106305080964341,5.684883242304664,0.419107366784361,5.0648699210622725,4.446719406231572,0.0,0.5026361172024649,6.007271761253371,5.975446765640962,8.457806031801999,9.149186950456883,0.148218272154145,12.18649950531582,3.840080478656807,6.699612705912669,0.8641762377015292 +TCGA-DD-AADR,TCGA-DD-AADR-01A,Tumor Free,0,58.0,male,asian,Stage I,G3,no,No,6.63293705209052,2.732963783833292,3.2973968722364244,9.954947712253553,8.051253540034388,1.2215677885384093,9.818176472300827,10.232961087153198,6.4892667523051815,0.2588203968764117,8.457882759343663,1.1531567880614204,2.601839115203465,9.749713085073015,8.155708255639299,8.646747697126093,7.293103743435385,10.291531270450127,1.8733013740047468,7.979077591860227,6.118197737625598,0.161307263720935,3.742448224587647,9.75549100353154,6.588326367220084,8.778273309576587,6.801435473812674,8.779391059535914,6.629164247915728,6.903575805311217,8.70292899272541,5.878266764233521,7.697262987732578,0.4455148383021126,7.097435926670751,10.11129988810842,5.647294360034347,6.177184302211534,3.6011378690675864,8.54286858922316,1.962437970922988,5.219443477743315,7.859239694786931,3.66005010393212,4.654744853032016,0.2510828033169873,0.0312540254705008,8.339805029282678,1.0538759360028755,0.0432044985651675,3.4571871385937087,1.0530418073122978,8.500078214013413,0.1115655449595176,2.519063778519397,9.781251835248602,0.9627340905958028,8.829873338245793,10.986243246341582,10.958203236417166,13.836164738167149,1.5459683691052926,8.312759549676015,0.2208252157978724,10.854613552144292,3.809815708731617,7.901840147809473,0.0,11.937834143766349,7.229196627089061,11.139400360322515,6.614631818702087,15.044799807485267,5.987243544135634,3.131540098668601,0.0122110839508743,10.32162408250452,11.560429854580155,3.675432064525849,6.099082656302377,2.010744039424691,2.448108043710556,1.577054131873994,7.468903391678644,2.624872933538795,10.305010737569518,2.060739157857679,5.836946631061566,7.377591438368899,3.3576646008127,3.9635481064389873,7.946471792659652,5.243501528528032,7.281340313485458,10.202172076151385,1.6551228112232506,13.56483738143711,2.493596100997315,7.043933913683712,2.575602776960449 +TCGA-DD-AADS,TCGA-DD-AADS-01A,Tumor Free,0,63.0,male,asian,Stage I,G2,no,No,4.28354401522183,1.9414819638689784,2.440739630614947,11.023949471191605,2.392015112146068,9.546614380135784,10.332151377392329,0.1664583717225331,8.622585957130301,0.0,11.239554018616245,0.0,3.919950214363834,1.8293624919667053,9.63014551481785,8.06393376663029,11.47950180105522,12.51004273893235,0.5159142557108588,5.044730708934071,9.75252817025947,6.832354599033513,2.4895686244280246,8.486430407000883,1.0614306004977478,1.9638070151906588,2.79917021719962,9.387288001734744,0.9892116853884944,10.314638866544309,7.372180760110597,5.370652537623519,8.48664519665463,0.0,10.891924548937707,10.65402006674486,3.1784756326914403,4.988321127256379,2.5160403687244703,7.507523514886683,0.216734219600131,6.038008103405337,8.737879725188538,3.8270161751544656,8.032439210709938,0.4561753249786704,0.0506061736907874,9.050428777251655,2.956484191967537,2.5084286525318573,7.526482806990995,0.4374408243635429,11.123021290054552,7.034498564673054,0.0,2.0975433793951246,0.7263080907654851,7.93829167370116,12.254517249250878,12.569072354034654,16.109936353522535,5.925223286669197,8.597483873193175,1.9930221487915163,12.88900425721349,2.1239972036919106,7.103768276999315,0.4064278245269817,12.493664119384286,8.193991974087584,12.521525211520986,3.2246577341207385,15.859813900586126,9.60800766650093,2.5344351801818408,0.1146335490689394,2.8130731351263374,11.859249053223456,6.108290261184129,8.65715049759647,4.832545751118463,3.594417172331518,8.302144461854558,4.025400940541807,1.9960994552814444,8.671952145267914,6.633531474758069,7.79676320909846,1.857742184460066,0.1194225826478845,2.3462194022199068,8.25175695812061,9.783250535667964,7.115040528004951,8.968333581432187,2.534659280413878,15.99822110834022,0.0,8.325168713054593,3.536425962787879 +TCGA-DD-AADU,TCGA-DD-AADU-01A,Tumor Free,0,60.0,male,asian,Stage II,G3,no,No,0.5265696604977834,11.553513864096686,0.0406820588030077,3.981240747795926,1.42320164970806,10.968763617532352,6.229126432613279,9.509578673618734,1.3633953854402754,9.948050475605111,3.010063683344698,0.4820221746551469,2.137569099306906,8.61050740059019,1.6316165286374509,0.0657101640652657,10.276735094469288,10.961370973484,8.845656578521439,2.9782505535742576,9.29069601717245,5.352659668234754,2.3308738654473675,12.060089277870432,4.904310675052856,7.00704745607106,3.1790651153426417,10.15390550568584,2.2081426473377217,4.926222449562236,5.223044063155841,4.060920693630528,9.361071973482195,1.0781999199213712,0.7701101617330285,5.928678254612524,1.3640120535586149,5.739834604366711,1.774544613762666,3.133316918229456,0.0688771408503078,0.6438561897747247,5.690604264970303,0.4332799705572582,0.933572638261024,0.2471983885758648,8.143149506527688,6.9180379227668745,1.5030942691573397,7.217095942042151,0.3821692087682493,8.870224759044918,10.020448862742876,0.2465905029051809,3.598472402920943,4.0450759595009895,0.4286784099482301,0.3666998885994904,5.600703876584892,6.658741325900588,12.048591734629728,0.2609891387860716,2.838729951921004,6.053178689625679,12.39110508727816,0.1200864706725255,8.858230025083202,0.0426443374084937,11.023485676569372,10.272839701076103,7.356732778722466,1.1093605594042302,16.04913889392744,3.3960361531082253,0.3193867145441028,0.0,9.05259223136585,12.121722065519515,6.367014541720138,2.35225004643233,0.2481704732018035,0.0,9.495850630856802,1.94680570619054,0.2333972641018831,7.517493026091732,1.216361734971127,2.242754922076277,1.039138393906958,0.0,0.1567849075543597,9.842656137207133,0.9366662037713912,2.8709959147003,10.346162656820242,0.4409521980296367,13.535865190955938,7.263948949866306,9.3004161702219,6.096365176148935 +TCGA-DD-AADV,TCGA-DD-AADV-01A,Tumor Free,0,50.0,male,asian,Stage I,G3,yes,No,6.40144786564472,6.10712289840792,1.6470842126289538,10.717400708322884,3.315551739536644,1.870108217664178,6.039333635954653,8.990595843260783,4.202558771229227,0.0594937253916715,6.014502590334695,0.4107752590082424,1.335254565241061,5.822498176559888,8.869386561420189,5.101448380489909,8.020936615746251,9.197557050340636,2.3427254012006693,7.12723912584112,7.765685240247868,6.420025887424844,3.8421240205580784,7.457938968910085,1.0393489909500135,10.08213839411871,6.720553459606584,9.003935270561989,4.488290052332392,7.388894693853997,9.598556517680406,7.679245026626473,7.352046958020742,0.6939440869757858,7.974264862988287,10.8797745242049,5.556003227110789,4.635760194544612,5.2935911978961325,6.946494601822377,2.2660968800680017,1.6163106415965367,9.132826403624676,2.554736183222458,3.95296716922408,4.080384787414605,0.0618453070710694,8.435104738654262,4.0140606531375145,0.7328335747409286,2.2453739626181624,0.228233799560068,7.534782209505544,1.6683006985386497,0.0727232310216204,7.999164009104392,0.4773664800672345,6.519225792926885,10.15477546033148,7.711638067756956,13.370223918340145,1.269631650940439,4.74638264191482,2.5685185977925435,10.08417351545384,1.5938318011506376,7.70345374227953,1.154259146282801,10.000775521882291,6.833344265029591,10.926485771574312,5.119870740572551,12.912397722236898,7.968822860743835,1.0819531196470609,0.670205845544553,5.902375114486025,11.741943283649164,5.554208175532895,4.198627730329229,3.2083455744989915,1.6396952333995822,7.698521323476664,5.851391758407163,1.247745266769967,8.479091081222423,2.362582101793289,5.078955609717031,6.036408821370316,0.025170575734906,1.5657433875369564,8.73203884111603,3.781433157948172,6.889883562051827,8.920835757323177,1.9146410570098265,12.010920020933115,3.524364623879868,7.2076771729095075,2.5621325004112827 +TCGA-DD-AADW,TCGA-DD-AADW-01A,Tumor Free,0,48.0,male,asian,Stage I,G3,no,Yes,9.826170445308222,0.9049657186840264,1.7690523277772825,2.4855298731358504,1.899098272104083,7.447239475262637,2.594548549550354,3.914918456975448,6.229568696932366,0.0177794125612346,8.656498873243951,2.0692553362327573,6.675295146195063,6.795109752745618,2.4010023589067906,4.07678139942974,2.0442192366331176,4.341452107481127,7.197167537416053,6.821661750278318,3.951979372949116,11.277202998257843,8.907403863280443,6.466786975628597,4.123484110096021,0.8740493637552257,3.840634433593984,4.075900531388234,0.9752633216784936,2.3903099937094643,1.292487291620764,9.939215115592836,1.6030743807423806,0.1457426602776055,7.984698140777592,6.681658682657005,0.819831652426537,7.065089724186249,4.338531382768548,0.4094724036750667,6.292305065873912,0.3843814227122361,4.400059684354704,6.103384334596464,4.0873525132934425,3.464263105530941,3.13311960186481,2.1242950452869307,0.0873270517974753,3.1462967845192344,3.3362548193629435,0.3474388887681414,2.4589593866180968,2.7763777582349425,0.0643310462459839,7.167818532230292,6.808275634409908,0.2128805663443847,6.029055272660539,8.068384908618686,12.581520373700824,2.792022387535141,4.354459213236555,0.974015283756472,7.959125040087017,5.615083718666605,2.051163252582114,0.3090597425015848,7.030667136246941,5.434264589304751,8.20452810728065,0.4472088881558103,12.171642188802778,6.680936134623388,2.1785553065857526,0.6645738592625954,5.311673851403771,8.578133008574053,4.013444393503479,5.612423275186986,5.241962182215192,3.284706598192287,4.798309782454597,5.637114618653023,3.306685127158276,3.577126661307052,2.671655699360077,1.9308508566408216,0.2236696713882459,3.035694283382153,2.7478814622669345,4.744333347381359,0.9963164290942442,6.434424734910324,6.1743704625672695,2.9230540754891905,12.036531665637456,5.457196990432351,3.752020638771737,0.0413831790194061 +TCGA-DD-AADY,TCGA-DD-AADY-01A,Tumor Free,0,55.0,female,asian,Stage I,G2,no,No,0.1933301953843042,2.021586326553947,0.1986198732192149,6.631632533403136,8.5339763664417,1.1515341413479168,0.3464179935438763,4.168297043875259,1.321812674667221,0.0,2.438505779782749,2.195158586590933,0.0427843980892395,0.087191249562623,4.5898952886506885,0.1111648890788897,0.5975073376780047,2.2276178686106585,0.4107752590082424,0.1812934128854749,1.110029092799367,10.831518644106476,2.7483753557433244,6.105506278351562,1.161823202945348,2.2944001926640887,6.354628466662086,9.282432854698788,0.6918914445250105,2.472825660459839,8.6998326874895,7.1268520898996535,0.1426094872986651,0.0,10.265026832053469,11.196777857836295,0.7033665280066358,7.001760591192765,7.621309043115573,0.4547023281636881,4.286969835331045,0.0,0.4420145655598879,0.567253374550151,1.3583399935020792,2.212351439650102,0.0,7.902471592433107,0.1475672070946324,0.8429386167319208,0.0,0.035342380792197,0.7145752388516257,0.1208827332486521,0.0,8.85240591141416,5.142907594740003,1.1454166053931998,1.3589025793152012,8.017730983173438,7.419289432020109,0.0578314745605733,1.622040102088664,1.6716556993600769,10.496114568755692,0.2376860791201652,7.960292180064386,0.0,7.175932721465526,8.470714181393797,10.436215673633733,0.5122774621407131,14.443242665994395,8.761989625452172,0.0,0.1388144689022818,6.497150872085616,13.140220010633463,0.1159654315868068,1.6788831929198271,0.3579460528592608,0.4468914052920558,8.871495928436524,8.022662980432262,0.2401311183307479,6.101089040331612,0.2425720207671522,0.0366088286051013,0.1861201836806385,0.0543622884496891,0.161307263720935,7.457013078350384,0.3592962588921973,5.554085355346135,7.766905848320373,0.0,11.921009995506648,3.513313871956654,6.279883541450302,0.0999011100079426 +TCGA-DD-AAE0,TCGA-DD-AAE0-01A,Tumor Free,0,45.0,female,asian,Stage IIIA,G4,no,No,6.2806817006776745,3.1686741236148204,2.6813593049083133,2.025631268570684,8.336849284695099,3.5190386096000585,6.545384626532259,1.3706106934905928,7.497243502006133,0.6330126402017311,9.172436509834297,4.335418940318656,7.7039360942613,6.346694557340542,1.7960993277034314,3.132116159533725,5.850331881383453,4.369096514411385,5.300087107478925,0.1282934010098175,3.9835773773959096,11.747360417686446,10.72000410269405,2.6276535265340777,3.754844755010444,0.0,2.560812760992322,5.244784331926969,1.2439736719193062,2.273903739022156,1.1023893854884423,9.03478796009458,1.814755482809874,3.799574340716616,9.917839723319764,4.607797819155822,2.830316178974223,6.075348645869237,6.440442315836865,2.03199501813372,2.302523777735644,2.9144114442810114,1.3706106934905928,4.303371622210732,6.218490585009401,4.59510975385065,4.937998730066799,2.0272956240509075,0.9078905175706304,0.7565109561401584,5.218211570471588,0.0489336451979224,4.925975689824228,2.0554039204948102,0.0,4.448980217925779,7.953748307293488,0.3618806270384379,2.668504941810342,8.838683000900634,13.067690187870186,3.2687338010779023,4.837574954544716,0.4295356262781966,7.355786262146748,3.081663447508667,1.967869491111196,0.2813124908581434,6.882870439303279,1.8917691243316035,5.321704459823859,0.1615652563970318,11.333050443554786,2.987793803170299,2.128920236583243,1.9091586520692585,7.848651731453065,5.774265223467863,0.4565959051262125,5.846500837816908,4.591787112446223,4.951401291674311,3.010135314885185,1.0164963198961956,2.007195501404204,0.9565771185858124,4.206705731079911,1.3207734769458706,1.3932514371570286,0.8042188066670799,2.7208037820400373,2.899620360665581,2.0959919129246027,1.8248493015168763,3.3067726056351936,3.2794118631106937,9.926167584759758,0.4298569511336522,2.520170776494976,0.0284277045726673 +TCGA-DD-AAE1,TCGA-DD-AAE1-01A,Tumor Free,0,52.0,male,asian,Stage I,G3,no,No,3.592122113742645,0.7117591929832342,1.0753272507070648,1.8911858480244967,6.185933922352528,10.394652826286354,7.315444865521945,6.447688287145531,2.7916473964031403,0.0,5.190176296433315,4.327342455609822,9.306183162427503,2.340733160587732,0.709025896748234,1.908121170406138,4.368013984116111,6.717306278047152,3.725032175238373,8.085742781493638,8.196908459234278,5.209632716566503,13.210342362679004,3.292325314315788,5.899260236455448,4.347786112056547,0.373620373245737,4.424404828276582,0.2795307257299897,3.7281055431856553,3.204359859538602,10.718739376449346,2.16970056475709,0.2272481837807332,5.375303611550699,10.15868415611529,6.505930615997504,5.73105830398657,1.3337099543472772,0.0,8.947450507793127,2.25806659831133,7.783511658024589,0.8097436951167453,1.893750501720566,0.020484422065084,0.2609891387860716,2.9104448615812704,0.0,1.5077692739090425,1.6657565826793983,0.0,6.462973346548583,7.437094544522298,0.0,1.566425512864505,6.55792008394665,0.0277202583559274,9.239980810681978,9.929063520667182,13.581204619487837,0.3766237874230145,2.0469100828635165,0.1152996440255472,12.864683339852236,0.7251739993673084,0.5048745893984644,0.0903114713760365,8.343817297688354,5.0542190052117695,10.043291457209246,0.1805298128107205,15.546047480840302,8.273399328064764,0.3406192351293957,0.0,6.70456491654358,10.708520844820193,5.672436657182345,3.060358723103774,0.823912367487802,0.3244650063315418,0.8326065093904137,2.779953056093079,0.8868232483240153,5.800291640171154,0.7151905168507906,4.435881910127364,6.929935354665252,0.0,0.8978599736184131,2.664278026846534,1.3064955722596368,7.228797530813443,9.540792358582904,0.9231872207101692,12.65614650980448,1.9634741239748856,5.979771572051368,0.0425042631289634 +TCGA-DD-AAE2,TCGA-DD-AAE2-01A,Tumor Free,0,51.0,male,asian,Stage I,G3,no,No,7.328323073255021,10.308893701181836,3.835651269989125,9.800162028290128,4.842013360905423,0.6677559084103724,10.206192897524138,5.811149882109907,9.656866006650484,0.0,10.316741876028631,1.2117598330121189,2.729835517498612,3.658828424343654,6.980755376990381,7.553548662000193,10.009730382023813,7.855526949408181,5.283451412606239,6.890654618400379,9.988773574495989,3.933261027802208,2.5777792621726827,9.045536620140847,1.7433426184944605,9.704155071736691,9.573510295367097,9.565103601997835,8.952465784056944,9.148819991700094,7.312480033239693,3.4830160285533225,8.493956694466336,4.909715510375653,5.019697467163681,10.69272454962736,8.905017784300354,4.623123556068454,1.557924677665884,2.19108883328748,1.6870606883398924,5.414071246360379,5.5580502336614,4.426217782470983,8.030617482408275,5.356404429830722,0.0,8.19396980473446,0.2276178686106584,2.0610157746816284,4.433947582042156,0.0207688650945718,8.573533963675892,1.779259720372376,0.0,7.393210243388101,0.6276068381296498,10.486655653761494,9.98175534798917,10.28029938182197,12.204253655277268,5.052946199263116,6.177688616632796,0.0083434585293349,10.98932026974953,6.18598346228717,5.385341297390428,0.6598332456999907,11.082837085381549,8.036074131865673,12.368641121310766,6.433889178369091,13.12963036514406,7.49827081615983,6.629161332988691,0.8308232025615094,5.135670300751667,11.771564903642147,4.024053671074277,5.041882519383264,7.010754108075634,2.825500723022349,9.32217716370199,6.620296082848735,5.509189099729059,9.804637650609129,5.164963225871452,8.97382304962781,0.1436546345260376,6.816645781936011,6.569076342588176,8.471582147400312,7.011676769422336,8.954806708839058,9.59520880016156,4.245685798835179,12.726681914649223,4.767469418022023,8.881487819619322,0.3041605470013563 +TCGA-DD-AAE3,TCGA-DD-AAE3-01A,Tumor Free,0,50.0,male,asian,Stage I,G2,no,No,1.0794975840217798,12.122248795000798,0.1998764668365804,11.466284461709629,2.3117356019792696,10.599691959079331,6.483317598783095,5.009947274505328,1.7053144410863783,0.0,3.4856457910501457,3.780730036476376,1.1454818222655248,1.7104813602962472,5.247300944029204,4.356932568419345,10.08347919436455,11.31772254508395,6.077364785286827,7.783490704494964,10.561712766326394,9.099221026526244,3.0465259833985687,8.824008825952967,0.8462325341687431,8.754446277257701,8.092258188671634,8.832759975922404,2.497740088609093,4.552407813501742,9.285310429094348,4.057796823960942,7.724262809163224,0.1142337444270877,8.225298069574515,10.192025212881411,5.527017147041547,0.0,2.493775408460704,0.0,1.5733745264459444,0.8132784045433122,7.977949018518563,0.3820585089760682,0.8378625294212367,1.123202658695433,0.0,10.116465480431504,4.180474117825832,5.643726341377779,0.4789200482286572,5.12302879363163,10.715116367784416,0.0922074380970889,0.2348691517053808,3.1042024493824427,0.1042024493824429,7.716999808367674,11.919999098657664,10.946903643399212,12.6789762338551,0.1413019876252584,3.067001890793992,1.4706149520207434,12.61755842292575,0.1540646736747165,6.570262542798635,0.0,12.37211229048378,8.904095372894945,10.85563976956854,5.294848621576131,14.984768840359616,9.521762758319827,0.0,0.112233057598497,7.422958707716604,13.08097029799358,6.885776893606249,1.9313426694537124,0.2080177548958924,0.0,6.595053046310326,6.47248452214593,0.0,8.13875099744156,0.3710569683501993,6.361749062542229,0.2091413978385916,4.823866523580098,0.0,10.033613099876328,6.587328983123361,7.854923223325312,9.044690278621994,0.2075180769825455,13.84166549007995,4.138912741784094,8.609940708427816,3.628166999286324 +TCGA-DD-AAE4,TCGA-DD-AAE4-01A,With Tumor,1,49.0,female,asian,Stage I,G1,no,Yes,9.394666329612472,9.504028217759611,8.032628750027204,11.610222513315444,3.492673596144,1.1340237470080807,13.524797922465478,5.642366559711139,11.460295184032278,0.0,13.054917885222482,1.7714207995440223,2.0960931463937795,0.437014621984996,11.360580627262395,8.645476508080993,2.6741668397593017,10.693723902443462,3.277374819453597,0.3702758967284895,9.847286655286773,7.6649961686962,2.422394487358315,9.002891788563534,3.604106916035097,10.598063948599403,8.37151181744141,10.889568605652489,4.8568213983839685,10.061698715439324,8.888983982351826,2.5409447854930938,8.548698628849111,0.060600829554117,9.732376223909489,11.124978465288418,6.665493681119955,5.461937762691194,3.2549567874613747,1.297250121171707,0.1050075247609737,8.08711697730813,8.460843702863375,7.8958842359515,8.464817723252013,3.5106708198589907,0.0,8.26210189435153,0.9008764661578988,1.1326426425396183,7.745170763289224,0.0462815032119102,4.1644162263846685,4.265759425960826,0.0,2.491878744013534,0.0731347046302153,8.97735863983183,11.29978137571881,12.098199016549112,13.783425110204035,7.521460678006028,10.867521459682347,0.1090261764983669,12.1812497380045,5.3295721257653765,8.081583564445651,0.5328655031063249,12.87161834454651,7.959911543523198,12.29646988291254,6.5178378567357,14.745472315749492,8.047591280504763,4.38800350431176,0.0679140140884663,4.536425962787879,12.879972529480517,4.316486097056907,6.123397197141041,4.735462605325449,3.080470066687379,8.811000202523772,6.71135310808906,4.754951620518222,7.850104931506983,6.679927617428697,7.61649297272359,1.7585163885474802,5.24935810925325,2.0905147298882505,8.161223103786753,1.6328730898260668,7.284799120278596,8.884669651039658,2.132149070350988,14.710110370968248,2.469469253267265,8.863058482461074,0.4991698141152491 +TCGA-DD-AAE6,TCGA-DD-AAE6-01A,With Tumor,1,59.0,female,asian,Stage I,G2,no,No,1.7676124277167518,5.08432368838904,1.8023173144035929,4.730889892728468,2.277746757355166,7.328801466102387,2.602338099765498,6.161141962914444,0.2360945786378778,0.1954735923872649,1.7565963505017146,3.5576674068605785,0.6345003382359987,0.8625109031283398,8.850034588554069,0.0156402903768822,4.868296608147528,9.526072138190404,3.000036066925188,0.1651723179371666,4.298189070141322,1.0340748202705723,5.046211644119778,2.714860936270267,1.308652111051771,1.1593062546411692,0.8581401802806509,1.1951585865909329,2.053632698282097,2.107219168347857,4.001279824010852,9.964061977562071,4.265309364332529,0.0628124924050211,7.4204133445845475,6.656018634699066,2.45998236069975,5.979508653432944,0.7418336809644869,1.380064458843981,7.081037045664568,0.2508403335616453,8.665069384861686,0.2187191817031172,0.4376538783461923,4.282632546863914,0.1120995797762351,4.748101587853914,0.5146020264420407,2.079258628320879,0.0988237683796915,1.0275079568264605,4.338745294948184,0.2071432049417488,0.0272956240509075,8.639701382549992,1.4602707607525005,1.5923972351979403,9.792812251724785,8.135348118301676,11.443379347773408,0.0395595572557058,2.3286641575580505,0.1037997431576679,11.504557928552662,0.0852886748169873,4.717517409434374,0.0884130097267249,6.92467357072719,2.565329082610842,10.44212822575207,0.6055891513111139,16.044708180443447,7.305032062891546,0.0,0.2168583597749604,4.984917405426921,11.498693263408455,2.7148389615542867,0.9068905956085184,0.2234225499349372,0.0,7.377121145611063,4.537532147737456,0.1674863899656493,6.8386631486673,0.0162110331559171,2.1940870521163025,7.931249876262919,0.0371713376446435,0.0,0.1866273266829219,1.1488690435310007,3.5031833373664654,8.704744727304554,0.0,11.952198423876847,0.6837413624026079,3.703743034417154,0.6551686176095917 +TCGA-DD-AAE7,TCGA-DD-AAE7-01A,Tumor Free,0,72.0,male,asian,Stage I,G2,no,No,9.455116966091673,8.962765318424601,7.788097734341309,10.42121298821148,8.435468998752956,9.469071137826267,8.50157011235663,7.774453686068095,9.074380196983292,0.0,11.600701693287542,1.0609466254477429,2.74594720870464,5.942357325122374,8.572421322694778,7.420442820761141,14.622013440145388,8.886622390006055,2.90656354766575,6.562289749948822,8.645137455200642,4.981857218773152,11.019479047208186,7.360112274571665,4.757961973312918,3.8608039238617673,4.404024325183116,9.752722002174782,4.474410083593773,8.336518163807225,9.59113333681398,2.2459823609913205,7.383260185053405,0.1367163844883119,8.806166141186443,12.1456786969215,8.169106741312339,5.388372101624352,1.604972726410393,7.325682328212458,3.075566858401696,3.5435206292691337,7.674742400421791,7.896987447638128,7.80267403515687,0.3700526557159143,0.0,6.936202120393892,5.999659573977579,1.1071521986349104,6.041396321769772,0.856308489717443,12.110986175281818,7.114675189014822,0.1736391635705789,7.006319345464792,1.1974880024059813,6.273737797027244,11.044846120314302,10.73411362344445,14.491385678846296,5.256531400888615,9.812572989398197,0.1052757834156868,11.71640416598404,6.226984340326482,8.104017889649562,0.4103411046140874,12.23802383188559,7.677857034626293,10.683994558260416,5.583711622893664,13.805476183059872,7.573744121226416,5.768409314715737,0.0,7.3805372564235325,11.89754747241374,3.202527428053383,10.053937146180298,7.504202458750819,5.476485381597387,9.85345771647541,6.623261125781286,6.203150245984226,8.585875918361989,5.426264754702098,7.193006833449266,0.1433934186931877,0.9275172461984764,5.346510187367015,8.97667924803403,12.217517493648096,6.783969940360547,7.346980815940983,7.922690835639656,12.974548921978757,1.6869710771692752,9.03588916749206,2.794270289776228 +TCGA-DD-AAE9,TCGA-DD-AAE9-01A,Tumor Free,0,69.0,male,asian,Stage I,G3,no,No,7.139298602831005,10.71219190893056,0.5364508301947087,5.632332204586256,4.786418627641044,9.628696326724684,10.884074946938062,9.226941003758872,1.9152914280234823,9.551227026712452,3.999107056160452,4.949959741822413,2.458513247734988,6.271231431083071,0.1130336652998915,2.8662749915793,3.060064682067921,10.092485090629214,8.161746126093558,6.906986772072065,9.37210456159366,6.187156071126575,2.7640276160637978,10.440146082048596,8.795841285486878,6.018077746266739,4.685743964453247,9.885334739229766,0.7911055704125293,1.2262618941912078,2.114733482920044,6.262294083304989,6.798733584781716,2.937721025761793,1.0198442201282911,1.2694521256639495,8.001392430224284,5.870216743272604,1.3829438695689906,7.957228598393039,0.0132121114268511,5.497436728041157,6.939739047843884,0.6892991605358918,1.579469816844294,3.947086344301348,11.992837811223144,6.161480607635634,7.594637371686635,6.4868366301419895,0.6138145065686496,6.46164151115797,2.933043804946055,0.0626743627633924,6.64227846170949,1.248413392050818,0.2343786893376148,1.1589832511603866,8.399485580734252,7.219911946194,12.376170791661888,0.2726204546629918,5.67760126180662,5.72748485823112,9.557848496598542,0.5414157158190932,6.26485728612376,0.0,10.649587617941767,9.227103268440366,5.501095150366659,5.217509920500008,14.991549024784156,4.625060032284775,0.2172307162206691,0.0,8.989923793049952,12.018496617317346,3.533650555123537,2.384353790963657,0.6818540177410607,0.3871419283971699,8.27726461443648,8.998140204802327,0.1571730940334645,4.761232075661033,0.5092397819598663,2.5673750788585123,8.828523690302957,0.0,0.6798741477466229,8.67389451602174,0.4431822669922223,5.6870522875290925,10.889631572015409,0.209390977467428,11.110242383771322,6.705307528432585,8.141668309163789,2.066640323875506 +TCGA-DD-AAEA,TCGA-DD-AAEA-01A,Tumor Free,0,65.0,male,asian,Stage I,G3,yes,No,5.90539181900815,8.69425201024235,2.5761351099738774,9.88664738452196,2.303050084681673,9.504211398713013,6.613649515345253,6.401222569086609,7.290769959013583,0.0,8.932755402876241,0.0,3.3418719206444005,2.525843372954591,6.952582847754061,2.1022549937751744,5.261147148762623,10.298995147915138,7.323636676376101,6.711231948762634,8.790014789109504,1.169668499523086,6.866694128982369,8.542011516702523,0.5053828490623046,4.366553026987831,6.031432692448753,6.762938743465706,8.23796422014714,8.744318881711735,7.977607355214782,8.494484015178838,7.954149189335776,0.1256511016615201,9.765127273336963,8.631270927888384,6.976993646082391,6.999589675251931,1.088548697010238,4.5953305935532605,8.713043801940017,2.3563128661449526,7.423157099395678,3.549804686526017,5.728453880894247,0.968348846920172,1.954605791507137,7.021700689793411,2.7410570409739634,3.4130659723738086,6.278966041049002,0.5348584514007184,7.175538572888969,0.9247840056444988,0.0,8.775590199753271,0.8906412439634438,4.030600930748943,10.321388899579045,10.179050928766346,13.741379027355991,4.716381871771203,4.9429273150980535,1.3128394015690994,10.46882225987531,4.306641385930624,4.911662823545028,0.2292187424492468,9.70595112728042,7.020815526174414,10.338674440051689,0.6977738195551858,14.78800874820161,8.522745896934824,3.080316560366714,0.0,1.1413019876252584,10.822423925091256,7.692506009626106,4.918157217057044,4.138134564800158,3.69402211899792,8.391570978523683,5.7260982420334665,0.911346444103572,8.923462685313345,4.432130955637274,5.3135578697886325,7.426883638765054,0.0378741656611201,2.4438718283977634,5.930268976926316,1.0342861577119358,6.765758824054003,9.980416805563245,2.300972980268228,13.308057048431792,5.790485346707676,6.385788215312006,2.171719239087848 +TCGA-DD-AAEB,TCGA-DD-AAEB-01A,Tumor Free,0,60.0,male,asian,Stage I,G2,no,No,5.364047083607321,12.3893882975361,4.634471296317802,8.644874012677807,2.3458221375430632,10.70015245104108,11.217055458849805,2.3354832559034864,2.16655477955717,8.821445552127495,5.04500167205159,0.3770682063840611,2.5663280861329114,0.7370810051530993,1.60255189747166,0.7668919384112229,9.613210981550871,11.349951271123068,7.387413380325947,7.730473533754774,11.413770710690534,3.2674758717964925,3.456884982871153,10.4218047001074,7.502447564506318,8.244122136695486,4.034743949324734,11.678714168236986,7.110866411604694,9.414935492624894,6.977157403718745,4.898513115043574,8.424505187845057,0.1934563657495854,1.643717684402435,10.04226799375893,7.895343826752411,5.315193046286662,3.297514262341324,2.0179575296572656,0.4851176451050752,6.409913606239182,7.869585207092831,0.0,3.0280032784727524,0.0568609430467509,0.1877677470460248,7.618774573644045,9.232504152569216,7.782436087008476,1.3349686509253569,6.419071962542433,9.617064997342736,7.166816855794612,2.6534269516880618,1.669344304941674,0.1580784564986263,1.2062055984611688,9.203478194520276,9.524883886028638,13.414464256663038,0.503857532577429,4.480730432505485,3.127715811406391,11.456686248143914,0.0,5.539118477134475,0.0,11.830252907354792,10.027732696929816,10.545423627281064,7.390739901038316,16.297882060194496,6.027519014969027,0.2468336879105421,0.2961930726147916,7.64917927964262,12.168531382696626,5.361140201256326,3.1157324408888365,0.6701151812842945,0.0,9.256901204652932,6.156333913986958,0.4820221746551469,5.911528610437268,1.5096958419333872,5.439284031130214,2.601244860851151,5.5906409394626,0.0,7.936537241263081,2.9012048057159903,6.823554491620909,9.326804269485736,0.0,14.96364487306279,6.091088357257825,9.475318393822835,5.395337050072702 +TCGA-DD-AAED,TCGA-DD-AAED-01A,With Tumor,1,51.0,male,asian,Stage I,G3,no,No,5.807357498296448,3.993076511134568,0.0,4.55344652176995,11.990779297716978,6.15174924695508,3.979686986071626,9.743791795087748,6.151383954269867,0.2401311183307479,7.189593313882788,2.902999694863484,3.684650450711938,4.562004245379972,2.993964139559868,0.6071053837584942,13.468668089242248,3.470185421603329,1.8685682477180408,7.961410913308161,6.659063992148249,6.1511383444132175,7.736604198881682,3.0116387562468936,2.2249972244571987,2.271276259175926,0.6976848713729766,4.504150009856743,0.2172307162206691,3.201351567131985,4.844907837395157,5.8738156586145625,2.264386298833753,0.6028369118035386,7.172145442944206,10.322744564455803,2.777619601072133,4.139682314514953,0.2734562113203052,5.287243254272617,5.882374047243071,0.2002532315936873,6.124793378762365,1.5977456854194458,2.965784284662087,2.568907674127396,0.0335111023613236,5.591999488365288,0.8535965062025125,0.2187191817031172,3.818523382066298,0.2590615292588702,11.843886278622806,1.4848599427588764,0.0,4.39880182603374,8.020748311521093,1.208392399790676,6.752534525817174,8.076239472678319,13.01864957718296,2.176929087821572,4.825388780881873,4.806628239071116,11.068245430198226,0.1224739411756445,4.662125727580228,0.0,6.40022025578833,5.292019716700361,7.709779310015566,1.9833493575819845,15.095910429980847,7.046848982970376,0.3253864146597736,7.709045202273937,6.330346856173673,9.207917247658022,0.1796384349381323,1.541762618772733,1.044603950649768,0.163241085163543,4.743186408923116,3.164271397680741,0.1237986084626216,5.144894764255028,2.5141727693973657,1.0116387562468936,3.6335009602427983,1.6089038425274242,0.5545397378189836,8.163955540219984,10.98201165200638,3.1571730940334644,5.189425292131988,0.1656868770298755,11.787225402794071,5.4797802640291,4.852528260992587,1.356538243226589 +TCGA-DD-AAEE,TCGA-DD-AAEE-01A,With Tumor,1,55.0,male,asian,Stage I,G4,no,No,4.0413481310997454,8.8221004245318,4.902092879449751,6.671160307736694,8.729781487190065,10.053207476713297,5.3620314728958345,4.581212635723508,1.041943829970167,7.553730653360544,2.7325948275450145,2.4848857150650465,3.375039431346925,9.891194963530562,5.638065146220559,1.2304489762075064,6.221618053088189,10.390862078817454,5.673446182500467,7.170922520576648,11.55009006542217,6.734026718436697,2.114333705975085,7.908154804197197,4.957961016645598,8.18317136193616,0.5356548604967857,8.384304138835539,4.031756883423282,5.529486777160456,7.379891234137058,9.235592566670904,8.37970152922307,1.4440309111583929,5.537401686892468,8.11710747772816,1.1019189597110717,5.62595426296541,1.77542987087574,2.6486955195832422,0.2952528232676928,0.6686637777002207,8.80373010927759,0.3574957032252343,0.9811219897943106,0.1433934186931877,0.3847129624220463,6.818125811061989,3.612800690873221,7.944519981702999,0.4492179921398964,4.550389722268026,7.626489513326788,0.724999444613207,0.2392758258825578,8.871313565190928,0.2309407761239404,1.544188606646971,9.927852168614878,8.321092893422705,12.507307152839577,0.1932040139838749,3.724726660522133,1.0059029568582365,11.934036167065564,0.2739335692668853,6.688001269732041,0.0258792730232589,9.792808348207211,8.869813122390395,9.694749460045015,5.180135923539747,14.584813914735346,6.912126481680889,0.2006298979830743,0.015354834293464,8.315140502918338,11.074958134207373,4.402442504804481,1.3575520046180838,0.2819059238971919,0.4364816918910598,5.554241949251269,5.924762631804109,0.1449600047208578,7.943897304871743,0.3361691104640091,3.1163314838209963,6.180112048006046,0.0786098346963664,0.0,6.8045995789114775,1.88631601959892,3.247638945577659,9.408639902782037,0.0999011100079426,13.86398345459568,1.9307373375628865,9.732273439922231,5.737651612864137 +TCGA-DD-AAEG,TCGA-DD-AAEG-01A,Tumor Free,0,59.0,female,asian,Stage I,G3,no,No,4.540417904931113,6.418392369905393,11.681966867909653,5.602008432881848,10.867315192785489,4.921431570057152,10.039934278294073,9.572271617037025,3.736258500344033,1.2095781338588023,5.430576325408676,11.604861147210292,1.7101727482796616,6.001669404109939,9.332069005836868,7.952141916581434,1.6725611186447773,10.24210585099093,9.89945284762418,0.1042024493824429,6.949655152594674,7.375572956029529,1.4137565389197784,7.049537111474012,4.666989449062885,7.378772567926998,2.3382247199890127,10.17227097899379,1.4681140715836345,2.243425361895265,7.168326130660931,9.40389015936588,4.361291124547263,10.517359756096482,10.529812066276207,9.777937454119895,4.753251520552338,6.210753155058123,8.296455113007077,6.701686278327292,2.0777557141096468,6.169991123449735,8.83323356247068,1.2306948971219156,3.149064217715541,9.435469623834257,0.1107641218998074,5.510572718779712,3.421977276473825,0.9166295046880067,1.153351383081056,3.5877130201375027,3.2245033939183028,4.538308456374168,2.210420037294464,4.917555873383328,2.322360838491333,0.8833862126521942,8.363850466448492,5.363885938340134,10.731158628365616,0.6936765165677566,8.792443810709532,7.023563644405385,8.141791417277208,1.3230817895037326,9.280199377590076,0.3132458517875614,11.937038010578998,5.412439437368394,11.0213355006676,2.766446750491438,13.3407007862016,4.524621634013903,0.9477035560530768,0.0437644423101702,8.616320199848907,11.935108018549926,6.058918214660797,2.9670025589060143,2.2327528407689594,0.8028135975322874,7.123492387247234,7.818524660252963,0.9723250415571516,7.624281512718762,1.2035144111307583,5.954273096950395,5.3748934162672,0.0,0.9459821859974628,6.623246491328978,1.397310116576036,6.444436824128625,9.226518163156864,0.6945682250088334,13.620091487309251,7.068043041575597,7.534751089206723,1.8206895605592148 +TCGA-DD-AAEH,TCGA-DD-AAEH-01A,Tumor Free,0,73.0,male,asian,Stage I,G2,no,Yes,10.613749138419015,10.383423609152864,5.385651911391661,8.830368474022816,2.078234083934797,9.85195965327276,7.433894184490855,9.86582604568481,9.19704365763842,0.429749850800216,10.470595939056404,1.3347398786686413,2.390282475278119,2.189539944388504,7.74995521577075,4.470680021232448,2.5153592274466106,11.125240323772822,0.4867658509718999,7.246310219339729,10.866820371806972,2.201320197717847,2.3438057522523126,8.8464500645525,2.834084172545093,10.23349804908583,7.019744162908052,10.977849375079629,2.069461582843672,8.371294431408115,7.361495547781712,6.296314232056844,6.365837737118344,0.2289725697601607,5.762513594539646,10.198956953881828,2.9564098463630635,5.296376643556206,5.829365029204613,4.916419317668002,2.0518245044970738,2.56313371911268,9.159716465746682,5.004717106206767,7.858325459627479,2.523361219304096,0.0,8.733512974109969,9.089630558473004,3.0800606801968007,4.557575513310535,4.800842967333467,3.313303906757928,6.925730074521864,0.0350607969051142,3.1322971597386875,0.1654296204241852,2.9949779037781794,11.289956447870374,8.669492773173552,13.549206764402646,4.61393234589117,6.766772705116775,0.1777264829320682,10.749914249107478,7.707218997479355,8.581408872464555,0.3151024530776683,10.241567436379352,7.856421170964025,12.102987991788885,0.4770555655785729,13.763088792367649,7.350521998992601,4.594411200355482,0.0679140140884663,8.383544464110603,12.422335771801116,7.299006485004305,7.362845066917961,5.779616934931687,7.620825373680231,9.731959784768696,8.194806092320613,4.108700078528127,8.563704225030417,5.26013859739446,5.419340001619394,2.255168346265709,5.1512378112938935,3.802534459279264,9.38743513735686,1.615133757514429,6.25681819573226,9.34466363730534,3.874226462435391,13.720450930713897,2.5695396994633413,7.657904341709592,7.865038507005186 +TCGA-DD-AAEI,TCGA-DD-AAEI-01A,With Tumor,1,72.0,male,asian,Stage I,G2,no,Yes,6.831295841556889,1.654847942359046,3.382501257189115,11.209300680447768,0.2709474874770585,0.3080113145521776,10.77294941800908,11.74108047438192,3.0280032784727524,0.0,4.573834990686524,0.5124797469196325,2.751892138404309,10.39273578661192,7.54165189765201,8.063786578295126,2.539729571067321,11.67377608684176,2.867085955586428,7.342215151646863,4.593539026468569,6.735133561262717,1.2882404247025292,8.868899393598278,4.967339248708182,8.696085300562949,7.691169816084838,9.869803408196915,8.46160508929801,9.416643646000258,7.892081323283837,6.802986739492018,7.91325026415296,0.076695901830383,7.160221374855339,10.22021953785146,4.548621573743265,0.0,8.251181295015915,8.23472595776011,0.0677763720484927,4.415440946631131,7.9199240030625795,1.4369613378336026,2.531818102121402,0.1862469861453115,0.0282862430791099,8.009405961959349,0.714926858410005,0.4854268271702416,0.968348846920172,1.1318528459646624,3.018545160099789,4.691891444525011,0.0333701384605921,9.436025630557044,0.0698396250686344,6.091259766192678,9.110643556864652,10.520278541556932,13.608748370765388,0.690551189536642,6.806321479305093,2.5034505090055688,10.68608656839689,0.2916035580305647,6.034631715784347,0.0,11.099793898487814,8.180096130764063,10.786760762912706,0.3809510436258471,13.884321488481838,5.364873545951389,0.4002100070818308,0.0,10.206944991034312,11.760691384315637,8.896426864794941,2.7025467330647386,1.8706211759063425,0.4893374088893816,8.633912851752122,3.2341027309641817,0.5391339903346756,6.21152818406483,0.7840013601022011,6.327800519334458,0.1115655449595176,0.0,0.6711121749127757,8.64826805124035,1.0158543453797562,7.398119457720848,9.076903491904517,0.5969351423872321,12.875226270054274,5.353298587269183,7.8759649333788255,0.5520819106531075 +TCGA-DD-AAEK,TCGA-DD-AAEK-01A,Tumor Free,0,51.0,male,asian,Stage II,G3,no,No,6.901359292596261,6.409910212888214,3.1738310155677,7.648480542926291,0.4103411046140874,11.087406285965832,7.662160628405084,7.080800476264234,9.440392688199497,3.8610422282958887,9.817339294905084,1.2785200811766535,1.1643357677885435,3.19377174339668,2.799025119602696,7.37675921082737,5.594572435032112,10.575166896489812,9.537657161644583,7.726534257167832,9.541799201331347,9.49671279573182,1.523009862764611,9.986106122348737,3.797459210161741,2.4692868990938712,7.363532932277116,9.49508511770788,4.40358813414234,7.368915858164394,6.315743730590985,7.002900506113488,7.460656569526454,0.1558787327041427,6.511583473032342,9.677171524800723,6.4472403019322,4.182223504357823,1.281905923897192,3.5799283400664885,0.159758338056298,2.6592167337434085,8.335620810169209,3.997355642727084,7.681997340332578,0.2532631992598055,0.0,6.700620043751088,5.119119582216697,8.141801122449374,7.642309513258409,4.059407197089117,7.101141581028888,0.5122774621407131,0.3346826799357211,8.191633216438442,2.9708904573159804,3.07210580048042,9.42434330734906,9.595795291019131,12.560573748945188,5.732394032271895,5.811111339495037,5.132198435169245,11.309863180717988,3.5373581973223662,6.73865166005002,0.2820245812185474,11.425607371386404,9.353038729618287,9.984813187684066,5.7932378344328725,13.457965842053076,7.47795978452342,2.9958643634877298,5.041523362184351,8.595938101341163,10.9486490260691,4.712078474387986,4.85711511831401,4.4727606879521655,8.368962115300105,7.171819298251159,7.464767089535856,8.112301355926586,7.635845790019259,6.660952853960101,2.7430625065456216,5.022478785301952,4.480342684218988,7.0129742068820695,7.587918497960766,3.220887111460017,7.234326951163188,6.6627765958366405,7.432546076055272,10.858089426374995,4.838422379202642,8.412728608616813,4.236515578862374 +TCGA-DD-AAVP,TCGA-DD-AAVP-01A,Tumor Free,0,48.0,male,asian,Stage I,G1,no,No,2.1229045914706086,12.326241385179689,6.023204333584652,6.997036051287425,6.249619788929323,10.453792050364244,8.343032886077232,3.889113310540002,7.92148274728719,9.708719386919451,9.306130061980705,3.564378168565064,4.238863271495765,2.865225996284432,2.3238888271470435,0.8229340480283714,4.56960653210827,11.296335686314285,10.247122298164031,7.423401688869969,9.903827781307756,0.5602258223996497,2.1235668794712623,9.121078880219423,5.97702342158069,4.439224180544604,0.2012574568432411,10.23703818973649,7.867297893135524,4.385486258913337,4.4688830328092495,9.163143197390216,8.955835571740394,6.039945515680815,3.6024212470827823,5.657216966038886,1.659833245699991,5.537625326832943,4.0576062307853045,4.150315957503784,1.6615671995271457,2.387610689512046,8.129003725372602,3.957143841376434,4.888962375806646,4.163297449402764,11.577561714145231,6.320594789428028,4.665216516792743,6.461510551865202,2.316116772222554,5.370798982531979,2.629263351930893,2.101515615491244,3.764356771833404,4.19950745598072,3.690573537325647,1.9178136227933105,9.244343377964174,6.121378101963015,8.065598159935417,3.8920412392609713,4.033563960273344,8.555398222084643,11.374448000714697,2.280570356128001,5.786959603496697,0.1060802602251319,9.54957291597836,9.50122535248732,7.815169998160464,1.1593062546411692,14.168144203239985,7.225297105427553,3.6780380915513615,0.1397314222437436,7.392814551658599,12.533837141710247,3.5149806766216085,2.3351402063142133,0.831958289198261,1.0308304301532742,7.428350959528023,5.440610081987086,3.6159576771659534,6.904643050534743,4.124088217369817,2.8403625186584374,6.126033295794151,0.0,2.169155358830894,7.269459606329837,1.031889185337333,5.6950500754559,9.141002270495784,0.3813941317868511,12.713429455742087,6.274336217213804,9.21293696914091,6.028392340499646 +TCGA-DD-AAVQ,TCGA-DD-AAVQ-01A,Tumor Free,0,38.0,male,asian,Stage I,G2,no,Yes,3.874275652655311,2.4742802782941253,2.255742420972529,2.559491813205038,8.638307387126389,8.479737427069798,7.852654345109891,5.383959981031725,12.565992132283286,0.0271540515037266,14.274588499389452,3.495068323832703,10.958451723243382,2.1138338289592773,2.6349649294359976,2.629100118160383,0.9712952280951592,2.771463058365651,9.795792268478696,7.61872539494149,6.43723606315404,10.611329170161405,5.70871697319782,3.5698191608379446,5.380698283959556,6.018180145107506,1.4568587054695603,7.48556851347549,0.3865902496627166,5.71765723269594,2.1821837691214685,11.885174445774616,1.8363281339239783,0.4943644046958499,9.10866976439554,7.182062569890844,1.1645288608813686,6.117094487293762,1.7859689667772491,0.8803328886746402,7.367725754473456,2.212071235167678,1.6056839625384929,10.740564767139915,9.87930846814886,3.3099473981514875,8.73913690608669,4.326875260452016,0.0137838154330996,7.05507306681889,9.911926270333266,1.4644068855296088,2.7473229442274527,2.7065968564165948,0.0250287944915224,7.862313760878564,7.767835521015439,0.1737670677367066,9.484477129539734,8.351170701162022,14.080344994247806,9.289185945660469,4.509714841303992,3.309350837323276,10.345452374725308,9.111480519223488,2.5113921325942856,0.3673710656485294,8.067143910152096,6.637891316021856,7.802666927452385,0.3250409554952008,13.94099704508414,7.436146844484853,8.217653379461085,0.0,7.741350352601598,10.16336035331955,4.117844623110626,9.791951433148364,9.502659187359283,8.964480076092928,4.506836753255217,5.369686326085931,8.101113734697652,2.631826031519847,9.077016491705669,3.971350415312623,0.2288494676617978,0.0,7.625935273629962,7.434070222060278,1.5564048900385463,6.953977562620346,8.280567108449658,9.232600323484933,12.807254928232958,5.637001556936648,7.040115436226157,0.1235337722909942 +TCGA-DD-AAVR,TCGA-DD-AAVR-01A,Tumor Free,0,44.0,male,asian,Stage I,G2,no,No,12.323961678131347,8.163880086326609,9.571091051225803,5.999966186438725,3.8678075279955033,9.076720750092491,10.259659947411564,9.71743841015472,6.560999186301718,8.500773377296536,9.04567012142845,10.455608744431094,4.689466906020749,7.87218481933926,9.933223399826169,6.439917297683788,2.3253864146597736,9.205750004545434,8.50267072229935,7.255054070585895,8.95961832118539,9.872525601700897,4.042556792577562,4.31974075457144,10.96118232969671,8.78173017627323,1.1386179030540469,9.439361957859134,0.3025237777356443,5.648479823887068,8.555156225725474,7.899776225485388,1.9965695239731869,1.8400804786568068,8.171766768055713,10.35745116638734,4.070458026019593,6.168190721669188,7.6168693253970385,8.766999902281954,0.1444379983683916,4.732605680547455,7.958052107654113,5.131054382950183,6.294572964570273,5.921393483498412,0.0813396274519387,5.632538695462976,0.6890307271848729,0.7642612182171139,5.454718776161874,1.8773123582218512,4.689830287675013,6.768478128160421,6.303106724332583,7.748082797956411,6.039612194030467,1.212880566344385,9.943135873975626,9.42610999219504,12.042327577784228,3.866492612037449,8.838878042444298,4.363815869565885,10.997962798463965,3.951746303529824,7.63028678559494,0.0,12.068739389173167,5.953609805459566,10.971772369654252,1.3155662303189486,15.007054063058106,4.115407855414063,3.6221572714835,0.4649818622749517,9.835904657600384,11.659527163318623,3.8284792620932095,7.117513240005424,5.31939032763623,4.17847563269144,9.552076721745856,6.7881506032776535,4.10895092966259,8.05137590858621,2.940993595993377,0.9073521841713712,4.072851829131477,0.0223323000980563,3.625831558233549,8.664733839501794,2.616004744079728,5.97727763350597,7.366681531715591,3.68691506736098,13.047529340400732,5.509379148914689,7.211332518793887,0.444561060372784 +TCGA-DD-AAVS,TCGA-DD-AAVS-01A,Tumor Free,0,56.0,male,asian,Stage I,G2,no,No,3.9468524830001934,4.918328983507199,1.677260160827648,3.29130885982897,2.89029103276112,4.154242941233339,3.1887648759050577,9.696681218461444,4.829469052117076,0.0430644786649374,7.118133352598141,4.721892111169048,5.47355639961775,5.797915677154361,6.208060687892277,1.2189671100489563,4.183121228967912,8.5493330212,1.2848694330960324,3.8327887688549778,7.661809444879229,8.926428248120514,10.661969553853911,1.6266727526059934,4.719210826232512,7.732189138017958,2.24579986841744,6.47932758280766,0.2917214204578913,3.9503657607862808,4.588390835997333,10.310947629803897,3.62187604894739,1.074231394185792,7.587779016205316,9.161011170349257,4.01051132213351,5.554622616485603,6.486455346766405,5.33703310876718,7.82650336264341,0.7779561878431875,9.040648363587293,3.1428708450966423,4.00115369461637,5.871685968303588,0.487074680051724,6.3958734020185295,0.0751903141552192,3.329998996296484,2.0377687632836565,1.0170667241898337,2.807767061766417,5.904346806532146,0.0199153677076859,7.164279444101284,8.041309248817633,0.5025342858954955,10.57628677758311,8.622324221431015,12.353949790479998,1.3693827253389403,2.6631851967413698,1.3084773765949609,12.133606292442192,3.177343788281726,4.17067821219797,0.1068842886915428,5.910437665837578,6.53675697501775,9.971431898828726,0.1859933700699658,13.691732070895856,9.132962859999209,1.9227306716427863,7.243416792897435,8.96845109272266,10.786839812471875,4.784530156404788,5.003687680551979,1.512226886513957,1.4236319517143483,5.138490940041877,5.645030065835242,1.903925216292177,5.140525098659677,2.5507529408689527,3.487885041991334,2.511999274250152,3.288196120649187,1.9775363798228545,7.442010417208319,2.142968842065415,7.934214532501826,8.611185661749815,1.7305312742307335,12.037003850711397,0.8170501584325206,6.446011348022795,0.1182268137929476 +TCGA-DD-AAVU,TCGA-DD-AAVU-01A,Tumor Free,0,46.0,male,asian,Stage II,G2,no,Yes,8.94698754252635,1.255682002812213,1.9178136227933105,8.052470781079839,1.9132245293305687,4.084047251774944,10.212925299777718,9.897319850286172,0.9326659481457786,0.1068842886915428,2.7335929621637134,3.760210299231346,2.649431518089598,9.66648517355024,8.007443331176926,7.111248368230225,1.7536045362799952,9.688039572830634,0.2686739245483581,9.092164615911122,6.550097234052181,9.02590750297029,1.886433088211058,8.371488729898402,4.559308252540513,1.3173619602597932,4.021843908637517,10.850839966481136,0.1420866296175268,4.450426072179934,6.862062024381443,2.636798603424196,4.168650057639743,0.2542312073752226,7.839467103160663,8.087800137864258,4.5845777307386415,5.776809367193344,1.0157829972409278,5.521408852804489,3.051981072410938,4.785634244455423,3.494940364078757,0.1390765150461117,0.5242643148208397,1.1547776117808162,0.2386645921146174,8.092004417944178,0.1419558855836444,1.474565834538475,0.43349363984688,3.4375606711002247,1.3224473716378742,0.0822938359514309,0.0665370023957912,9.00176706413079,0.2428158840268419,2.9812316129120937,9.233178413009824,10.644275231821192,13.613242768680898,0.0487941802608049,8.95358216169509,0.1162316606041503,10.99518713023824,0.2937236099049341,6.501158859294468,0.0,11.743982513997413,8.320281581650653,9.834687517008298,0.4793340506824313,15.064410972409712,8.411281324883577,0.0,0.0968015818491686,9.925491983548683,11.559644045674268,2.912573225674848,0.4240621254158997,0.3902274368406915,0.0,1.6942561897440962,8.452742029212477,0.2966629675919572,7.868592322394365,0.22391675051899,0.8974727872708786,6.532005193790571,0.0230423926658638,0.1368476041928809,7.464541666265764,0.9041950482378748,5.636595621356904,9.55926790430516,0.1418251297000284,12.294464697361931,6.864820048168031,7.546493998577081,0.743816530237774 +TCGA-DD-AAVV,TCGA-DD-AAVV-01A,Tumor Free,0,56.0,male,asian,Stage II,G3,no,No,11.425063284322578,5.089209989829408,9.913720741469032,4.47374146145972,10.464958998256916,7.789083649564846,8.745176478916276,10.696917204848935,8.791000372669266,4.063804910261758,10.768332061096691,12.508619470362271,1.6303122711178806,6.135350170646889,7.035054196623567,8.977340893251995,8.590902873868773,5.433577095818817,6.826300602090499,6.2893457395312415,4.682067591304816,8.237318487501218,4.332063409772547,6.264299965763764,6.532597490728998,6.1315380408961,1.8428179648363128,7.704009436390869,1.5821224067987452,5.569746263089451,1.961993677420255,10.245874484056325,2.0896337361068955,7.478694399216997,9.010980634146287,8.470571435347782,1.653426951688062,5.458562460999147,7.5827057742010195,1.632919608117811,1.701061052957736,2.820178962415188,5.875008388329773,6.373940478842201,6.829905359206699,9.065365508185348,6.683746975816331,1.8963493588831952,0.7960162399019347,1.3557492693564392,5.212394243876274,2.2878564110324,6.878732697146471,0.8966981027004259,2.673262427962392,8.193170002265047,1.0654344459486331,0.7684172548960985,8.311953978033111,7.47577314505854,11.1305158011292,5.245206608076262,8.11983910436021,5.180291104878441,7.344085481047583,5.8601608019315,7.243226357589762,0.8188505608954335,11.360461728917493,4.428450626219518,9.60767078659286,4.268621530546396,12.762471508776166,3.540300105311476,5.567837461619217,0.0839281550623592,9.803626150965089,11.556960058560444,1.0402612230644346,7.882370378685692,7.33399075314641,4.800340828149035,6.582673412899564,8.656798807131208,4.970098986372134,4.875667040978191,6.2582305830183405,6.887839607542748,3.884080137921418,0.0,4.81397097328147,6.948444329016667,4.149958428372935,5.860371896719495,8.232869855678365,6.018387146652693,12.427532217681613,8.279652828301554,5.210794058954706,2.113267092214225 +TCGA-DD-AAVW,TCGA-DD-AAVW-01A,Tumor Free,0,35.0,male,asian,Stage I,G2,no,No,5.743094829930868,8.820771239494915,0.8404430913897917,7.9949711175471165,1.9719941102468603,2.8939057888463697,5.598454537207855,9.70241184463524,5.877660826395253,1.4929811633085153,8.486168513430016,3.4751627241063723,6.20271939431867,5.320481067665226,7.432433328803565,1.1706301466630675,3.474760499576784,8.421427820838993,3.2224954673020565,6.8206551008712175,6.538784902976063,11.091703800485028,3.563792679007477,6.899971938852224,5.6972900976392005,9.015510113797538,7.424880109741466,8.72716692601385,2.286023553678892,4.93992236450125,5.805960501935237,7.861881565528587,3.4187701482571566,3.428986530701182,6.012637946230051,10.831401467239829,7.254919005838674,5.032144934639985,1.9572460136016845,7.504276360774416,0.299127408412377,2.1233682249924675,8.329668541391495,4.833279742285062,5.035914178920162,6.404928660563366,2.95296716922408,6.75540303993469,0.3500445658626943,1.9186152154865697,5.566547287027542,0.5296710483477832,3.0866479127551885,6.111561372034191,0.1704378685081076,7.627792853258597,8.212108696210024,4.666375988268578,5.220914189977199,10.361464622950203,13.023890647588663,1.948600847493356,4.214233625228078,3.3849615672144515,10.914571773424898,4.59990094362226,6.3412706249925685,0.1868808313472341,9.28601084303617,5.120186027531863,10.179956101208072,0.2513252323279575,14.906773573830298,7.773417496360847,3.77020532875485,3.723918917192977,7.119260713622581,10.99745133699042,5.1786270093287845,7.662382122120738,3.351303233837536,3.6048304370991024,8.283058711473071,2.0428194111349254,3.714410387678403,5.387379774762122,2.76202983527487,2.456070160781307,5.330275139351396,0.0,4.044280447998423,8.983119876261055,2.079429315002915,7.267104086017566,7.692233986994285,3.393512303716012,12.84288754120889,4.1237986084626215,4.166868060534098,0.2141248053528473 +TCGA-DD-AAVX,TCGA-DD-AAVX-01A,With Tumor,1,38.0,male,asian,Stage II,G2,no,Yes,6.847722618143937,5.635783407378582,9.770158076469658,2.290070469601541,8.098743251079375,10.281766512251467,15.065832048703498,0.982363897646027,4.162701487437442,0.2028878334701434,5.718799985377821,8.944375319707955,0.9218171398466212,9.64179202056517,2.0552650796669782,9.775234620893045,10.632590313564556,10.86989592167046,2.293399914647954,7.331870891942054,9.599294916623018,6.129995944313354,3.000126230293583,9.231902999041388,10.479171233324996,4.008594452435505,0.5624744580963247,8.298228026986669,1.8445061738698472,3.98615605178442,8.164039037928768,7.3855043780795935,8.575237818768775,2.360673292043474,4.146809974466213,8.085613734134478,6.318477734441536,5.791636978591336,7.364315035341669,4.593999074296928,0.135009441351161,10.512773740190326,7.841442951825284,1.227802675507842,3.4686745414513083,0.2887719672474021,0.0,7.140231611997127,4.0628383902405645,5.964668938909359,1.1123665230725632,6.469202226820604,10.770430251544962,0.2826177214813483,0.5032469541493739,7.481744547677585,0.1024565766507339,0.2997135600642419,8.595740847853445,10.253239321711854,12.461107982233926,0.9723985715406486,11.30287586955929,0.0525550094341052,10.011155817882718,3.286733323100201,6.068174207692245,0.0,13.357807079030913,8.765344783430072,9.178089151871529,6.129138740226922,13.47396649166251,4.294679558191456,2.262222661548804,0.0323830053116529,10.9105462727767,10.795714681862846,1.4658700122131971,3.532416710078908,1.0018022426339854,1.0349903923451176,1.2300185137126256,9.015408361611565,1.229895500833894,7.716979237601338,2.84468693629507,4.411100789085413,6.273536403575725,4.469729719252354,1.1193561770396756,3.960048282971392,11.30144646573065,3.6839434315378585,10.048954345875424,1.2445826609705135,11.55335253485024,0.3392514274508402,9.038570341579089,3.229111047066369 +TCGA-DD-AAVY,TCGA-DD-AAVY-01A,Tumor Free,0,56.0,male,asian,Stage IIIA,G2,no,No,2.0415233621843503,10.820234179553644,0.0467005867416222,9.112077158461869,0.0557509641184532,5.571003233284834,7.043799431579338,10.56958450805594,2.0321361164531933,4.518100754406084,3.0146945006927863,2.216299644848638,1.0164250034997857,8.392316993405172,7.039788732523393,0.7158055325591525,1.5855875331582918,10.568834160418676,9.916668911345369,6.56692319990997,8.458448037574048,5.195449969338201,3.091327477691101,10.717428899103703,3.4624057488780364,8.721208925080564,4.664852568921437,9.743139946778545,2.354762444876537,6.9787985337365335,8.743990505637777,5.520632822630321,7.772202387441183,0.5601279760812637,4.746774956814397,9.07988793542264,6.089546878261533,3.781485615961656,7.894658330635029,6.442916963282159,0.5354557994352918,1.4329059731369165,7.642116693993636,0.1816750614148968,1.327917257418648,0.225028083254049,0.0745054363636297,8.255959527853012,6.867766763831137,6.320222904043575,0.5506052019627573,6.613947075129743,2.1436219851333145,7.141030124072448,1.5865005552814249,6.543958251239805,0.1510794730288115,3.596613182777973,9.987237716406044,4.786329752304432,11.22432684706714,0.1257833316273236,5.1585551601273565,4.88410945135923,10.288994192712712,0.1372411917115926,7.404777125998332,0.0,10.867137938778097,8.948988566401322,8.63060787028753,6.103069551489988,14.208435374986331,6.067580639659608,0.361543797967865,0.0,9.02699891406913,12.935432214491522,5.194473211406748,1.7722657408788358,0.4773664800672345,0.3444876626356821,5.907455540538372,6.437432501303789,0.1386834279792717,7.049625322760216,0.3116193634068434,1.263815654078639,4.20538469263544,0.1740228420554138,0.3377681709216305,8.535236878314947,0.2751262735683553,5.218277453770558,9.445518355846934,0.4965134808768024,11.483692155570251,6.444345710749615,8.334574979291522,3.3816848344544312 +TCGA-DD-AAVZ,TCGA-DD-AAVZ-01A,Tumor Free,0,38.0,male,asian,Stage I,G2,no,No,9.314641245453052,5.059069687112894,3.683179910702681,4.386783361217272,10.323575545690629,8.584908022926731,9.27752337365384,8.49855645031744,2.4320507576454498,2.5614239015472777,4.495093914421623,6.019310501413726,9.232033997970207,1.4720197944761384,7.024556828412226,7.516356391035726,0.8768803371629167,7.23631848950631,5.99327808694238,6.93350536442705,8.225058941390854,9.233012274954769,10.045686091614067,4.336376231587471,6.813010265525146,5.153006769817551,1.1495845531581366,8.390993056518642,0.1620811033823752,5.291916608924901,6.517480427977999,10.160639014498358,3.1195553846952824,0.2791741084890467,7.841329094569232,9.73390829558413,6.201184909305495,5.465445596998392,5.473569387188195,0.9281997480045768,8.142025344826939,4.116223341690964,8.857080895552604,1.207018225945622,2.4074071401257733,5.567216861255516,7.262281866676315,3.903173275363917,0.6180506700533439,2.4383460865763262,0.6123053125340477,1.1587894143540995,3.385900354451218,7.160087220442567,0.0289934118795486,3.4029949753792508,7.685210629562845,0.8456706901444943,9.3114145609485,10.103090801511389,12.78706640264893,0.4068631579765398,5.544992243509923,2.3585650541539747,12.083929650478238,1.279114663710988,5.543718580737194,0.031959741397545,10.525039079946035,6.192817514778413,8.86863460643031,0.3711685154984275,14.698796378505005,7.776253383519419,0.6372856438972468,6.785455083807237,7.897917437735905,11.463658010503195,6.402449326718855,3.020839967090145,1.6632990718423353,1.0371010360077666,7.181966199301674,6.726487936815984,0.9883393074082382,6.830607739309043,0.744333347381359,5.983223931321077,4.083298480489995,0.0,0.514703009540874,6.798215155148291,1.0174231123838566,6.9490282666733405,9.045528429475596,0.6987518877846765,12.82584204125102,2.752363250473027,6.261197934008579,1.019915367707686 +TCGA-DD-AAW0,TCGA-DD-AAW0-01A,Tumor Free,0,54.0,male,asian,Stage I,G2,no,No,9.803502166040351,7.340038787661117,3.104487631628767,10.15100258135292,7.263443862722107,3.8843634762074313,10.01481052713069,9.382957266849775,6.574304391740306,2.4298569511336523,8.19421660431797,4.120882733248652,0.4875892483208623,5.238637844723677,9.548040831144688,6.494559616690204,4.094987629665034,8.949630642620008,8.553777107392648,4.415467989346114,5.912932436848771,9.22846759198388,3.4256338570825964,10.40965643124288,5.013055746661244,4.921441091539734,7.408357766359108,7.1909091368226274,5.372266097671883,8.866368040707165,8.24036633030111,6.979917871228064,6.749279494191602,1.8260704756552104,8.003370051128648,10.866833196347294,7.551908937020096,5.464524513053176,5.854444548815929,6.738946136404935,0.326192164494116,4.70633714881896,7.738012520641817,4.701216344859291,4.541663512154512,2.3520239984016453,1.078951341394822,8.753014791172596,2.3267099089966723,2.523687402345592,4.237081821751927,0.6329196081178111,3.968634540969518,6.676787842456824,0.0,9.441440112758242,5.266456744135941,4.944319676616439,4.677874648165347,9.596798020226611,13.343082910045462,2.5649634206095544,7.415026791736852,6.296497787583355,11.931938295070896,3.9958824488320057,5.146985068946544,0.8401207734615321,4.9599787560579776,7.934169703578092,10.34505112752948,1.2462256485198715,14.892883865376168,6.579152988702815,3.065606775946436,0.0396999177209514,7.045448431533297,11.587493167706516,6.015432894301988,5.932046993846082,4.263304885797257,2.686971077169275,7.2652418429770815,4.744403318805372,3.4166641222772265,7.957288389731255,2.8514392346735886,5.4080494549029865,6.81437610009668,0.0,3.234225385646896,7.732601610681107,2.4803168306274648,7.163148481989738,8.816484831592575,4.658537123690064,12.581964927738984,8.079618113621365,6.024044803292147,0.5212517953698118 +TCGA-DD-AAW1,TCGA-DD-AAW1-01A,Tumor Free,0,55.0,male,asian,Stage IIIA,G2,no,No,2.980080154520632,12.573583878866184,4.32448660857519,6.975126870104181,1.7558276192222846,10.717450320301356,6.990189076098514,4.996980708476115,3.0807429264900086,12.60323170557733,4.833269620808397,0.1806571075600764,1.6138616434526782,4.136864005816802,1.4011389273182642,0.6547104882859716,4.420293749346622,11.358121822591473,7.225188152670379,6.7625601013061605,10.856201870213829,9.12873906990863,1.2023236808106983,10.770574041681266,5.04705409380263,4.230871626890055,0.2123825701223572,9.952508446429718,1.0119964876680252,7.169103232768236,8.868922537020199,7.443428458351795,8.864817881979938,0.0305479641629666,1.4257278380450304,5.52080565900136,1.647959145411699,6.312311208122084,1.4453559190957,3.6997181902236327,1.8523984202865529,2.236584458113175,8.346238021317848,1.604877868428842,2.525893473490812,0.4426516107752236,11.08558412596215,7.240620583272935,8.57104875513103,7.962764161850403,1.9721779703463724,8.972019966989242,6.871854734750335,1.697996166021048,2.325127328041803,6.364453370025282,0.1249897699786635,1.4278206839771337,6.8329102623741,4.423867218849629,10.676235668400144,0.7369078852103836,5.515561080612968,4.400449124599023,10.829903456991254,1.0362571490477717,6.573132117802025,0.0848806535912964,10.992215745870572,10.012265007425423,8.524353261094552,4.616522378811935,14.942134244974246,5.057684203764159,1.1697967561832483,0.0757379823940781,9.027044544458128,12.330162766489154,4.976519445715825,3.298057067362069,0.7945198406242954,0.7742494073047683,9.353861598653015,7.202252166542878,1.4077334309879326,7.374277904579523,1.5939751793205557,3.514235903444056,4.508308211626842,0.0179219079972623,1.0023784851064284,8.843176120668636,2.2100147377092725,4.839778231742521,10.544774281936284,0.972030884141332,12.893882132902494,4.588462797741367,10.004961430732893,2.278133471081237 +TCGA-DD-AAW2,TCGA-DD-AAW2-01A,With Tumor,1,69.0,male,asian,Stage I,G2,no,No,1.860446393388444,11.483797390845073,0.1729994725917622,9.349339842296883,1.1269728562577654,8.942347354157876,3.717319988815573,5.297107024509756,0.7623913410318464,5.249585659489268,2.130667339815507,1.992659680812903,1.1596937633840003,0.7796379447986672,4.010618734778685,0.0,6.734464408963257,10.428045320934713,3.445196982381709,3.1688345531901843,10.181882739157016,4.634668769833747,1.3567072529353814,9.237807712678816,3.869249591019296,8.481424887667464,6.02251873323089,9.759534038830594,3.8671650496252297,6.878601515466821,7.564338533541479,7.187491634203497,7.30727641485559,0.4365882936601177,2.9958643634877298,8.936091083394725,3.5527336427459923,4.716595881994143,1.7863454365852105,7.699245532610427,1.0349903923451176,0.1582077476257361,8.148934612803815,0.3333092295748964,0.8380239498455605,0.1619521589267423,0.0366088286051013,7.946892826780374,6.732270556437457,7.399976829337965,0.4195388915137845,3.609459491419391,5.098162656748569,6.463911764569624,1.5103543408136133,5.863779903795877,0.0897693086335084,4.560647708646917,2.5810619560026007,6.099217343840481,12.125772097716553,0.0,1.071282148500739,3.700284342616318,10.977888932846476,0.4714476163773916,7.777777385898656,0.0934249594191029,8.391177415151416,8.696928937971348,10.022819416863111,6.422524000066762,14.277378924369732,7.319517683352853,0.186373777465944,0.0142124448121047,7.725353305111788,12.048535507934591,6.577034487858357,1.0930192331335449,0.361656083062749,0.1770886021059675,8.424791111346902,2.172999472591762,0.4759149721781786,7.530862776908298,0.3236582910262449,2.903057557350844,5.845414777935103,5.6804031289936745,0.3281471140336312,9.04693681325309,2.1890970991007084,6.6113096184414255,8.91093378825267,0.1796384349381323,11.829213897188849,4.258149535435297,8.553296370182915,5.06245419130849 +TCGA-DD-AAW3,TCGA-DD-AAW3-01A,Tumor Free,0,69.0,male,asian,Stage I,G2,no,No,1.0373822220030802,10.988987393775394,0.0,6.2684736943536805,6.173503252968168,9.27950913617737,4.057580238855839,5.279664434472039,1.7104813602962472,1.6294265672344022,3.322202180907784,1.740409521458199,2.287560946330604,0.2642361510435471,2.192509818941948,0.0401209172008774,5.126923312308143,9.01075075186646,2.771209486866468,7.369235263994664,9.122884407609453,0.0,3.3140439029230344,6.410123978412927,2.872809063905005,2.445302942136513,0.2585792241842939,8.440013676092141,5.288321645266858,5.41960967621618,6.452961069653673,8.25438381734503,6.712059209409859,0.0,2.5101770822186964,8.985814619442163,3.139862368015641,6.309765545987985,2.093965750369448,1.2232371810620493,6.27641849893082,0.3171882775965018,6.1897870087943945,0.0,1.4564382019387987,0.2111368269822751,0.0,6.102901639078659,5.685334694828269,5.772664275787597,1.192383565765978,4.446421667082669,6.4726859659508085,6.488608194998891,0.0697021666300674,5.022207997957081,0.0494913701651037,2.290335928439356,9.594753802507014,8.845572846718692,11.827621211978562,0.3651325934525299,0.9495722838614276,4.98115396406412,11.25995588667926,0.6340355973754617,6.430678347131877,0.076695901830383,9.826408024240054,8.791207829596717,8.652540989327873,5.276496665640356,13.49421966625196,6.575176163865621,0.2927817492278459,0.7053144410863783,5.927716342579882,11.68510565640852,7.0672794610444125,1.9274413927301293,0.565987040750771,0.146133828893375,7.393461678697658,5.326555324192245,0.0,6.088429971335079,0.8875252707415875,1.926758531986465,4.08586650742246,0.0241778143011652,0.6051150016894377,8.64407438089937,1.5811583928369204,6.762863022983495,8.911066558242354,0.0,10.629299330104956,3.0457225357346007,7.560509386351827,5.994514104536202 +TCGA-ED-A459,TCGA-ED-A459-01A,Tumor Free,0,47.0,male,asian,Stage II,G2,no,No,13.210773318024106,4.384402146176371,7.915217917321409,5.826561198204443,5.521474811828805,3.558194150263728,13.577991362334725,7.561865289561539,0.7350021934953096,1.9109628608302245,3.1598229098383785,8.674070772921317,0.9971839981752958,7.404124834890228,7.145723302826478,9.70062247105748,6.075755093676995,6.751562803960892,6.0972041386427325,2.691913771562856,0.8555113765744018,3.823280612047858,1.3488556014150197,8.405786914121288,5.812141358048898,1.4846021943722032,0.5786972376487035,3.3841741716968263,5.522545438908394,6.247521223688593,6.312975502563796,2.7490407708443176,5.855601073792642,13.174097595650776,6.631050427732271,7.1805725771434,7.309378124451752,6.676761049616407,5.993293940024755,8.280388474880992,1.604877868428842,8.663781873590164,6.51616331829946,0.3793991625255783,0.4066455076720026,7.865987459673853,8.180867914785328,4.749743416473319,0.1574318270041882,0.1552311162992788,0.0,2.620703697963904,5.0379883428807615,1.9192256539749235,9.289814642736,8.269056062526152,0.1842168080922412,1.6837862691008476,4.207244742404639,9.380305856088562,12.869913826197138,0.2056427419454572,9.30233458926841,0.6989296471541583,9.427747368308657,0.2236696713882459,9.105074856084611,0.0,11.833086908036794,3.0003245698714585,8.945706306912843,6.119092599640557,12.71372508750365,0.8736557332813398,0.0,0.0164963198961959,8.081539360583154,8.841291978936066,0.5867887580539942,0.5923493917569607,0.6919807506032766,0.0,6.411090617382256,6.352963278306757,0.0792927672728535,4.520717672163497,0.0731347046302153,7.225677893347733,7.231160687071825,4.00040570093123,0.1028596579220564,5.899559943416135,5.580688202370301,6.286058680690938,8.906997290983794,0.2060180040208956,12.660461483229884,6.628337630168014,1.9714056004190983,0.2265085298086797 +TCGA-ED-A4XI,TCGA-ED-A4XI-01A,Tumor Free,0,58.0,male,asian,Stage II,G3,no,No,9.392748664025325,9.08461628136558,7.749764865918436,8.83746709918577,3.657902912993821,8.811821964001686,7.808715179974899,9.783798592541078,6.363696744838992,0.0886843715333914,8.554327915148676,8.295055329771323,5.613726120759847,6.823717520818498,7.429880378271791,7.368013984116111,7.166747575901288,9.324176720433371,7.303441948993636,6.665557634557459,9.642245604110196,8.929546327038437,8.266837596206898,8.12346445167156,5.969507400451094,8.622328614589803,7.502839758255932,10.457539094845716,5.655440563078621,7.435436077421655,8.372779757974516,6.927672496331277,6.712367418193641,3.8712818340962,7.841315884029587,10.587036198740645,7.725700944772251,5.61691930235175,7.620436121890787,4.522495221967784,0.2684343935763835,3.115299644025548,8.975078420957422,4.444508054217147,5.277144169790169,5.600364914951003,0.2800060783013046,7.061972719004653,6.0941917240297645,4.23021838727258,5.451586987970962,1.32036914225717,6.674695093053319,5.754029645111936,0.552868871011303,7.228686918331125,5.322984482150195,4.294988267691446,10.13114804001962,9.258235294947072,12.855914736618182,4.036573664506851,6.062974346250553,5.793778860360928,11.16829742000123,3.7246066191802494,7.805483357549584,1.962437970922988,11.47222074459799,7.266904574551473,11.558495811818476,1.8236678498112944,13.738878780662814,6.854271239458602,4.0201554648874,4.0653310380683685,8.600771882320409,11.828063395316748,3.44855741142666,6.938488112617791,5.775622131714052,3.53166841131515,10.042411921571397,4.816036443809704,3.7190958025859486,7.167022667738622,4.2070885279631405,4.470849187449356,0.3948433615308607,0.0564448010196681,3.715344295358907,9.322093544487544,3.8069220486110735,7.067439738919996,9.35492483270961,4.058671496908037,12.99374578578311,4.342071111273544,8.12772561172984,4.348473226082298 +TCGA-ED-A5KG,TCGA-ED-A5KG-01A,With Tumor,1,60.0,female,asian,Stage II,G2,no,Yes,6.270536417465191,0.1528972871989724,0.0865120465742818,1.1465248914774424,6.225265288216302,7.986281792337131,0.3203113709070413,3.9495442708187727,11.47301157733669,0.2333972641018831,13.614200785673418,1.899369008275976,8.85013806966521,7.58568592104751,0.8253786038929313,0.1048733767260183,1.4034313457681162,0.4940571323136817,7.01309930712036,0.016781550233402,3.73945930015268,8.25652998564112,7.909794701211137,2.7305312742307337,4.067664528220817,0.3663641829456452,0.0890913185646891,2.785676088992904,0.0,0.6130601068961155,1.0984869340663572,9.50218140072104,0.2179751409228873,0.0244615301409958,7.004914815684136,3.129662189809464,3.0610330614722425,4.858896069988042,1.54507876232379,0.4729036236068319,6.429343131802424,0.0788830465219891,0.6839209808093251,10.234172803519856,10.57068349668057,0.7275284237832323,1.2063306478710496,0.3241193264351021,0.0,3.733462809847433,8.976092073704647,0.1256511016615201,1.853077457792205,4.142053944719851,0.0,5.522002375489799,6.896190700984829,0.0416635317293615,5.76634073311638,7.67357479675279,10.67159334245203,6.6559084755471165,4.408270290740237,0.6015063629231642,11.03948203788366,8.96046682212559,1.1688345531901845,3.1664744401423706,3.866087020217334,0.4667576157261716,6.402162778537332,0.0160683686276536,11.71328688047225,2.517124485805643,9.000623154740413,8.323451137309048,4.691897026316865,5.846869360549225,0.831958289198261,10.475912439673303,8.864558534815469,7.770292559677105,0.3720605823321607,4.496296160358605,8.736102198471285,3.606454072869855,8.249538730190835,0.2486562700044032,5.194520489115473,1.6125412281954388,7.52373130596973,0.7428685510244426,0.5301706483946393,0.8655229591399637,2.5214025708353707,8.340096664838093,8.316776602361623,2.191467899666369,3.1552958910233166,0.032100843167024 +TCGA-ED-A627,TCGA-ED-A627-01A,Tumor Free,0,74.0,male,white,Stage I,G2,no,No,10.00846195774561,9.438073028464858,9.124284446077022,4.939254791827307,2.7026353820065543,9.759510403920675,12.39019650367222,3.676617205861509,11.462757047834776,0.0,12.700971310535513,3.0818679279967034,3.0579354213663263,5.232848755330539,6.896168899299416,8.883702979631524,9.714521149136766,9.147495215848092,6.030605344543332,6.531687123515337,9.679443679792897,8.585737740978473,5.831238828979287,8.259928236873364,4.183780263949385,3.6102512168494303,6.7484397641680935,9.269558955245254,5.032978010171499,6.69464343770104,7.882325743823694,4.357946052859261,7.474947028927464,2.169091203409387,6.411522851534848,8.873342597352542,8.337157578273489,0.0,1.5969828339969914,5.7681234391143015,0.4257815387035348,8.001215634536242,8.117998342404583,8.186346538082976,8.760406927681275,2.100843124433112,0.1191569418736321,6.915341628301788,7.09395730206962,4.746479387005556,8.26745901708392,0.7243010143225851,8.827984429773368,6.400478157599297,0.0,7.259379837635345,5.147656745964538,0.3576083038138484,6.461544929830263,9.47329094053098,12.303597717461434,8.869545110014402,9.365762514887304,1.3796764066106195,10.628779882195186,6.83999484845976,8.580575906658387,3.840704921693685,11.93745639942908,7.075472731553263,10.374894828686225,2.9947064296338617,12.04276521577716,7.492705637449841,5.3902239968686345,1.0983521783179977,7.100516222600138,10.37474923360398,1.846553489685281,9.463909108759797,10.229115494467882,5.37867807846314,7.897108495247812,5.624688734509141,8.090891000145284,7.094633009771183,7.634427732344308,5.621668026177329,3.1048398377681785,0.0,10.840285010368785,7.53582435178141,7.896328165135494,6.186520366041034,9.156944137299766,6.723790619035111,12.067794418151813,4.242968277634278,8.179078555128346,2.565767754710171 +TCGA-ED-A66X,TCGA-ED-A66X-01A,Tumor Free,0,35.0,male,asian,Stage IIIA,G3,no,No,4.210840804845058,0.8117176239909764,1.024106876622435,4.1024649753259945,7.304155069844281,6.729547332467692,3.274410769317838,5.268819869235628,7.894363667235033,0.0,11.373613304895454,7.21589114164348,11.94665984782236,7.614778296898766,3.602005462567509,4.599835499761306,1.260266586997568,6.495076320940502,6.860165769222535,6.550309678755096,6.660884418771564,9.38004951903258,6.691707233277411,1.6921593461767763,1.852198642533566,0.9101186184627474,0.33124659930012,1.25114341438898,0.0,2.092511914768552,1.13415521183785,10.660603069706015,0.8979373984200465,0.902112179330568,4.4291070817805,5.172783512852355,0.8525582225730353,5.870007084180727,7.174933669717549,0.6193660547470357,0.4427577576347711,0.6402507214540181,7.628449914695423,8.367810919225066,6.5798514269353445,4.023255352300303,3.692427198089708,0.9877574288862532,0.1240633960270779,1.3865350701847543,6.693718327715338,0.5473511124556457,2.121976877198811,2.566303728421958,0.0213375829656949,2.039770092833006,7.365719653955123,1.0418036876570849,8.621755926781816,8.594779177207956,12.62565289189178,5.80577740031716,4.2781334710812375,6.306657789046407,11.877514171736088,6.657634289289049,2.098621677228955,0.1356661969690439,7.116153668909819,2.2843660658103504,5.621928782348695,0.1249897699786635,13.746574551139526,4.792423311890021,4.771135520116512,7.8111832848765745,7.451286954378063,9.282335546876446,6.702219793005946,7.371351503858331,6.82445092431102,4.828956476417663,1.4696776298171894,3.053615322589832,4.836828001142719,3.2157251845007293,5.899823344092827,0.9557591588468806,4.810715575751408,2.5961957207627404,4.407481921633328,1.7012385280521765,1.1046721312825625,7.923960290063768,7.6554505811432065,5.523273388191087,11.749303842088352,7.299235498031109,2.707546877304962,0.0109230271847918 +TCGA-ED-A66Y,TCGA-ED-A66Y-01A,Tumor Free,0,51.0,female,asian,Stage IIIA,G3,no,No,3.4052163621735527,0.2402532615845048,0.0754641742625125,3.955712669935331,3.4222464585964056,1.1307332268312922,0.2698709832304519,5.958234852524462,3.491275902866929,0.0,5.42967956188527,5.016736986710286,9.982374879423782,5.006342911037812,0.2795307257299897,1.8448676760745089,0.1080894918402974,2.0677419594865416,9.151914359335732,0.0,0.1311943517084501,11.06119288694804,11.029370610951306,0.8569458632824328,0.4107752590082424,0.1318528459646623,3.1755086331537945,0.9879029205201894,0.0,4.618802465297501,1.4573316254850135,9.681511285531606,0.8516790908698056,0.0835197488201729,7.134926299400296,8.716474133276286,7.983839555636669,5.447251875256342,3.384892514624735,0.0576928671683459,2.794436661804422,0.0186341741390509,4.026684993187448,2.023716657028732,2.5370475194046573,0.0356239097307212,2.647038148833522,1.0561673063004262,0.0,0.1378969323896192,1.331762533399275,0.8099082923834257,0.8519988371124464,6.867328167386825,0.0,8.15815623458086,0.0677763720484927,0.2260152164029879,0.7995018140615954,9.255670674125463,13.677480912230038,0.8819777891356277,2.432558602983797,0.068189258778968,11.602928147170095,1.133695032513075,3.3118518311870577,3.898808141243612,3.522470112841987,0.5815922788360138,9.243040658959034,0.1753010339002435,12.21794340408929,2.6309412567664165,0.8891619957953762,9.306488964728633,3.5382401579742764,8.581744409345404,0.3947336300198065,3.216749737706166,2.4795927418988337,0.7939374881505561,4.850014266618012,0.8555911077104515,1.0689459110217292,6.467760407340959,0.845750966973989,2.2805109688542555,2.285017448879733,0.0,1.1504296981942053,0.409689627953259,0.4854268271702416,8.73590087565387,5.480145538880556,0.5330649218696376,11.856826999535135,5.379381833001131,3.1610492249005566,0.0 +TCGA-ED-A7PX,TCGA-ED-A7PX-01A,Tumor Free,0,48.0,female,asian,Stage II,G3,no,No,11.373342180337502,2.5172504930761144,1.992079542559484,1.1326426425396183,8.178565763457737,0.6674834361804921,1.7201908938325967,3.491660724165793,7.249660553591274,1.083111226931307,8.846816093525362,1.3690476434559131,2.482745045382573,8.001315858955426,2.901011673849452,0.4414834795826448,2.887174302233741,2.755229433797679,8.422710259324042,0.0364681670692917,0.2526578641941174,10.913890120616834,2.592875582364421,7.49889786052678,4.310529171083222,0.5157124519560342,0.2459823609913204,2.3066997072727875,2.413621159764698,0.8360857117024058,1.0602549507576848,5.726528807791863,0.1364539092686506,0.0,7.817498551087661,5.204038960611853,0.1441769243465266,6.854147790601707,5.12662188328549,3.1472578482340308,0.2256451206189525,0.2888900612220834,0.2485348361386787,5.528274373172558,6.0306737566296444,1.852917713012428,3.5591124287522447,0.2209490044667791,0.025170575734906,1.1276332797258737,6.4784023780372735,0.1649149695524513,3.4317967679227537,0.8808030516381917,1.366252263699564,4.554828257798082,7.365499206187886,0.1040682264637166,1.516015147003665,3.096818445120737,2.877626474118014,3.09169983413681,5.299786812278835,6.665223624235561,5.170614124462233,4.76707739284032,0.2213203067570512,12.466921228402825,2.7660862596254403,0.6128714453238722,4.669775139554366,0.0855606248726255,11.57078238452524,0.0915305931206165,4.931659421626342,0.0,6.958969079479998,1.8354390532241247,0.2764371104362823,7.012487106189533,5.748952245406187,3.992559986151391,4.5599934265570194,0.0140695825016558,4.2877012996089885,0.1921941652833451,4.664545416473845,0.3220435058742555,0.1095611519530514,2.4870232131291177,4.411914293067773,2.332679294248831,1.476848252021543,1.8253378952192485,1.2496273731396903,4.287427967470414,4.297103355177939,5.817983886194946,1.247502235387478,0.0117818594599147 +TCGA-ED-A7PY,TCGA-ED-A7PY-01A,Tumor Free,0,20.0,female,asian,Stage II,G3,no,No,3.974951413400124,5.813065436955021,4.105015908599008,4.842435833920241,3.672425341971496,7.63117268940721,3.279753566749399,6.099928453915107,3.2400395041036405,0.0,7.050265509719705,2.888733509152026,8.426071403835174,0.1763227726404628,5.143230134776893,0.2230517883684415,0.6188964121630878,9.175980860083188,2.02871058595414,0.1887806977921416,8.525187208472497,10.908203676902316,9.842642624564544,1.5004451585529708,3.792407693546324,8.158252188774766,5.443039672312274,8.40538316878258,0.3782896530954508,5.622476509796254,4.935803879104936,10.2693657445401,4.703759642731211,1.5431989001933328,9.261488739158594,8.95096349740485,4.104932068026163,7.462175047387415,6.366629956363213,4.515617846727838,5.112316474966698,0.6001745857896595,8.533879058939396,2.254473107952732,4.671921725222914,7.165779317418592,6.10841781885587,8.307186234089661,1.042434220888829,2.204172024926642,2.298247734166577,0.9895023608623812,1.2547754266481013,7.301391018451692,0.0416635317293615,7.955460441479241,8.646600829394927,1.6425167471792452,9.185038938224702,9.683899582133495,13.729114341372194,0.3771792897366386,2.5750944576031825,0.4705108351772754,10.53247885598253,0.6422856830595769,7.922361997958981,0.0,7.198083524313994,7.299993729692376,11.853040214191614,0.508732879512401,15.202631142591953,8.727443333589717,1.9762169756695176,3.990401267421145,7.221247794287538,11.39564664415169,4.892454172799194,4.905139062814,1.866235420696214,0.7064642456122833,6.854476964082328,4.2904022855174855,1.2737545785459234,4.215678596607928,3.0618453070710694,2.24820084029487,2.295840550917036,0.3788445144695026,1.1606620801133445,5.1285078754092055,0.5773442277309094,7.753992219174379,8.603106287652151,1.4833643607133495,14.417827395374449,1.8208937492285653,6.231315276886456,1.4984551284712346 +TCGA-ED-A7PZ,TCGA-ED-A7PZ-01A,Tumor Free,0,61.0,male,asian,Stage II,G2,no,No,1.183518274044667,2.905177580903467,7.002214189421041,0.8648893644697498,9.074570192633743,8.126895443088776,2.2800060783013048,2.876566058751721,0.3039268364806947,0.6407134648396092,1.2675357980687345,8.117993149452506,2.614380047556248,7.78726658893433,2.379510066553068,0.0280032784727524,4.913176649369697,10.714753033767956,1.0665370023957916,2.876114163558278,4.152256444514866,9.945591317338568,5.408667710081891,2.0343565966466417,4.909638715110966,2.899736354692462,0.2153679722034794,0.2245342632797294,0.4606901488487352,0.3742883391690312,5.001829259142088,9.960468414949256,0.8343067029629078,3.87887244768225,2.975831922054138,3.032594590710711,1.8829951217986272,7.071032171501614,7.566668289920434,0.4329594072761062,6.277382259151413,0.2751262735683553,9.052375678640272,0.1024565766507339,0.327572403815742,8.361196360604346,13.165715152988165,4.040690824908989,0.1296127381304696,10.001099776566628,0.0890913185646891,3.859482606156596,4.088294272884282,2.241016422720406,1.2983063958064855,6.397589073996701,6.660154241365783,0.0163536835778348,8.042072464251184,6.344796547196401,14.257553119931751,0.0,4.578262479969567,2.3846300846371093,10.661971779937993,0.3489122409941995,3.910416078391155,0.3175356220163544,7.28031144682913,3.819238989408353,6.206082492361137,0.1932040139838749,13.982953238900397,3.667665090051406,0.1084910025922434,0.0863761675969373,9.195878569087764,8.72728777574269,4.188630382858636,0.3201958212661251,0.1047392162162374,0.1029939933233256,0.920903029224632,2.2014770379681385,0.0,5.841024592345471,0.0716253939737696,0.7705330782314953,5.416471591574571,3.217060064779258,0.0,0.456806149230474,0.6564506063053387,1.3232547641506505,7.451277886457449,0.0,11.90772873074524,2.578431567968793,3.3916302615174296,0.4050120829125923 +TCGA-ED-A7XO,TCGA-ED-A7XO-01A,With Tumor,1,29.0,male,asian,Stage IIIA,G2,no,Yes,8.11075263994959,7.406519663609262,4.676436675757535,11.2503993911808,2.7327901690984766,7.472534073432187,10.039015942820935,1.3424978557499565,9.870752160645496,0.0,11.86537997606201,1.3173040683619148,1.0875307311842777,3.927081034281674,9.337350953139143,7.417267725232892,9.616811996758193,10.376811510374116,2.670772368119704,5.565039607836399,8.252790775918466,5.802537044140459,5.066295890163111,8.215172341577288,1.2485348361386788,9.76795963069014,6.586517068453445,7.97757988128373,4.825159781264674,9.566623961422223,8.680626410596103,6.632524154819273,7.517418223178823,0.5922537001149073,9.03138664921731,9.988886593149733,7.732538526284524,6.16005292332728,1.2656769251721691,2.003602236680196,4.527871054301573,5.238439134293532,7.960642022187175,7.768707703122671,8.112643320301475,0.474150461314303,0.061292338478294,8.664580969872166,5.596058528301815,2.492827387922512,6.089947228242964,0.1981169291524553,8.915762883228549,5.61280658720998,0.0,7.77495898698455,1.898866172083597,6.859845343921445,10.677054774208557,9.823071664295732,13.349428463014444,5.558289066123381,8.300883777010254,0.2957230245399684,12.019935620503038,6.999392362189903,8.312993194750081,3.2395813456822826,11.081930491105584,6.722961865673572,11.723074831820876,3.754470663383155,13.612888430942569,6.866074652821689,5.1443645760748336,0.1598874787305004,4.199672344836364,12.283792855302725,7.9239062302760095,9.214154683055662,8.429855277752086,7.436817294261321,5.847911744959201,5.180247337472921,6.805750319936275,7.759135189475006,8.152889177044853,8.654733756172257,5.180696884865979,0.0250287944915224,6.390217116899914,7.848391965554678,7.032010451434557,9.142520910974923,8.534042142595458,6.623363562791073,13.160624771612046,4.397358039479291,6.820235137057635,3.256920069650649 +TCGA-ED-A7XP,TCGA-ED-A7XP-01A,With Tumor,1,53.0,female,asian,Stage II,G3,no,Yes,8.904974446577391,5.739783309550928,3.753658015976808,6.545083397113826,8.746245911226763,8.397857712058542,6.138990536401669,10.064176891026236,7.930188536063712,10.501446609414405,9.107836921970629,7.089279916539641,0.6740086086172249,5.997947208235996,7.727239096646968,2.3406761989831093,14.527903160044437,8.884545418437957,5.969461352461019,0.0,8.924567580881044,6.596887449200865,2.56056823226398,7.497114936463557,3.7776932361386737,8.038042683672083,0.3464179935438763,3.798195710412518,0.1373723636933976,5.228191462724061,8.607185297113773,7.752060123564982,4.692097956442081,0.0564448010196681,7.190836067024002,8.91985847272593,0.3638999516866216,6.158835856794664,8.815531880947349,6.2415980619402704,0.4888234638727645,1.2784011352584652,9.247857749858497,4.485916229968691,3.7553790034078696,6.570277724699425,0.0,5.82879911466982,2.0087378579216586,5.869207633519936,4.264341256137457,5.271881302137008,11.366348335533186,0.1318528459646623,0.8372166670530292,7.282412930298094,2.848597904289486,1.3341677892643296,6.5956632814386005,4.8850227550766645,8.391381514363117,2.2046728628898444,5.155218970714742,5.0283304512858935,10.589701794426333,4.780892729377188,6.729927942014331,0.2027624852758868,10.567817786753338,8.264695460221159,8.385291679237517,0.3328511220721542,14.753001551319583,3.7065084505681134,2.1947804888231826,0.882760416387591,8.052978250394686,10.950557282150728,4.6476541304130174,4.348005740781598,3.6372740496060834,2.2502946275695543,4.995466428544139,1.1364539092686508,5.150035629662805,7.975711571720332,3.4820479977046457,1.0979478355348329,0.4530170596173596,0.0,3.638815272993595,7.080322956789521,12.31810668723692,2.242511048510909,7.930637409732595,2.416569549002425,11.1172769921746,4.933785061354734,7.701513709927103,1.117163075465759 +TCGA-ED-A82E,TCGA-ED-A82E-01A,Tumor Free,0,60.0,female,asian,Stage IIIA,G2,no,No,13.484208069978433,0.3851548968843438,0.7941870965668001,0.2082675289686923,0.5919665871004156,0.6291001181603831,6.514630428653031,1.281905923897192,4.011683477525796,1.2712463739354585,8.48741520006431,0.1192897683747514,0.0450235216984977,9.919978510120428,0.8239938641713932,0.047957107396655,3.771241185741303,0.9701910401894668,0.2693922789404062,0.0,0.5165194976610958,11.1573595051992,0.3164933377753146,4.523430225713325,7.852098118889927,0.3213509014246168,0.0485152099339395,3.469299925156387,0.0490730966543056,0.2893623404769398,0.6412685610530325,1.17139900312265,0.1080894918402974,0.0,10.045531159702511,1.6689360271190294,0.0775164697020952,3.581327141787096,1.4592742251384896,8.7493552604788,0.0725860470685965,2.6611795223382027,0.4429700279273469,4.447142751653803,5.619744592790664,4.981364063066869,1.563353405855311,0.1787465059818162,0.0550567933689351,0.1066163289877842,3.817387905081878,0.2680750225343238,3.2112147174504857,0.0926133927142838,3.5400768796507616,2.2083611830984204,8.40209497086373,0.1403860322830563,0.1950955771772183,0.2447653075693132,1.838064302129764,1.0607391578576788,6.879876047172568,4.159322402917045,1.031818625826357,4.287760391641493,0.2258918616903405,0.0912597661926782,1.290247447587192,0.6747318093546646,0.9337236978958292,0.0257375614136082,4.036204389719402,0.0897693086335084,3.932939904191127,0.0,5.506912899988277,1.105543992198926,0.0401209172008774,8.062716450539483,2.9709088584516703,3.311561240608419,0.2600256559614555,0.0308304301532745,3.2380683897527494,0.1285573649737574,2.8386492834534267,0.0461417816447206,0.0083434585293349,0.456070160781307,3.974345751819357,0.9144879859178114,2.194213156311207,0.292192773901891,0.2916035580305647,3.3238456044303675,2.002342476694179,0.0427843980892395,1.3310745802572634,0.0 +TCGA-ED-A8O5,TCGA-ED-A8O5-01A,Tumor Free,0,59.0,female,asian,Stage IIIA,G3,no,No,1.128161400914489,1.260447258873685,1.6054469227862402,2.462523539667196,0.1667154449664223,10.51299145608144,0.76926395662877,1.5725986753700325,1.813401552176019,0.0,4.405066560210471,5.656244649221895,6.864583605013651,0.8686077546678864,0.2671162618804044,2.0497701518163844,1.1021877932236148,0.8874472851181251,7.43381158126034,0.0,4.521842242627665,10.69507548651041,11.113248010460484,0.8837771975162064,1.3696619008029558,2.895186270267403,5.682702504902391,9.291463814122467,0.4632039204286246,1.5639878685955837,2.25468473769119,11.23273012007302,0.3999913506641814,0.4424392936238634,2.875721096126067,9.002924690008557,7.60092757737024,4.519057486330727,1.87385256194324,0.2325379690085176,9.111002612657662,0.0177794125612346,7.38064201293887,1.12485746725576,1.8423352563279576,0.4658177832317134,3.954382452576784,1.5158133573619776,0.025312343046069,4.888144132144639,0.6793337113136731,1.0478873293965498,0.7313570497816615,6.636987061203987,0.0,4.977453952404904,5.9479863565493,0.2810750492774744,7.613963277118486,10.289954085525984,14.138164738178824,0.1909308595626145,0.9653225483672548,3.096447407606131,12.882852943164552,0.784922701562861,3.6046881337528,0.1469158480872752,6.412757818887164,6.317640532531826,8.980686269749445,0.1513393010422809,14.646825180253073,8.2891220692773,0.8564678595094736,6.6746273066573405,3.3257030129084386,11.43680704205712,2.9361385034239675,2.810998275217536,0.8737344679685582,0.5739561410641376,3.568068597438934,6.172049407994113,0.5036540351455536,6.56284075140838,0.9278206201962064,0.3407331605877317,5.438735307802863,0.5395310714741502,0.6286336341646971,2.3470986706222683,0.2839217723076175,4.398425622771823,8.512536239359516,0.51116438858385,11.612964627694597,4.960187326747025,6.622477974029433,0.058385771000353 +TCGA-ED-A8O6,TCGA-ED-A8O6-01A,Tumor Free,0,50.0,female,asian,Stage IIIA,G3,no,No,7.134393461311992,1.4014120253638085,3.0811862136317307,0.9526317670819686,8.544132953676666,6.694449826715697,6.77082640373146,6.623003537732666,6.327340658995169,1.0376633532050004,7.755207397678488,2.918290814952224,13.3177507905745,8.760556294158512,2.0815782387508444,6.988091583132795,4.846423110118134,6.684853794841138,2.1173625861546554,0.0,3.848617933236125,7.857982860680298,2.662729606432091,0.6862539873547531,8.043306770138392,3.5550553499632884,0.2016338611696504,5.061210239134418,0.6617495998107046,0.8525582225730353,0.8454298328511517,9.91806625605398,5.118617208423163,6.070372152848202,3.01396242648416,5.5978588868037,5.407495517854615,0.2958405509170355,6.807716838539167,3.878803799987896,5.855491443101874,2.3859279565948244,5.502171453439395,3.917498589482551,5.21727725401977,3.3021289214870984,6.014324046149563,0.2180991743701449,0.0136409106693863,2.613390205293824,4.021408656938707,1.144242197281314,2.9381540328957985,3.3277304719495664,1.5727441792320058,3.51888758686242,7.916335712045356,0.0806576633452251,7.78559566794725,11.274539828540364,12.56386242324137,1.61725145811616,4.972917770379411,1.105074594101117,12.306322057572636,3.673703399540354,7.451848230140047,0.0,9.055168805232771,2.506728871836348,9.277973360003374,0.0374525099396065,14.293400396049138,5.925190048458447,2.080896387453379,0.0162110331559171,9.719655258517813,9.832015906496425,2.9236626390724942,5.156153881669712,3.8700194179119416,2.4537546068516973,4.240161655113674,1.671429255724935,1.7895206036003115,4.345559599067496,4.316022615474641,1.6345932684457567,4.721596866832941,1.8102785675873747,2.0743341661027426,2.7986934131439747,1.6558097543554524,7.546019319550147,7.666356813414893,2.1408440826457302,12.682477437526908,2.5243395472689514,3.414446775074368,0.3190398155625359 +TCGA-ED-A97K,TCGA-ED-A97K-01A,Tumor Free,0,54.0,male,asian,Stage IIIA,G2,no,No,10.742297392519962,3.0942022826810223,5.68322483488033,1.6992406733579908,6.690979927347185,5.939811907253279,10.49031831470641,5.404971223589166,9.351700979646097,1.2859348079438724,11.5584564931927,9.2682785835309,0.5678374616192178,8.291359054869778,3.349067988372248,7.231783746084243,8.528389251520336,6.332016849675795,6.5908130731439485,5.049909522443058,6.88074551387899,6.426598549006615,4.943654136064549,5.568059474358559,9.7273347512148,0.2333972641018831,4.686567758006942,8.455773934473457,3.813329717334424,4.115907187439776,4.829793758324437,2.3338816594680902,5.500273052866153,3.6754885219093616,8.364059781789932,6.322002031113608,5.856064420599894,5.334468164487709,6.837982335370329,7.636333877323865,2.0611886332673883,6.1813272087565165,5.187842951423059,7.190817305262379,8.397789701736837,7.299331672662819,8.264107574578478,4.438319469323281,2.323283591242274,2.019559594718561,6.103426300488434,4.978662416132621,6.582138970159137,3.7915432148996975,2.853197254770357,7.137883615622252,7.873453956030048,0.2008809542859594,3.6827642957295454,6.763159240127012,9.926318087269827,6.335836940378002,7.30142668787358,3.479773798154483,7.951348833321725,6.542556774355934,6.280497977562247,0.5410191531335592,9.947389868967834,5.2234186883263405,8.353849030878804,2.884558849505252,9.316966394715738,4.735749611289514,6.526162734068643,0.1668439644124908,7.581468001911346,7.787995907226974,0.1235337722909942,8.918565725267486,8.698309130086828,6.163482630685873,5.250544768438991,4.607395418518334,6.573903139025759,3.9683211961062654,6.553815114124553,2.706795749770688,3.767707759638241,2.948096189729353,6.366254012504556,5.284236494338612,5.719536676771584,4.548122156891317,6.014756977626543,6.129822896060623,9.085587179747938,2.8907190571314403,5.765874164089725,0.3924273382137218 +TCGA-EP-A12J,TCGA-EP-A12J-01A,Tumor Free,0,62.0,male,black or african american,Stage I,G1,no,No,1.722946842686136,11.920599462235408,3.8751804534850174,5.404817990819191,0.3124328368092186,10.091469370581953,7.52208949913982,4.419417538229061,4.019426157225282,0.1795110502715104,5.421832570327231,0.3265373481399519,1.5205479681065772,1.7198843520631293,0.4628899384097085,0.2735755656153798,2.258247545889754,9.905651148978556,2.136814800385631,2.485426827170241,10.06577827770949,0.0,2.5593694420237534,10.775256270907844,3.742997857602444,4.549490516812225,0.1709505533183675,9.51617060824969,4.357024092784094,7.890739725548744,7.483875418172819,1.0949791873471424,8.568734806482812,0.0854246562526776,4.105326076360789,7.262934841412369,1.529021309529867,5.299951616164066,0.4985572480990167,3.481118076606184,0.0997664862929298,2.125088989059263,8.074494732567981,2.26723614181241,2.612399683428007,0.43349363984688,0.8101551530783196,5.285868245059895,8.799737512360828,8.649795066289398,1.5884208204935677,5.001117655621055,5.041457653021785,6.8176270944612245,0.0,6.416733359493982,0.0,0.3005337724953679,8.11203857212827,5.826029786499739,11.217758844201434,0.172487515510134,2.5373209195045323,6.3091270634000205,10.450575877035424,1.354395738082404,7.306859167656586,0.0,10.634185746828487,10.327758311702084,6.751884106751306,0.2290956613553797,13.604685956476697,6.7345890519403895,0.7091141484712093,0.0,3.675138450511363,11.681582658189484,7.795709162990629,2.454386490228857,1.3140584088582603,1.0372416358559322,7.275175637727971,7.882747579834191,1.2323537677390286,6.904976553302361,1.6881355884573352,6.578979458089253,7.480677123295243,7.137309853533335,1.2609289399568755,7.907416482316568,1.3677065371163564,4.999201788529792,10.048383197847354,1.199939267796037,11.416258500643178,4.9574085454123615,9.648582283363735,6.477855387104608 +TCGA-EP-A26S,TCGA-EP-A26S-01A,Tumor Free,0,70.0,male,white,Stage I,G2,no,No,0.9162473236900132,11.940170752252495,0.0399805976908812,4.265084280857145,0.0710761620109588,10.94036829370735,3.522394782842446,5.056440465575128,1.383883970247947,3.2457238230314016,3.17998868478701,0.3696060700318379,1.1900458868944388,4.066046124291382,1.2650167489662203,0.0433445048771692,2.2765264423204927,10.233573902818796,8.55217338610151,7.083556978136454,9.28961824755274,8.421037268792908,2.7819681402100263,9.617036337195534,5.52861507412268,3.593867647029005,0.3985692755949833,9.027470358507715,4.649011814948591,6.126287347218892,8.444675348269282,4.4272441127993885,8.152736089333622,0.0223323000980563,4.575390998993612,7.521950569744081,1.1099622533988185,5.035047596311824,1.718526026462262,0.4185677792997118,2.4742802782941253,0.0858325236749548,7.841247942200562,0.2288494676617978,1.343578377146895,0.1091599389611106,0.0,6.847444519122456,9.396663429610111,9.359499427581648,0.8822908909850233,6.350039260162522,5.538103551473817,4.987116181558676,3.866957418524278,1.2318624493431043,0.0402612230644345,0.4192152600679538,8.68745967051605,6.870417740734524,11.457782899904329,0.279768421593595,2.311474052019989,0.2624331576313475,11.521446740350749,0.3765126612884794,4.175883832935248,0.0,10.137608161454516,8.952435206153547,7.485450174166701,0.9807565192310164,13.719873039391468,4.03239182198952,0.0851526805631383,0.0063339337220504,8.105979201514456,11.642930990399387,5.432024023990783,1.8197907869304533,0.3708338481764033,0.7578766597478961,7.616189319813509,1.9266446904323555,0.6012210855849464,7.3127813279033616,0.4227712193204742,2.752470299945944,0.0827025893302493,7.1349673577526485,0.3579460528592608,6.307916627299525,0.9903740360558424,6.057253133717345,7.34246496535294,0.3032254776720888,13.66611268903775,2.6467847716652697,9.352085149654627,9.882653441619198 +TCGA-EP-A2KA,TCGA-EP-A2KA-01A,With Tumor,1,52.0,female,white,Stage IIIA,G3,no,No,5.685163664220961,2.6813817955358754,8.943592604929112,4.0681376543993215,9.724640893366246,7.416698741300955,4.3310100678279335,8.492484137379897,11.07350830458256,2.5858759183619884,11.881460632449189,10.542469330296464,1.328262028609413,7.178697712710791,1.015354834293464,4.22634667994055,1.406699923326545,2.318692833148335,5.25720301501846,0.0,2.133333360041753,7.866686711679686,1.034779158048019,0.8312286931740579,11.086717565747898,5.865671417648427,4.400927240769623,9.792967082737016,2.3855414785195244,2.44225349048141,1.638537279215185,8.11142418039283,0.1133004358333606,0.3007680332803088,8.763665192412759,9.611378232744825,0.6990185186261972,0.0,5.70270186513838,0.6043560380152552,2.4692868990938712,0.6480051798104932,0.225028083254049,6.883122237955285,8.478992022030313,6.943284909881107,0.5300707422250839,0.3193867145441028,0.0832474137479361,0.060185765046563,9.14357989693535,1.0781315894673416,1.6694350176580577,6.996645217833619,2.12515513132229,8.520349168985579,0.2679552122912712,0.378622595527227,5.315280010415648,10.757753096099272,12.79392757442467,8.201782337427675,8.977174293746144,0.1825651822210828,5.607768234696361,5.532800062817872,4.282617721481349,9.626674760078773,5.465341106408678,4.3798565866996375,10.52862288742088,0.2198345238853706,12.228647420406274,0.3162616167595757,7.531761969889149,0.0,9.941906510003632,10.487222436209253,0.484086559411609,8.732285821879591,5.536792713579581,3.4556362774183564,7.449218817676539,6.968244001445842,7.4652186468672,0.6498453523060105,6.620797521108678,0.5964581395589856,0.2354819952815173,0.0176369030494984,9.487629441238644,8.1712844014216,0.5708514834229196,7.955535998408029,6.505709946509314,5.4602707607525005,11.381019257342828,6.054249399815027,6.170630146663068,0.1027253100110882 +TCGA-EP-A2KB,TCGA-EP-A2KB-01A,With Tumor,1,46.0,female,white,Stage I,G2,no,Yes,4.055160940276823,2.4494293141032,0.3125490098608487,7.615451610841138,1.5377433450485056,10.21659333665756,5.996874534690863,3.512062503481165,2.863878997480253,0.0659858294985853,4.647239667081007,1.0339339114419317,10.181449587915392,0.7577913411375702,5.538441939366121,1.8805288085305696,7.774401630677931,6.121703418995359,2.312926507684802,0.1561376978889861,5.842589201249887,3.7549409343236526,10.285703326907274,4.215204867614283,1.321639527021436,1.8343876146053888,3.7776721979317336,2.042399198493525,1.6998181156148586,2.9673530835946256,5.746565377195735,10.154224836939374,3.730205180040409,0.7406253935899313,3.63039382176603,8.33660831475825,5.814312005328277,0.0,2.243943215717722,0.1194225826478845,9.004070429470607,1.9408057181667444,7.566801457473974,0.5786006361527426,1.408983529430738,0.1450904768024198,0.0174943794592725,3.678759275693546,0.230571941904652,1.035764653600975,2.1606620801133443,0.0976107966264223,7.342990233130692,4.645453810961247,0.0,3.3187072924152057,0.0990931792191091,2.8382055262369708,8.677773191232333,10.513122168568271,13.252847442963755,0.9579145986329852,3.305401499718069,0.0364681670692917,13.45992539845616,0.3507235344410223,8.877313278583163,0.380175311742025,8.436927201639886,5.309860111973733,10.68966852426114,0.5870769032646767,15.250528573367692,7.119420507518893,1.078951341394822,8.78328213480523,4.444349024064217,11.094302454040552,4.081075404614944,2.013033407454061,0.4819188778347907,0.3894566781666655,3.0469100828635165,5.057822811988688,0.5032469541493739,8.651177293488438,0.7206286976902,1.6758610852399998,6.229805156570898,0.0,0.3819478006891023,1.880567989309217,5.303072009971617,6.428296516830823,8.645359055636094,0.8625109031283398,12.346805733012827,0.5609105608798887,7.187345144288292,1.0661236424652936 +TCGA-EP-A2KC,TCGA-EP-A2KC-01A,Tumor Free,0,62.0,male,black or african american,Stage I,G3,no,No,7.925475515991221,9.836555683344455,5.801846721688079,5.341277742383002,3.791168099182325,10.459839368273602,10.70203143981937,8.39742692586393,8.543763038757552,2.0960931463937795,9.415062929372576,2.5195922244208195,1.4252444421481008,8.780830081662176,2.384906325407089,8.138812421479393,5.42773354265077,8.969317443018237,9.047494219947158,7.277072549287273,9.568312428397611,9.559592188065668,2.437920151586809,7.411182160129018,7.507683659388542,3.0811009766819257,3.458710090719838,9.57426881346153,5.062009428829606,7.689565447398533,3.169684532229173,7.571638133334396,5.334614753494809,0.026729250487489,2.70986407023266,9.201718881622824,4.508003895072223,7.0420467383125125,7.283646797165003,0.2998307618223704,0.1993739607218209,5.543842286613545,6.064199530237243,5.553732189054934,6.139060138556497,1.2346239413638558,3.4707841258672025,4.823148112105827,6.8605990995348,7.835229332183391,5.202045440985901,6.450091145877585,4.556441677998741,6.860406662310384,3.43822630507018,6.654276562949738,3.5781296112089827,0.4233092372423868,9.086466401157788,8.288835628481596,11.364367240732346,1.0367494764278682,6.262000855660977,4.6341227476911735,9.79818890469308,2.7725402402983432,5.486855932949372,0.3397075074485972,12.08795205468353,8.978170169459645,8.239137365919676,0.4748772859931199,14.347060076766542,5.730555728323933,2.2175409398625243,0.3057954614204903,9.948492658828595,11.390392438367568,8.661013801316917,3.863066228272598,1.3612068902387298,2.2848990374676723,5.588315872030189,7.092019222462684,3.599924740653863,4.978566325385265,3.9405332518516807,3.061378753793229,0.1508195982121332,0.0157829972409274,2.811409375578187,9.568532088034688,2.0252769025242743,5.994000357693874,9.140397536444125,2.51225217454896,11.77840773665115,5.688471330569506,8.425282632959467,7.09530101575995 +TCGA-EP-A3JL,TCGA-EP-A3JL-01A,Tumor Free,0,76.0,male,white,Stage I,G2,yes,No,12.348799651053774,6.144566478391512,8.478605423955392,8.024614447569013,10.395022836002882,8.248358359332673,13.774812411532288,11.003562183123238,7.172815508927759,0.9759969576164432,9.060698363194,4.113117036390723,6.81527697119563,9.538656689132834,7.468616712338848,9.630986199814442,6.141604452270243,10.321777731178075,4.391644007950662,6.089180322928356,6.922182384069149,9.355684309482964,1.4441369565875917,8.407355300669552,8.954378671802507,9.76600440769936,4.114633549068939,8.234716379062638,3.267625682810104,7.528457236437863,6.30097663977129,10.604339171738845,6.621404292225619,4.880401463650708,8.45058608340726,9.566305821678895,7.147857170792082,0.2067682354683216,9.073866012860009,8.46099191817023,4.593855698501843,8.039187755347205,7.219024243744115,5.3506952504623735,5.49303562149412,5.679829119108817,10.260458432498089,6.1662173239465154,0.944333734021108,1.0054718512100596,5.77568796857758,3.8224038478575473,5.2977343430460495,5.261124576968348,0.6440408429224092,7.463355980906775,0.882760416387591,1.5042644413492394,7.820769963297107,9.438236287242212,11.993413151039286,4.035060796905114,8.252100069040228,7.033652052489997,9.527868513660636,4.434761649910092,5.235512630627718,0.8697924603766647,12.83263036105947,6.125549854901698,9.139154812567972,0.6001745857896595,15.37076311498296,5.635925577837512,3.284721402124839,0.0,10.690308833467324,12.46956283820711,5.766290372133897,7.818653751273319,4.59932969707355,4.022785024492608,6.786724421527743,6.380762343680768,3.799491452813237,4.474312730713971,4.207736707364879,6.659659164850201,2.0884469327440183,0.1110313123887439,5.040419050852481,8.44115726268791,3.577380485611883,7.130282252385265,7.689513032609968,2.9578588950463884,13.473852839692771,6.648576171949902,6.841456161201446,0.5524754444910331 +TCGA-EP-A3RK,TCGA-EP-A3RK-01A,With Tumor,1,73.0,male,white,Stage IIIA,G2,no,No,10.838793522427972,6.701665488047408,1.966172028978576,3.212133507533756,9.708305547064358,10.10980428078902,12.221116023758857,8.670016364917949,12.047741629684062,11.696886611369871,13.52713909141618,2.819034566385242,2.3208889803317763,11.984984922261503,1.9478531433870163,7.621023990903224,4.3918295719807485,9.793352136561127,10.441177809058216,7.293236200188755,8.434938415418431,10.031359353434231,2.113500481366378,9.736642924135484,8.999330343939434,6.680514246677516,2.9129180701189044,8.213211172007325,4.131243749204648,3.2256759655607654,4.126948084495629,2.5701228618147542,5.822133574722885,3.4942107766853163,3.5708393427443883,4.917885211680108,5.382072346914623,0.1571730940334645,4.0623807933560805,5.355477959906859,0.0508847400250934,7.1468730923678985,6.7583018444614655,9.16669235041497,9.710336362202446,0.655351828612554,8.454662440989328,5.210591475925392,3.922331072657693,6.809800277545323,8.76830211800345,7.893678918432809,3.195961715485533,0.7537756643320183,9.772508899856788,6.210686927242827,0.0525550094341052,0.6071053837584942,7.889463199285658,9.04719045454727,11.228542027195848,10.082616111458089,8.632797494402752,6.27435485560099,10.067185329831544,5.9439471054743205,5.255425197399219,0.0,12.10384333576388,9.567748494871813,6.116637149463336,5.465445596998392,13.20223398127075,1.9083133529372789,8.642074443634092,0.0,10.766447081783523,11.12310505622256,4.904691214542014,5.986474649083524,9.517010085299075,8.450420710671736,3.824095728552381,9.46897973488023,8.45704304776623,3.232123483074268,7.492879449133204,3.3043942196680303,6.722414108374533,6.177032774112615,7.737544134113639,7.222918522653002,2.6392784769534234,5.511275101968313,9.396796770995827,9.80794250739564,11.056766806837397,5.181058807958769,8.411943943401983,6.7728160068307925 +TCGA-ES-A2HS,TCGA-ES-A2HS-01A,Tumor Free,0,80.0,male,white,Stage I,G2,yes,No,11.81364448938556,2.8404028055866006,3.199373960721821,12.24757418192665,0.8372166670530292,10.152311084411805,12.343081868764884,8.471451274486531,2.489953901331306,0.0419438299701672,4.246248454622401,0.4805753456963181,3.1460523441776,4.937382059936318,8.89873922658923,4.485491231761261,1.5769574202908585,10.852751007338908,1.358396261956654,8.791832300045373,10.631627622868908,7.299404944269654,10.203724841013743,6.546079531392485,4.445885581720376,8.473842099162981,4.772835796660003,8.709498463143845,6.396791420455254,9.364242360541418,7.224427182354022,9.492978960912172,8.026116166034669,2.584866317845632,10.06236203850088,10.873522243563954,9.5883527922708,0.0,2.408277085153046,5.857057872510888,0.6255510510793123,7.6173851806589,7.598322026263327,0.8596515638598337,2.46827050368364,0.2300800162189077,0.0,8.74518791010245,2.2953116068081263,1.3045694493337312,1.6854916886845517,0.1322477982984397,5.045884134525385,5.981795583528033,0.0385766514523231,9.292366040434828,0.2985410185165308,7.392588761328031,10.823199712087687,12.268485800181006,15.191237801009557,0.7413159674275117,8.630867379726263,0.0812032604173943,13.097222857566736,0.3329656625859605,8.363060224389532,0.2382977275122874,12.140139150053184,7.901736991624944,11.314222213808268,0.2453739626181625,16.104934178428486,10.509345694154968,0.0,0.3703875042820894,10.01636399175327,11.971576962587552,4.431596218130128,2.784922701562861,0.7918557368429278,1.3336527147654136,9.552285608560805,4.813909425077029,0.2326607567902751,7.886412967719394,0.7583884654793523,7.518210149799876,7.853200374350434,4.345297012807056,0.1562671630518036,9.220511586413638,1.5868848128521846,8.808450374635163,9.718717289511892,0.3074285251922473,14.842572628817813,3.828377706761556,9.030031438015136,0.8834644181023225 +TCGA-ES-A2HT,TCGA-ES-A2HT-01A,Tumor Free,0,54.0,male,black or african american,Stage I,G2,no,No,13.566569226689724,7.621647515265645,12.67643916613358,11.49411955231312,9.49049893252343,8.216848661708458,13.854242872095467,10.15817024934138,6.869013872768172,0.1875143981928162,9.064814965048331,10.162840433010436,1.490005263812073,9.53794713667062,11.251164840740776,8.85715929558745,6.935865154151237,11.74947711516537,9.135219327799552,7.513021667119345,5.910195388186905,8.352681293739872,2.949161371378237,8.111571804324877,8.957320316130009,2.836610908373936,2.598484313273425,10.134262916769384,3.076473584356551,8.429891255028041,8.060905026265083,6.118710638278916,5.650353860953768,0.4092551466848378,10.285077807207491,10.193111465726505,5.993214672870799,6.840644503533369,7.796033117498896,4.581664580484379,0.0373119306419665,8.535746217218119,8.450506904811883,5.092495001083615,4.489170396840561,9.57070635768635,0.1198209521218747,5.292450480193772,4.39809037721446,1.130667339815507,4.091378259229455,0.9297152637076668,8.028052469665088,8.927146237381141,0.1405169186556468,8.488718243175125,0.3660283991571193,5.9379328389670905,7.488858000291512,11.0564682392911,12.32502177963855,0.0,11.409925429884106,7.766035226985845,10.959593255443991,1.3031085513810747,7.876298377058229,1.2693324297341628,13.343314166784891,5.695871356945021,10.631058615221692,5.630629710187875,16.722856560092637,6.521795141344234,1.033652052489997,0.059078342201253,10.577121372825802,13.287843860783967,1.199122642013601,3.809198332502029,1.1282934010098176,1.1456122471664756,8.754597264176624,7.50133563683468,3.59082953702862,4.794140298278202,2.46782723533876,3.2977636846035536,7.1840213717047945,4.2335659940850086,0.9781956296816516,6.983145249282654,4.040173533498761,5.417926756930913,8.052615324782364,2.085832523674956,15.325017196514835,4.23064879014344,5.768790394087543,4.699357290899452 +TCGA-FV-A23B,TCGA-FV-A23B-01A,With Tumor,1,70.0,female,white,Stage II,,no,No,5.814614507639093,0.0389979787975099,4.041164115551419,2.88966822508196,4.7133438950853295,10.069783247215184,2.711164480636301,0.4220176569941801,4.87528859822269,0.0210532520540751,6.680255427684713,1.790772037862,4.46663364510608,5.42168784966477,0.9623639315069504,6.610620343236763,3.1980226076172715,5.926848650179728,0.6075788797885048,0.0,4.228880244171156,9.717847754346318,4.5284150392799765,2.2069557323872795,7.192767222830227,0.0,0.0820212693455023,1.5356548604967857,0.0281447677133786,1.2378084295456204,4.520271370567629,10.2687395313186,1.4382928515791469,0.1913099674457286,9.03992331490558,6.365734524218705,5.940209043854312,0.1227389719545452,1.466131128762188,0.0231843692482633,7.635649928482456,1.009275501574875,4.068172057524181,2.675319143130304,3.558769673151423,0.2852246454678596,0.0646069752973919,4.1326426425396185,0.0,0.0781999199213715,2.704318677760832,0.0,1.6593309225027095,5.524938132361959,0.0,6.160474519502435,0.2973675232176589,0.2047667506546134,5.495851829775504,10.705764383599671,12.638832396998133,2.7910221945035345,6.136304194984042,0.0274371827068511,12.146330550951207,1.169347807979567,6.909531914900612,0.0423641752480077,9.6411289036313,6.793764556998076,9.741813966761804,0.1137004991647283,13.81131874483986,6.664775786939946,0.3865902496627166,0.0,7.456626293863598,10.12301934946792,5.871220218326696,3.4212367665605607,3.9113368557646,4.780945207044586,3.064175812959709,7.707644881649649,1.7821149633888131,5.571858803753006,1.9178518039750063,1.1113652309276465,6.455235147939497,0.6440408429224092,0.8907190571314401,3.2099055991331937,1.1237324039773344,8.362030595930618,8.446084568747832,2.4101782630268174,12.429630817859016,1.1272370619248144,6.954666273184608,0.2547149679769182 +TCGA-FV-A2QQ,TCGA-FV-A2QQ-01A,Tumor Free,0,80.0,male,white,Stage I,G2,no,No,9.379010064572771,6.216854480556182,1.9641028540230363,8.763230960692804,10.56252196700896,2.4280351632819053,12.69279011824708,11.35856736172296,7.025214879516141,0.8238308662002686,9.440990182853083,4.50108877931914,1.7049604706396813,10.714293434955644,10.478972108289996,7.81847736659213,4.446249612007225,10.07202605656754,5.033916296870626,6.925171054851339,7.9926625129469695,8.971803905299662,3.627956964339568,7.850280617590612,12.126822187052438,9.088617860812615,4.86426044463151,6.462832694739741,4.6934535033134,6.315540871354398,8.382503418712313,8.885578939893943,5.604614011867104,7.473860765061947,7.655134978686474,10.450168491060053,8.368508644100656,0.0,1.4115889465187983,8.100317522593135,1.033652052489997,7.331694469326556,7.347688685384766,4.935323015325427,5.757588689213925,5.181571708240108,2.187926067489628,7.2002983582732645,0.8122928448732711,1.276496665640357,4.33763260509994,2.625925048499654,4.281216034929042,5.635588988358605,0.4278206839771334,9.5570690365414,0.7914390258724417,3.1065995798536767,9.59943421937052,10.3927910513659,12.2846930085111,4.478991213355858,7.2862564852633085,2.9898293007816443,10.789547419789452,4.174254598369727,7.583659730134454,0.1991226420136006,11.475838235307016,7.515417578529517,9.965280407571749,4.812205549323318,14.940659384938998,7.356855120190746,2.793188403680616,0.0179219079972623,10.568622051423914,11.962187060256433,6.674207807494504,7.692104235057596,5.423618506719163,4.816824950064261,7.521664034674876,7.874710298332676,3.01948842959136,5.215612594517731,3.438386011535142,4.976611090787122,5.8058367174705445,0.0,4.454656272771127,8.186211324078583,2.4437392460293488,6.364793021711357,9.782466721088444,3.29406194094676,13.579399243741353,6.848895806179867,8.155646534939907,2.4441899763792545 +TCGA-FV-A2QR,TCGA-FV-A2QR-01A,With Tumor,1,75.0,male,white,Stage I,G1,no,No,9.440353857016625,1.271604955969008,3.520208500094187,9.892618706027644,5.271668445583072,1.2795307257299895,8.986678286925356,10.70646156909686,3.31724617414088,0.0,5.963050963857056,0.8935951978783482,1.3358262239404963,6.201331961328081,2.107487016116719,1.5820742213963297,1.783037509952617,4.449158552260157,11.305216280023416,5.832360928978202,7.392995673489631,9.849466873559264,2.480420242213839,10.22490464410609,3.513162248725733,5.060704577025192,8.650940793193458,8.489579060366497,6.760484440500624,8.397778580247152,6.275321857496556,8.848438288683665,7.245312157803906,6.032475577742041,10.213595891886134,10.46836062775862,4.816374427833494,0.0,1.1394040058065786,2.308972402600587,0.0846085753178094,4.066976067590423,3.703111776765572,2.941406841109145,2.898711417989495,3.1745821903366216,0.0,7.208878122532926,0.1364539092686506,5.457476097907307,2.832120371553323,0.0229004021100788,2.2394591455262813,6.6502217234005006,0.0,8.809607373788984,0.07203718077288,3.2867185397983,9.42020173006476,7.541222869847282,11.16476321553044,1.277746757355166,5.594963503550278,8.143241871424802,9.604089676092356,0.2999479540600278,1.6100858175897608,0.0285691521967709,11.04784678301222,7.80293053523815,11.365929463572291,5.84002255290322,14.561026194246402,3.266486728756813,0.6571826601284232,0.0,6.503469590800945,12.25172137048142,5.585584528842364,4.838054214164524,1.379066399280904,1.2663367994201349,4.669083474105809,6.755368320378514,1.2642361510435471,4.184510408938711,1.1462641948665255,5.114508622019781,4.123988929436473,0.0177794125612346,0.93832343509917,7.948766107901658,0.4487952553290514,7.4901705743828035,7.604817096756643,1.0771746231396142,13.726101680851926,7.420208679094126,6.923230014778867,0.4044671967630893 +TCGA-FV-A3I0,TCGA-FV-A3I0-01A,With Tumor,1,76.0,female,white,Stage II,G2,no,No,11.5118048270008,0.6587370422349369,0.2987756030765418,0.5564048900385465,4.966933366337299,0.6470842126289534,2.4484516904379974,5.462392660418901,1.5281712093096025,0.0716253939737696,3.404848638675237,0.4240621254158997,0.0120680233090903,13.448976760416164,3.064331046245984,0.331819848022602,3.688706303567266,2.2488080479643013,0.3461910297990695,0.1037997431576679,0.5878450092542776,11.26926737597428,2.444852559422292,2.2351143203763573,7.003988942247277,0.5032469541493739,0.7652801306537144,0.3860383598886136,0.0955869079977239,0.4721758036723856,1.3667558319479234,3.151988666422506,0.2149951346149232,0.1015156154912442,8.431610424657901,1.1327084394083,0.4637270719885106,0.0,3.395857982542124,7.454383199886466,1.726831217032493,0.2381754185773755,0.3395935009653983,0.4878979012100887,0.8582993478713782,4.796353754332284,2.1082902611841288,0.1469158480872752,0.1852322542301608,0.1982426816076135,0.7125517616201675,0.4937497944731682,2.143066832378066,0.5140970048942335,0.5240636757772107,7.54574524672257,8.950414755348342,0.0,1.0297002342154198,1.4083857914064135,2.707436441896801,0.2689134157575552,6.655357553581516,5.127290722789176,1.4105581981425823,0.630871383012576,1.196984663529218,0.0247451901971377,2.192383565765978,0.6603810352424114,1.3980219501811997,0.083111226931307,4.0640464391273365,0.1453513855726201,0.1919415926214799,0.0364681670692917,5.902630766941874,1.7737010064288083,0.0657101640652657,1.3487423155852882,0.4973313352302747,0.5575816397293087,0.5553253589892455,0.1685136761974936,0.2032638127210805,0.2255217342566033,0.8307420907609153,0.137503523749935,0.085968453862165,0.0,0.4109922872208952,6.309972855625259,1.035553532646345,2.657022555092529,0.6705684456195724,0.2693922789404062,3.305868405486968,0.1878944047907959,0.3092926230575205,0.0114956388378294 +TCGA-FV-A3I1,TCGA-FV-A3I1-01A,Tumor Free,0,81.0,female,white,Stage II,G2,yes,No,11.14858932407263,3.2839958307271244,0.4651908879259823,9.865825736445275,8.576022837324295,2.378594853259093,6.269085525511049,11.138856888291532,8.395334479215819,0.0,8.840285089059515,8.820465876989951,2.255107904058616,10.11377224358353,4.317861181477253,8.007238678431506,1.2111991396932615,8.777191851655246,8.565522160463564,0.0371713376446435,8.490359534867034,5.544850094193671,8.803459866662237,6.79100265257784,4.763098142017855,8.676683488589111,7.449290637556212,9.318042242134014,6.863151739268015,5.154546755625116,6.184425112147967,7.848449556246901,3.4117109600728592,3.129497344287119,6.065320265987911,9.227659259712624,7.337200850102319,0.1480880826453359,8.502118930655179,8.064144548679948,2.3674549408289773,2.2823211818324265,3.584253001226464,5.769594564573471,6.528694767778977,1.565597175854225,0.0396999177209514,6.764640741061082,0.1714630560025812,1.414947328020907,6.167179265938017,2.9697122961861058,2.233366583802864,4.4962769834469976,0.2400089647350702,9.473580751216426,3.2142958043288603,4.442903696815887,8.844839750747298,8.35794165559327,12.26510816833428,5.972437632820138,6.633124561477479,6.309154354761243,10.22775791975981,6.421588556162322,4.00263051883063,0.4078421782115087,11.27275165665306,6.927398723401494,8.68550780762234,0.6083361503476613,13.350789104735217,5.746796450438557,4.451975949629222,0.0,9.24755540200082,10.877281295683268,5.38371465910776,4.5863444214040605,4.957399258373571,3.0538064436957937,6.1223434784580295,5.125146863705242,5.475788544106255,1.4669663842730791,4.224997224457199,2.434454760232403,5.747999582611394,0.0160683686276536,5.459215198149222,8.018658652037036,0.351854439132379,6.674865957127017,7.262508327361253,2.108323720025252,11.836640926235276,5.636096744087109,6.426167453383329,0.1604039258600136 +TCGA-FV-A3R2,TCGA-FV-A3R2-01A,Tumor Free,0,75.0,male,white,Stage I,,yes,No,11.37722213698618,10.355919032028712,6.306732511991704,9.926970182249052,4.417076119206563,5.494758001817547,9.283685454244154,7.31892145333609,1.1941501055915813,0.0607391578576785,2.4031586297428644,0.5666690509128036,0.9413317144373812,1.5428523424700684,7.070182140289483,6.059960888568687,6.455365034037991,9.212297932581407,3.319372262085104,6.224532333963991,8.179942918329631,1.42867840994823,3.770691639961536,8.642501584730962,3.520887356260495,6.744380443905511,2.611172380044005,6.592838217202925,1.7211538870083003,5.52931185392014,8.223827961327315,3.978680718406501,6.799343796938095,1.4382928515791469,4.678094447046544,9.056900221087725,1.842496177110132,0.0,0.7209788451443522,7.916602038805419,6.334898950721013,4.7536312763762085,9.17810857799211,0.2265085298086797,0.6677559084103724,5.6233723427677695,0.031959741397545,6.851115615467175,4.32036914225717,0.4900566244643114,0.1981169291524553,0.3300994180684838,6.0483953233002845,0.1356661969690439,0.0,8.316124014794791,0.0398402645317911,4.217160906707156,9.613117769035975,8.377922807238466,11.934355351145632,0.4494293141031992,6.820136829997898,0.0662614422687212,10.922629147121013,0.5492255754523989,7.051041409954214,0.0413831790194061,10.668459734202903,7.397897062478608,9.599962108637907,6.280163875580652,13.112759402296572,4.416184436652167,0.0,0.0,4.805013796601273,10.3746052538685,6.665316017805996,0.4336004626258625,0.2910141014173026,0.0,7.444368075475515,6.449044618978358,0.060185765046563,6.599041012531687,0.3315905758662372,5.561197809713938,5.925728887873012,0.01292617444427,0.1523781454010392,7.464931234319293,4.014944392195805,5.625100956901213,9.32227948358617,0.3000651367787609,11.81226765166304,6.709716598031936,8.190593132710934,3.9393300267274727 +TCGA-FV-A3R3,TCGA-FV-A3R3-01A,Tumor Free,0,38.0,female,white,Stage I,G2,no,No,9.673754802118102,4.891044854195881,10.307354862982542,1.97944005808644,2.003674189750752,3.243775695115314,4.17484580789979,5.820334714003075,3.0750362449965625,1.0052562500677782,7.976013574734531,4.372367102955828,0.0901759497902069,8.671497900205898,9.419097672852116,0.2223099792643156,3.692728472061296,10.377974739373553,3.6047118519519534,0.0579700686373299,7.074961344323134,8.355992787794909,7.674929496455248,2.734005033720049,5.320690453175046,7.283128182899071,0.4948763799455143,5.913260438258449,0.0706641007787896,4.317586269424583,9.479587487695014,7.740638884525724,0.4210482124235619,8.990224254358209,6.948288961795365,7.889288569770949,1.9088513278682,5.308175181651078,1.8436623162910588,4.567618456679004,0.062259894470126,0.8067777285948584,10.203120139509652,3.555558507942304,4.499954284406209,7.983830437193257,0.0,6.500242772890016,0.0792927672728535,0.1782365846048053,4.47119396485853,0.0538064436957938,5.77515592076381,5.9643524208596,2.5304703253991905,5.850074293664648,4.355234795098774,0.1108977233298134,9.169903461043049,7.556018559809722,12.279377067243914,1.561497221019815,5.917319562631193,4.3627293681682335,11.1433104396061,3.9659874018247314,8.763257190935208,0.2503552717630475,9.55737964564913,3.2808227247721256,11.22869635679236,0.2419621822151927,14.073994977605231,2.938022261873111,2.4886692446589254,2.6585314113245504,6.706294320203372,9.366214445273007,0.0579700686373299,7.767427704190597,2.622485295173036,2.662638471103125,5.895375335984712,1.6249430984120374,2.75738600882025,1.5369480883393924,1.3024652873324054,1.048096653272944,3.5328655031063247,1.2322309538255392,4.217013519973526,8.775265243632438,3.70011785026845,0.4427577576347711,3.162951177144304,3.399006986472397,12.16732643769308,0.0,4.404630684217612,2.2355432653233964 +TCGA-FV-A495,TCGA-FV-A495-01A,Tumor Free,0,51.0,female,white,Stage II,G2,no,No,9.077287601707104,8.064789641474599,7.673662417478937,9.535827461527212,8.474318409812392,8.586537709652678,7.660740409126343,8.613442144704514,9.151829396031411,2.1512418710209107,11.620599605773004,7.034059409037747,8.045279684125298,6.267449653269629,8.33135096544066,7.742196913273675,7.744768595269598,8.858368667328692,4.839440647837975,0.1343523866233628,9.323988999819246,10.041613570514071,5.933848782184257,6.286672341003468,4.005112498070759,9.383372520858307,7.216336511181148,9.96003872321948,6.760339391658299,9.13555410789249,7.882669946815255,8.81632898383178,6.759383567719451,1.002234446064686,8.515707721841961,9.771917097519616,6.7564402351082,0.0,2.6175100751359235,6.89858204049944,0.8534368188880666,3.207315033385227,7.37222342952222,6.6942130009755,7.062668966805864,3.8812534807447854,1.840604223354095,6.558697745344845,5.971727471475436,4.515277216529903,7.40475073351967,1.0311834348874465,7.488766436813568,4.370192185396854,0.1984941536390832,7.767985775100136,3.460821182630616,3.971736666736236,11.047628903346752,9.883890807622835,14.276719452419758,7.984560300225111,9.42490697610248,3.3515717960578137,10.962226615930373,4.255636687531453,6.9235723216383525,2.69523664483248,12.03598206489647,6.9276985672343,10.680003685189586,1.5093411410803554,14.88713608126944,8.951901881545517,4.539394587159347,0.4871776083891477,8.546645245584173,12.210873154792528,3.737524530207685,8.613490398793433,5.710679718880518,3.636937774623463,6.842795341482536,4.5838981205900655,4.406529867590865,7.320187696333749,6.168238868544561,5.1759756222803865,2.4295088459761645,4.182080452384852,3.9349599041203898,7.442145647325828,5.472380540143627,7.415118085071429,8.28750507823309,4.421849397369104,14.197628482909884,4.206096171335459,6.440239641597227,4.167638924004966 +TCGA-FV-A496,TCGA-FV-A496-01A,Tumor Free,0,84.0,female,white,Stage I,G2,no,No,8.218293439705693,3.166297677680231,8.988767042996638,9.683418554373564,8.116787879083134,1.510961919277379,7.305636795340356,8.574982860555746,5.743563437653084,0.0,6.8280526816522285,11.356576041061928,3.2733070045645394,2.39829563884343,4.275752048828529,8.620098832031578,4.600923861693644,3.791845320535464,11.15139885951402,0.1054098940400817,4.316782936716586,8.044853631977615,7.280927556120142,9.700195549088516,2.191373142408666,1.73617189360605,8.696585074450491,8.11154833156475,8.847581696285456,2.887213302951229,7.850860667369774,8.949017757884125,6.753744916256145,0.415434185873181,9.320837095189123,10.605861809372213,9.003689647949951,5.772384521076445,6.805467879954205,5.995244803548983,4.538147018581603,2.726635066910687,3.94855412733788,0.7959331473149635,3.237012966243459,1.1598874787305005,0.0231843692482633,8.342040878751957,0.044464066513246,2.8390929042169866,2.4115347149600703,1.0210532520540752,5.7763856546802845,3.984042426097024,0.1060802602251319,7.389076308438134,0.1120995797762351,2.0677763720484927,10.591692037919234,8.215439324663189,14.027805995958692,3.4484516904379974,8.239794216544997,7.923827810280093,11.149623481845897,1.0668125098999015,7.478210631155544,0.1166309120363064,11.331235232789211,7.400356044276614,12.985947645400302,7.29615819149516,14.946099548433644,5.709301665459796,2.5295211345906066,0.008917094736053,7.444358135640139,12.236358286265078,1.495592840198345,3.2535506444642914,1.906775175388377,0.9903014165687062,4.908380610775449,8.636877976143747,2.069839625068634,5.039844650149642,2.16430358309365,5.140508738605235,0.235972082773581,2.829707515365787,1.0878701329410572,7.44543124236018,1.2294033444039325,7.767358840623513,6.058160613755902,0.2226809314945715,13.666805824255508,7.733652611384825,8.33449140520186,0.4541758931858021 +TCGA-FV-A4ZP,TCGA-FV-A4ZP-01A,Tumor Free,0,78.0,male,white,Stage IIIA,G2,yes,Yes,8.230525350666714,0.8684497203769092,8.160848104051762,6.67223721358792,9.449437980944802,1.5663768003211245,9.938508254916904,11.473334831919283,3.761317191040427,0.0,6.500128021949632,13.557400624194024,11.742448224587648,8.521926236100198,3.477806827591505,2.469781806806864,4.163418222500728,3.622110404867478,2.550900664647523,7.8956800916935155,0.895069909817214,8.961628826352081,4.16683593228252,1.4375473552877844,10.834324007689792,7.165278862814991,1.121413330915865,5.448699461806616,1.2310022393273106,0.7586443002737373,1.329008750324232,7.847817810898308,0.3103401206121505,4.799356749812535,10.759772779643106,6.083626115746525,1.654893757473323,1.3873625408359955,9.885612645795964,3.3633112739067688,1.3476089677593068,4.050284014301706,0.2869993966338397,0.0,3.356650918565672,5.9770394542867775,2.453701937408949,0.9023437577640177,0.1606620801133442,0.9569487652147486,2.0289934118795485,6.033041903509199,4.828519882224303,1.317072477536971,2.7742072300221383,11.051732077961182,0.1765780943013169,1.3512325512590515,9.911707308840116,12.090930718449949,13.812641172130682,3.777230324702408,9.107592938280076,7.0116499366965845,7.463236622959491,0.0,2.8756621267734057,1.552180304176821,7.910633137452526,1.6409447808850772,7.32075903837241,2.7171006008831413,15.031210643519916,0.6246156331376462,0.0,0.0427843980892395,11.758615654362222,6.986193604409437,0.6148511624221036,4.726368041940082,1.727528423783232,0.3390233333727542,3.7968780432129776,0.8068601989433469,1.2554403048654443,2.904272133810861,2.9180999570288217,0.3571578487197545,0.4131607755908136,0.0299828662157143,1.025950123608461,6.705564656854671,2.598269911883213,4.122962553809724,2.8705422711239508,0.0,10.362658037895102,2.477496007997659,3.5370723761002565,0.0224743465748992 +TCGA-FV-A4ZQ,TCGA-FV-A4ZQ-01A,Tumor Free,0,52.0,male,white,Stage I,G2,no,No,3.3471412022783755,2.396104674390464,2.3986787157650253,0.0172092900322231,6.518579199676223,8.964895021967909,8.344410875031985,1.97221473955466,12.842884418886436,5.069152201869423,13.955120976765365,0.888304895208487,5.763488594056553,3.522005515172175,0.7825763104122304,1.6511320779167218,7.577371421227068,4.681027527419368,2.3255015493345,8.143526073268859,8.654078174068827,0.1921941652833451,10.370696886720827,3.549570605785488,5.461941035849009,1.482590175000707,0.1682569232085816,2.445647257603061,0.4237395071653163,1.550211157565391,0.2916035580305647,9.46873827296415,5.275874937080263,0.101246656683439,1.593305959250491,1.1985570147985836,1.2507190834005546,6.70312977697147,2.7132559017309736,0.103933991056233,7.137781174840535,3.2090165918312565,5.678271952468861,11.049272377170722,9.56375207473016,0.0540843928423791,0.6114556965848733,0.6296596999273919,0.4598512507056684,8.133127823918826,9.179594150138044,1.871685968303588,7.376963190037478,1.831309777622071,0.1694119519913547,4.298475034735851,0.5692966455616446,0.0,8.999350077308318,8.933830492234131,10.984632354884004,5.935975913977069,5.514488412006233,0.3081278441787414,11.573680177878703,10.35231460931318,1.4995270242150955,0.1638851167089418,8.235090379958931,9.02500663991354,7.278118599392991,0.1914363146053214,13.11117752539349,5.679488544524871,9.307337443084773,8.865348191527332,7.1491729752056505,8.956773406391088,4.120376825644631,6.746730625203228,7.665581083440903,11.187025573919552,5.24193549589192,2.60632377540024,6.100208173349393,5.102481772529838,8.182743438401195,1.4144061820877472,5.619682977086323,2.8840312808681228,6.548951340712274,4.767871927626611,5.000342599390144,5.944075993169456,7.461488451312214,8.502525534432158,7.670574110522697,0.6544355408453992,7.43770547262521,0.8818212127255665 +TCGA-G3-A25S,TCGA-G3-A25S-01A,With Tumor,1,64.0,male,white,Stage I,G2,no,Yes,11.669852807188857,7.11596127136857,0.6311508577251451,8.71508306812107,10.71009351802796,6.837778028716179,9.262908305395086,11.34393213644258,2.02871058595414,7.819198745915577,3.803764329940387,11.635462883097498,4.321581806521283,7.426188424049891,5.757340668519199,6.033927306002895,5.019314949885619,6.674737457933474,4.465654555476628,3.099345706197405,6.751039194863695,1.4361085236566935,1.26435627052581,7.909172456112229,4.473988173661074,8.144510397248903,3.337668281551249,8.93304587107837,1.025241461131844,2.243608155058752,6.957742838999365,9.682565221491169,5.934733502831918,2.3221589076293774,8.331535491384658,7.089222704028823,1.7724346697793407,0.1667154449664223,7.619139324524748,8.946846928333404,1.0636409926426962,3.899552693176173,7.764918021553466,1.3330229294328824,1.4493236569907797,6.388893833066934,0.0448836782397647,5.584571717893352,5.64264092885362,5.789690132216318,0.4288927617859157,2.879529338981921,2.536997804728628,0.327917257418648,1.703410827978724,8.774405584317778,0.1271049651394007,2.793146776470316,11.636907105561288,6.956527171272478,10.456697848598823,0.6756353007675154,6.768574726112213,0.3467583722268024,10.63146984032666,0.7259592345091875,6.038763191757983,0.1940870521163022,10.72444981718488,5.498429597434807,8.608292529337577,2.1865956354675946,15.381341251103713,3.9648144676996018,0.4215868731627056,0.0,8.875008695607269,11.772964300258831,2.859790690641911,2.3229952944024816,0.8716071217375954,0.1115655449595176,4.6118038636261165,7.4277553284758175,0.3109217352303438,5.19842736065586,0.7434718825913932,2.851958872707372,4.931933568851408,0.282736320276342,0.3942946204946574,6.209899752190758,2.660015865325664,3.910176196138843,6.996579692036096,0.794353478188584,11.466050095890717,5.901050302291162,6.154121397560052,2.3292671408955243 +TCGA-G3-A25T,TCGA-G3-A25T-01A,With Tumor,1,45.0,female,white,Stage IIIA,G2,no,No,10.168617969048482,6.893301530860564,3.5322296717718684,4.312331177714586,4.4244652968023646,6.410914296465117,9.828973290266864,6.301141307802327,4.779821768084593,0.0203421795171858,7.240310512675115,1.253807783742229,0.4640408718898867,8.912079763193514,3.3877898814592267,4.9595383411126495,7.470936202729146,6.1397723440742125,3.32400408139443,0.0149265442381028,5.88659160348276,11.854409989911256,3.488476447455984,4.958360149915368,4.475675073582227,2.193204013983875,3.3256598445108843,5.373759558319204,2.289450875627936,3.556122817841174,2.2513858332159966,1.8796665620800304,3.2917508845602703,2.38816197824834,8.34118298924505,5.011813161395697,5.566318952039496,0.1192897683747514,2.9116724097178284,6.962565217292217,2.9034432479710683,5.207912368487687,2.963659073022109,2.6518897898881333,3.57924050057297,4.890101299524648,0.8297683932835346,2.836853242367936,3.0181712411489987,2.725217634756072,3.5314563227490523,0.3608699038142859,7.581642739743396,2.9366285172899063,0.6451482657677191,6.356041662673169,8.821901826186924,0.4311415353611857,3.763528430160376,6.713002890937671,9.51018499601328,3.1040346687827576,7.865117094586657,8.370043498608737,7.117248286531283,1.7581752351561852,3.7892597514396775,1.4441369565875917,9.291871036622345,3.560250282942387,6.524900532232317,2.665301803795676,9.70891798789174,4.930434576345461,1.1716551975811949,0.2852246454678596,5.062031022407952,6.976812689454223,0.0335111023613236,4.772529683594071,2.4984040659465547,1.489645688040287,4.018162337135539,2.708937639626444,1.2082050895044474,2.826741681091632,2.0220836851053505,2.9511214917495456,1.7647283090793058,2.5109872294946745,1.2179131202001865,6.235311574293713,6.176723687205135,2.734243547678552,5.496321729177563,1.8406445035333687,9.17016768441419,1.616216526191657,4.280503545273147,0.1292170636641537 +TCGA-G3-A25U,TCGA-G3-A25U-01A,Tumor Free,0,63.0,female,asian,Stage I,G3,no,No,4.183970772183441,9.08754001276294,0.3677065371163563,11.085358858242405,0.0912597661926782,0.0350607969051142,7.994766384569103,1.5787455359711628,2.2838032709283658,0.0,3.3056203806119315,0.6468078077922257,0.8737344679685582,0.4540705831349584,10.899942719445315,4.19944463622114,9.793918798282611,9.692526409256,0.7766093693397367,0.0,9.584173686964306,9.91093498713343,1.813114191346289,7.403423676334427,0.6210555032997395,8.164181878225277,9.803346846972987,10.753433722220798,7.652911640102007,9.185781576394552,8.779154968818725,0.7491480671235966,8.604772628057523,0.0846085753178094,6.562828543129529,10.778444247066588,8.67313484614257,6.2389110268835655,1.5768123407592631,6.888670199198712,0.0315363532680532,3.4149879057844204,9.695207059880536,0.2892442851566424,0.6569081834733373,4.351833242822449,0.0,8.347571764693257,0.0136409106693863,4.886545270050917,0.4693650537048434,0.0958569239148305,9.27101824510012,0.0754641742625125,0.0,8.427828643739785,0.5368486504208304,7.972191758909298,9.448427736950013,9.419983134418448,10.76795756228305,0.1381591452294702,5.843448762165576,0.1747898930478148,11.077839013118115,0.6828429347730692,7.802051655241461,0.0,9.498977817012044,7.739253381365229,14.013718522691002,1.8243198048767364,13.008775597523512,5.917035461097054,0.3940750656257374,0.3133619593922185,4.415711350972969,11.574548826749586,6.759318314306055,1.5019231470664378,0.3329656625859605,0.2906603118113554,8.860820991243132,3.1212641200449727,0.2899524722153964,9.636455873353144,0.3973648854783786,5.789810094277458,0.0829750272577682,5.20047688912278,0.1959774586425879,8.741666522943845,7.521952924591062,7.458909366882601,10.023413249337784,0.2030131707744999,12.393476346192434,5.241138491047577,9.224570196313834,0.049909522443058 +TCGA-G3-A25V,TCGA-G3-A25V-01A,With Tumor,1,68.0,male,white,Stage I,G2,no,Yes,13.305583917018318,6.86620821508448,11.101285270063546,9.039747067000622,7.194305757060196,8.290105498217777,13.024801520828746,11.01836468118793,6.807339464527929,0.6119277672153374,9.604081148732698,1.1733193535360429,1.584577730738641,11.79789890260354,9.117131120018602,9.433288734959104,9.221962366496498,9.830664459962184,9.351039260901072,7.05611960651984,9.930121104237877,9.593642288607386,5.304686257287879,8.003503857534144,9.434144676985262,9.321061315847782,7.045951825936773,10.209885256543773,6.878860189404968,7.767460810504775,7.568543678141985,3.4188106186424774,6.992201934888206,8.207130512256402,7.694236685299024,10.35446295994656,9.050216797994104,0.0,6.055455982360642,8.240253738686315,1.0467704221624503,8.81947659476982,7.015906739422204,5.557115957741373,5.243631002575811,4.911864119798755,0.024603367140657,6.307290078116262,6.589941715915067,4.325897254714399,5.167108999617608,5.546539528681041,8.717093401651274,6.366624711308837,1.6827979987016484,7.807471492259809,1.9916805621431244,3.760125118521133,8.460627903632945,10.107943210642809,13.180644164161151,5.073948733659099,9.853842240429582,1.4217484321737806,10.3950790846002,4.205877292181043,8.08302876382098,1.2817872568158264,12.295285516167098,7.683926593524212,10.916333696492858,5.680209004150104,13.180758211243008,6.749797039488182,3.301031531203337,0.5886127065137863,10.641748767393713,10.939798540177568,2.773743198513298,7.887072529771381,5.51623266984779,3.0751389595971395,8.666296091363517,6.888746901286145,4.759390226065076,7.087331295411342,4.451982541296019,5.505077914751615,4.145155708418685,0.0,4.3920357262471255,8.575051332987895,5.579723229270732,6.931642876592521,9.078924664094904,4.389745760926714,13.168340062647433,4.271799150697233,8.527075810685133,5.548106740040322 +TCGA-G3-A25X,TCGA-G3-A25X-01A,Tumor Free,0,73.0,male,asian,Stage II,G3,no,No,13.495295361980569,0.4302852729777807,10.164640732424385,0.2993618976515587,9.352506735768351,0.4103411046140874,5.054444778404577,6.153395974076539,6.967611310458688,0.7544599736254787,8.682566274866309,2.367594721961029,2.594333562417339,10.74022954710936,4.186421321338508,4.000432743603971,3.047276627891575,2.4601658946764307,7.069353092208341,5.373992663238591,0.9238717735300775,10.08629800484809,4.721558589994785,1.5724531568317002,8.19195096622515,1.23762490001616,0.5299708291365791,7.818920843540073,0.2067682354683216,0.6601984618378538,0.6788831929198272,7.185179714494646,0.1294808586988783,0.2190910582461967,8.882386275700298,6.032949367411884,0.7832470973781166,6.720106053968838,2.00504061670053,7.824659672412689,2.1458730616010446,1.221134667557041,4.0781315894673416,3.1315236364064054,5.00872441426286,7.85259629785037,0.1234013359719139,0.2211965499445465,0.0677763720484927,0.3320490837489743,4.4899539013313055,0.9965333702802208,5.94789521203029,0.0768326955573985,3.72445382484342,9.724255986706872,4.66564858567454,0.0,8.260817001080966,6.989430832877675,8.162336943416157,2.9266257159666145,10.45267017505707,0.9114231485213208,3.289185253873634,2.5269451830475296,0.919912088677308,10.421410988879266,7.4847093266376445,0.9431336756907104,9.44073527099451,0.1806571075600764,11.305789477563854,0.2225572913487283,2.474695614149131,0.0,9.206586574587805,5.712161035666284,0.6756353007675154,6.427344694131424,4.019052466571952,2.431275280463293,3.63482556778462,5.438788526476349,1.7811078756837626,2.381504882567306,4.075215990748764,0.487074680051724,0.0727232310216204,0.0,2.300475201355117,6.146710201827972,2.291043579968624,1.0779265786850687,2.9084670805317545,1.6213837775640396,8.277491525293462,2.9697491282886594,2.6325939485725245,0.3641241467206221 +TCGA-G3-A25Y,TCGA-G3-A25Y-01A,With Tumor,1,52.0,female,asian,Stage I,G3,no,No,11.00486384630164,5.070749956574913,3.216951457896561,2.73945930015268,6.381555063715791,7.677840829980438,5.617651119427331,7.783728378244151,6.7954851438864114,0.0166389421137891,8.737811126311527,5.047608183642109,2.753305013336555,6.764295724419723,7.011024816567792,1.7036323074370705,1.3329083934657775,3.5860080756506703,8.88348060854474,0.1952215932528445,3.966688859346756,11.682106140072245,9.933957042140742,7.384060170946444,6.726908852422167,1.8387501183331385,5.044787527998138,7.157161975561325,0.3228511243755909,5.367860268806084,3.923263298176946,9.629934311053468,1.2292802790587336,1.1543887801260806,9.858931647962995,7.142846344814324,1.3045110418099528,6.412380156454545,1.273993227906029,1.074916402052462,3.3036638668823324,2.428303217581349,5.416745180150133,4.111390271702708,5.253955240003097,5.610109447216421,6.066586511528163,3.208564079525292,0.3317052164988923,1.549225575452399,3.584048504399197,0.0136409106693863,2.5514914085474945,5.388599413763921,0.015354834293464,7.833435983572349,7.107684731198198,0.2624331576313475,7.109402351818622,7.260910127307605,11.979075161771435,2.3833310440412365,5.965835066633769,2.6341750353537163,8.609593199431155,3.49756127325582,4.853247167242152,0.1305355567561882,8.557372178027299,4.162701487437442,9.940584490017171,0.3246954135892205,12.941176276378446,7.504964342012899,3.09022677187675,0.0200576523412534,6.581405482804989,8.344455261428509,2.793937488150556,6.244462786572339,4.668879312726683,2.0984532463092744,5.529911502466224,4.492673596144,2.946712148021023,3.050902148635198,4.989447863671888,1.414947328020907,0.8048796082546724,0.8349538690793512,3.4100289754233843,4.623094284224243,1.7860108016075689,6.917850610828373,6.832788768854978,2.828265987639294,12.099937656075,4.713085399332732,4.5930250333337455,0.2462256485198714 +TCGA-G3-A25Z,TCGA-G3-A25Z-01A,Tumor Free,0,58.0,male,asian,Stage I,G2,no,No,10.698644857053871,1.204453767674562,1.7682478549028446,10.06925882763166,5.652678650247546,4.633518397187697,11.70555709744908,8.321967768455478,3.2257068098431247,0.0514417113826101,5.018197952859661,3.527195477121872,0.5515898423510253,5.264795372270136,11.82873430900069,9.432316396420172,8.462292038924016,10.72428694334364,9.177402843494072,6.677305269716603,8.634404860731614,11.125228116823711,1.9957739333654787,8.916413345998489,3.936864041649561,1.3233700690612689,8.160928757383521,10.28187486743998,5.882413177941355,7.9334410382660385,9.029546198546106,6.916674881957129,5.9624518528904895,0.0551956542421246,7.197052506546736,10.044211311757548,4.150819598212133,6.745715999389719,2.3147545222811217,0.4444550461139356,0.0244615301409958,6.849307510470351,9.069812241814985,0.7795539034948898,1.946431437103716,5.844355521212537,0.0986890440913283,7.363352454124429,0.0646069752973919,2.26849428004786,1.693185841895027,0.1517289553433366,9.789229098214085,4.928649832911045,0.1158322986525648,6.640745272995167,0.277746757355166,5.368712483728331,8.335697620481062,10.733662863346336,13.547922953670914,0.4994759996155081,9.779922860909055,0.2936059109417125,10.906499436977052,0.8473555662283674,8.509383108006514,0.4133774452677079,13.282699939626989,6.904600905709323,12.573471052455492,1.1654296204241854,14.341206254107895,5.867881641707188,0.6156987816891009,0.0,9.033319200850984,12.193909175972063,4.763135332479406,2.8046937883981284,1.7288347789848233,0.2822618665876496,5.776022373453992,7.166270558795442,0.7194901312002934,4.531194287937389,0.8966981027004259,6.8139953353870215,1.0406119280375716,0.0,0.9377963406865516,7.058534052493059,6.020028751910742,7.299202522395702,8.032937799982378,1.0682580617472852,13.596712009475745,5.667772936216228,5.116373074789581,0.2272481837807332 +TCGA-G3-A3CG,TCGA-G3-A3CG-01A,With Tumor,1,80.0,male,white,Stage IIB,G2,yes,Yes,12.67574118573746,4.3870729800910775,8.633311683177212,9.342703181546444,11.097162979204592,7.347842793638155,8.721662140169736,8.049891557454117,5.130955573297154,0.1063483195051467,7.069384243819795,4.219245978519193,2.149584553158137,5.559231762036712,10.448705345859336,9.141116747814392,2.461423784786685,5.873596679445941,8.60188478837651,6.463143418792226,5.667111542075028,8.02353481412322,2.3554955789526515,6.8970189209937,8.21008830414455,4.579306885347437,7.581308309177408,9.72350412491827,7.737529262209374,5.87312170028656,10.016899636912866,2.389731996394422,2.105007524760974,2.2152747718390366,8.392803391749977,9.540624999692088,0.4565959051262125,0.0,2.820342373483438,1.5301706483946396,2.8309043098020585,5.120733467487714,6.785697010806524,2.9353654509301363,3.89428423120518,4.653948526162409,1.850839419661184,6.607373224040882,5.777061956438011,1.2779847472997652,3.173942917451866,0.1561376978889861,6.9711181548529,0.6236796082940099,0.0,7.459843875414528,0.2007554315955867,4.802896294791826,7.634915573724061,8.90251530687888,9.905955997631365,2.9394334683094185,10.159514023735936,7.597175819882,11.127351153368275,2.025454096427749,7.763566273440193,1.7140036742280145,12.438213463320205,7.824121193523864,10.687412428385969,6.986255052051104,14.88810401470466,2.054466485503545,2.369885202284017,0.0,8.769854038740602,12.332263371660572,0.356369213716225,4.8092497906131575,2.2358802040493257,1.6904617949187188,8.568676292741776,7.968121864142773,1.9270620655539403,3.683269757659125,2.7758301659500746,1.2603870374289374,0.428249610705695,0.0,2.126510379882306,8.21477808711846,0.9011082430145124,6.367966823205785,6.918241910015362,1.916782348743758,13.01394575240388,6.361543797967865,7.205691609722591,7.194805107579113 +TCGA-G3-A3CH,TCGA-G3-A3CH-01A,With Tumor,1,53.0,male,asian,Stage IIIA,G2,no,No,7.81441647833875,4.048428020642943,4.402053602352944,10.829797325247547,0.0340748202705722,0.9251639321842048,6.47304979315273,7.835875453197797,6.256387982084367,0.0,8.83313360657725,0.7572793234908062,1.2518099681715398,2.3831098142089626,10.118627589817043,6.80513507148448,2.631197431580843,9.577094174616004,0.7539467720877652,6.424718901067929,4.1074619075007535,9.115559233688888,5.7397401125019725,8.998861738080445,1.6027419132823908,4.491198926288057,8.270077562381557,9.780451185409484,5.05473562639953,9.50837397994616,8.776113531416643,2.155554960840558,6.804089708519054,0.6751836257878111,7.900002743167527,10.744580671070564,7.13091028327773,0.0,1.871607121737596,6.851530434696814,1.7660862596254403,1.3098746600367663,9.702218407509063,4.375213239556386,5.667528851792568,2.792563869375157,0.1114320053619873,8.215853778688807,0.3089432881252135,2.18570799868324,3.590877430897573,1.034215715337913,6.528257179707683,6.059125944259109,0.0,8.48305392987978,0.263875732577862,4.843903468826662,9.552659492322238,9.22346816440432,13.631860184243466,2.3695502371000448,8.203564329833378,1.3194445229323415,10.98451487261229,3.655763968321368,9.185717412875851,0.0298415571367151,10.73126946935589,7.0915358822029,12.108073249999654,0.908889746973721,13.239734305045063,6.528618199447038,2.997436940913949,0.061292338478294,7.006332811553652,11.76565205172882,4.791506749596048,6.946101531967819,4.748123061722832,2.3917952100721527,9.036899998360466,6.5358818809937205,3.517414286075968,8.224498088180288,3.827940937356929,6.285698125958125,0.5867887580539942,4.897221060410725,3.26722115736566,8.537760425832571,2.190045886894439,6.481174599336121,9.628674093047149,2.7312266955876816,13.109647041699011,3.474513919425175,6.00821122096272,0.8580605898996476 +TCGA-G3-A3CI,TCGA-G3-A3CI-01A,Tumor Free,0,71.0,male,white,Stage I,G2,no,No,13.085911109876257,8.258005334874037,7.342457853817157,9.156801336833244,2.322043505874256,5.968606895630758,11.53833925750657,3.3597741540007675,6.294837596307102,0.0,10.010042417046437,1.931493962749176,1.5252670917020328,1.3960498576250309,8.625361458717181,7.725561898960202,9.307459491798914,7.613588375412998,9.275632874465792,7.125937240308285,9.537516423171606,10.363896776799734,5.121521084725966,9.653958554593013,4.375470437284353,8.085375258229062,8.629868758770339,11.064106747643796,6.953217505416377,8.509470205278035,8.782550101465862,8.55820754602561,8.736985318377636,5.7290768690672085,8.051814718438264,10.63187549303885,5.9973962923931765,5.110935296502936,1.4939546936413708,5.752363250473027,3.458631356748767,7.190948632470233,8.64704534639851,5.936513096315965,6.413368982219153,2.951998016876165,0.0,6.304490963677514,0.430499386222592,1.2419621822151925,6.4711679467963945,0.1662012526627029,8.324086464529746,2.823525195359277,0.0,6.82044577248842,1.0775848292956018,5.525207571284386,9.15345196422704,9.35619620206871,12.257033195508797,5.139211613992861,8.106985807297736,3.315653171956384,9.597080075285458,5.256395530797941,7.867163813814221,0.5121763091141416,12.717392696556688,6.869044728133092,12.678490590463346,2.621360331879316,14.54250075611545,5.125473398558136,3.2538985278401857,0.01292617444427,5.730126362884495,11.908601728843648,7.358381315862455,8.507665426010357,6.90635790235691,4.22682447008719,8.4413481873801,5.0524550216803545,4.6090930236240615,6.533019743471145,4.49578468879382,5.243212073928284,2.2921633188229102,0.0,4.101725704676928,7.487154289331088,5.152102275319773,5.973223229285724,11.508537694382502,4.247578187092474,13.413767326399723,5.637534898622461,10.055266977971517,0.1170300530101869 +TCGA-G3-A3CJ,TCGA-G3-A3CJ-01A,With Tumor,1,52.0,male,american indian or alaska native,Stage II,G2,no,Yes,11.050857334639016,12.056426781742845,11.331727998000526,3.8050137966012727,4.13721659563721,11.285268925254307,11.29308741545892,6.170235548199018,4.945944742089782,6.887508211746667,6.239615712611298,0.2311866132278648,2.3405907523590743,4.935516322972093,1.3822799000669483,9.401811124909464,11.91843271189079,11.773742415663593,7.160820378427576,7.555254026289028,8.961578474867597,5.50845400723069,3.3458363274510594,8.80029940680547,7.882687674408103,4.147567207094633,0.4268551323242121,8.350193559641307,1.7378165332379816,5.993323381001293,7.7299000793646515,1.5199444141830254,8.00650112705998,0.0395595572557058,0.3500445658626943,9.483576181335858,1.2636954895740808,7.006970062691207,6.180655118665992,0.8489583827923953,0.0773797407970135,6.259918353409927,6.7352283553139545,1.5066019421910148,4.368963860823357,1.1632410851635433,0.0,5.793136369480066,10.47174196289311,8.304089798788743,3.989139007368233,10.294608343498767,11.837254005961316,7.654870134236713,7.431496768518466,0.6164518031929269,0.0941009164388664,0.4648773380915413,10.589810480153275,10.13884607562448,12.106650448204382,2.0448487152569603,9.474341125982528,0.0,10.125877847964167,0.2042659452895602,7.252626644717902,0.0739572999433244,12.884014772153863,9.002561045179581,7.127183399064468,1.1810389244316686,14.959963116567335,3.2193079419706856,0.0,0.4586969686897145,11.0307298907371,12.197122312698308,6.606544385801377,2.117063309773962,0.5196425425081547,1.1595000220232197,7.856817664271109,8.24420587931681,0.6214306677904478,4.3758526735136085,2.409418092494648,1.2066432239833953,0.2332745389909343,7.354355183049545,0.6809544136457589,7.877781052924499,6.410782041634096,3.2604773686534165,9.34172117552564,0.0,14.499759358903155,1.4950299370981903,8.965725132952793,9.424003740219971 +TCGA-G3-A3CK,TCGA-G3-A3CK-01A,Tumor Free,0,61.0,male,asian,Stage I,G2,no,No,7.4306415532438095,9.604760769506262,11.288678488551009,2.235604532763299,4.569940648900608,10.279044418189022,10.59380594302395,9.84229533765233,5.705223191389228,10.122896699096982,7.437515729740661,0.4752924500365287,1.9282376553062563,11.051141903668771,6.153580404009382,9.400494595141884,4.345602176120047,11.221509970057571,9.014035818052882,7.348048245705443,10.699137757489163,10.709775778231784,2.5333639983398144,9.97933201380159,7.49013847672476,4.84734053139457,1.722466024471091,10.45602897622844,0.8497591238025108,6.102162592209756,8.664295451350334,8.278026577412954,8.690474715577036,2.334711279585652,0.2542312073752226,7.332766105654922,3.521892482301753,5.022714018295297,1.276556218386062,4.179805610245786,0.0486547018403464,6.108104132216012,8.522648613543478,2.344061506418814,4.822546613226615,2.4655304900303734,0.0795658498102747,5.25587457687766,3.882809316497106,9.020679149373418,3.503577716207726,9.351203835472331,4.845625532464835,2.3047738570475103,3.258850540628377,5.549299517470621,0.2031384971908485,0.1346152444251082,9.93452844340004,8.709003143475568,10.301331681786564,0.9237196787493888,9.642681899241207,0.0136409106693863,10.176407926438962,2.7021920828155266,8.369871246953986,0.0828388147248917,12.54720143388858,9.1337828682498,9.943903456803948,0.3613192015572162,13.54843676919674,4.019435053442147,2.016674595465269,0.0,11.423010620039165,11.482400900013692,4.433453579265485,3.617698131127051,2.5278210223950333,2.8078494755815773,6.161547117794842,9.144085894268184,1.2779252534940748,5.598427738223388,3.361599941607702,2.473137487772256,0.1182268137929476,6.720255204598453,1.703809466526246,7.7677958036645105,1.5959332542251838,5.528374403813259,10.018150928787982,0.7682478549028446,11.808672108175724,0.9013399826408864,9.323934074541194,6.131980394476159 +TCGA-G3-A5SI,TCGA-G3-A5SI-01A,With Tumor,1,44.0,male,asian,Stage II,G2,no,Yes,4.339173024179006,3.3592119080259244,2.6096840547103737,9.32647061008644,4.981834391211614,1.477573719174233,5.749287540357846,3.6300908961187432,3.072928982495557,0.0,4.824594760080375,4.6050023682506085,1.3763459560356153,3.4260634343713914,10.493527353889103,5.678452253077795,4.083230391098887,10.06850018985086,0.3280321903038625,6.454889824227644,1.7646433947154856,7.877339968805803,6.8413555152856285,6.336133396919923,0.99660567676017,9.125077620552414,6.226757049615314,8.839891581755962,0.2861714511070193,9.322726090265366,8.466452563609646,11.559239984960422,7.820755925046708,0.1592416597301063,8.999073221663837,10.932969791183432,0.6415460290875237,6.177766341120775,1.1084240918930273,6.659203886942388,0.0721744169243166,1.2502339808267544,9.52748345712136,1.7022142510104408,1.649569476018548,7.85822536199582,0.0599089890186851,8.968803281239564,0.0,0.0419438299701672,1.3143484969377552,0.0159256899902542,6.705089071510555,5.253860718493014,0.0,8.372412378891148,5.185458252406697,4.002351478881498,9.904909588039136,8.055749879737153,12.853509471790115,0.9884847403761928,4.931744507374705,3.597257030162279,12.05868451692291,0.7122876204505505,8.475040284559782,0.0775164697020952,11.248127056638223,6.574139361681806,12.599740280148984,0.4038130616165896,14.697478511535769,7.668546070638201,0.6502131053135813,0.0,4.016157535611056,13.440845567936918,4.675177978955614,3.069908349376895,0.3048614514884491,0.7200157350828048,9.40679599595576,4.959677434041675,1.0349903923451176,7.01455168611212,0.4235243882443349,6.097562340809855,0.085968453862165,6.801306126349258,0.3967075213839758,9.293999429229997,5.660258371283081,8.513302816634658,8.617637897110765,0.6300326338937671,12.8646153677101,4.31173560197927,3.591966587100416,0.0183493098788918 +TCGA-G3-A5SJ,TCGA-G3-A5SJ-01A,Tumor Free,0,59.0,male,white,Stage I,G2,no,Yes,8.533062585090619,0.18840092460321,3.2629893209093104,3.6819102243759,9.244905844092916,1.4298034019607757,6.306296877410726,8.15495680359258,12.273754811621195,0.3091761874785144,13.601256109851787,2.978470228237356,0.6235859723997119,11.924086260816235,2.43805326977996,4.364166179411108,2.2415961553095407,2.679739057616753,4.909475511599321,3.86343302229035,2.5355055672756777,7.784765696316387,4.79686247302124,1.6619775677405286,9.608255746189682,8.514324286468138,3.1457426602776053,5.851951379258172,2.094269856219249,5.480597963561033,1.879117591357696,2.393471117395131,0.7210663687310501,0.5977933502428048,7.524799477027902,10.116960679011976,1.0899726435389527,5.610726634121901,8.07073063946625,6.17412274158368,2.5168220234457763,1.896426864794941,2.266036893995317,10.095342030534969,8.284145324578622,4.1369132095698005,0.0,0.8492787325307802,1.2849878469378428,0.6431173407522953,10.20301745457195,1.3037515287411403,3.485439708318459,1.1952215932528445,2.6685276337224324,10.075641460262702,1.5053320311528295,0.0852886748169873,8.763274456150956,9.663787031616378,11.563494554098035,9.054776590016276,6.375937794158316,0.0999011100079426,7.826715626858019,6.1356826120295,5.23697088625934,0.6662112182489406,8.50853601078351,5.490810773471567,9.547701796002032,0.4603756192066577,10.128199171706504,5.712683814071715,5.121222669841959,0.0,10.320667101878628,8.57225152876668,1.7911889415033606,6.653495741533868,6.536314054152497,8.758261197421795,7.30039374691039,1.3275149202001997,9.934799835014186,4.896644827850606,7.916073517279458,0.5877490183669278,0.4047941531476932,0.0532503847022501,6.031324612599751,8.770592871263942,0.4536492660432911,6.249183629763191,2.860724480302227,8.423298731000733,8.21470378819163,2.843380920709793,6.025591406735495,2.784315519889361 +TCGA-G3-A5SK,TCGA-G3-A5SK-01A,With Tumor,1,58.0,male,white,Stage I,G1,no,Yes,10.058157230716851,10.263940032574766,10.681025506295136,9.566700631742137,4.121214379658445,7.513138556156378,13.429920590485828,7.226327410889595,6.720452223993506,1.8891230477225125,8.432684701339177,4.54457811733884,0.9393018140996836,1.5522786909904365,10.603205342980624,10.324614415231917,5.810252857101928,10.06983506122912,7.630604230271997,6.626189417867793,10.453500603085716,8.126304901965653,3.5199192606224963,10.245852860175948,2.7198843520631293,9.963081173047682,6.863156696271747,10.495322610154258,5.793170191923902,9.287179753648472,9.950368531356496,7.350738560079144,8.1602894559696,5.389453236356313,10.263031118439004,10.242609412633952,8.561041587056524,6.605495815423224,1.5740045983667164,5.587794014890609,0.0229004021100788,8.798641901100742,8.820698175352607,4.421405097646967,5.816881255452249,2.807025125498644,6.860446393388444,8.36444724155428,8.771414856797955,1.5753123306874368,5.952326576551198,1.18947668909787,9.080968583058874,5.940594326362229,0.3911077999745782,7.784016415152585,0.0313951962755343,5.031959741397545,9.418161480079752,10.425733711651912,12.73666738054245,4.53696673218613,10.277669239458792,0.3398215049233425,11.539364681023498,3.8381248284399176,9.20161670946225,0.310805431063173,13.279475256759032,7.768781794448021,11.43528880777638,6.500067455273358,14.117335521991064,8.698841117393435,4.9753045986037945,1.1711427631608933,8.650757739035651,12.633661540181516,1.0542928195660406,4.048628548135224,3.1699410312981566,3.43235815907366,8.043028377580894,8.620139530969675,4.109586224060722,8.346282794831582,3.634941703428948,7.619213437676016,6.464836506275475,6.599767078005095,3.859522362690487,8.564130050634928,3.781412174208685,6.527716262470853,10.381862277045792,3.505154154371898,13.53997006257742,3.690137692986635,8.765613973074206,6.269487658481461 +TCGA-G3-A5SL,TCGA-G3-A5SL-01A,Tumor Free,0,70.0,male,white,Stage II,G2,no,No,5.818231925939235,12.582641356621489,2.272799586137785,8.165330122169708,1.0818168105916977,10.44234836505346,8.209623457145465,7.782126105609335,2.56059268700198,6.951573807915507,4.555908160740118,1.2035770539323092,2.043589483234429,4.827905380538718,6.021921618339076,5.596291151302432,3.807220951297926,10.882959291964282,8.041049093913628,6.471467126185623,8.872161728191507,6.473119624485788,0.770786768635283,10.166452220483196,8.192149770948198,6.857927514923616,1.743514968050068,9.71128547352653,7.388044847016969,5.732749475122599,8.89555225966195,7.5529948677601535,8.754933587518972,1.6071527403552222,2.1953160980866064,9.602303020553702,6.076326066356315,0.1531567880614205,1.8108954818209675,6.1127981159348295,0.4920069755939548,3.585287070592615,7.896501339209163,1.255984068314644,2.057692867168346,0.2636354035683292,2.3461626568202423,6.9257039680216606,7.0570072144649325,6.2977343430460495,1.3682654829374927,4.692443937183203,4.483177303897504,4.939889463226633,2.298570343672608,7.989456378993603,0.4945692165986483,2.529845928044716,10.174495680326682,8.67540912808269,10.82489209188628,0.4823320207473761,3.8987694527201207,6.62453814163957,9.93932752875665,1.0230423926658638,7.778085673945378,0.0268708647247451,11.401479278492085,9.302237014987533,8.76516308518056,7.431419042620818,14.44151817599402,5.41005272675728,0.8280628397953593,0.0080565548710584,7.847723870720959,12.158936182507247,5.667906313742692,3.484743961683366,0.7330071842526771,0.7319652136692752,9.51663846719158,8.464794448296727,0.5796628970160074,6.97342759800431,0.6185205879887999,2.6504658811391093,2.8294233844449623,0.0166389421137891,0.1935825250816486,8.958117956489406,1.5858759183619884,5.23745281987558,9.838199852320646,0.3765126612884794,11.39790444056288,4.5083272292803205,9.723778163952115,5.482699876571845 +TCGA-G3-A5SM,TCGA-G3-A5SM-01A,Tumor Free,0,58.0,male,white,Stage II,G3,no,Yes,13.28079618233049,5.920819683041705,9.69716914181418,9.555281255854238,8.310535987344226,7.796834576007457,13.233415105714023,10.379125548357036,9.552792038324611,1.7839175726037957,11.048705986245094,5.756345490179466,0.8242383266037139,7.5598244573926205,9.358543736437383,9.85659313297352,7.770036799535571,10.116607911291066,8.980177001520168,4.210256372321941,7.50201785870546,7.243895626615554,2.207486841365962,8.49057173486595,6.93873744565338,6.773041594793101,6.703655837631418,8.616793254209057,6.8274252777016295,6.356291735238325,7.119922601714954,3.636311398475268,6.554888103121218,0.774755438541415,7.169593343838166,9.680247690532685,7.625917014417857,6.805333733838247,2.232691452102898,3.5560982872174765,0.1272370619248145,8.137954807681332,8.591996871246687,6.638085425046156,7.396497752357233,7.535122932864596,3.081953119647061,6.900997187917155,0.7959331473149635,1.7781665147050312,5.862052102831616,4.063684130663938,6.4064261237481,3.028144767713379,0.3220435058742555,7.384871798203308,0.9043492152652592,5.559507108872904,8.770302471948183,8.449238217651654,12.693243983187603,6.746619118461997,9.256252570325689,5.754484025468868,10.546889252289189,5.858296861012815,7.511091629447682,0.6177686458043977,12.868735623993585,5.98454378125868,11.544142809046583,1.4119142930677728,14.426195986521735,3.492942720998621,3.553237610959864,0.0648828515848543,9.535699567700242,12.172288576924569,5.244666376865306,7.829880630210277,5.404266218048735,4.095975039989098,8.225446540517181,7.475830688027941,6.667402536079948,4.985828278287409,5.3123565931598185,5.489896116354616,0.7437303760446288,0.0,4.797630402209296,8.1743399991756,5.30424087624957,7.215387388188257,8.909245675349217,5.176179134346756,13.15777303279942,5.851051882666471,7.9056300914391695,1.7248685146863956 +TCGA-G3-A6UC,TCGA-G3-A6UC-01A,With Tumor,1,65.0,male,white,Stage IIIB,G2,yes,No,2.893944608016303,12.061918597301652,0.0,9.882287375081738,0.5117716260705654,10.312274331727606,6.238184974336324,0.55040819321728,0.6239604795186661,6.462624962918732,2.0116745333809183,0.473527177156759,1.1748537955588825,1.795143528957759,6.243611963003389,0.057415612427243,7.521965483710049,10.905290345725543,4.541217448102037,6.544755835293986,10.189645693133384,0.7924389300646378,1.2944884192013268,8.734920929094091,1.752620155864735,10.31320026792746,4.65974192721777,9.358898844117276,5.776196128062213,8.911433635136545,10.03691606592376,0.2396424418789966,8.42551343502669,0.2717842135692168,5.28244721863092,9.859994387797837,4.204610267652031,0.4336004626258625,1.1314577854790882,3.533438757770902,0.0892269420703955,1.691980750603277,7.729820565917614,0.2047667506546134,0.7875996269109937,0.8976276742795506,0.0637790297705712,8.645110428428534,8.991772949527684,7.057198970080764,0.4115347149600704,5.426472756201269,6.449034711311232,6.365725777023396,0.3207734769458704,6.370586283852569,0.3375398421974237,3.6302773194288953,9.677016618947809,7.181325220786017,11.518407719291218,0.0368901105402659,6.250908532299334,5.2420346140330105,10.934874639316217,0.0795658498102747,9.137933808950056,0.0,10.913706831304422,9.218662278073255,10.490095143753596,6.093862255287431,12.286981758077811,5.456704316068588,0.0,0.0,5.130943221614676,12.544189693597673,8.046750781292019,1.452753558485892,0.1083571780904185,0.1064823304699812,7.91701158447013,7.704692861115693,0.0803847874146045,8.106133666632813,0.1582077476257361,2.875229611188907,0.0373119306419665,0.0173518417877749,0.2015084039722246,8.144599616223841,0.6203048815133533,7.641559034092377,8.117933948477642,0.1080894918402974,12.296633632315308,3.9054279234212848,8.559011446724375,8.22375171407345 +TCGA-G3-A7M5,TCGA-G3-A7M5-01A,Tumor Free,0,76.0,male,asian,Stage I,G2,no,No,6.861724653403573,7.258975818849135,0.484189701148267,11.877496035365978,2.059320663596556,6.904102299198814,6.953496899169434,0.0326651122818301,3.204359859538602,0.2072681731120282,4.790542689496404,3.461724991502712,1.02091106558169,1.0610849206013082,11.456208187218309,7.695715488609975,3.666597545869725,10.752110900089905,8.456305126464233,3.303546976117546,8.316813250744596,9.921559509728482,0.802482761082775,9.758499232857098,0.2052673822345095,9.04803614871059,9.117519213885563,9.651278305697998,7.078781665358571,10.168298799128952,10.801990646915224,7.727899358396567,8.020283833791158,2.5592960143324284,10.823395902576893,9.850997363894322,9.55012128959727,5.297807695820936,0.9896476766401924,9.015914263942255,3.2773153004898874,1.6088092426755238,8.904794159716115,1.3364547869942964,2.7863245241729486,1.5276709162640891,0.1897929378202589,8.007636182810906,2.4880779182387487,2.9941452211382065,2.059839786714276,0.0,4.459070899785339,8.332630068965852,0.1919415926214799,8.512422857192268,0.1380280447667612,7.761140970042554,10.779793539602212,9.860872812782018,15.283659036756465,0.0963968041871571,7.613941919913348,0.0478175480213695,11.353664470427894,1.093560176162338,9.489652511182586,0.0373119306419665,12.538258809385225,7.315120572174573,12.257273447999191,7.586508061292138,14.554204025724603,8.534371367498611,0.4045761904579163,0.0,3.157561176091188,12.362788149989909,7.378126622008398,3.115332940701891,0.6458860756877257,0.5955036605027422,7.049501171996243,4.423100779107383,0.1063483195051467,10.079335173127284,0.967685081074146,7.831744261942365,2.0454080213300703,6.151355538739495,0.0,7.019183714198298,1.9506550379186889,7.759456807831253,9.4362211923189,0.3909977839573757,14.865374606187505,8.414172327328966,7.837940089144923,1.112233057598497 +TCGA-G3-A7M6,TCGA-G3-A7M6-01A,With Tumor,1,60.0,female,white,Stage I,G3,no,No,10.395662762003136,4.907616569424345,6.036780241311403,5.440869167610869,1.0137123648206543,5.356034617747803,4.7812128134600025,5.026848738416465,7.875725395880416,0.0865120465742818,10.029582776605322,4.514665141707138,3.588348856655623,10.085277917925914,4.920650594563984,5.736799674695951,5.058935526603113,5.710076293484413,4.88629162910898,0.5827486706213036,5.699385055591406,8.665858177744722,4.64541345964444,5.35852989074138,2.1304037616580387,1.857582955384148,3.9017936982766814,5.620049698450504,3.283358804046361,3.528196219408345,4.511360503631533,7.669262091615421,3.5344351801818408,0.5109619192773793,9.13509771027731,7.522627037709047,5.12124339509233,0.1040682264637166,1.5197431734181728,3.312461880949154,3.901668216737298,1.6683006985386497,5.5696672863717,6.2324170895781785,5.153375705613083,1.376734904998522,1.2151815654533151,3.9874754970853306,2.4306064309298114,2.049142817328036,5.994385119225598,0.1051416603234237,6.007291947009304,2.036890110540266,0.3094090492401191,8.403712530185746,6.648107313387994,1.3635635937971893,6.9166629407088935,6.8560606845272405,10.370745157038938,6.002290713026972,5.435291881474049,0.4091465059196305,7.795411761949894,3.576510044868639,5.4423497129532485,1.6887174918031047,8.623094284224244,4.278475477606552,8.05647406492954,0.1195553846952824,10.9350688912905,4.953777402627386,3.720004786954808,0.0935601761623378,7.727458990562086,8.06087369102375,2.053354662090176,5.284388276894237,4.679480099505446,3.578455721779572,4.996316429094244,4.220376392813741,6.133055879357354,4.0268354624686085,5.531119412105931,2.9453829668243654,1.3424409637791748,2.8193207505078712,4.145995302138047,5.400893094868803,2.336968862239486,3.3056057895854294,4.737232468063696,4.802792922476707,9.648186785571191,4.526024979121143,5.066941635933309,0.2947824686980726 +TCGA-G3-A7M7,TCGA-G3-A7M7-01A,Tumor Free,0,65.0,male,white,Stage I,G1,no,No,12.68942573592069,4.705823121498208,12.10128251199924,7.600210274420093,8.21371325598624,10.672375041249136,13.318967802678625,10.354677938685247,3.77604080296512,2.0076619691568047,6.289568914044897,2.5693209527945484,2.327687364176047,10.789215320355312,10.521305883954089,9.150462701626754,6.283260632482066,11.330209078280271,4.689835877447175,6.957668558229436,8.13438575989695,9.724373157913512,4.248762516252919,5.058004715076277,8.324369592552717,4.966102796564695,0.1437852247086015,6.761807836482577,1.7673581784578745,7.251924501095186,9.049101965779505,8.243560554902723,7.134592656963707,13.270590026701717,8.988577900667558,9.426042461887915,8.122617850647345,5.906993985048372,1.4721758036723855,8.750438015333943,0.2613502790209806,8.719655771837516,8.952369679892385,1.8457509669739889,2.634872023164214,8.952772692063663,0.8800193615537956,7.245037332030382,3.625843244848137,0.6637544823833461,2.3083900014296925,0.5356548604967857,7.5921804319112125,7.100746428068763,2.807890680723769,9.548958659451166,0.4602707607525002,1.55802267352524,6.324420000618352,8.789830630260775,13.58936750641552,1.1362570215111445,10.057763120040212,6.3461254164387,8.436514589371058,0.9455327949521236,9.393025500615224,0.2471983885758648,11.506320971469965,5.784920084948763,11.787949111667556,5.355742223003119,13.3274115674313,7.929696329583724,1.071144827442108,0.0,10.020317035576964,10.729363363512254,3.055733613919829,4.057138304393542,2.2187811677840688,1.3586213138315175,8.39488236564331,2.53091972422148,1.3117937177536492,6.165313035920496,1.382113859933925,5.04053741036372,0.4890290638504373,3.318013084087648,1.2177890707554933,7.507002525889272,3.189539944388504,5.852543241860591,9.776899324292833,0.9656919492247044,13.603115168592335,4.503176975533884,7.174768924419605,1.1523132395393303 +TCGA-G3-A7M8,TCGA-G3-A7M8-01A,Tumor Free,0,31.0,male,asian,Stage I,G1,no,No,9.326499822408971,2.7051595897022054,0.4953881735728224,9.836274476265524,1.1653009749168648,4.922159782061957,11.672679161481254,4.066235605808135,3.5032596771693347,0.0,5.8933185214907535,0.2228045610452611,2.2247194655788203,4.111565544959518,7.737737454919545,8.017997046407263,5.742378158274013,9.803740278710263,6.5570653976907005,6.861581991206116,9.561682221562922,6.491038545222762,2.941162665120806,4.880710010712553,1.7823666255084576,8.185204497627163,6.687231494217256,9.871966208327713,5.281479418574136,9.396003176081145,8.671172340691763,2.7415317039794203,8.696528045680674,0.0,8.057690159860126,9.947244033116435,8.854111003293383,5.267775478268794,2.116497840501748,1.144242197281314,0.106214296090968,7.332386602870944,8.356652679048022,2.0857985391269187,3.33771109212829,7.168860621311222,0.0277202583559274,7.963039400363093,0.1381591452294702,1.0379444296348777,1.240131118330748,0.0289934118795486,6.252990829911106,0.0604624879861069,0.0,5.412070162291892,1.9685331721374169,9.180281655210097,10.585571948201464,9.800783444499457,12.732378831576291,0.6486495072073148,7.998090547334019,1.3861487547343567,10.839739344338977,1.8608039238617675,6.259366654658847,0.0360461001568595,11.668140093732507,5.999648300218631,11.96184214956923,0.2736949100370791,12.263459942802818,8.755732500290263,2.082157559085426,0.0,7.94840753302898,12.160659937421478,2.5627430822848165,4.16199245530715,2.518081865152964,1.2531421525641866,9.295221823170436,5.315841527532052,1.8725529962450973,9.188000026867782,1.2872949763519117,6.604898619145256,0.0478175480213695,0.0,1.8517590340743748,8.163877068088789,3.9443524770142666,7.393611832470842,7.349716460031632,1.4886178345906478,13.247576065839366,5.828489417233205,7.527796005791093,0.3170724775369711 +TCGA-G3-AAUZ,TCGA-G3-AAUZ-01A,Tumor Free,0,48.0,male,Unknown,Stage I,G2,no,No,8.948937771813187,4.178316271701453,8.2765394694248,9.958698427521162,0.7277026728372383,4.275126273568356,10.996762140096097,8.270976911860629,10.580588248309288,0.0,12.022176018944355,0.7064642456122833,3.103111526539405,3.2839810193473533,11.931833428436558,7.574992318267436,8.247066385178714,11.4866891863766,2.1684815845726435,8.046791699470345,9.18504389536895,9.227318229000833,2.7481391669147666,8.272381578093047,3.393663310167131,6.384483310211478,5.861804041908104,9.656514068057092,2.2381448397234043,9.387491790264136,8.777421688205969,3.125188201316696,6.844679404979521,2.6769443591069124,10.473970422341404,10.306206293556077,7.416388829253778,0.0,1.843059258538312,6.180332881617849,0.0628124924050211,5.869227378377519,9.609050903417298,8.099594507258402,8.254389014304348,3.06545167987476,0.0,7.613297372753222,2.604901583508952,2.099699169724273,6.663647758435273,1.398952279874704,8.625780062960438,5.486238114977431,0.0,10.174672190194707,0.1926991779920596,8.373761732979435,11.504833235789487,10.812358313069508,14.550192317267388,4.305897582080916,10.386343757800464,0.0863761675969373,11.663374864974076,4.189049643327862,9.25435735980734,0.8459115072335314,11.633600992768878,7.831793655665823,12.898307414953235,7.8956479832910835,11.575223019941085,7.643775396590205,4.462739464472517,0.1427401721160821,8.405433377199737,11.909527077203911,5.0953970227925565,7.077679886471509,6.738724609334882,4.308754029712454,8.907196234242857,6.178694725314057,4.00932925492195,9.338724796405057,6.008152942932971,7.180345812268212,5.053189552745092,0.0558897581962829,5.840536248001287,9.086287255480087,6.548435083354363,5.388313545726642,8.749327770515956,5.16681986788842,14.39501560388126,3.279114663710988,8.177537639795737,1.5597365244329826 +TCGA-G3-AAV0,TCGA-G3-AAV0-01A,Tumor Free,0,58.0,male,asian,Stage I,G2,no,No,5.386841979253576,2.161597502237846,6.53277045790268,10.836411220448532,10.333705817969246,4.619776866633218,8.806603752241674,6.059539150673098,5.711255355334576,0.0,7.270661619372871,3.178188770234008,2.428571222085267,0.5978886751654264,5.528640076527974,5.528358774482831,0.8427777452954374,9.291800143512468,5.553385080554277,3.6603011622208648,9.809855411129384,1.59579007053066,2.5422085143228403,8.590601645199596,0.859731066521022,5.904002316283692,7.194800183861536,10.284398688222096,9.55573468680264,6.064613441751636,7.20077602591089,9.399548811672943,8.4040388058269,0.1512093928848936,10.237290280894223,10.044656130516344,9.901949479280796,5.409889852614792,1.139796896615349,0.4233092372423868,6.401371063952495,3.621641654951604,6.234152560686693,2.451435330437004,4.744074961952014,0.2076430126865326,0.0,8.378269275217063,1.2843364504998998,1.5890923099359382,3.3429386924711046,0.0396999177209514,2.137142804897977,6.618107949492901,0.7064642456122833,9.221450336657805,0.4636224568518933,8.364501083659137,10.693792278215668,10.227707146773296,15.62972432838616,1.6814492653149578,5.519447550143141,8.044960703071702,11.855252959792807,2.177758369571128,8.08186739553307,0.0,12.201327059835473,7.923189598191732,12.27648677871612,6.77222086581455,15.165136244964916,8.23344328332711,2.754502732180953,0.9786349622864442,1.1327084394083,12.74541132537798,6.7046866370477245,4.110045802165666,3.5074394715506965,2.225058941390853,8.764882866929124,3.4069447683760763,1.5533113476413285,7.325314450821829,3.878068083916953,8.443167344953437,0.065572311593622,0.0,1.5833746627050742,8.983154657143551,0.8861208841326076,8.649880910645548,9.394831360053342,2.0145338332954577,14.234522052472302,9.93822109031315,8.575175029088108,0.7036323074370703 +TCGA-G3-AAV1,TCGA-G3-AAV1-01A,With Tumor,1,51.0,male,asian,Stage IIIC,G3,no,Yes,2.070904484133575,11.436697698027467,2.0644690173684426,6.323407901477128,0.9890663256865184,9.853066850288702,4.554515180262646,10.103421972812276,0.5208496504080752,11.48888982527102,1.255984068314644,5.437460799511047,1.5018722071430213,9.198356880883058,6.442354689803099,4.547462168255079,5.601732167482987,10.4936451325956,1.3237159285101576,7.600042232743986,8.901826876666991,2.4706149520207434,2.885828131436297,9.403932540075331,5.875497491239277,7.393404187115848,1.4031586297428644,5.523411406110873,0.1924466937350469,1.638537279215185,8.41196003904251,7.251797662440458,7.4979180836671215,1.2659769054283576,0.3573830938475951,8.451553196096494,4.175907778544833,0.0,1.2290956613553796,1.9157885728119448,0.087598617923621,0.8154114769286626,9.932387510631235,0.0973411087967018,0.3809510436258471,2.614474282837701,1.9310778680033136,3.893925198561902,3.3807294485035486,6.848838233299018,0.1646575752536617,5.555101377801958,4.741472379643556,1.9050042414017727,2.553090126289842,6.643291985704652,0.1115655449595176,0.4742543158326424,9.216126214921283,8.520713744054534,12.476582562668945,0.130667339815507,3.633884524355911,0.2660368939953174,12.209089112260978,0.0729975597999501,7.948224707301995,0.1000357211618438,10.253475006541851,8.379740511721128,10.768282100450868,0.1360601068802661,14.086573853009693,5.838674492834084,0.1031283162172254,0.0,8.407323006296162,11.057956331635292,3.844636726782096,0.5377433450485056,0.0994972011701899,0.0,4.6397820425080205,5.6104284093020365,0.1440463696167068,7.978548021660108,0.4808855026449251,2.252233978473164,6.217575835848164,4.341807889243937,0.0,5.836469528077084,2.51096191927738,2.314319490754474,8.48655711263096,0.1921941652833451,11.474584592469572,0.1146335490689394,8.694746500577907,3.732171496754758 +TCGA-G3-AAV2,TCGA-G3-AAV2-01A,Tumor Free,0,50.0,male,white,Stage I,G1,no,No,1.1217448553884244,11.497691046313646,5.802906631615973,7.506598768806794,0.2007554315955867,11.073873776502383,7.938567503991331,3.437467457832089,3.458093226248785,0.1745342546949019,4.816983623255381,0.0,1.1686420355588392,1.8523984202865529,0.7156298405366631,0.1538053360790354,1.4636747653684554,11.307356969295796,8.26125906202626,7.055297621684851,7.791919535085179,5.199703750100872,3.198557014798584,11.651298354793592,7.421215723793716,7.186391606601766,0.1920678844796504,8.792096918431097,0.7087611091837778,6.195759006992229,7.706734289126887,6.671238166257947,9.672756982269291,0.0962618530584034,0.2270016745890373,7.588419321283556,3.5853111099007915,0.1759397054060428,2.043449500695482,3.3248250015027376,0.0360461001568595,2.287117635788181,8.701531037003926,1.235236889089815,1.643902355277389,1.16877038350082,2.33987850028299,7.192742569274103,5.540061376586127,8.066613417952734,1.8631455429893995,4.343549952738881,2.382888550447034,4.9118209872516,0.0,6.353845503062853,0.0199153677076859,0.0915305931206165,7.44074793461743,4.667341503177384,8.015373234533067,0.9833858431741084,6.146137903008355,4.535356258603784,12.280433889342786,1.0048968432148475,7.037735823461406,0.0,12.20422097311828,9.886012938489742,9.972435765944816,7.292301384308493,14.50816572601678,6.835166157220454,0.3441467477333304,0.0,4.084710610683507,12.912616504134537,4.921850455855729,2.185041912513295,0.8110599477400795,1.0743684217815537,7.8320779533211615,9.302564673913604,0.818523382066298,5.165662761171711,1.222557291348728,4.906169067691059,6.542199226237725,8.011218867637005,0.6620231570041211,5.257387842692652,0.789770977310058,6.181824115454413,8.978619233285006,0.8296872221556603,13.168060974140673,5.553590898327841,8.446883550012615,5.4927697179267545 +TCGA-G3-AAV3,TCGA-G3-AAV3-01A,Tumor Free,0,58.0,female,white,Stage II,G2,no,No,6.085008172620824,11.021140445419729,1.5124797469196325,8.242370040298008,1.854753710933015,11.075587380982869,11.040035685688254,8.647815997817768,13.304225087455404,12.138963091246586,14.42450963615284,1.863740264416257,3.981907438137157,9.551164337077012,0.8340639408049653,6.848915830991188,3.301412054371286,9.811201270661376,9.640358828703562,0.0,10.442511762804603,6.536701034621838,3.1154661197230915,10.21150932445122,8.50092073278307,10.375238440008609,1.2711866015972526,8.948848731007397,3.3117356019792696,1.877783506422818,3.040594394813524,7.299587191251776,8.350978949008653,4.785974196197381,0.0791562066176435,3.614132650652463,0.9359122870313616,0.0,8.074986489982818,5.677776009576817,0.7074364418968008,7.222169881344752,7.2648047533278435,8.814012965601563,10.03502559505459,0.0807940819582424,0.8046318431269682,7.172569520855607,5.424129328471707,8.333548067783719,8.825245660380853,10.10623275122604,2.9699516880460908,0.2422061485708748,10.24624168409834,3.6545157392618095,0.11503324294624,0.3631149945893182,9.009380206766556,7.497114137884011,11.701986231395257,8.630784036061002,6.165120047761674,6.452834260820097,11.899886544039283,8.553065544045605,6.866328163244368,0.2032638127210805,11.411586722217612,9.704414480709088,6.51854143344943,0.2727398781174608,14.29020452291429,6.969346226055219,11.053407680449814,0.0,10.38066614481846,11.927722860151723,2.916839661090211,10.81969979319112,8.32746731484727,8.43338430521858,6.807973087477712,7.699036569975023,9.141972229235868,6.692515076163892,8.864360433977577,1.3546778285044532,5.266805276872471,6.723570847808287,10.573810948698702,8.516604589450191,1.806818964358396,6.194924256420921,8.187582193163633,8.07531441345746,12.758646319622493,1.1663940962534578,10.064146300575612,7.125788496614415 +TCGA-G3-AAV4,TCGA-G3-AAV4-01A,Tumor Free,0,83.0,female,white,Stage I,G1,no,No,0.1281614009144888,12.196502695775656,0.1566554888468597,3.028639870808627,0.0,10.017269987618786,0.0,0.3971457973927809,0.5822669533505123,7.424177208739237,2.232660756790275,0.3392514274508402,1.1686420355588392,1.7163324802879871,0.8807247017839409,0.0,6.4211812129916455,9.878619293122114,0.128029388740641,0.0,2.413052428548527,0.2221863073221123,1.880724701783941,5.574440640864133,2.695013872632582,2.2109498726992696,2.5407216595680366,9.460404494903509,2.326077084923131,0.4952858293709642,1.8543547796615625,0.257855464115157,8.074984884953805,0.0302654428576695,0.5047729159750537,0.137503523749935,5.949777696222384,4.645932176281792,1.7723924394085837,0.5225579928704368,3.0800265594115737,0.0,0.1100959291034204,0.475188670225608,0.490878146326293,0.0,5.015675968416301,6.998185346472187,2.504289869337235,8.597090506911801,0.0,5.903628824837176,0.9408808722334344,0.0639170536923114,5.564807986190016,1.3930866550235317,0.190678065617533,0.2402532615845048,9.310639590546632,0.7075247908996078,12.629321645230435,0.110363243360418,1.2884766900116984,7.243351095556461,11.497202777515051,0.0813396274519387,7.752214037018532,0.1114320053619873,4.588312873390481,8.628948527405754,5.377005718239346,0.1149000239571903,14.200137695342733,3.326278468148668,0.0,0.0,4.562706454658729,11.821631339406634,0.2040154773998879,2.0414883176700864,0.0799753767205958,0.1088924016324091,7.787624438428043,3.2640559530658093,0.0822938359514309,6.609137359355346,0.1194225826478845,0.3777345782392752,0.1583370271671006,0.0,0.1066163289877842,7.626947932820024,0.9382481476867124,2.649063565770611,9.191948499493249,0.0,9.539818731917116,4.569813086166255,9.73513660831125,5.667863747786693 +TCGA-G3-AAV5,TCGA-G3-AAV5-01A,With Tumor,1,67.0,male,white,Stage II,G2,no,Yes,1.9396403292256088,8.023909562860416,0.4002100070818308,2.672696882540881,0.0261626544896756,1.7694755544409866,4.567557616072868,11.820410110242886,3.80912628806282,0.6179566680959305,5.958633910052983,0.6111723800440046,2.391217807602897,10.31438384743515,2.147762557464937,0.035342380792197,3.38714192839717,12.066763647477895,6.94021609262902,8.252059846465173,7.4849646398888225,2.813422075759527,1.3901173536663305,9.23785383038423,7.0226995947344255,8.980433229039223,1.294547233895515,3.147534646127732,1.099564527163197,4.127443438941221,4.716765970040888,6.23637398340747,2.2224645542851835,0.0,0.1155659959216031,9.278761892153776,4.437014621984996,0.0,2.990918565725589,0.967685081074146,0.9251639321842048,0.7355221772965375,3.403853953753634,2.531818102121402,2.7210007265388225,0.2530210957115131,0.0,3.9163810985559713,1.6407134648396091,5.754296945005961,2.300416627836874,9.69696300694154,7.532228113017427,8.136989062068057,0.0,7.4738201867125555,0.0,0.0,8.954283276680403,8.620491473889375,12.32998005435278,1.6751836257878112,8.202792844041111,0.0073390460081619,11.303552170195369,2.202386375334789,3.88813926025698,0.1321161595337251,8.40921525610434,8.551289136762946,8.987822219941608,4.725888362773238,15.54375993700942,3.726493386346333,0.6109834714355262,0.0404015152842066,7.963679878306278,11.591298444992738,1.2203299548795556,3.763496561365316,1.756382855119765,2.2840995061280447,1.882330023938816,2.2271249344499258,0.7258720072628183,5.8882659239895085,1.6138145065686496,0.5622790636298666,0.8671057295026545,0.0142124448121047,1.6770797111662634,8.011772915924947,1.6505348123147785,0.1076878693143733,8.175045486110914,1.1812297949804536,8.436438382672291,1.9459072972102525,7.581412262116158,6.321105524259149 +TCGA-G3-AAV6,TCGA-G3-AAV6-01A,With Tumor,1,53.0,female,white,Stage IIIA,G3,no,Yes,1.3533232911628963,0.5801454844233804,7.6171551996029265,0.0973411087967018,9.638926202172158,0.8398789877498036,3.43708122440688,0.2110121934855116,5.407145374319496,6.616051809458027,7.374663064817044,4.580193734286794,11.963096024463292,4.892216143188068,1.4181359639594966,4.402012659153677,1.673239810401608,1.6549395711327124,3.327687364176047,0.0408223101073411,7.7118796199159645,2.53558021581738,2.935440888923324,0.8644932264511459,5.451613361566945,5.9577962259405295,0.176960992089442,0.5968397544377849,0.074231394185792,0.8808030516381917,0.484086559411609,10.294520354039811,2.2307563708011497,2.5275958573415025,0.3920975667830759,2.361178811042924,5.694373210877379,0.1620811033823752,0.9865929673058969,0.358396261956654,7.879723530335705,0.7935213781303978,4.070475200040519,4.098579571342487,3.672515861173488,1.9333460191479224,5.706342674999329,0.3195023290043072,0.0697021666300674,9.58584231393907,3.4862509888841084,1.32417694550338,1.629333303607704,5.333241238435476,3.051319892270636,1.1991854757951437,0.156914314653239,0.0,8.78628073782797,11.042658015808463,13.851566936515235,3.6417540950986367,2.774734357449862,0.0985543072207294,11.855247041011816,1.5374451751516318,1.0855606248726255,1.4933399088135066,8.747507574474396,3.4006335596082065,5.269695227452516,0.1142337444270877,15.213758020555002,5.446970782558175,1.1598229098383783,0.025312343046069,6.974182822165433,9.50724381397062,3.609199427090251,4.532503986324478,2.4563856303785894,2.402449326718855,0.2547149679769182,2.572865421241345,1.1151664496349354,3.960103902089744,2.1784596973845582,0.5322670813732142,2.983422327843539,0.2601461265089673,1.4610570134510654,0.351854439132379,0.5109619192773793,6.990140279027819,5.675748197420719,1.3240040813944298,11.4703095958805,0.0328061450832414,2.1624356412224754,0.1753010339002435 +TCGA-G3-AAV7,TCGA-G3-AAV7-01A,Tumor Free,0,38.0,male,asian,Stage II,G2,no,No,8.06929669533851,0.2627939366206545,9.714687876320468,0.0614306004977481,7.459120913920732,2.264536430999025,6.117645179076224,6.843046692154172,2.2771813738430184,9.697927554947023,3.945523431149987,8.003982198270853,1.112299791878912,9.393700630348397,2.9941995411799143,4.1767376473965445,2.581206608836821,2.822301863943627,9.394410173552531,8.252719828123025,0.9598443278569626,8.748761427788516,3.06224262237362,3.921398244373241,7.747751250226433,0.96303014950119,0.1790013990992441,5.428661662369586,0.1141004515881803,0.1585955515008968,0.5403249060307437,9.403267509275864,0.8233417617631432,2.131589484328136,9.686747725105668,0.7666375621360529,0.0557509641184532,5.330303826508116,5.190073550508964,4.85466894726733,6.495984503955945,3.182517511097749,0.2357270598380584,0.5685185977925435,1.99262342900581,8.64406788973887,2.739156825713946,0.1642713976807409,0.0437644423101702,0.1037997431576679,1.2058929275076706,2.557924677665884,2.645494161149484,0.0858325236749548,8.196153573501247,7.804878963088242,2.572744179232006,0.0,7.126410225960715,5.130374929875316,3.074813671604817,0.0579700686373299,6.944790525124027,0.8324444816453098,4.62855781626663,0.7808979772298271,0.0501882233114781,4.764738923023377,7.633952073382504,2.1191901496454086,5.542375689630495,0.0896337361068955,12.356500581953048,0.106214296090968,1.4144061820877472,0.0263043243519084,8.822992663969337,4.615098436154951,0.8324444816453098,1.7704485048492342,0.4548075921118498,2.705270199529746,3.996723167061472,6.785559705866564,0.6273266759691638,3.099295204337776,1.0599781880038,4.083596333797633,4.324911386978846,0.0,0.0,1.564524503835511,0.7326599443350276,5.498487041631415,7.475884987035163,0.4537546068516975,9.300938671975576,5.893027225853885,0.3411887724787404,0.0708014676002111 +TCGA-GJ-A3OU,TCGA-GJ-A3OU-01A,Tumor Free,0,59.0,male,white,Stage I,G2,no,No,10.239781092008014,4.188139772532738,4.98576453590319,5.826637461333913,9.156587236024624,5.235424552253936,11.821021751215444,9.155547118589473,9.953540258557902,0.7423512087857329,11.964132427348252,6.445577738985548,2.1115655449595176,8.057664710914521,5.183315794708964,6.702111720253384,6.116497840501748,7.176249957792738,8.037899417170616,5.886984158636392,3.943977570877809,7.796662640643271,6.584547666261589,6.079324771806663,8.343189713673402,3.768364319534882,5.5645732789607205,6.731857989100091,8.008346260041579,5.145803787365543,2.698707444519855,9.528692814555711,4.936656782243312,4.1316141765239625,6.212246369346684,7.294615235396859,7.074188570392904,0.1837088168754118,7.708254843519401,6.054323212614239,2.7144653401624934,6.318951270689822,3.6655746883286704,8.209712637519996,7.725580302851867,4.5286650784999765,5.177092589737112,5.182608879367078,0.1398623680156409,1.6899700254821302,8.352281831596287,1.6542980474729088,5.461260059104754,2.765046693438484,0.6008406280297645,8.2673986194135,1.755913054039524,0.7418336809644869,6.958196565039946,9.812273749423069,12.770060345241948,6.442727904619884,7.811742024177176,5.289922971360837,7.526559488735782,6.6316383532739085,4.551811293856479,0.3487989596121077,10.483314272984632,5.441035223670087,9.854063303098606,0.6312440039330667,14.37957142427955,2.363619658891567,5.934669821067543,0.0097771216115299,9.144689339456988,9.970598164056536,2.832403971865564,10.233981982575331,6.125665564904338,6.87732953820286,6.633557629543185,5.814840061300526,8.118625513544245,4.169460058128691,6.857627740338055,4.145008933134199,2.781695428943351,3.472747693099496,7.045961651845413,7.0746274540213285,3.59660125696805,6.7416570860264144,8.286478751965882,7.220099678039826,11.259929589961304,7.503335217789532,4.436495017542967,0.1446990251541387 +TCGA-HP-A5MZ,TCGA-HP-A5MZ-01A,Tumor Free,0,62.0,male,not reported,Stage I,G2,no,No,12.1159538284482,7.098975318167322,10.749529072080646,9.46750121582158,9.520357027178353,5.798581963389446,13.273484477267852,10.713127511173862,7.929100961325486,0.2234225499349372,9.94157263417766,3.3302572095887712,1.7554430999228143,11.09289341103473,9.34922880644309,9.237886088006617,4.767983127586507,9.56233154032897,7.9182979716332,6.518111773022859,8.13794968606774,8.33652128794431,2.045442970761167,8.65660612732642,10.448679022279116,8.45579283561067,5.772144311012609,9.509199988639756,7.041533218300612,7.8948262497244,6.417958814814751,8.800963622935189,5.949805704732991,6.971128503887115,6.890429668194282,10.08692292299817,7.099824333959713,0.0,7.821831369803162,6.314031210110064,0.4340276746635975,7.975363645485527,7.334453862323681,5.838508102780656,6.744580923334219,5.526234737102109,6.696651836975184,5.206713544276557,1.0618453070710694,2.3849891873249347,7.221598720776291,3.7687242416948177,4.564756170995206,6.44408227788657,0.9880483974831936,8.452227235614409,0.5078200060423534,3.286541128358679,8.561140135348149,10.362267685990815,12.139746032749258,5.382262605111347,8.816700174612789,6.043033847500181,9.849347861179746,6.137544508822334,6.939331202241657,0.2526578641941174,12.30200182127972,6.369878224635876,10.721816768096245,6.188325749307169,14.441400051755268,4.089684577297354,4.355770408209907,0.0,10.227541340073724,11.705208328202565,6.530345467545521,7.710341528655686,7.000084530436099,4.649483253858933,7.044270610632724,6.853000083623339,4.777172450327791,4.789264968945128,4.798693413143975,5.665054457595519,7.2000138403849006,0.0,5.104210837900251,8.52374306564219,2.596505846939519,6.6366753677178805,8.851672220543955,4.556190274905739,12.698780727432544,5.561549153391818,7.533625639401711,0.2943119607311172 +TCGA-HP-A5N0,TCGA-HP-A5N0-01A,With Tumor,1,87.0,female,not reported,,,no,No,6.220347369280043,9.810356981738208,4.276920925323134,10.5712378450914,9.402575739482238,0.8378625294212367,8.635575929425729,0.8998716692711457,4.213051712851747,0.0,7.220333824764496,2.690752307176515,0.4922121224184581,0.2987756030765418,3.657399917118653,6.924174727068682,7.847247813123726,4.693682091457446,7.073974432359184,0.0221902396340659,8.365800563831572,8.008982622637452,2.5284963067799127,8.56488722935913,1.3957209132859527,11.077494906384867,7.915136632834915,9.776497022858058,7.552052698783894,9.441750706651945,6.111175324236972,7.444580108984273,7.773542115788031,0.184089827056126,8.069768749696763,10.334647264739749,9.439241429405548,4.732046644726556,2.4128086179487034,4.231532250795515,1.1967958661670577,3.816149113949021,6.306614046989869,3.90863039815463,4.047224270017505,1.3094672588082397,0.0,8.493080067460317,5.236140511905656,2.7601570618768374,3.7234711889526415,0.0961268893050061,5.762904204791336,5.695139186227703,0.0,6.61597385659076,0.1504296981942052,7.973590612966401,11.572030539329935,9.983064282125632,13.3036448613627,2.497382435736466,5.434127784188027,5.157193309217828,10.93283348671254,2.2952528232676928,6.463831679539648,0.0306892040711404,11.20617647162726,8.132899130568077,11.602545495135969,0.3231971082393275,13.597441878261666,7.731312920774305,2.4400485701351973,0.4730075679161737,7.432616225454077,12.600255046603117,6.394217437044481,5.409312858763965,2.7483109444429443,1.6692082251716382,7.698164987480213,7.651294990870831,1.7587295684578623,6.695800383273522,2.892177277481145,7.176695766417055,0.54399071966485,0.1282934010098175,2.097711916566716,8.432650463802894,3.122225430594437,9.988623910543454,8.911306592151734,0.888616627068146,13.310788251552331,5.403018842796888,7.362148981413563,2.0454779193456307 +TCGA-K7-A5RF,TCGA-K7-A5RF-01A,Tumor Free,0,64.0,male,white,Stage I,G1,no,No,6.875646155492251,10.176059798951009,5.894019817185776,10.381184720357732,3.3334380461050004,9.56445114751494,8.967608140543028,4.325976382767859,10.762277134272592,0.0,12.86709792810714,0.8804896266878194,1.32036914225717,6.242793023597252,8.482364292555381,9.195367531709742,10.931652035473974,9.934725100537872,6.761510011997302,6.105250636285658,10.719714631285864,8.687183894611826,6.571279377078993,9.22474020289781,4.571840605407884,7.137001362097394,7.578664786305139,10.264370932863631,6.991136320059001,9.876611025631505,8.486304092534862,3.713398888206537,8.241831128566059,1.3871419283971698,8.67450372951081,10.371376336204287,9.012923661075009,4.425425734590699,2.853197254770357,4.136806599317272,1.9105024262387984,4.346616557534913,8.808474186581577,8.79932404358067,8.61703688835758,2.618074169585712,0.0,8.411706300022482,7.087755593774459,3.630055939066104,8.160633846741701,0.6712027765419002,8.936458032546948,7.232933154870263,0.032947164099129,6.949738016568194,4.289052424654878,6.374397897802588,10.62642225283191,11.083070328477836,14.28068118601886,8.827455130022859,8.711282891991857,1.725217634756072,12.226138530457307,7.701650934673223,9.738728155386662,2.977737849242815,12.161812529558322,7.952395308295572,11.5573278501943,3.325674234120257,13.95425806353918,8.321513260427796,7.23266938991296,0.0533894195446349,7.530464082763138,11.744099524015764,6.522316309910112,8.854157454908478,6.277692832302962,5.65141339623104,10.154394350069284,5.727803400971794,8.073227377153529,9.701279254119918,6.747583433872557,7.743220749546542,4.16235507209087,6.050830336764542,7.022877105450019,8.65208489368732,7.619432085975827,8.147353512335016,9.990048354481342,7.77113221794103,13.925444175188025,3.2713210858759045,9.11212565063386,2.7012385280521767 +TCGA-K7-A5RG,TCGA-K7-A5RG-01A,Tumor Free,0,66.0,male,black or african american,Stage I,G1,no,No,5.161041160443704,2.9800070150146083,7.697009242114279,9.552851007776724,6.556155013651805,0.7194901312002934,10.356766665707548,8.423013352214925,13.556536517632049,0.0302654428576695,15.328107760841554,4.716085497504546,5.426234558443373,5.620853225714074,4.106859169583447,5.940601373254766,5.377734578239275,8.335947672237973,6.193446509087138,4.79400509469432,7.323687110056038,6.910056240053737,4.704207994954311,8.063162073965668,3.5393201357268795,6.07603526206728,7.980587457778613,9.90389103196972,6.047968009904316,5.75411785955205,6.091981153393872,3.4837255052531586,7.165782331679374,2.103430497010492,8.214897540116596,9.196600159489815,0.9867385764139018,5.370575822452701,6.394097365691588,3.786136298820338,6.699582169541055,5.466744566688858,7.179834465927697,11.409953159397686,10.783017450184532,0.2172307162206691,0.0,6.6898694156253375,0.1602748314085929,1.6114084810249572,10.433041746244918,0.9562053761938748,6.745917637486723,3.9687174738074495,0.0,6.891471439847532,4.7102664410490505,4.414954091060751,9.723959690415128,7.358438461857426,12.008057570621856,10.582420141830555,5.044730708934071,0.2220626247774875,11.0226280295497,9.97122882817619,4.185145017393874,2.716244669031325,11.224297118986485,6.643530103846386,10.81056818062305,0.2716647109772339,13.59686511576543,6.855376820289715,12.348695101310774,0.0092038273298397,7.105432943048204,10.848553620553243,6.495093914421623,12.535073978279806,9.667177020843704,8.103701671366979,3.303546976117546,5.370488641170284,9.37540961763675,6.980210425081757,8.359261552622485,5.481570196452395,0.7310094124207291,5.851866450780281,8.627859229321874,7.284354960140174,2.281609237890246,7.006670544838267,8.496772704634473,9.180522851055192,12.267451408989436,3.585154847237125,7.39849061034455,0.2738142445870365 +TCGA-K7-A6G5,TCGA-K7-A6G5-01A,Tumor Free,0,66.0,male,white,Stage I,G2,no,No,13.441007008461064,4.961558507412997,8.851798067232705,10.76944720544082,8.401931195790972,6.607316996503154,13.56135592495758,10.062687178081635,7.53172220823654,0.6074841930138907,9.61628564279094,3.456779870392945,0.8376203649152737,7.900579447632006,8.896780130014694,8.937704844307815,6.047523120683528,10.717984547764706,11.048210433133397,7.022667418578986,9.681189559644814,9.758204223004183,3.55748361390689,8.423908806727656,9.61806792755976,2.3493935876586933,8.20021497091181,11.534543781711784,8.212733714236764,9.685966596211417,8.26140152727625,6.121914732158423,7.299753849242537,6.415478130233548,7.740644955405672,10.765753935156251,8.669025702202163,0.1942131563112069,1.6961273898000455,9.214534780303438,0.0865120465742818,8.937677188311756,7.37021660170367,4.936072527306818,5.96279885867302,4.093120675402461,6.603860717532753,8.08238964791583,6.535499346389517,4.713530863145381,5.404218524074024,4.548997563703093,7.275031266092472,6.907100973295648,1.4029949753792508,9.162724897683306,1.286408055460299,3.7663195287064446,8.269151464297023,10.797541242219356,13.483880795304175,5.737462336742959,9.020460530742088,5.185815019568337,11.290466911612915,4.2818762580419145,8.717347752722542,0.1954735923872649,12.784546596376112,7.900110855069015,11.192607152104904,5.637161000383857,14.941644126558934,6.781446272630366,3.640470543068966,0.3474388887681414,9.432414327936169,12.064282537638269,2.502381525456893,6.853449295096027,3.9803178323106825,3.932325792390093,7.668360272479815,7.299044961733569,4.5444915684950455,7.728727321492919,3.872178661735997,3.321249868822532,5.862979472807986,0.0,3.561924843693992,8.272873284817816,2.8589756142920195,8.27078494197288,9.265427284676498,3.493685757514696,14.141113034790552,7.851377390281733,8.404509347644973,6.2747685657998655 +TCGA-K7-AAU7,TCGA-K7-AAU7-01A,With Tumor,1,61.0,male,white,Stage II,G2,no,Yes,11.659434532059713,1.8069426645777624,6.152351777746896,4.062009428829606,8.956434531851906,5.431388954052306,8.462752140871517,9.538400033245187,6.717032035311894,3.5340366937972365,9.147478934644075,8.020060431198292,6.405384870791434,9.929648993186676,2.932325792390093,5.351716657550882,4.591763180805308,3.814683715353405,3.681010655338944,6.901137212503593,6.538631277774661,8.715596895900353,4.721520312141062,3.471512648045499,9.734204588575832,6.835216697412114,2.8357220019743488,4.292951035142083,2.227371422583259,2.919168436337706,3.227556261050453,2.184185063880988,3.2686140455336408,8.511465667252518,8.3400098482019,7.442445929007828,2.687643025314919,4.277449214705383,7.556506054671928,7.485509747549066,0.2278642725465074,4.654836488353141,5.475843655140787,5.550263497785133,5.74528574390274,6.127558997176433,0.1706942336870832,2.64528663387226,2.055473335898432,0.2454956628199208,5.547218451268134,0.7203660313188074,5.17817283175825,2.024071406475018,6.413350363337578,8.222652437244315,4.356179031842222,0.3870316095257043,7.189342262395871,7.328530426218077,11.052812350931305,4.801148306737776,7.794399619692851,1.3343966522496815,7.461990132325125,4.587719019904784,6.940303024685556,5.65167457127096,8.095961330583695,3.38732117857332,8.941897415991617,0.695013872632582,10.722767835168163,3.5798318209715765,4.283010542653858,1.6249430984120374,9.799475748904332,6.463980405342892,2.00205437703702,7.753286291087693,5.498892277364787,4.030035853552175,5.907078133774117,1.989611349067932,4.158005725147456,3.612623789563732,4.107378208958025,1.8847932625435264,3.146068641488945,1.953414250819752,4.721717158856189,7.96164474168568,1.9258475479270087,4.668936027119029,2.3898696358080653,3.691735145584464,8.974884608098359,0.4857359429892059,4.751886783973942,0.6658475212555507 +TCGA-KR-A7K0,TCGA-KR-A7K0-01A,Tumor Free,0,65.0,male,white,Stage I,G1,yes,No,10.033436217004011,9.906340463248531,9.67830118241826,7.229230280763462,6.631137758557327,9.25306672966328,10.03682885947724,10.30485016031614,7.233003164378214,12.265399270676427,8.574392955134455,4.561717157082982,2.3454247634441385,11.023945868401483,6.703248849599827,8.172055910562296,7.821437260697877,10.853747834166091,9.40395128089659,7.208787427690957,10.052769633654409,7.430271889844827,2.506424221924246,10.925866903422476,8.216196802204822,6.75123071588534,3.26144054995619,7.8366601357609875,2.674370254302114,5.455679014148822,6.3597899640012345,8.01959573191582,7.37997784909041,4.585202929859433,4.588336862333629,8.870619943052306,6.753929394882176,0.0,8.949124009893795,6.035824025803358,0.0600473836699388,5.330748404509329,7.648022442331347,4.5465734823995065,5.945787935170212,4.240390660385335,10.892225631727037,5.6698601575009695,5.994111270073508,8.356660601192017,3.977866042408373,9.012451907910696,7.67305532268005,6.165063754685455,8.928237063012327,6.127750885940976,0.2509615735332187,1.031889185337333,6.651298579054831,8.0306798252871,11.346896794295915,3.846312779742137,8.48361709077473,5.366182309761524,10.490446183627448,1.254594043033141,8.614252304750012,0.4967179879351771,11.09628366486269,9.06105007795445,9.443982235353303,4.531169329758685,14.487009975429196,5.719062937002457,1.2707083337192149,0.047957107396655,9.56922106264276,11.484673180456149,4.427914522596434,2.6878445487454234,0.4606901488487352,1.225398337340744,8.198302115476883,8.11485058409328,1.9523335663696857,6.382501257189115,2.797158277933187,2.929980315354312,5.084893406001472,0.0201999229434977,1.746527757118188,8.992105041817574,5.46891560686238,4.293466130950135,9.024698379050008,1.9960994552814444,12.389170764805996,6.123103309796114,8.411604198777393,6.676273050835585 +TCGA-KR-A7K2,TCGA-KR-A7K2-01A,Tumor Free,0,64.0,male,white,Stage I,G1,no,No,4.866996969609311,5.456306769446166,10.327501447146483,5.219582872683886,9.845692014113007,9.224250867387513,8.595210105811399,9.157268608286929,4.896455928438386,0.2788174030747215,8.055802471291427,6.222408522753749,4.152021127020351,2.1308320517134,9.019215690094985,4.371161544054333,0.971736666736236,9.39674262260947,0.1929516180698496,6.988488148785555,4.283958801992579,6.999085627738063,3.025560402324433,1.7600505812738705,5.347357385478732,8.638384504618855,0.3370830763107874,7.365257724738978,0.2190910582461967,7.055213010911549,8.156778841311786,9.361173984876109,5.774794964757822,1.207018225945622,9.382032130038027,9.218446023808305,3.01574732184828,0.2441563956281046,1.9987731877461408,7.595657314618564,0.5463635738854351,3.283358804046361,8.460620122792138,3.376318169953916,4.811614881837742,8.22969750495584,0.066950243924627,6.516881890821197,0.0436244767470346,1.0975433793951246,4.879553844063866,0.2002532315936873,3.9457668702556186,8.39531262674735,0.1166309120363064,9.59459576031624,1.9965333702802208,1.1446990251541391,9.063334945269943,8.57948867346838,13.559958473162464,3.21614440785049,7.013954612713212,6.278233850967308,9.599912842187129,2.608478094336188,7.824545119267261,0.3544521605795617,10.557441587124789,6.251968986638594,11.191748371816525,1.93813520920084,15.753994245045185,7.91090531454183,1.7762303499879837,0.0132121114268511,7.650188687121069,11.824290683288046,5.186979844509328,5.156020360049065,4.812241495189477,1.9641768042532488,9.11370492632834,5.8940998742516495,2.289745953564187,4.10105331156447,3.190851866212969,5.628111576367437,5.340758080582566,3.1588701828550745,2.4576205558634867,7.507753419751519,1.7860108016075689,6.833389808758968,8.889281571980575,2.884363476207432,14.2535671454138,6.8351712113192935,5.445998109980926,0.0803847874146045 +TCGA-KR-A7K7,TCGA-KR-A7K7-01A,With Tumor,1,61.0,female,white,Stage II,G1,yes,No,11.985209267582643,1.3974744170458984,9.08723050620966,3.177646763250945,12.094455403212326,10.116787229420288,12.06837234536367,9.151349703338097,10.649501845947874,8.634188833170867,12.51507611233938,7.515465676971999,11.00455153175789,8.24335728456405,0.8503193781873066,8.059315255080932,4.725441245411399,6.584864814937321,6.521375872161447,0.2705887419720672,7.541311163973458,6.724178208424009,2.935440888923324,2.5328655031063247,11.507719976816624,4.099522448785759,0.1084910025922434,4.275819080081651,0.3252712707959596,1.12783134782781,1.326077084923131,11.047882014137118,4.600210274420093,5.339532931356628,5.221471121020239,3.0441142968214003,5.149608939277945,0.3610945701763204,1.4523845760294616,3.0062082454354915,5.566063173941897,7.017283908723579,5.195087700807006,6.68498560262086,7.6129038732874355,3.22315993700161,11.747672882418618,2.5319677773976816,0.0504668703506619,7.237117204554398,7.558602856369544,6.137792443682591,4.943921326553485,4.268292153242831,6.989291172781154,6.522465404832248,1.8589358426882487,0.9516623893206464,6.911888081767756,11.687265355480571,12.4470580615029,8.387241035814618,9.056849294870394,1.9915354509942504,10.362987705445912,4.762827153999485,6.360722447498212,0.3088268243478838,11.784719450107325,7.935822733242529,6.07597538331884,0.3366261657635356,14.930533705116783,4.77037978532536,4.831375655380633,0.0697021666300674,11.99109793899076,10.328768149788717,7.336552082647847,6.396053283733891,5.15311624412839,7.126982145558909,1.442598534416632,5.482670838732445,6.104737119859277,3.5455854112082243,6.21582417877804,2.650787531784969,2.730031232996037,2.8756228125325114,4.084089783932602,4.430278581426822,2.886023306500976,7.258488774029665,8.235178957519102,4.119488985199659,12.820976134364344,2.6186380435605043,7.735031989295548,0.9550895739462242 +TCGA-KR-A7K8,TCGA-KR-A7K8-01A,Tumor Free,0,57.0,male,Unknown,Stage I,G1,no,No,10.378101038330382,2.800910251058352,2.1511119540897,10.625430047269823,4.426164098048391,1.6814042858128295,11.961578330176891,9.229438675678685,10.712194832826636,0.0,11.783606272517131,2.439011358351614,1.7922723274845245,4.321322035688846,4.578974930924316,6.654236457650431,5.373891771702488,5.812141358048898,9.365329473447984,6.964179115136865,1.8872133029512288,6.716362664173104,3.376596006691841,8.233356996075615,4.227787275837239,6.594399256329246,7.454194815270848,5.975937363618937,7.247718687206457,8.914355829450813,6.439159339608167,7.598188014053663,8.486608193975561,1.2726801676259312,8.915730919968697,9.4736479189123,8.81424502325252,0.0,2.050536523702076,7.146449538703718,0.1302719545188591,7.485626472044542,6.027622957366305,8.877289655790294,9.188852141340234,0.0304067104260457,1.417704019333249,7.41903824340901,0.7960993277034315,2.709731759420692,9.38001812327257,0.1194225826478845,5.671366977493754,0.1301401353364485,0.0,6.836237230364483,0.5299708291365791,5.2748729063943705,8.507401412580476,9.719868783751,12.513040351243651,8.572330743152904,6.520010440192926,4.424901938697899,10.842827076920251,7.81743395531753,5.6727449625239,0.0340748202705722,9.975862581129814,7.467490618951066,10.832402626794773,7.130284311949725,13.95077863553869,5.804017408509831,3.8597211289279647,0.0,6.873554848183299,10.765866541325964,2.2941648955171865,6.211166036400662,6.532756434309759,3.276794404789259,7.884195556138454,5.336008392553036,4.498608305202374,4.659896023803719,6.587663521105356,7.735584454454492,5.262632348853527,5.277069758806106,7.725025356419366,7.388331629419293,3.9797784301566974,8.532144327488062,9.924630819457317,2.522206440633436,13.032940863983152,8.922455959230538,6.685179085845097,2.836429131161647 +TCGA-LG-A6GG,TCGA-LG-A6GG-01A,Tumor Free,0,79.0,female,white,Stage III,G2,yes,No,6.649083690588967,3.7084852371165593,0.0503275535584249,10.846488458080746,7.579341585263873,2.3911903064822053,8.514666325091987,9.45844865277802,0.547252389012155,0.0519984677970023,1.6080522204669492,7.086108618455129,0.6339426312356038,7.301568442243714,8.963752983383765,9.026674481879173,2.826090819802612,7.368773586357115,1.3307304806274982,0.0,6.440595133319887,6.479806127237782,5.658854124518862,9.627061785143376,0.4657133195959638,4.203929369018895,5.041159733942756,1.3684890006451036,0.1677432801089365,4.24296065833621,8.590025580734611,7.489343029150913,6.894911111143486,0.2352368890898151,10.32616609258308,8.650052224907405,3.20629938653472,5.042171532198264,1.0845405477312882,0.8878371710867411,2.2475022353874783,3.116215022729809,2.106314814818818,0.1008431244331118,0.7565109561401584,2.074060091386829,0.0,8.339487947869266,0.1029939933233256,0.2970152884144715,0.2485348361386787,0.031959741397545,2.7553790034078696,0.1163647566917846,0.047957107396655,8.462725152275262,0.4281423909783303,6.301232781921116,8.490698478388182,9.582084197412527,12.54758227627638,0.0692897127155347,8.288536211692739,0.0758748669751276,11.368527414263848,0.0,8.632426365183449,1.6851776838860786,11.897995275281856,7.41981695429685,10.158708136485476,0.508732879512401,13.680757187899909,7.524586376186966,0.3864798885962339,0.0,8.273738263183176,12.72692174868588,0.02871058595414,0.217727042033043,0.2256451206189525,0.0,7.424548436887245,8.233931667763757,0.1489991625877643,8.066333028377842,0.1891603710363756,6.428512600354085,0.2107628941863102,6.068058094030781,0.0990931792191091,3.7501026526206,1.2387257271461285,6.510734107337928,8.94656712086689,0.0,12.894505265512276,3.418756657876429,5.501843552645666,2.590338533179088 +TCGA-LG-A9QC,TCGA-LG-A9QC-01A,Tumor Free,0,48.0,male,white,Stage I,G2,no,No,3.329826828423069,11.897822582907532,0.0,6.758629644297045,2.440447299270984,10.719683661933612,3.456898121392469,0.2695119699049987,1.7021699142799749,4.370136375143815,2.823382526800116,4.247783236725541,1.6608829930039484,2.380951043625847,1.2759010029395372,0.0621217119077974,0.7701947549513171,0.7009723072227164,0.922958964236172,5.726923834209448,5.75987487109545,1.1610492249005568,2.49003094436675,4.316297825621729,4.9041613220044775,6.563225259320928,0.2903064354249143,6.595464871439908,0.6190842875430759,1.3504406696986522,3.191404728852764,2.092613392714284,5.082515258407302,0.1539350107041633,2.637517510155261,8.152312225362072,0.9795132263400828,0.0,6.899659026377443,1.512226886513957,2.913530923457583,0.4688439429746375,0.071899931565633,0.3200802623697608,2.2409553846834664,1.088277309680452,0.1563966165976654,6.012664760586248,5.017017713927555,6.936728619840916,1.5534588096990936,8.213526635298145,2.0078413396784627,1.6933196788115743,4.456116171060917,6.981552441046834,0.915176677970458,0.7369078852103836,9.812437095612047,8.765462145681958,8.240058113714369,0.6435791657317148,2.6597190966940296,2.852678062672858,8.086701512689691,0.2443999912455493,4.096008785662773,0.0,7.478614321728489,8.752799092876518,2.659513605720642,1.432745658843848,13.13686507896343,6.156580663360187,0.1214133309158649,0.0,4.601898527178192,11.66387409275902,2.128425389028837,2.240589102221102,1.3701084692076475,2.457541762407807,7.646854598792736,0.3588463306050986,0.2469552650429523,2.727223437287986,0.4379734003380242,0.4547023281636881,0.1428708450966423,0.0,0.4064278245269817,5.098171080458125,0.6628435174980628,0.898014819066763,9.76430683922271,0.3258468982388151,12.79997924118566,7.613284110474066,8.857974154746938,9.915578412609957 +TCGA-LG-A9QD,TCGA-LG-A9QD-01A,With Tumor,1,68.0,male,white,Stage IIIA,G2,no,No,13.484188404368004,6.2256393371189445,13.121564064206297,6.941246018301096,10.166538712032116,10.306392126750833,15.721686809133738,6.648705584594862,5.393639287470776,0.128029388740641,8.463657601845517,4.413282656288025,1.436055206028553,3.5568217653347816,9.441035223670088,9.960043358258622,10.4302578792445,10.59493719930843,4.308826824347884,3.436681563746977,9.859116515018313,9.673674252935196,3.183216529752328,8.682558901224185,9.215783174619624,1.8524783236423867,4.0506235856625805,8.659863565011614,5.969963196269397,8.201624060218961,9.36703595311916,2.000252449543465,8.400888399744238,9.53698090911666,7.981808709773134,11.095948609720812,9.418488510387736,0.0,1.9766202549740703,5.996912938876892,0.0543622884496891,11.58274236793773,8.230885072833999,3.720825666089836,5.100775858083134,1.7604338746701116,0.0,6.717638042070215,4.827382086015825,2.7840013601022013,2.2168583597749603,3.309074298637702,9.541726035286466,6.482311043685052,2.295840550917036,8.01777273274233,0.0844725169369014,1.6321751353974845,8.045993858521232,11.204076447342992,13.782491969142638,3.2420994183666294,11.5224137137983,1.6892544251123656,10.599853348381435,2.4403144018031178,9.739436684280005,0.0,13.626270962298662,8.360586388123894,11.124654725969108,7.238173507417991,13.087866139468602,4.920693463940647,1.5578266751496523,0.0,9.20058968568795,11.474695715534889,1.2327835341224531,6.376453622047771,4.155182533347618,2.533064921869637,7.933178982795407,6.653418352726707,2.379066399280904,7.127430025332222,3.4297230744745093,7.486967723296303,6.0586650037658,6.387712349213749,2.284454908094259,7.788353575886985,7.818168002249101,6.665307489416608,9.895262778209656,2.7244756535966017,13.263124600806076,2.990827825052132,9.351716878365226,1.8283878626164216 +TCGA-MI-A75C,TCGA-MI-A75C-01A,Tumor Free,0,64.0,male,white,Stage I,G3,no,No,4.2523096814867705,1.7050489713936818,7.373181852475051,3.1659280134426937,5.692446727013237,7.548329497529314,5.230687212727831,11.631112969876066,3.283210617984531,0.3465314620280193,4.723744210508531,9.063660135298814,1.7323126208206474,11.381701000907938,3.466091964292541,8.620732651850924,1.9646573883765777,11.627124910925044,1.1311943517084502,8.36779476014583,8.800914132715972,9.973050124706807,1.8393952947275405,6.679602547449004,11.15769613394255,1.2124448290517391,1.1096280099385991,9.154086958324225,8.373206653336434,1.1604039258600136,5.394915368299461,9.79593752927014,3.0731004196448675,1.2242872898920016,7.64202496941814,8.705351768844524,7.898418790662172,0.1851053625425915,9.024278949881902,3.3431519522127413,2.0522071960712287,1.6417309781347469,2.2221244673752163,1.280778192336801,1.9781590125915625,5.7138277626239695,0.378622595527227,4.679215463852569,9.754839411527255,4.052720191411362,1.552967210879845,10.13533272561952,0.9893570304461318,8.307203541946507,2.497663456171552,9.318179661271602,0.1793836543562977,0.2043911629297805,7.6519679780346435,9.889690429391331,11.60381886146284,1.5266698094021232,9.32527239529219,4.01111988807626,11.050479250391277,0.7350021934953096,5.278780241188235,1.8469545836968413,10.978316273557182,7.982128268458176,7.865154839855921,0.4969224660080712,15.04994679993202,2.944202526250485,0.4638316795396487,0.0483757045389762,11.11919773803284,11.243917398824602,0.4038130616165896,1.9599926617087169,0.630871383012576,0.6218057347471655,5.645635377921728,3.3427538418587264,0.6205864104518776,4.543192712392521,0.4416959374345697,0.4252444421481007,6.482160968111926,0.0203421795171858,0.525166845373195,7.036097766020495,0.6411760598481866,3.282914200190369,7.605638039128322,0.7121995626459706,11.035550783471813,3.3411887724787404,5.524577757475989,9.243671222846505 +TCGA-MI-A75E,TCGA-MI-A75E-01A,Tumor Free,0,61.0,male,white,Stage IIIC,G2,no,No,13.267023769578552,6.6657310051720176,6.405025702429917,9.381109861377022,6.565834762314469,9.24941239272546,10.843054389077448,10.734102188874097,9.676976964605174,2.399964016281685,11.261841764124696,2.441722492466292,1.1835817911178226,8.821651546964256,9.25557225241578,8.26661696722146,5.719514773160392,10.654959703628364,11.566406437152338,5.566404201329161,10.505659140120512,9.667516611006617,3.805808348701467,9.388479734942672,9.927476653236866,5.443537034456214,7.058610893110647,8.69610964985808,7.649754117809693,7.791178520380481,8.374939047567134,8.16038829394349,6.734061955406102,0.1944653316379966,6.264585220589039,9.885713301268575,5.699512766292645,0.0,8.274404712103175,5.400141680511188,0.1381591452294702,6.92963479196469,8.328936966951781,7.379620962055708,7.970747840556001,1.4750848829487828,0.0496307677246004,6.936517807556889,5.572786615094284,4.284647380942959,7.308897795581166,5.316717782023046,5.563374762504449,7.613106531547353,2.033933911441932,8.346172410094653,3.615557546389908,3.5433597736996565,10.415232616223784,10.281646095174075,13.244142745682137,6.922955397442204,10.437041471456231,3.7041083731676654,11.183920604974649,5.502515191725223,6.08742040841924,1.7415748474187958,12.50884684907859,7.984393962685274,11.677051601985154,5.315323490514431,13.790982316480358,6.602964556216613,5.3994411465247545,0.0193460888048119,10.026885523217103,11.954956215627114,2.131787010062541,7.810268926209027,5.93026661108261,5.706392409670114,6.296013150427549,7.650271994548177,6.281011972288304,7.599125838209697,5.693735051835088,4.413140461140179,1.4595365380977914,0.0401209172008774,6.687589840826062,7.747549196938945,4.087242176898735,6.269268837231997,9.360116884759096,5.682963693530158,13.303653665001644,2.223391656776746,8.766121053572014,3.769232214280023 +TCGA-MI-A75G,TCGA-MI-A75G-01A,Tumor Free,0,63.0,male,white,Stage II,G2,no,No,6.660194182496568,8.146570712185811,3.885564603208224,11.20849860465014,4.943457227192868,8.79387702961559,6.474301372450062,8.62312428785695,2.0100994995595154,0.7537756643320183,4.141032168350471,8.021223746260802,1.813935070481317,3.3115903023003352,9.330868040716757,6.021268726715159,7.682137136397817,10.87748560589133,6.921057802219577,6.818672922221942,9.576652320762584,2.708054771328352,1.301529118233805,10.47010426015766,1.863779903795877,4.81743395531753,6.676597461481642,4.135091552155384,8.296599650823948,7.296918959236042,9.291153428328128,5.560883055331608,7.335386781451008,0.1444379983683916,8.788741167705414,9.528783831950292,4.553034815651275,0.0,1.7910221945035345,5.344097024245268,5.765394182829592,1.9382481476867124,8.35762765615499,0.8273312706122605,1.4559124001103645,3.418716185977355,0.0647449200353551,8.215410687025075,9.433955716651887,3.147046143417316,1.1420212590816683,1.5680321047712789,9.855817974745358,4.246164830483866,0.0,10.375811305672585,0.5322670813732142,8.09920366521106,9.808382637151931,11.09692581210988,13.736405102537784,0.8808813972376509,7.293335534773655,5.029876885704074,11.50960479981054,0.1573024663189736,9.472438015497069,0.1369788119635037,10.908872113331611,8.594913879544029,10.705983083767473,6.265534412696772,14.960545805055732,6.522708631894734,0.1139671464330021,0.0,6.974444418579515,11.689527927339402,5.855299569344617,2.298980833281353,0.877744249949002,0.2087669474214126,9.204945218360768,7.654153378840834,0.4323180669495235,8.447917185295287,0.5776342652673305,4.666279401229106,0.3698293801539289,5.44926752350235,0.2966629675919572,6.662118604859173,3.544609026381934,5.795057787798178,7.219797746833217,0.4803685373472127,13.99517703187082,4.033282029027816,8.882630211764107,7.521762169530836 +TCGA-MI-A75H,TCGA-MI-A75H-01A,With Tumor,1,77.0,male,white,,,yes,Yes,4.815360238128073,10.342878152060283,7.116587249292002,5.6688452830210725,0.0426443374084937,9.765794288782372,7.423484049875426,9.857262422478447,7.465124754178727,12.452017713508967,8.867410028252271,0.2310636999122727,2.5178047943560657,8.180976289530054,7.4748732310676465,3.540014866392632,5.848838233299018,11.65049868668618,2.478298821705112,7.461963947745786,9.085387475102008,4.891501818629541,2.415163729572426,10.224871492145155,8.559233674348734,8.352389101354865,2.2637255316385496,10.323947918609612,1.7522347806196443,4.561491111206088,9.043857380689824,7.368041930594767,8.564594998603015,0.0395595572557058,3.4707711131986727,7.062646303563857,2.4683487133733504,0.2100147377092727,2.09629559202406,1.9270241273502464,0.0604624879861069,3.046124315497336,7.606519217191981,4.522407338115521,5.193172466909299,0.4706149520207435,1.3187506693463382,5.9033227307282194,4.050022751164287,9.120967206679811,5.175612421579316,8.889075578337023,5.055972160862706,6.87290015393928,0.3895668117627256,5.490701686940439,0.0710761620109588,0.1921941652833451,10.63934477894598,7.206766282247173,12.459823337078705,4.331189261898094,6.141250889363355,0.0122110839508743,11.040959740419774,3.423564725485398,7.600834682584304,0.7517207867750454,10.256326175506372,9.317965390198871,9.934956809029815,6.60925853673626,14.749147024585836,4.886486741483665,3.5532744797716846,0.0443241688122014,9.936107135690934,11.56738434888308,5.666197013055801,5.7588254891414445,1.3527585250406369,2.5177040281445744,7.27694139083752,6.198637551656573,3.0129619196664787,5.224673167232894,4.209032193172638,2.683741362402608,0.2331518034392937,7.088972637537666,3.761306551892617,8.564413991591842,1.623305028247536,4.603549201389402,9.464061299204683,3.362483915857913,12.640483128469656,4.528808831431152,9.37196173296038,5.88778844110248 +TCGA-MR-A520,TCGA-MR-A520-01A,Tumor Free,0,58.0,male,white,Stage I,G1,no,No,12.633026335580547,8.657289506059175,5.711203034237696,9.073089705419854,4.5926364286065775,6.6440855600517725,11.34423597933867,2.867362765753279,5.285354128226037,0.0,8.154890495092555,0.8644139857930704,1.8109366000584943,0.8883828344884221,10.265878364106596,7.348786568921278,8.290977252381099,9.230346656916238,8.917670434361762,6.5854928942010735,10.211675158928546,9.930023943630818,2.4016031632408232,9.444906380930174,2.308972402600587,3.03736464948387,9.098086314638008,10.973732877257929,8.362734189134727,10.18495577959042,10.005049602067672,5.6898246978811935,8.754863457045744,3.845028314649543,7.684897965811031,10.655027973066392,5.85896070006909,5.27956043985472,1.6370537403682897,6.038142028716119,2.685110388250981,7.040755473295685,9.415651359384496,3.806344681903662,4.705784423857355,6.3723949652380245,0.0,7.384273483190182,0.9707064330493828,1.7351755422538109,4.642765099839831,0.1658154881323355,8.129526193613259,1.30106080577982,0.0,6.920620823414035,0.5454742108401807,5.417714144515572,9.79960121350678,9.289610179103764,12.521904183380906,3.0890743647299868,8.419926479467973,4.123177822111987,10.823293431408624,3.1670367221174858,8.402579789623736,0.0,11.91196483227073,7.456468593998171,12.97902078746433,2.014426711755872,13.982067589850816,5.5783017343071215,1.9860832196648155,0.4174879985136661,6.082740904022626,11.613309345539417,7.63746896624176,6.692577842939777,5.20731893833929,2.816026200633429,9.303891228820111,4.952161140961267,5.549940189597415,7.7298987201972436,2.602836911803539,6.906781187086126,1.0737516950821575,6.627453631189116,3.085985444235089,8.39572990885517,5.490290934240721,6.788848813622185,10.437015246396978,2.6708176803167265,13.666389903193792,5.287036347410559,9.9658339125179,0.2216915135109038 +TCGA-MR-A8JO,TCGA-MR-A8JO-01A,Tumor Free,0,34.0,male,white,Stage I,G3,no,No,13.541828331223869,0.2533842358000744,11.501785694694927,1.907198337725916,2.8322419213707835,8.452934308977094,8.183714770933388,5.257353896527616,6.231004160010223,0.2256451206189525,8.467149031972992,7.938561035228084,0.5864044748950628,10.531787307625514,9.6555353741179,6.302408622492832,6.6236474216408165,11.052856832601906,5.872166346450625,6.052555009434105,7.689291471733693,8.559883713538234,3.4119414019686425,4.91866291529583,5.27932270971912,4.076379516649671,0.7164202862002441,5.704905154911392,0.5091384157177105,2.382141534616519,6.4677294372191145,5.141759747313899,3.253051360876998,9.367006894714905,6.556294520529187,5.173771064559187,0.7531766273221232,0.5253673310656923,5.569576154017105,0.9122666280664498,0.3689359321978999,3.802782584837806,8.902219228669233,3.864711115821833,4.244232523676969,7.93177877660577,0.9447085476266268,1.7678242678770208,0.034779158048019,0.3211199593653933,3.864631887130852,0.1356661969690439,7.549209400130726,3.972177970346373,7.017267203381708,0.5994130179509843,2.5235368654902963,0.1227389719545452,5.808052914532117,5.07189135305663,10.0890999278576,3.85442460059767,8.75649661206017,1.1347466553684875,2.6502131053135813,5.049186391038172,8.286971682930215,9.26626112604149,11.279241909698912,4.053693511557065,10.811734479426834,2.1537729156014804,7.524885648576943,0.2403753944980922,1.5490283782075742,7.978278014736466,6.644998352010543,6.451878719045501,0.4975357263960042,5.083106970886133,2.3559465532779846,2.0260563929626967,2.7004841080748165,0.782240799936093,1.7834985621042372,0.848077054053145,4.263905770889301,0.7059336804671471,1.281727919614638,0.0432044985651675,1.8965431158558992,2.8146529567791383,3.777661678713216,3.345509924251339,4.420502613440892,3.169091203409387,10.223121675521298,0.7958500499419664,6.896111971123091,0.0163536835778348 +TCGA-NI-A4U2,TCGA-NI-A4U2-01A,With Tumor,1,71.0,male,white,Stage IIIA,G1,no,Yes,0.7956007291013064,1.9683857138476868,4.897225901726113,11.909486874941786,0.5527705244390646,2.5784074137536206,11.291407809160612,0.0,0.658645654337596,0.0,2.5598833312483213,1.3754009289063571,1.3885202029931694,3.9215220216046296,9.387919738636462,0.1152996440255472,2.6974847179097634,9.658780770724,8.087339252153699,6.285598264098367,11.878239554618911,2.437174462632289,1.967611310458688,9.761791052250793,1.2554403048654443,5.733297391001358,10.494265688575553,11.532299229474372,9.810611155689813,0.8880710521022308,9.61384820223256,3.070389327891398,8.45518129932424,2.3234853647570777,8.679268957952143,2.8742461387246223,8.925380860979619,6.217319912350227,2.760114470578724,1.5879889836110548,5.400493527774674,6.422769537699948,8.61749538222921,0.1326426425396186,0.4595365380977914,0.331819848022602,0.0271540515037266,9.006744588745153,4.41153471496007,3.903067200873117,0.5850586771847023,0.1168970182882623,5.552770524439064,0.0299828662157143,0.032100843167024,0.8306609743997633,0.4229864505667168,8.352087577990227,10.628303815501598,1.6525553296198974,13.218066713521576,0.0913951860117,5.565054844798976,7.837960897141889,10.489263139091396,0.1471764269809464,7.57740390167573,0.0,12.509179497621435,8.814997671621455,12.638668296791526,1.7076573042601613,15.160846733536266,7.143801547650304,0.0,0.0313951962755343,0.834792104764455,12.021476916584266,3.9400821600200886,1.2268167650498671,0.0596321598820995,0.0,7.719707102885704,6.594314152279965,0.1487389127375251,8.28537262481429,0.0378741656611201,7.345815042536727,2.017743786503007,0.0219060767336222,0.3605328386577613,9.399075366802434,1.0653655081853473,7.4313505066348755,9.833987595042744,0.0,15.227854234634249,5.819734594983212,10.744708899407406,1.010063683344698 +TCGA-NI-A8LF,TCGA-NI-A8LF-01A,Tumor Free,0,74.0,male,white,Stage I,G3,no,No,0.9903014165687062,12.04541648572311,1.879705766282288,6.899394387187466,0.3967075213839758,11.256740311571129,7.257376527393055,3.533264313071792,3.020413302544186,0.8114710305298359,6.888252527389848,6.96851589264869,3.0670363210130978,6.048412761975256,7.253951459261592,5.084285415709315,6.882737188254926,8.613873427433049,4.115674187334609,6.703770714834365,10.30341352185945,6.9049958146451615,4.25419340674584,9.6220717753792,5.030393467179119,4.796203180726568,7.107053831232594,10.542900792068016,8.578991530459634,4.315812551351752,8.327049577877585,6.199513345192941,9.011688508582925,4.29155199019062,3.3308451896234152,8.464542891487431,6.633795906858231,0.3264222961010625,2.584096623907594,7.851864577301615,0.2961930726147916,3.490813981774089,7.830247083215288,2.850539418611876,4.192549270793705,1.2000020660218675,2.242053674433309,6.027536707820835,8.349700981498422,5.0868983824874165,3.492609511397389,4.46066394066415,7.683051447912985,1.4555968270050108,0.0,8.656838841264287,0.2847510095342264,3.064055064410443,9.264349467150447,9.594445538880102,13.790026043630892,1.7496200759748175,4.319531231171745,0.2028878334701434,9.853727642429192,2.3751784795896125,9.654414058369689,0.0,9.68804149670374,8.610359749809266,10.555585731761358,7.311595751302397,14.319072411469364,6.44802377167917,1.8970854969834896,0.0360461001568595,7.524794776613558,10.768396163695884,6.712646675541385,6.334745240933587,2.4729815825409287,2.114400343159433,8.063918131952217,6.3754547981912815,2.243973671919306,9.337907513958342,1.697818291589865,4.557214008547009,7.129265498398821,0.0,2.246377682394048,8.031329024180659,3.134401676109388,7.762762056158024,9.286678346930458,2.289303314024345,13.066258010890444,6.073449659808815,10.029375442656908,6.602731522439618 +TCGA-O8-A75V,TCGA-O8-A75V-01A,Tumor Free,0,54.0,male,Unknown,Stage I,G2,no,No,12.319636617568802,9.085676400548934,8.91454389462509,5.060605152514371,9.066435288086636,10.255144146076605,12.654864944231388,11.1817016438469,7.250088039153172,5.146805902248697,8.881429697338517,7.709293393165373,1.835317772484204,10.69927086987582,8.718932836720029,8.290479698251307,4.460853939216602,10.274605867918927,5.655034057210771,7.209587880922349,6.771163258092153,9.99608349172657,2.8597509415017823,6.277679815609063,10.347766959378143,6.04455805266252,3.2493391451134235,4.607448683871181,6.078910791703993,6.584801691374453,3.141710708579692,10.29766946857796,3.2784308726574065,7.065132818911361,8.297689871110299,10.20130806639433,7.040614119675595,6.158444078018851,1.614662734936576,6.35788273093589,0.0529722748139886,8.037409129508323,6.273653886505666,4.606933703063226,5.371454315705081,6.202550935499104,0.0865120465742818,6.256804989327236,4.484157470147667,2.6107945380878377,6.365807998565553,4.710597072784765,4.071187741677029,7.507126248073145,3.768967667543651,9.430274608303757,0.3450556751792961,0.7976770874242063,10.237048350734666,10.305807429059303,12.636773662635491,4.011388291463184,8.123238360535067,0.5522786909904362,10.539640501629853,3.951289378216133,7.499692044547868,0.0,11.165446705292716,7.864937017495364,10.528038433595214,0.3679301414318828,15.394865532524603,5.1048398377681785,2.9166486110805443,0.0,10.905881784120904,11.273969749263344,5.391503100800373,5.712094987021629,3.537420324878343,2.849058499727147,6.564378168565064,7.290929347226909,3.4810405561182205,6.232942745414639,4.748590039311062,2.778776289262271,4.278096291573178,0.0,3.84449613084878,8.65990922112575,1.7064642456122832,7.121635046344803,9.193696108323657,3.368866108268776,12.288553225675452,5.942732652485932,5.5245746233865045,4.891234463391314 +TCGA-PD-A5DF,TCGA-PD-A5DF-01A,With Tumor,1,58.0,female,white,Stage IIIB,G2,no,No,11.873637740571915,5.851676592573282,9.623466541239097,8.550589426862675,10.77826189111776,5.626494623901064,11.931041106705608,4.17795764509956,5.043423252457271,0.0,7.131003949702012,2.2805109688542555,0.3920975667830759,7.164832527939937,5.338114162769214,5.506741564186696,2.642262574612064,4.86203970079838,8.016212704922228,0.135140816394815,9.929369528867804,5.319451748818005,5.01733402358861,3.2800803379944856,4.038190326597603,9.633843303369144,4.311713807960307,6.631127570233463,6.586048621482794,5.288842086710727,5.333860197445539,2.6645055956275105,6.674743106490168,10.741768555671705,8.578966253818479,10.202271514930894,4.232261658284074,0.0,1.487743583019698,4.851714066566885,0.2008809542859594,7.45903728275277,1.7631565837412868,3.5916195826226045,3.562852959583925,2.2630945168748595,0.0214797274104513,5.584716019264113,0.1331689334860438,1.9405802324738908,3.877960147337352,1.7310528716721862,4.970237064895603,3.418162956205133,0.025312343046069,8.583045524047234,0.4318903482861805,2.702967767032766,9.384597061693226,8.178468661016337,11.150490182755089,3.272769732436511,7.631104282365877,0.2023863753347893,9.259643236505072,2.1848832752303444,5.562367605026378,0.0551956542421246,11.518081176477605,6.203649481281071,9.480284310998991,4.0600992782416565,10.230583709556637,5.594342520854203,2.2064556864428813,0.0,8.167228450326105,9.873602062057104,6.614935063617669,5.769478199217258,3.690137692986635,2.241535141795717,4.603050635607362,7.161116762957048,1.985719003904408,1.1980540488141844,2.1719113465526854,6.675173743816962,0.2304489762075063,0.0,2.7020147249923743,8.189872977284647,3.484795509979145,8.39621430167326,8.268545742998253,2.235390085339509,11.756687243243334,7.974034218866912,7.095922310793718,0.0760117385696412 +TCGA-QA-A7B7,TCGA-QA-A7B7-01A,With Tumor,1,48.0,male,black or african american,Stage II,G2,no,No,7.541253076340657,0.5950261840658537,3.159064008810545,6.4594185031682185,5.627997806862977,1.297778355158528,9.5737744116824,0.0343565966466415,1.2192149957954237,0.3138262963903978,3.1817863565541824,1.4197546054856112,3.5493118407718875,1.1278973644860637,0.3998820100266747,4.0368813213098615,1.0560285389227513,1.251870548701935,5.19614668673192,6.664828397256884,9.331995583747103,5.1667355268845725,3.086529030546651,7.727863290042275,1.963400137716715,9.445639809339983,7.64677613302283,3.627011428493117,8.368061143484823,8.760589891168822,3.156542237953463,9.16083146874119,7.445799524774981,4.559161387191251,4.759528712687508,9.352211638424873,0.0166389421137891,7.305788166810991,1.196732928222195,0.1816750614148968,1.190172344802298,4.891467794350704,8.001400875335987,0.5654996931661993,0.7979260497258778,2.1498446505205195,2.2949588696325574,4.685755175685817,0.0291348040530228,3.4691566319996427,0.3527585250406369,0.0079130816432649,0.935308869846473,4.103589955804073,0.3060288694522061,6.577703744769585,0.1329058120115065,4.677463139721782,10.142384206868703,8.011524151641654,13.321474546793224,0.1008431244331118,4.052520231870955,3.761721420530572,9.660968714777402,0.3078947755125013,1.8081790837714704,3.28344770837798,10.011093744035977,5.808297518323019,12.984116910434173,1.7762303499879837,12.9313477115879,5.883823619931063,0.1545832090530685,0.0,1.730835562322201,10.73075703429114,7.677881693520758,2.124195771587192,0.6710215675934877,0.2801248919757295,3.092934692460399,7.244676841010598,0.1638851167089418,6.888754206034175,0.3971457973927809,7.6118208272462065,0.0603241331511038,0.0122110839508743,0.5050779147516145,6.48653257685394,0.0,9.281231106593063,8.931488939593619,0.724999444613207,13.531746023941334,5.127241189754473,6.344595957280269,0.3116193634068434 +TCGA-RC-A7S9,TCGA-RC-A7S9-01A,Tumor Free,0,47.0,female,asian,Stage I,G3,no,No,9.545244060630628,0.5983652053236446,9.907910190572537,0.5115692419724726,8.821872815151497,6.157041688430261,3.988412025724789,5.507062009032747,8.524326225142113,0.0,8.855670834440371,9.621539095602264,4.618679150751558,2.050501697446727,9.603186237332425,0.1526377396511124,2.31681189341368,3.298790263345125,0.8540754621215539,0.1545832090530685,4.450452467006715,6.757261986379584,10.35818260601454,3.095705046179851,1.6514995031169477,1.1536108022844322,0.2541102418747209,7.184713712348283,0.0731347046302153,5.973218636397639,7.51518652595361,9.0077253119194,0.7230779471200823,12.391410784119504,7.829893311799854,8.608473658797934,5.403659705778987,5.377585365454294,2.212942803787111,0.9068905956085184,4.526688586547744,0.7721390312213534,8.509599653779873,6.049443449143094,7.544439018449466,8.638424328939864,0.1642713976807409,3.878136766626948,0.0415233621843504,0.0736831536164398,6.150129078328826,0.2303260000286918,3.552549220136405,6.134851364894948,0.3208889803317762,8.314223856862982,0.1706942336870832,0.0,10.003054179433695,7.736635314451515,14.745201710407358,5.649503372823759,8.121308677685017,0.8351964815479106,10.393850115878896,2.7258938145688414,8.782610381330713,0.135009441351161,9.34957692611186,2.082600411842272,11.355702861880811,0.3752897085354204,14.719598139865605,4.90097304437343,7.863175904500339,11.207129474868529,4.8217408235156505,10.01319228754646,0.6822137023704204,6.209240844896353,3.677699912343155,1.9108861319355968,8.155720902997626,3.392344902422591,2.5688347303067927,3.5402132994364703,4.000513868580909,1.7333543406138274,0.3552418439308825,2.8808618112366475,1.7967638579044434,7.616212114381405,1.7351322070168582,6.30185099488588,7.556315215455361,2.1957255475120565,12.073859989315592,1.1362570215111445,5.031183434887447,0.1373723636933976 +TCGA-RC-A7SB,TCGA-RC-A7SB-01A,Tumor Free,0,53.0,male,asian,Stage II,G2,no,No,5.832130501095929,7.937599219085732,2.132412329865122,10.104741574614176,4.501114263340407,5.172687520368271,10.210715658800776,4.303408156032323,5.951044537255931,6.135971896818935,7.673620021017885,0.4128357100501642,0.9817796035901938,4.5012289358657736,10.207038731054611,3.739405291510928,7.084875340053788,10.217320760656508,9.172249723657972,6.1538722010131455,8.21645729032938,10.870848311284828,2.75535763727005,10.383054609484592,3.654756307765463,5.001234779064383,10.053442097215248,8.663811754313585,6.60520836221672,9.75167844773894,8.442367131852611,0.8076022200111089,8.012519510194972,0.0302654428576695,10.518821706106598,11.808218791003776,7.403092999753757,6.4304408427887,1.6901041610445795,8.312264460040533,7.139422424953615,4.515176273616756,8.825137197388901,3.918462565497972,4.280963735082755,0.769433237361248,0.0220481651801731,9.174236119167505,2.819238989408353,3.0485849575730497,3.218502209444198,1.3567635851054314,6.945030575287852,1.803309709999656,6.118733475767844,6.012615600552509,3.437893526474169,5.134134671247857,9.774277579724636,8.84086728296315,13.179182693668544,3.6094713114114505,4.666892903086665,0.1672294540716685,10.257953965832977,1.963548106438987,7.081716700426792,1.0311128408502492,10.05138936849328,8.256439878692541,11.57772772197336,5.684843978886392,14.923493804566595,8.204475287428156,3.605814317803218,2.329525485196655,3.185581148834532,12.016062621347873,7.815294265492405,4.277255779070599,2.26204221188742,3.725915621545237,6.27801449328261,6.403235336335703,3.335154501675819,8.266103909522629,2.19194159262148,7.253381399122368,3.3985829560702587,0.9122666280664498,2.8501193123106443,7.18060042300417,4.211541811503166,6.275524864195573,10.638476008408428,2.716442236843321,14.388959910430234,5.347414083906612,8.56612636143946,1.5284713018828924 +TCGA-RC-A7SF,TCGA-RC-A7SF-01A,With Tumor,1,66.0,male,asian,Stage I,G2,no,Yes,10.161039144322448,4.851029388064587,0.7992531235606396,10.65865993407816,8.102042881381916,0.3822799000669483,9.13970610127983,10.79234660142156,4.549447390138853,0.0,6.856954575423204,3.7206505843959694,2.8565674566901644,4.154437389814392,9.030369463484208,7.963301868851205,2.121446486791555,8.525715373840542,10.201230742127002,3.4035949506416654,4.235129642035024,5.110935296502936,7.728085810603086,7.066436902655491,2.420185936691721,4.757802006239796,9.101233522645137,9.988432193046163,10.68702612219034,8.113243126011957,6.907816028048591,7.533434085419953,4.951583132530072,1.642285683059577,7.452455414802639,10.746114627493846,8.51686495490777,5.692714525581077,5.97167919539468,5.5142643128637205,0.3962691121909374,3.711649079561396,6.850920659210785,1.4656088483955931,3.722772018239149,1.2162996448486376,0.0,7.216659536380181,0.7302269219463682,1.0385064182638428,2.783142307471341,0.4195388915137845,4.67504244835181,4.779023279742734,0.0822938359514309,10.307626381256648,0.1953475983222192,6.779238704996577,9.761699317157708,10.935533781267024,14.056207517887437,1.0484454589226904,6.188580933733415,0.4490066392182045,12.166442899422584,1.4738907923057205,8.203409674121373,0.2164859072000535,10.64879113435866,8.076405706570533,11.018634104598975,8.875076295065579,15.21883687126491,6.4335086622781175,1.3797318490348096,0.0409625477784978,7.965763509703918,11.04331750276417,5.209051694612115,4.404433134544706,2.214560035613921,1.5962672942592977,7.489554174542436,5.444776377855731,0.8130320777379747,7.379904226711571,1.8376203649152736,6.367703043023926,3.2958846208402406,0.0,1.079361042753375,8.843110779568935,0.3735090155180074,7.242728250412856,8.219278412845267,1.0195595947185612,12.049740139094428,5.645839973620491,8.25021455437785,0.5649146586728259 +TCGA-RC-A7SH,TCGA-RC-A7SH-01A,With Tumor,1,42.0,male,asian,Stage II,G3,no,Yes,4.121421619956224,0.94185751900344,0.3381105962662236,2.2459823609913205,4.914574090405461,2.1104634734386787,4.36221737748717,6.750166983978895,2.30024089301226,0.0,4.527408192948527,6.37151530232147,5.868229925161762,2.783540468630924,5.52545816697351,1.8351964815479107,0.6133430530038224,3.077653185650161,7.548777220817459,2.6407828635476047,3.221258429677808,9.607204164898937,9.198186192602911,1.0679140140884664,1.6119277672153374,0.1837088168754118,2.7422218442339843,7.569461470957512,3.3554251014784,2.564817129854746,2.385127279946185,8.088731006704064,0.490672809713238,0.0,8.819975310998723,7.258311626048556,0.5892841066712498,5.486270299528726,5.677967644086534,1.0632958420295782,7.380620369654179,0.7985897392331035,5.206834643413993,0.5001901798419823,2.7682902067659567,4.058602235217481,0.2389091166984043,5.393072922329471,0.0302654428576695,0.6499372993466643,1.054153871762708,0.2794118631106937,2.5724289023149023,1.5947396223326862,0.0,7.945316826802003,6.59829820278029,0.2539892662307867,1.3799535974276362,6.109646813188799,13.08089437271792,1.0492822485682034,3.207549311922865,6.367778164146328,9.9405504293191,0.5782141654724541,0.4221253328565201,0.0,6.129602435483987,1.4060467999709656,8.142099396954562,0.2518099681715398,13.872792387805044,5.855528818136937,0.5257682188879006,3.248732160980317,5.179296063138495,8.896951131374644,4.758516388547481,2.542604750260758,0.7154541271157177,0.0,4.48173809060053,2.409336621890241,0.4582770006958051,0.3512890975988745,1.2753646961504366,0.0500488796072222,0.1180938893868197,0.127501219215837,0.1130336652998915,4.244925104377183,0.4053389158475499,4.992505604341257,6.017607954084733,0.0,13.081381457187607,8.484500693308094,1.0781315894673416,0.0 +TCGA-RC-A7SK,TCGA-RC-A7SK-01A,Tumor Free,0,59.0,male,asian,Stage I,G3,no,Yes,4.540882809530884,4.93306741771046,0.3112705914866413,10.23417891224804,1.7266132708063984,2.520246222707028,2.5350824858989043,11.37386861349008,5.403840323170069,0.0,6.491234207729872,1.625504294584003,1.3646844819282284,4.646876913966209,11.06380828008322,2.001550064158665,3.2809117855191685,10.245513370294509,0.636914580355878,5.899062008937177,7.782310922832756,4.240245627934098,5.165952124867389,5.783257575950179,1.0757379823940785,10.804965493459951,6.595329101506536,9.830190821609506,3.708871443241732,7.815687494659148,9.45489763603486,7.541277860683381,6.747070466081254,0.5312691598829941,8.738393606126488,11.15748090270573,3.886637935426612,6.283560683061412,8.914919054762603,9.345378410787967,0.2220626247774875,0.2148708340039052,1.6587827340128276,2.123037073395529,3.633454460692711,4.355002164316395,0.0,8.28903997128859,3.840866024418928,1.292781749227846,1.8568662069844315,1.93674157378112,5.871547983985097,1.1831371128691632,0.0,10.117874485403965,1.2958405509170354,3.754737881586175,11.315823474081808,7.616331963764892,12.830197180865774,1.6120221628080618,3.142805510085835,1.142544140450465,12.085492675359932,1.3686566162029734,7.912658247065155,0.4855298731358504,9.101597028681356,7.046157064350224,10.38903198281695,5.134163427991962,13.518679757269211,7.605183911233998,0.9673899759765404,2.436108523656694,5.468273762505362,12.506446314181334,4.166490508383244,2.804590544801836,1.2337653768083383,1.310805431063173,7.314092859869881,4.198509869185741,1.2351143203763573,4.252930296405416,2.0787464470766484,1.2391535998443697,4.845183916214171,0.0553345017510994,0.7857597744270111,8.891258770460402,1.2687936751224789,7.1211957265713615,7.309308996057189,1.2749474307705535,12.399805925836398,3.5628041262618964,6.389422259693638,1.8008274398743962 +TCGA-RG-A7D4,TCGA-RG-A7D4-01A,Tumor Free,0,69.0,male,black or african american,Stage II,G2,no,No,6.393622128157046,3.0373295038033183,2.8339425444056885,0.903038270112912,4.518270746555793,7.367388540046588,7.27029532647204,5.976469038445036,13.627349033028391,3.3576646008127,15.459039985980615,4.847736396431362,8.779261690548163,6.183381305839098,2.2059867359091703,3.482293293624849,4.16084759995426,4.698301836469532,5.3513244379358165,3.865344788761929,8.450666082366267,0.9940727912342884,3.3745804770385206,2.740279982672883,7.616925181879662,5.794220894386719,1.5862603423168031,5.105778633988642,0.6509483302197416,0.7512923186417874,0.8397177747603756,10.788508070460384,3.332077735653864,1.9188060052617515,0.905812980951766,5.848435158789371,3.9134160332853054,5.724333760796793,1.0628815522667368,0.3034593018283363,7.615222792937366,1.8296872221556608,6.457942251152859,11.9708054927786,9.952504223930305,2.708805243819537,7.063990373530163,1.505433665181818,0.1618232029453479,8.009123749547777,7.415962274662169,1.1554901977475622,2.5203719576266987,2.0126401807787704,1.416731670820911,7.589242902491929,1.5041627249152498,0.061015774681628,9.181082170752948,10.420185620822496,12.233657211505774,7.778330811233149,3.9120941382738414,0.1873877070804723,11.620534498520678,10.413569966211538,5.429217578088208,0.3905576359741311,9.178085166993949,7.784734293216604,7.545162958687773,0.1573024663189736,14.87760101609914,7.303757920543325,10.264201075206593,1.7906052426666137,10.088955019990523,9.72404754511532,4.687531055688804,8.60099854495631,9.091577136379248,7.833941279806104,1.0599781880038,4.410137549757892,10.421451700844912,5.842450919954336,9.303648342873014,1.103799743157668,4.150259083795694,0.0,6.459316854239946,3.722422305777141,1.9676481962379395,6.292932635461424,8.221263747343542,10.144919612045912,10.38620211640175,0.2207014165065201,6.767497226572928,0.583037623796664 +TCGA-T1-A6J8,TCGA-T1-A6J8-01A,Tumor Free,0,68.0,male,white,,G2,yes,No,10.789401514136747,8.728382791454575,2.243455829030917,11.843342994061294,8.05442741249024,0.1126334169852453,8.288206273781581,11.990041615954697,2.2468640831541653,0.0,3.791970311261709,10.020081411396184,0.726220884609513,8.112814272097578,7.986309101053864,7.107434706006984,1.3914927899807217,9.404523823421323,6.061892817921273,3.49578468879382,6.250840333561645,6.6587584604360055,7.442348053999483,8.6689300013207,4.987916559608653,8.531476597268588,7.14426973341496,2.77801928912142,3.185089500296879,6.377375400400832,8.633081683573172,5.668955876629638,7.655111359399415,1.4555968270050108,5.900801613593745,10.73990395070828,6.125368006145252,0.0,7.754911546880445,7.457829830085697,1.7959331473149636,2.535231822905548,2.245647773636751,1.0114956388378291,1.83644932976076,1.141563582375003,0.2071432049417488,8.452769616963183,5.463684573004172,0.3306731227091571,0.9105024262387984,0.8464732574999096,5.024988916006197,2.009884588931844,0.0,8.493681354869373,4.568792178041528,7.411390652482117,9.515533682279184,8.264924825479305,12.878527069155847,0.734221866220779,5.6876710163636695,6.123432376824996,11.828262773999604,0.4314625027786294,7.882589864284671,0.5680321047712789,11.703593724008412,6.411136389481715,9.690303594774235,4.797417705999918,15.314056769156586,6.396745190958292,0.1149000239571903,0.0170667241898333,7.366733979335629,11.976665394904757,5.020484422065084,2.659993039136593,0.5315686088149625,1.0151407051589871,7.181041906978203,5.2434901037894655,0.4970246941775303,1.580290229172851,0.2562860705850918,4.250787287870057,7.547712783608861,0.0177794125612346,0.7581325853094382,6.418314778177728,0.9393770465477952,8.321647192851644,9.25611950527616,0.1106305080964341,14.068875999130343,5.639177163794471,7.799870884996929,3.5283837813302434 +TCGA-UB-A7MA,TCGA-UB-A7MA-01A,With Tumor,1,62.0,female,white,Stage II,G2,no,No,12.436882110444689,1.892352164917539,0.3823905828734694,5.926253291562091,9.665788553925957,0.0683268614345055,0.6168281666049326,2.6722216529991045,3.9139329670245577,0.0263043243519084,5.445120819000725,4.700084549493092,3.625539362097547,10.330514368299056,1.3731191957682276,1.6150866621762852,1.7006172696816386,0.4089291998428694,0.1427401721160821,0.4339208835135514,0.5374451751516318,10.29620087485508,4.437600617800145,0.5099491463043107,3.757503353571293,1.676041687379739,3.578564408924072,6.908199247647034,0.0698396250686344,1.3389092728089216,1.1688345531901845,8.067391872560242,0.2234225499349372,5.855254712058841,7.086274249964816,6.063403710466686,0.1309308698264487,0.0,6.070636196544909,3.5355304505520806,0.8491986517647031,0.0551956542421246,0.2418401835646706,1.162467867615304,2.831431395749932,7.347976517920014,0.0807940819582424,1.0545012161825609,0.0133550586690675,0.3220435058742555,2.0322772009743324,0.7517207867750454,3.24000896473507,0.2122580442027348,0.0,9.774755932625803,6.040285336760621,1.6677559084103724,4.112783523116189,7.236197926433889,9.782745838033303,2.3867557754348714,5.569597418748084,3.794166297514836,2.251173718970097,1.3621612578706732,3.3566227505558914,0.4393571784742567,5.86136983263345,0.6401581549632809,10.933090070843075,0.141563582375003,12.266372555467798,0.4767445840704408,0.4714476163773916,0.0080565548710584,7.764535917807708,6.568252567247888,0.6387689444169499,3.55051901394689,2.1362242042724024,1.0691522018694233,5.8317176646215705,2.629426567234402,2.1361257480769416,0.5538519681811257,0.9382481476867124,0.3378823217339611,0.0930192331335447,0.0493519591352915,1.238970241369143,5.433610476855884,1.1358631653686793,3.605814317803218,5.854339817592763,0.7389839547005117,9.981354500801316,2.959287940041679,4.841852386257049,1.0770378618312468 +TCGA-UB-A7MB,TCGA-UB-A7MB-01A,With Tumor,1,24.0,male,white,Stage II,G3,no,Yes,10.008841481920498,10.09196423348528,1.097610796626422,8.941679142504295,5.602833943194438,0.0213375829656949,9.128948066716532,2.4291070817805,0.012354130407874,0.0216218578515188,0.0,1.0092038273298398,2.29848236641607,4.503564995992231,7.4164648356447165,5.80690916348229,1.887369295278882,6.733011252975057,1.079634112368706,7.013666589912383,7.861792878163621,6.619341108829618,2.113100362557983,8.241501297249636,0.6350578297252141,7.9633458016419265,8.37941259276385,8.005396057605976,7.356304942091237,8.16596518505418,8.426378823753824,6.8560619298858665,7.895598910578415,5.001568078368812,6.779438338707923,9.632982659814196,3.935280578472474,5.478683884244735,1.451066010634434,7.222533141645819,5.563289334010937,4.454577317248886,8.607463109565815,0.0,0.0,4.792938622400369,1.0992952043377753,7.121406077966483,0.853756175843635,2.7992738494064904,0.0,0.2368293354863997,2.614474282837701,0.0965317426936286,0.1155659959216031,9.914597708446646,1.808590988139976,4.275506240917868,9.12412312166054,9.058885754209022,11.124703830998603,0.0,5.749115879077689,1.8299307218396423,10.60987267194384,0.0,7.242429112983579,0.0436244767470346,8.82409254539934,7.109122319521976,11.461687344102112,2.2691827958553907,13.542032284480875,3.3073702333059027,0.0,0.0,1.920140827684878,11.364387925364609,7.603688650264666,0.0475383887633606,0.0248869993131795,0.0,6.86431988185833,4.117603624765068,0.0632268019969813,9.395974267028278,0.0117818594599147,6.235309659336782,3.323009710612814,5.248383029431443,0.0,7.456668179992957,1.6962164340563937,8.260932232145276,10.09120673211623,0.0,12.98551727630674,7.19680078307837,8.323574532453025,0.7434718825913932 +TCGA-UB-A7MC,TCGA-UB-A7MC-01A,With Tumor,1,59.0,male,white,Stage IIIA,G3,no,Yes,0.2288494676617978,11.813578839047274,5.699165699960372,3.729498389668768,8.089789961142388,11.374983916938046,4.789823133030904,8.571281273488239,3.429642742515458,0.6835617216302566,5.452176981918733,4.695949284798012,1.0223323000980564,3.6720405719889806,2.264266181851739,0.0668125098999017,14.813308646238216,7.01335617538864,2.7484182950126668,7.017631335986003,8.835588429289677,0.4650863788860663,1.1254527339859477,8.516446220154196,1.3403343821182447,9.732100929544703,0.4707190613508185,9.661052827658102,0.0492125346325602,2.130370811002176,8.395484009774952,6.59649093855257,7.060980120021797,1.0569302883826717,2.33179119099556,6.64629660724797,0.4610046099334742,0.0,8.075960413243402,4.639504234972541,0.1659440877705976,0.4759149721781786,9.786576433221123,0.4399953979232358,1.1602102798507896,2.371698246703747,0.0569996303855637,5.431211753085771,7.200694627616078,5.579904210898127,1.0721744169243166,6.592129590562665,11.770074596403862,0.0727232310216204,0.1310626167824681,6.071398002977996,3.4795927418988337,0.3246954135892205,10.32438039442934,2.904156503906773,8.83541031313721,1.4211020875487952,0.5177292203572764,0.4995780470101317,10.135176224027854,2.7644310869375373,7.075571136748893,0.4646682670034442,9.602798133865909,9.219971703697365,9.345382846513283,0.7451942980788017,12.506843173333491,4.5227713935129215,0.216734219600131,0.0,7.889550201921145,11.166751717727545,6.514717209722275,1.9128797581398045,0.680774425492461,0.2687936751224788,0.6367290127897478,3.588360850877899,0.3855966960122455,6.837587568679913,1.0980152338689595,3.331232265163248,1.767993717611875,0.0231843692482633,0.2633950345173085,8.011011953470774,12.03376928250008,1.4411647341291502,7.503998215191602,0.3333092295748964,12.114536503811992,4.620979286090101,9.397076041664128,3.4519100313047546 +TCGA-UB-A7MD,TCGA-UB-A7MD-01A,Tumor Free,0,67.0,male,black or african american,Stage I,G3,no,No,6.996736723019016,8.37852896323415,7.510901805731635,7.273135397716297,8.031674739880183,8.538692962586204,11.443036459624436,10.786667661802976,4.95114481048268,8.448848929953362,7.155612638022701,8.952860326484236,1.9611787837967112,11.052241913242288,7.985746892424194,7.6068855992044,9.464708899401291,9.651679772766132,7.644736686352946,5.943105537347948,9.766482529597194,3.489607156748713,2.7884142663302525,9.393752748296365,8.99983148788661,8.570541484725334,1.742351208785733,8.587571643400098,3.557740917486521,6.638293990709808,7.361279718105885,3.461659517131106,6.162171760552748,4.0628470227491045,5.600870354889548,8.644338690572141,4.947086344301348,6.316105908296023,3.0257198464836184,6.186704571103917,0.1059462119053246,6.97750432527548,7.325791144376248,3.310107409096058,2.787599626910994,5.220473133709353,1.5335135133282087,3.517515072526056,6.139328280175806,7.515522446840793,2.41886457739032,10.394417355116138,8.475176913448145,2.7008613673765427,3.886706211368727,8.084675536840514,0.2599051753533527,2.385292973645792,7.542644986886279,6.379650417240814,9.372159860346498,2.189887798920394,8.469875803806284,4.762630522984459,10.140676803765356,2.993692474568972,7.740654398945926,0.2543521627339931,10.54114076695168,8.826830960933187,9.154559666319525,4.957487482828422,10.701868960028843,3.730705160998762,1.7593689192509052,0.0082000138321361,10.365568318438156,11.057360710210132,7.246191438690091,6.533258082513834,3.539071936532975,2.057796823960942,5.019501773320109,7.939519272175695,3.114949982519676,6.804874446915156,2.485220713155906,3.388313545726642,5.176777532913382,6.028743732485447,1.5435453746880494,8.088110847661255,4.836565466218034,4.386624735764747,7.39154348413449,2.5593449665418864,12.05111021966727,5.0883197173160575,8.895649800766906,5.2875794146473645 +TCGA-UB-A7ME,TCGA-UB-A7ME-01A,Tumor Free,0,51.0,male,asian,Stage I,G2,no,No,6.919564145236403,4.519195908142566,1.2330904317476588,8.882518030752012,3.632535787345959,4.708645249340703,5.639443457442566,8.197961688348279,10.204243199512744,0.0,12.13413483172235,2.69850743288372,7.67120419214721,3.309583670899071,2.6689813970277045,2.952706307630224,4.294892721809701,4.88225664877969,4.045504130228401,4.607277044026192,5.044534010276908,7.447292381159729,10.414175604940574,3.5425428455686045,1.5707057885370748,5.366227780207082,5.277493850015087,5.998369284172829,2.679784089065556,3.6913666596411256,4.208259724183446,10.269886173881494,3.3278741552260067,0.2627939366206545,8.808249888204779,10.102984154729192,5.038567872490742,6.157470228724804,5.769221633341905,2.74712956067177,5.615731146164574,0.544782104786663,2.678477606043868,8.396036581376347,7.981471955283157,3.902285866640483,2.766743557701485,7.585281060702982,2.72707091985909,1.8772730889255824,5.5641738840945845,1.956056652412403,5.050027105937637,4.92810497539253,0.0,4.864770534484848,7.487060205165316,3.390915266438499,7.755712808219036,8.011919918247044,13.649513757782309,5.05356753835702,4.024408337670837,5.514564155957575,10.988062887549203,8.64648850868788,5.608345022256104,0.4426516107752236,9.31058120106023,5.163595338091263,9.61506716131275,0.2571313407734253,14.15877283416688,8.433381801275077,5.28417355542467,0.1458730616010448,6.535760600515221,11.962056200623008,6.11421916612264,7.987319160346151,7.922653971492661,7.083461243667763,7.361921848112084,1.1586601753464982,7.496705207093298,2.375484338558095,7.54544486486921,3.8294233844449614,4.424673557882681,3.5505928897042995,5.846586082736105,8.130891240458624,2.037698490753644,7.274296143865954,6.132486362948837,6.375479125596139,11.849831668997776,3.898382510411779,4.969592585358265,0.4967179879351771 +TCGA-UB-A7MF,TCGA-UB-A7MF-01A,With Tumor,1,56.0,male,white,Stage II,G2,yes,Yes,10.653916291449036,0.0207688650945718,11.738530914123674,2.98912083729108,1.4757593668238898,0.9946521286744152,4.71596473497556,5.1913020703808455,9.308704891257047,0.0,10.788917066758447,8.682285347581988,8.66260678598772,5.691388994801915,7.25951071922415,0.057554246458089,2.948058800649351,6.449506901117621,0.4009750436730866,7.423380677656655,3.3776651788636087,4.131037915144631,8.577292105430518,0.9065827878324652,1.756254742723906,8.042479639291516,0.0865120465742818,3.5295960934164303,0.2979543901829535,3.855581141559416,5.110267183000741,9.849461243759912,1.9497216775698445,5.674070772921317,5.900985116195797,7.038577748818764,0.3852653593506807,0.0,1.3825565911632662,0.8102374305907253,0.0467005867416222,1.065020769948411,8.612671333922131,6.730316603845166,8.22906440862478,8.186576818479109,0.0,2.772856905511952,0.0112093614203033,1.720278465233327,7.5570247951550895,0.0,2.6623422415181697,3.042451731767664,0.0,4.891924624861612,0.1385523751526485,0.0798388806666704,10.84473722250895,8.78663785184452,12.74401204078512,7.461409050236162,8.011501788705926,0.1327742332763258,10.436332602768625,4.953991526234756,7.085443777614191,0.0224743465748992,9.02446346941275,2.2447044279389257,10.623596488452495,0.0761485971800829,13.399231641084112,1.544238074151678,3.8263857777060313,0.0200576523412534,5.543099892195429,10.03682240461734,4.230541201462924,8.16206750431546,5.455889391904428,6.137571148495034,6.37897799614102,2.631150857725145,6.255451635361295,4.5342234979945815,6.7041277446093925,2.334682679935721,0.0496307677246004,3.598508133683409,5.685948555735238,7.899661442950027,1.5205479681065772,8.162249821884817,6.8906400280993925,5.6066406146709,12.664710310187669,0.8610025136236527,6.076567645930357,0.0717626693000912 +TCGA-UB-AA0U,TCGA-UB-AA0U-01A,Tumor Free,0,60.0,male,white,Stage II,G2,no,Yes,9.896627876349454,6.998615250091664,7.03578994205997,8.450875130867791,6.803925737217354,6.949986579935867,8.743561081529482,9.682469009985333,5.796109713342167,0.0,7.732039180404321,1.8586574107582352,2.451804555720493,4.382349077816119,6.438262906029969,6.517952781970374,5.92934837081509,7.0297984992755245,9.107567569976345,5.996921975007389,7.521207030869913,8.081359868335008,3.933298802351784,6.008861085623581,5.428031812287971,4.260718224271312,5.635853043639625,8.344343405093753,5.499393080792079,5.810011156139745,6.006852282190014,8.32563331329234,5.356136765798698,1.551196066834179,8.795762727623135,8.970635404905737,6.761389003236041,0.2815498933666418,1.302699234718638,2.798610474611298,0.343692069179019,4.567551531871137,5.616425336445673,4.136617961876928,4.482970868226043,3.3798981635246923,0.0199153677076859,5.7740174169897545,5.3938589086630575,3.679705283107712,3.658131489521972,0.7805620761710597,6.101694193249361,3.99003814028128,0.0,7.890919042034702,1.3310172360180963,1.6726516293283848,9.262803800404036,9.584746455991228,12.64649336889948,3.028675228814655,7.457897119660153,4.922635539065922,9.901078820281738,3.7084852371165593,5.664605145682567,1.562083642696159,10.474372968583197,6.727729897350914,9.51865177886765,5.373185333323422,12.907290775265086,6.37921372581061,2.9046960308543057,0.2083923997906761,7.895613450815446,10.555960773850414,5.16983282631463,5.980187571448149,2.639000572424333,2.7489763892462133,7.716379813826495,7.356486303974364,3.4580013302458945,4.908260505293242,2.425486160342666,5.455741473246932,2.199436783558857,0.1818022551589412,3.288904822289248,8.024187235449238,4.187656912397073,8.471519557487962,8.481989895193275,3.1287223179290704,10.996260140520356,4.6422799059824,6.661091140162475,0.7819891158647039 +TCGA-UB-AA0V,TCGA-UB-AA0V-01A,Tumor Free,0,69.0,female,white,Stage I,G1,yes,No,5.344075713654325,11.166131943200382,1.0969364825029573,9.77867445906822,1.8563483338159552,10.166901192044184,7.443618253985584,1.3229664615496457,4.749657615503688,0.0,8.364692360090555,0.5126820033395474,1.7594541446196026,5.42167102073855,3.241809682290007,8.956877637135491,10.00461444947822,9.23244659084962,5.932750974554732,0.0,10.65753640066526,8.400072923632951,9.630420215519637,8.693326997659899,2.063295842029578,7.456710886166914,8.659646321988319,9.951852209114636,8.162289102764108,8.39543388234595,6.703780402854919,2.97812239457207,7.69435719068777,3.965119337571667,5.475623198370065,10.081839973390249,9.558219410739406,0.0,1.8360857117024056,3.932061171343424,1.3057371035117435,2.7278333458177983,7.723054048762258,4.5764798117954895,5.062039659748795,1.1414981881343065,0.0,7.948114299716639,8.568393189504825,5.396320495160135,4.855366852658264,0.6267661883782413,8.255020541706148,6.771645285355843,0.0,7.053682652231683,4.262583493174743,4.956558533740997,9.957192461164404,10.241300835456196,13.765564705510622,2.662456183172264,7.679613806508275,0.662661255475094,11.803608514436712,4.191870548592608,7.987663647204945,2.978525141677095,11.973333023663754,8.271225360505078,11.666832381082836,0.9678326109894896,13.241321514581248,8.51799489269254,3.311604832926764,0.2176029765867879,6.546953092291429,11.262408844083554,5.419734383670857,6.446955899653442,3.6533581585620976,3.504747496499568,9.927623315845231,4.85860271245712,3.63538293363588,7.748292157271956,2.605612854702104,7.474040919150813,5.338210455017357,5.536062227979716,3.392990523419905,8.242421967222795,5.676436675757535,7.497455091152406,9.41304523333963,3.662535936976109,13.109269983251052,6.21555435487164,9.367070254392011,3.723831566495321 +TCGA-WJ-A86L,TCGA-WJ-A86L-01A,Tumor Free,0,68.0,female,white,Stage I,G2,no,No,9.57104875513103,0.9569487652147486,3.738389552555288,9.190291876852353,3.207627396315201,1.3001237245690138,11.791990206247435,5.550346622466747,0.9657658180473772,0.0,6.715410195416362,1.0250287944915224,2.8323229488934607,4.396796556974587,1.1235337722909942,6.562576724336952,0.6439485193028281,7.958173940139656,8.369376181516037,0.0843364457233237,5.482025402561612,6.9233560121657725,3.5417750066213243,7.2395106999793475,2.506779640567778,4.544213340611344,7.549629129531357,6.920385014203078,7.361883258205988,7.796434875838361,5.619908888471473,6.403419415520316,8.206228069075854,0.7336146530749229,8.598667794715867,8.919149363287675,2.3246378152244707,5.038993590605122,2.041803687657085,3.1843913887698885,3.638282404519475,7.5771704794059485,5.976239892287195,0.4918017995940514,0.707613134492354,1.281193774952634,0.2147465226823954,5.603739085900339,0.0441842575440038,1.8069838956273607,0.5776342652673305,0.4616333265504358,0.2453739626181625,2.6989296471541584,0.0271540515037266,7.543867799631101,0.164013888525057,3.836590712036912,7.664056824035985,6.687312689919743,12.793258159086353,0.4126189589919306,5.597215308020465,5.419741124307269,10.359180604691945,5.863095971802394,0.699107384624001,0.059078342201253,10.627364252959742,5.402234420918598,10.977171431043551,4.139428564617036,12.242888630170953,5.34761251085842,0.331819848022602,0.008917094736053,5.770112805346182,9.275004718767615,7.289952472215396,2.4480287289937546,0.5607149544744789,0.3161457422933563,6.279915104967688,4.892371595546318,0.3154502999849324,3.838861028561342,0.6219932316661233,6.978392430619578,2.937626876576464,0.0,0.3998820100266747,6.470455520047826,0.0889556823082184,8.65692319526529,6.963684501662016,0.2213203067570512,13.85535014893397,6.922383407394625,4.234792527950648,0.3782896530954508 +TCGA-WQ-A9G7,TCGA-WQ-A9G7-01A,Tumor Free,0,71.0,female,white,,G3,no,No,8.374168771642015,6.057159971003253,4.070346389900029,5.6909617749090655,4.3931347184233625,5.3099874025514415,9.9557824027409,2.249779048974948,4.641378398531129,0.0384361816561079,6.6800683176496936,3.624054091110101,7.600744011505003,5.135686715765432,4.9216077073135445,5.550562108598443,7.535843787582704,6.440302772692199,10.090491441302994,0.374733478031214,6.872412632186146,11.99354791945343,5.034981591533533,7.789377792884741,5.665378557787759,4.759289015895071,3.863888906474349,6.273297678629917,3.0291878225457145,4.526982729927052,3.8525482354486895,6.567930224521734,4.185279835735776,2.808879251240146,8.435348978124813,7.665529211157456,5.774968867246085,5.62208404172689,3.5943574514586927,2.2514161327054576,0.2603870374289375,5.859147116774968,4.023077888121361,1.2554403048654443,3.670738383037959,0.9373443921502324,1.2830327746164152,4.012550796130323,3.849218672372954,1.2846325762508295,3.752138420721518,0.6016014428349451,6.639965771226674,5.761144295166283,0.0,4.777530182009815,7.488746356326533,0.5487325317919189,5.442512281169036,6.611421760557368,10.46359333898484,2.593903492016751,7.216147318697873,7.560218942797281,7.768785763518785,1.5382401579742764,5.31541769289994,11.478996014853792,9.366299699283886,3.8394658433943927,8.045507952609018,2.622180704220592,15.003947643678314,4.8718436485093175,1.656038662732115,0.1556197210264472,5.825401502017097,6.88298778783247,0.4236319517143485,3.819586442085012,2.287974579972029,1.441589712419546,4.931810681709861,2.7086949046984903,1.802234583948492,3.5559756278420616,2.105778633988642,3.460375619206657,1.5739076821339184,0.0,1.7257847747422552,4.136183181674182,4.2576593832620375,3.897559913259344,5.072333079952534,0.7254357919053119,10.453367667938767,5.9393864503279685,5.038822440690185,0.8683706967392324 +TCGA-WQ-AB4B,TCGA-WQ-AB4B-01A,With Tumor,1,62.0,male,white,Stage II,G2,no,No,12.374449060356197,6.16068829632086,8.916100097279216,9.903243485154851,11.457810750458416,8.989048438617463,14.709734666771068,9.925100568576626,4.559760993272985,0.2547149679769182,7.171863322084622,5.12193130443094,2.0649862915935664,3.835924074254375,8.800370599005166,9.094084813333366,11.21195556197925,10.471195387707771,5.713940458464369,7.807322718683885,8.119896671376788,8.092615506762254,3.584685957668764,5.753866567854077,9.604290795940155,8.255153708151052,1.9157885728119448,6.651640133312588,1.6468999486219482,7.270926936757994,7.486940379695166,6.751088751692132,7.2582456611361135,6.000606255359944,10.409453416209676,9.294260259825608,2.3911903064822053,5.836035201945239,5.264952965944295,6.077698042747761,0.1016500760944348,8.929940087435348,6.420671030203772,2.556502989181201,4.314109178482987,4.559008386552581,0.0427843980892395,5.847598607635293,0.8781367666269475,0.2992446577960727,4.16270954261867,3.039857806923203,11.53459781193987,5.632724802760017,0.0,8.939446104130692,1.1896664466500502,2.701704296327516,9.913574154499624,10.506411229237964,12.821624244772922,1.925201919335908,8.766568329578044,6.81147616832354,10.020194365761409,1.3073119390641876,7.883987308105472,0.2585792241842939,13.236659880708192,6.995042371381238,10.176402316167662,6.903866183826089,15.051186258402192,7.232002568908853,0.7203660313188074,0.217727042033043,9.195323234918998,11.45071262611106,7.044415978208628,5.091403649328349,1.8063653061224552,1.341131828860455,6.22465001750275,5.594118543242655,0.8504794109152456,3.6856598774318097,1.51394546395039,7.4120904918187875,4.846904453043232,3.2111835617678324,1.2324765711984906,7.638540899270064,6.53499692127323,7.535465131036138,7.071620031391243,1.263815654078639,13.454828651689231,7.347057023827342,7.701490837867047,1.5924929173203315 +TCGA-WX-AA44,TCGA-WX-AA44-01A,With Tumor,1,64.0,female,white,Stage I,G3,no,Yes,8.626888083765172,6.66340724486337,5.152459273622042,6.181543881120259,7.833960248683481,2.868192877726716,5.112183004862326,10.12768150975004,5.137101808411946,0.0,7.887677574256206,5.615021903575982,2.485890476065232,8.594550788831068,6.372643960492223,3.0332820290278155,3.644260087843082,4.246453693323455,5.135575910797844,0.452911664939964,4.396433531250992,7.720326353594849,4.653793792969267,7.398754805990514,5.113758832466028,6.896796171711734,4.1899194179010735,6.9862231906376815,5.446004729017044,5.777380261146601,3.710018417511729,8.842220526450955,3.563841478880328,2.077482288690641,6.715226216893966,9.37044940787434,4.340327260072305,5.356291735238325,7.399822210860241,3.122970833953787,1.471759741653384,2.23612520097889,1.621852611261422,2.287354085029207,5.335597587641937,3.9769043159001294,1.200127654273602,4.10159125112254,1.793271654498083,0.7745867811831579,4.783514277194395,1.915253179019917,4.522758841407708,4.533021301370507,0.0654344459486331,7.738143614595493,2.3164933377753143,2.564792746620016,9.882864327139192,6.3909255813864725,12.145680320715249,2.85169907708625,5.847721365565827,5.181539905773608,10.17098008722487,2.089498150839103,4.04675296362416,0.4688439429746375,8.52893733755057,6.062905290830724,9.35439860334052,1.418729676736531,13.874946701046944,3.716782429110302,2.29490007171757,0.1653009749168647,9.591120056264025,9.798757233690528,5.593888556713423,6.029828308700913,3.326666770717455,2.0359405641325585,6.743473229031454,6.716962095072001,1.630079243861977,3.646151133988545,3.635951689256043,2.223237181062049,3.0971388098352977,0.0,1.9398659618567995,8.662882672349834,1.116763971297723,6.887845698664765,6.691421100989769,1.4470501554571862,12.113216196122162,7.0061263177110105,6.106233143885923,0.3741770329898387 +TCGA-WX-AA46,TCGA-WX-AA46-01A,Tumor Free,0,61.0,male,white,Stage II,G1,no,No,4.156380435539663,12.71361518846604,2.919473570850261,9.854149349365242,0.2419621822151927,10.675306968264511,5.856876164262206,1.3945690171025351,2.8739903260304347,0.1607911399193874,6.088449052906115,1.7259592345091876,2.301470587489902,1.461004609933474,6.304408822953106,8.003055163565064,10.908834068952608,10.58313439888525,4.079241558541947,6.647000720916735,11.123515084504175,6.821999694277502,5.0883409206664085,9.51361253100706,0.8617965994213805,8.555736795450867,7.646215230450162,10.05614074638992,6.475585911909148,9.32143817165993,9.28685181503124,1.591152789793226,8.553861565437186,2.137306779193289,4.937895185558913,10.535674298581563,9.488418201566764,5.193010777324076,1.3489122409941996,4.359359518805573,0.5131875203708554,1.1942762042754207,8.784581193315748,2.911173844251344,3.046229109209948,0.0626743627633924,0.0219060767336222,8.338944472148077,10.176909396554136,5.811620019119182,1.6863884688476236,2.2643262415928445,9.753903829958867,7.826447431543987,0.0258792730232589,3.841852386257049,0.1897929378202589,4.0506235856625805,9.874055667119556,10.197525352588777,13.913510466794987,1.0572769650732476,8.108556342077081,0.2072681731120282,11.969785096231304,2.300299473665638,8.995814910216934,2.870187146189016,11.0341308910009,8.399030919956584,11.50752267249546,6.19548737232059,13.784868272968044,8.742012612946557,1.0503275535584249,0.2997135600642419,4.344168057275035,11.746688979115438,4.113700499164728,4.222634567681597,2.0547443075280207,1.522507776366807,9.755472643451377,5.982487116956484,1.881860358421234,8.07686582333721,1.7303573665017598,7.743092809740506,1.6628890794062252,0.0,1.3369688622394864,8.567503237609744,7.216812778295538,6.440920647033421,8.06670758648719,1.975116549712256,13.713047648030264,6.539203797671347,9.74720594355882,6.324103120657516 +TCGA-WX-AA47,TCGA-WX-AA47-01A,With Tumor,1,33.0,female,white,Stage IIIA,G2,no,No,13.5472285145674,0.0,14.689502096242611,0.0385766514523231,9.266907853131864,10.79356803393842,11.824704297947008,4.329317378132898,2.4580669708452536,5.812303114590712,4.387831230286502,7.912349272117516,1.3682095980992728,8.464098884708221,10.919452267166978,8.324804754158523,5.541644928905629,13.106641043419383,10.683973949936703,0.4466797112284494,8.86911785271273,11.374193120741944,2.227155747769753,6.597213817921657,12.840815190113492,0.0695646950933592,0.5170236720645808,8.080351207317692,0.2066432239833953,1.1797658083581497,7.853041891149274,0.4843959625026663,4.784838967557737,5.1277694544670105,7.797959111799891,0.4961043797707323,1.2482919377391002,0.0,5.936520163171583,2.286053134377476,0.0635029423061579,7.408896940682008,9.658927653047003,1.325731791122554,1.3591275522275732,9.705335697289277,0.0833835877100825,0.7590705908069011,0.0545012161825605,7.043477935747977,0.7243883366021198,4.695498358219299,7.338094546893658,2.7405606353419696,12.438522257535263,0.6493855291815158,4.697629275974109,0.0,0.5631581304028078,3.182994151461833,4.93724080066714,0.7792176893146477,10.995578924124011,2.668391476895822,1.6167811265475134,0.7416611304271578,9.874527879901658,0.1587247962974794,13.45138828193791,8.409289943950071,9.668055816710927,4.01075298934011,8.156009738480456,0.0,1.0833835877100826,0.0647449200353551,11.679998540848969,8.452389518382324,0.8278190246173196,2.8110805046617444,0.7506922493924443,0.203389117367087,0.988775562337746,8.900232848714671,1.9380975610740927,1.527971112909713,0.8241568437288291,0.0897693086335084,0.1191569418736321,3.117212955724641,0.3741770329898387,0.0792927672728535,4.321040564493637,2.9280291528201023,1.7544172138026894,0.942908553580417,10.287140959164551,2.4381597554915126,7.476113506725007,0.1239310083196311 +TCGA-XR-A8TC,TCGA-XR-A8TC-01A,With Tumor,1,43.0,female,white,Stage I,G2,yes,Yes,2.5359534005994315,4.921050659216054,5.236006535786684,4.063200911132946,0.4047941531476932,4.032383005311653,4.961326980513934,4.661379075078455,0.3096418734221606,0.1206173612179418,1.9819622209042551,5.246864083154165,9.137744550495947,1.481608942990055,9.80421751574278,0.7544599736254787,3.7001400503583297,10.680486643874618,5.078477479115724,0.7007060372584017,8.663743098871695,9.57987536847207,5.311426822667755,3.954726752326629,2.970227860071837,3.8187483254816574,6.401388131348544,7.499350822250712,2.1307991108381943,5.535057594894842,7.680313806675949,11.385164012515462,5.533893460863543,2.229587922740652,5.600659280919665,7.711773644745944,5.330870281000544,5.6433944534798925,3.995475473739178,0.4703025789458219,6.370329957715463,1.241352085770659,9.289816717190314,0.2710670494910409,0.4412709904385993,4.43874528645368,6.731654376212427,5.416224979635717,0.1676148407551113,4.741806721303377,0.3087103511680774,0.0304067104260457,2.628983511301377,6.187389686714665,0.0,7.457810955617042,8.041508030314105,0.6660293812130446,9.31411212487957,8.36012412930958,12.073405440340796,0.0333701384605921,2.4733453352095784,2.94217666401987,10.853846605887703,0.206143069691373,6.706566467517216,0.0,7.144828501387019,6.639130846837782,11.089185488191596,0.9909548603969932,14.262345276021154,8.127026526949942,0.1968588013663559,9.45083926079264,6.716278970939584,11.39324993532153,2.6008168461009125,1.1760035570089165,0.300416627836874,0.0,3.067638716875363,1.6750480957145095,0.0728604019312449,7.3222797089523555,0.0539454249627852,3.107470277087963,6.953166277358619,0.3863695190868744,0.0945063386814923,3.482125464079991,1.6584628611741092,7.417053327368969,8.210081970757964,0.1897929378202589,12.588296427615008,3.764791991572458,2.7578766597478963,0.0465609057577411 +TCGA-XR-A8TD,TCGA-XR-A8TD-01A,Tumor Free,0,49.0,female,white,Stage IIIB,G3,no,No,8.153834716507527,4.461607135494295,4.154064673674717,9.025711265736206,4.324385795337321,2.98351353548064,9.399518264639797,1.9459447420897824,12.715564787025038,0.0326651122818301,13.794805903819762,2.636032921758236,2.2159270479868325,7.96957589411727,4.093830571635135,4.8751312941060965,5.857025515182571,6.861481498929232,7.40852251186099,0.0,8.294308284283472,6.663825627296232,4.785393614809149,9.318298988325362,3.6542751306368166,6.893473855118,5.58901138804004,4.275267841728535,9.09681633722257,9.276975111790453,7.631244003933066,5.510246722121246,7.232188734128025,4.0356415034654045,8.374738693688148,7.073170060168019,4.387534870833799,0.0,5.365993417184258,3.562401188272579,0.262914176237417,4.395563267540193,7.259185847397108,11.003781901849422,9.643449472785704,0.400647220522828,1.6264391366973152,4.947189231265508,1.4307134676951452,2.628656961947134,9.129488071166913,0.1887806977921416,6.647036709316216,2.2749176214820377,0.7251739993673084,9.962574904908296,1.7502205912529314,8.312959624775988,10.45194855269138,6.956643325149857,12.232762612356648,8.712431734713775,6.801698013503166,6.269377316871607,9.728761327894002,7.100772704896024,6.009044787382496,0.9129563810806244,10.424484087720414,6.234016483146261,10.159120284125311,4.874236300613551,13.753062064920709,6.210067355144342,7.113999432405613,0.0487941802608049,7.115068627172536,9.69244794756218,5.279868687791407,8.675515338392582,5.999853468843749,7.747971395680473,5.73353873345886,4.191333658381019,6.320412469251649,8.037601860435549,7.807264750799668,5.986524707977225,1.3145805254117209,0.0,10.67486269183594,6.023080106558333,5.123815159109253,7.514752709564297,11.163492002340364,6.003055725925544,13.573972538175376,6.696878528325295,7.861763107755995,1.7734478280062418 +TCGA-XR-A8TE,TCGA-XR-A8TE-01A,With Tumor,1,16.0,male,white,Stage IIIA,G1,no,Yes,0.57918014812715,5.863675848101376,0.479954831690671,2.598651047884608,1.3498181719758604,10.55237553395733,1.5947873865744722,0.0,3.938370487736893,14.387856305511722,5.473754447364298,1.9713688105826608,2.7594115325645765,3.3551995504216263,1.2172307162206693,0.0950467245070401,0.9234154410762052,2.651017238348663,9.937843410518004,6.719918567543392,6.60865993966419,1.2662168447313744,3.383883970247948,0.3893465361624979,6.564727214634591,2.4614761730809294,2.972325041557152,0.9346297236996632,4.74067935657618,0.3725064089861687,2.152572845467583,5.881199632492173,3.627921955542059,3.204719807535983,1.1872610048416967,0.2763179926522169,6.745110915951999,5.374816926279546,4.523825380665573,1.045862297908688,0.6254575365733072,0.1087586143609367,0.4618428378840728,1.2125070852944786,2.6165694273066205,0.023894042655701,6.888524088702245,1.35879007970185,0.8807247017839409,9.229925053713169,2.282588070259165,2.289214769817064,3.5536185432545806,0.2522945412018369,6.979346305838034,2.76555596231052,5.3179841514901645,0.1401242239090707,7.829052281011051,10.074599492552917,11.826351175718708,0.9957377597293984,2.31315876495146,0.4284640262579792,13.4131286638149,1.1709505533183675,3.291912926368057,0.6632079724806474,10.19495674985186,9.4079080172732,3.801520836786196,0.1591124612308583,13.656273792504786,6.848451434165551,0.8291188963492606,8.703838183626411,7.925653533672049,9.848217614499015,0.1398623680156409,3.858567903367526,0.8836208162856714,0.7329203821082574,2.65681667964932,0.5230600617952494,1.54897907468448,2.4506438150603227,1.4326922167871696,0.7803100990433754,2.3672592244886697,0.0,1.3280321903038623,0.2699906344883176,2.1865322509484115,5.594709768878515,8.015434009414367,1.4424392936238637,11.6027094880388,4.73750289800231,10.082037507665913,2.911557371440048 +TCGA-XR-A8TF,TCGA-XR-A8TF-01A,Tumor Free,0,74.0,male,white,Stage I,G1,no,No,4.193290764882177,9.916198498746262,2.827961255145313,10.39548807987436,8.903817992267038,11.019371458186326,5.519906683677772,0.0,6.029053063392606,3.663469867642282,7.7416489971909135,0.2907782513201796,0.3979124601769055,2.060739157857679,4.074077222582062,2.6533581585620976,7.783075499932761,11.842692707125424,2.595861664154248,7.346331113203315,6.718767113054642,3.002072384951204,3.677936646112189,10.969778262391204,3.5041118640088307,3.026676141564517,0.0827025893302493,0.4397826894759815,0.0425042631289634,2.5662793702997546,9.732764057262584,9.512313812277338,8.146188319229116,0.6956375481270084,0.9124965823810276,8.257920032986185,6.566497056430766,0.0,4.289059804376768,2.7148169865035885,3.3875555490503024,1.5931625145532924,9.588474228833864,1.992732181694414,3.820444496002673,0.2514464315585819,0.8027308955321565,7.085360916550555,2.2444608837238063,3.857095206987952,3.2361711332717245,0.3359405285034756,8.762176707913849,1.4619475821423602,0.2436690809668626,3.4595234235825,0.0411027718191281,5.282491699578105,7.814221626866434,9.124544233541345,12.95435633231381,3.439716211654172,3.4299104983189936,0.0311128408502492,11.644964745407105,1.770194754951317,8.497097367611437,0.0636409926426958,9.925945583433796,7.723165343457585,11.12853094497475,0.4888234638727645,14.366461975388942,5.541050138519045,0.5509006646475233,0.1112984534025409,6.37496990219966,12.026276378859444,3.0864610934574896,3.775756435728688,2.713475875054704,3.736799674695952,5.306043456200442,8.9611518636186,3.044184257544004,7.64476263878615,1.911499848861108,5.72328550477764,0.4013027923491141,3.4838673587346585,1.1966070440948178,3.466496612552074,7.021374230920282,5.607540414035814,9.0439571461107,1.6941224396822667,13.255924854890688,0.3913278068436113,8.004721599904888,4.626964719304193 +TCGA-XR-A8TG,TCGA-XR-A8TG-01A,Tumor Free,0,58.0,male,white,Stage I,G2,yes,No,11.9579395485004,7.315136879167224,6.631647083036049,10.323994514741887,8.668574789210725,6.424888505533027,9.047196181416528,8.100729085100589,5.847320484705774,0.2363395391683735,7.245084883487485,3.0610330614722425,0.2760797275747325,6.601296867880033,9.084381627041662,7.0574405242115015,4.811465892717835,6.4322963499170775,4.347290053201358,6.056013360431007,9.435114742448077,3.278148342616184,4.200080559960356,3.918395776048664,5.234244549499139,9.36457549626872,5.042245965516879,8.662434107679637,4.417224679399253,5.475645894004904,9.39051958953577,7.150503827924553,6.380656730186998,2.442625072840011,7.684975086484758,11.174212333089196,1.835236912993044,5.266970144743732,4.244909886396118,5.789468436941201,0.7277026728372383,4.9587684510810135,6.626577850705488,3.4389581478975493,3.797791200478888,5.616401810040491,0.0199153677076859,6.435263540691435,2.2654368960490983,0.5869808612554617,3.630568557633736,1.8783329849259087,6.1140088056171695,4.93824344209298,0.2788174030747215,7.333539123245126,0.3666998885994904,5.545168365625807,9.574555307238134,7.405177210889157,10.396927104035198,2.110730719609057,8.169420470903386,0.1439158030714447,10.46073590965463,2.78828896712565,9.66929345371716,0.3868109464722168,10.22965220717653,6.752588045192502,9.793098806125135,4.912261836961785,12.21563039960694,7.4489884746316415,2.4533068552859065,0.2739335692668853,5.87534266755172,11.347915192263278,7.258717714994565,4.695119693716686,2.273038393511124,2.288978625359716,8.182572630691816,8.051282365561098,2.927744782677284,4.898716254306215,2.0426443374084937,3.5867287205573297,0.8768017739782707,4.957259945617241,2.7370810051531,9.995338800450169,4.493333503425979,5.566413334882857,8.464579647653588,2.555693471695701,11.337572399087726,6.372325308523582,7.62491459434384,2.446891405292056 +TCGA-YA-A8S7,TCGA-YA-A8S7-01A,With Tumor,1,68.0,male,white,Stage IIIA,G3,no,No,6.777719533465931,5.2718476952952384,6.490651953578558,3.382376747987025,6.355171354059962,5.269029405021337,11.938778862224394,8.757982301191568,8.398967238916077,0.198871279517819,9.413411296965483,3.1317540909848134,2.0282862430791098,11.875045990927388,5.706317807020974,4.904801985656976,6.490841252057469,5.618916962224463,10.338720340161489,7.137834444954819,4.933331854271339,5.397655810414274,2.209827637952276,4.23319783049479,6.555010854989997,8.49685217993936,2.15678490755436,7.230145359759169,1.953153470059949,3.422784672214118,3.726013748860151,1.059701372146302,3.310878122266393,1.947329519847386,9.056577567699964,4.529783473443565,3.833011499158362,5.141044433957774,9.404031352572517,6.5614956935688085,0.0385766514523231,6.661591425892849,3.254850996424341,5.69236302976537,6.562787339425682,4.297646314792871,0.0,2.8071075817065303,2.993674361750585,0.9655442002317044,5.441111603039565,3.948049453227945,7.268334265329251,2.73634510188322,6.612828698258199,7.835189532279165,0.3772903645367773,0.2639958820712391,9.7851122299249,5.093492569374871,8.400522132942882,4.847400669789683,9.058664192120965,0.7506922493924443,5.753026829197105,4.406074019348182,3.4956567925648665,2.6058735663028463,10.620713227155427,3.6136848721959,7.200229686678768,2.184756352843398,8.10825209624612,2.5906499208581595,4.816440991111201,0.0764222754586023,5.815585675239829,6.545057133106746,0.632268215499513,6.8850544905324575,4.402456148600972,5.306768960804555,3.9549221291522367,2.079361042753375,5.3482536685187725,2.529970829136579,4.848137161754964,2.0772088114411167,3.274380948938526,0.0,4.231194294962402,3.338581298447476,4.599805751570371,2.46892212158475,5.033066138172949,5.007460150659484,8.084699982336282,1.2176650106435511,4.208283138412519,0.3536620447450633 +TCGA-ZP-A9CV,TCGA-ZP-A9CV-01A,With Tumor,1,59.0,male,white,,G1,no,No,12.261451304515278,8.627865064434152,11.48966159193221,8.027936397869201,9.83836155019197,9.26600408805682,12.127196008726086,9.236586132220696,7.341887038754798,4.586002068763812,8.504746702133742,5.8003796595785735,1.6009833113708296,7.163770419632488,8.443035526907273,5.5733987650703,7.823799028509253,9.905526604207386,8.650681998071416,6.319272897510048,8.544365599739411,9.606272874754774,1.743084055549586,5.366881696550909,11.23185477116539,5.670786528334154,1.2485348361386788,9.41826227488611,4.409187247165311,6.798110150461502,8.18390628002501,8.793342543985249,5.075438502085713,1.5436443521195435,9.317487460108376,8.59825241591923,3.4001006830154816,5.194173749934356,7.701144247126644,4.003341376712807,0.1710786960586829,7.821186581904824,6.421701312664405,5.068073146328916,4.927901193192261,8.571797383418179,0.0229004021100788,5.97027618474142,5.2383091934433335,3.084370464729913,4.947698881198964,2.282854909322555,6.864177476074343,5.086749803994655,0.462261769296349,8.215149038890955,0.1973621841491634,1.8000819252384512,9.186249462644987,8.704996079017663,10.776140186627815,1.2308178418610831,8.390790191825685,6.034305969009933,9.4033638107425,4.521722916389487,6.50606712842132,0.2223099792643156,11.11819222087592,8.288998459291243,9.326031230349065,0.8151655140875776,13.245297226195673,6.618831824350179,3.9477690024201553,0.2147465226823954,9.881498067252323,12.008561890122047,0.1828194016122056,5.799076941848264,2.6087146366201512,3.057103637141173,7.440791114659868,8.192422527885705,3.895195966547969,5.237659313581391,3.92495498496888,3.924299454154823,3.8550129571173417,3.01622886523004,3.611066121995436,6.991276935600323,2.144764274471936,4.910713477000873,8.656627577186116,3.553311347641328,11.849752908823575,3.4215868731627057,6.7652536055995975,5.087089389496856 +TCGA-ZP-A9CY,TCGA-ZP-A9CY-01A,Tumor Free,0,66.0,female,white,,G1,no,No,11.635140745438706,7.392059775659424,10.28042223136063,9.782843942020357,8.425594836402254,9.423278138545143,9.662389777646,9.629218901707224,5.146936207508298,0.4972291287876059,7.718317782887828,2.22675512326982,1.5168724382428698,6.006823116009141,8.577328742316547,9.317159328453002,7.338270188644858,9.898929791754494,10.051358505691937,0.0706641007787896,9.51998548428845,8.175782558566397,3.7052480782426542,8.826703552785332,6.984363769225999,3.620551222338828,7.280626029477008,9.148134108013425,6.519729022620579,8.296819412327439,8.918759204480542,5.7483163121611485,8.46598507251684,3.619941158638898,7.899266279549517,10.445311737274176,8.028279611731252,0.0,1.6337101896734194,3.026410567619773,0.4340276746635975,5.862679506572637,8.77031932265272,3.5868728063521504,4.349641277028953,4.803790156318236,0.0254540964277491,7.973984298494223,5.078315220224401,3.000955469000418,3.898740435646625,1.0697021666300677,7.288360408015204,6.925092703578722,0.2246577341207384,6.893334298325333,0.8736557332813398,4.909600315945626,9.403178019850111,10.40455256166455,13.334358324700602,2.970338314081069,8.645435797119985,4.402374283886488,11.733592241952085,3.2720530582143894,6.993659644918201,0.4558598093861849,12.102749779580984,8.090423690553717,11.063031799998734,1.0940333349871203,13.57469066947494,7.1536786894528825,2.300972980268228,0.8245642120898271,8.717073175045678,11.900362153736593,2.316029858519577,6.03149665425984,2.82980897713492,2.786303611457549,7.976384831461952,7.398886458249919,4.183986646734128,6.728871503127943,3.0619316892713364,6.1921961383332,0.2708279155536642,5.3002665223408005,2.5776100976995755,9.152800469257688,3.5096958419333872,7.654128311019082,8.501007545996972,2.7468501830980503,12.641385940518244,3.59728087084445,8.73463917705808,1.956056652412403 +TCGA-ZP-A9CZ,TCGA-ZP-A9CZ-01A,Tumor Free,0,72.0,male,asian,,G1,no,No,10.170338715070164,2.300328763100352,4.44628270111535,6.61660618287554,6.993915470010468,0.7206286976902,5.332944186932299,8.081159577625884,10.431366909598609,0.0,13.320886794989768,5.186365853334853,6.013433226951693,5.414169366899179,10.244419852941792,2.6959715491257503,1.885457226053902,5.504210405386615,6.493442391146413,6.508270175567795,10.111348406412793,5.798623434071331,3.155344470157856,5.4424326582093805,2.155846358787351,9.319616579505414,7.474537443692356,7.448703590968931,0.4742543158326424,5.638598094931618,6.953271060077345,8.799845635783834,6.4978454515647455,1.64625483919945,6.827807594769783,10.309731332487804,2.4516199548906097,5.983673134972022,2.589955194518432,5.453543917542686,3.863046398912057,1.4112635265833833,9.250421361555397,7.641098730070842,9.964458993541236,6.027605265572215,0.0230423926658638,5.352733811474212,0.3459640303428717,0.0632268019969813,6.396202311594934,1.56613321292951,4.606649497012201,5.993495485457443,0.0,8.66095784389895,2.912285792325998,3.501337229326685,10.805431039384713,9.514785250318797,11.333352225607047,8.839889692662046,5.259946591697257,3.9295164430115417,11.610543342040222,11.203743435666963,7.198669961562442,0.1710786960586829,9.616174613449536,5.255927435850235,10.717409277007546,1.3882446533922994,14.173472326208923,5.822860137577735,6.435310219330841,0.0,5.720152579673216,11.046260150156971,6.621748601935994,7.7988916687516925,11.096279974671244,5.71883559621605,4.812770309416004,5.153841808245451,5.221950528311852,6.365886716927846,8.424974559579598,2.752448890686805,0.2804812743006235,0.0,4.333946043620153,7.749009251045891,2.808240876924435,6.385123827791744,8.53374554236569,4.788967541015252,11.697111180220706,4.309961945334363,8.044431825667907,0.5897634869849773 +TCGA-ZP-A9D0,TCGA-ZP-A9D0-01A,Tumor Free,0,67.0,female,black or african american,,G1,no,No,4.805375010894768,8.691737936785467,10.577595748014668,9.84187581044265,4.737129691394254,6.010318854475432,5.794025896070427,2.5893080794704275,4.96813223469285,1.4172719453435298,7.110765165708932,4.05638410361049,0.5839041362434145,2.113633829646433,9.003620506354427,1.2152437037128656,2.6540230214110307,10.821810088748212,1.7832890112097282,0.2584586227179007,9.128218636813877,7.527843693317663,6.33515628858606,7.677430721398083,2.799626143238027,5.980418376512511,1.5524754444910331,8.301267540565574,0.7839175726037957,7.596320972051579,9.225376886409403,4.965294839489623,6.630101091766213,3.848377567522405,6.934724068673826,9.810789147194726,3.1961663631284947,5.338338834684812,0.9503937578826276,1.576618878686374,0.1083571780904185,2.5097465063656546,10.216271751931576,3.3046278544929764,3.4708491874493554,7.606250477901828,0.0,8.212558639211986,2.035905383742128,1.6441793172749548,3.176594050404914,0.5727926772584291,2.604213687865568,8.509829623845983,0.8616378172243362,7.247402542706202,3.0049687317486784,2.473734968463598,9.577523430983092,9.398346949687886,11.620717716848851,0.6093767487633067,3.4568587054695605,1.0189901753847537,11.866186380664198,2.7687771638516607,6.882647939845216,0.2992446577960727,10.99494863792872,7.317204561234449,10.529423721338842,0.5894758779118472,14.451658670742798,8.338193069392446,1.5369480883393924,0.035342380792197,7.158029969338586,12.925374314272908,4.247912327100069,5.673299180742425,2.135403530597652,2.5437928055358765,7.022689609107809,6.670639255309896,2.6759965389643043,7.838903877956966,2.0225808722551224,3.8078391741121407,3.149373189517966,6.73895288974471,2.227556261050453,9.310492817147296,1.5739076821339184,6.081763561368789,7.222879892608085,2.1403205846435647,11.38298098189259,2.170053235302304,8.021551349578202,0.2320467133501099 +TCGA-ZP-A9D1,TCGA-ZP-A9D1-01A,Tumor Free,0,56.0,female,white,Stage I,G2,yes,No,9.550744861788573,3.055195654242125,7.715321641518909,7.876055824379335,11.022371419761548,5.149929984751045,9.352862670419409,11.06045607045274,6.300072460382659,1.4093637792695726,7.9891719400498,10.771660965044914,1.236094578637878,10.25706107769537,5.532048845022504,9.28589459323536,4.756110602678811,3.642516747179245,4.94508326388049,0.0,3.961975162221352,8.567276575225968,3.485310891660556,8.363473797505243,6.604069840634545,6.669736879843788,5.7360365601687215,4.837408437622805,0.9909548603969932,5.556539774640036,8.115054577657155,8.708573521917645,2.4676446734858253,1.4026130429871695,11.041311507852132,8.426500431559536,1.2869993966338398,0.1723594978481405,2.6922263138173035,2.3307018019533783,5.483374035406238,3.87878418576096,5.495352993572333,4.383669736490365,4.697695990195665,4.342924474034074,2.6173690170540507,7.826727065359985,0.0,0.3221589076293775,4.426627060517728,1.8119641753101936,5.815634344538025,5.629435310390305,0.1074200588363648,7.91942708968115,0.4520682302238107,2.627793582682482,8.373005188390982,8.603276198612317,8.814325785943783,3.8208427047704814,8.545725557796693,7.131365177526883,9.213096197894862,3.0577448465010004,7.293466130950135,0.749920364859095,11.478206636157832,6.870627340160726,10.508214308287933,3.903790281391638,13.59276514216204,6.2724562312700325,3.277746757355166,0.0,9.090743096890945,12.326604841440505,2.7927304382933267,5.258157074937423,3.589439922745904,4.252483783344327,5.202292332526941,7.4425612139327955,3.502801577747872,2.6489485614228268,2.724301014322585,5.320040536861257,0.2386645921146174,0.0,3.126262563683341,7.851204961614213,3.25648233816527,6.078054713837923,8.399985371312264,3.488579275837164,12.783664196277623,7.122424242483849,7.472440655652644,0.3403913572200783 +TCGA-ZP-A9D2,TCGA-ZP-A9D2-01A,With Tumor,1,51.0,male,white,,G2,no,No,6.367009298063774,5.710533707571587,4.2284724021298015,3.3825704243252,5.48923784634151,2.8740887208962778,3.56674210431135,7.5810981205709025,8.534775985499483,0.0,10.456502476282571,1.5873649909364609,2.056063232018519,9.854207178302142,2.80264818879089,2.608123208175944,4.0494826573704055,4.218579703282659,7.56673677762607,3.3508932266692733,3.923054075489192,8.786296095876406,2.650672664786422,6.359055494410415,2.655855538936497,4.480439631061094,2.251749385097187,5.1900103186105975,0.5276709162640892,2.9746944971155784,3.991816590590547,8.33173924868313,2.9758869360059403,0.1050075247609737,10.028953780922755,6.091069310563436,2.639949858641112,0.0,4.745323396380857,6.538393824827449,6.864199766603233,1.0172805676706795,3.311909942279684,7.143694424974437,6.204483112713516,2.627840265043983,0.613908778796663,2.6846616704454296,0.6375638789354056,0.5624744580963247,4.150031566540015,0.3199646942164657,5.414328375670747,0.4031586297428644,0.0460020465445204,5.522620761042079,2.05477903151962,0.3717261219062073,6.158444078018851,4.250522030152037,6.996384226719235,5.996142400605379,5.437660535776199,0.468531186162872,6.732153855275838,5.660974239290797,1.0371713376446436,6.265395637021499,7.107499570260832,2.43648169189106,5.805911505187935,0.2189671100489566,12.08451586700823,3.384257075675753,5.186389625597555,0.1359288155264067,6.572005898615919,5.460804804058714,0.8464732574999096,7.953351388341452,4.001126665454284,4.32734964204606,4.053120027367366,3.125204736029637,5.409027670714429,4.529252500144583,5.316782936716586,1.900219562778572,0.7956007291013064,4.760338060867463,5.08295374489723,5.898634034716975,2.694167024413976,3.0246920081847497,5.202735063906574,5.779918922360202,6.967101729134402,4.531344027943151,3.271799150697233,0.0313951962755343 +TCGA-ZP-A9D4,TCGA-ZP-A9D4-01A,Tumor Free,0,64.0,female,white,,G1,no,No,5.037716059207048,10.756053543265637,2.9318343146654056,7.389084054523403,3.2227891079307853,11.236502484257786,9.156319502114654,8.863219276979027,0.906274914369733,8.354013064794243,2.290866699625002,1.2753050941987687,1.86576048542114,3.794093498471506,2.5121763091141416,6.162038794753223,1.2122580442027349,11.171998761988831,7.91364161627124,0.2816685799728449,9.827115126352174,6.287403956092035,1.192383565765978,6.845658146486373,6.623858084885047,8.15887422116143,0.3439194263681884,7.657202672008665,7.378705819130959,6.048861735273332,7.205437479203952,1.8088380743234744,8.816019478509475,0.1618232029453479,3.5531147081152272,8.700962947002724,1.1591124612308583,5.115195586958665,4.099800143399415,6.018262504118679,4.788544774764152,4.8905439716011445,7.765551984344121,0.3683772461200166,0.5268700863568266,0.6310577055029407,0.0,7.799003742384086,9.59782891164386,8.861472503908812,0.7592410717572784,7.342662296488505,2.7670191097314065,5.5563313113038175,1.0005769626315204,4.606033525099006,0.0,1.7311832415722,10.01941392483752,6.984634918026928,11.093446880181556,0.1031283162172254,5.153943114981244,3.067655924490309,10.706127224637395,0.5186358471628002,5.923553306721194,0.0529722748139886,9.446302554215949,9.172952234161045,9.43222451432684,3.704329745574464,13.22443768881564,6.10273580639217,0.0,0.0079130816432649,9.740266657059928,11.411881676996298,6.008484647974585,1.4643023196789515,0.4673838307577306,0.1017845241669321,9.303547204429051,6.734511828756283,0.0768326955573985,8.079590382039015,0.0568609430467509,3.2468640831541653,0.2823804946386056,8.204086415102674,0.1926991779920596,8.949817083035105,0.6501211758497031,5.264025917881179,9.079610647478557,0.1032626266060846,12.299449620950472,3.5282087242951308,8.768619383937878,5.568676672708789 +TCGA-ZS-A9CE,TCGA-ZS-A9CE-01A,Tumor Free,0,79.0,female,white,Stage II,G1,yes,No,3.094117811307162,6.508989521135948,1.411643176039014,12.20740868835463,4.518661023109558,0.2530210957115131,7.478864245843922,9.003380452491573,0.4492179921398964,0.0260209707143701,2.534883345840836,1.5347090757384454,1.2496880453873556,0.7617107843633438,4.402913141235272,7.331214347291877,0.0543622884496891,10.036935291832698,9.26587988738871,0.0,9.40377046440796,10.346997542144567,4.323052958379502,9.165363540278078,0.722640885999805,7.145605114859472,8.968844743404746,9.28925235565218,9.433931938432988,10.847104651928383,7.804560860900415,4.31274503067514,8.51222846702913,0.185486004128078,10.918631239817156,10.304480240015032,9.55849552482509,3.6165576653267912,0.9855004303048848,3.817940410919728,0.2294648731400921,3.819136781517519,7.518362817274307,0.1004394792803116,0.9530044313159238,0.0468402542029723,0.0405417938628468,9.823013051564486,0.6513158022138039,3.708518344550079,0.8568662069844315,0.1134338026040485,2.92673955901793,1.2699308100998086,0.0,9.150321289298969,0.5249663318161122,6.302127093197568,10.305125799339091,9.025252813547633,14.45560695939186,0.1021877932236148,5.857117607210446,7.676141855381597,10.146463031212605,0.0,5.421125657283457,1.2346852478566257,12.59721765957952,8.317311757263381,12.759249457934546,5.637010254306333,14.738361742005129,7.711506607850581,0.1063483195051467,0.0846085753178094,6.562532460734537,13.564662810842478,7.317617923151841,3.4560044292649192,0.372840688587793,0.0,8.501599170336018,3.76555596231052,0.0,7.999501169587358,0.1500396927741532,6.747673385865658,0.7728991222893085,7.880176745988725,0.0,7.741557994666346,0.4206171389786907,9.00213569224037,9.690927389376148,0.102322191196686,14.310317510153254,6.037358059733983,8.488008405396581,0.5061956922648138 +TCGA-ZS-A9CF,TCGA-ZS-A9CF-01A,Tumor Free,0,64.0,male,white,Stage II,G2,no,Yes,9.635530947752123,8.371348889902313,10.5825099960543,10.548019342652111,1.2065182016651157,6.20775622632366,7.464610277076724,6.453371063493568,0.8848713917596994,0.0,3.9586014327525465,3.841751767980024,0.6580057769131212,5.630050112808314,9.369840937256598,4.347169556019207,3.4704587739376804,10.424416376281116,4.85897561429202,6.9441966684824665,9.215860814643833,4.913143132451586,4.058420407457732,7.924645663791816,3.3482749174853,8.385915449438935,8.171396000574125,9.47290545081756,5.1099037663830185,6.652080590211623,10.0880628669848,7.729959201907587,7.035020094687856,5.782594656391396,10.110659084745045,10.06698669281869,2.696349990136987,0.0,1.832241921370784,4.590242708062591,0.1226064626510409,3.633477710655096,9.423635943173174,1.5019740851912868,2.086885647787594,7.273568106261213,0.0489336451979224,8.018003168623805,3.550863735120926,2.8706606266792813,0.930926531064028,0.1243281350022017,2.679784089065556,4.020466642513537,0.0,9.785470450647546,0.7441610955704101,5.108892401632409,9.274319675443492,8.343138180139944,12.5324761042809,0.1992483068402023,7.915630246008551,0.0411027718191281,11.571858092884458,0.6031218698399965,9.982554997173343,0.1240633960270779,10.054389423823846,7.040417954885709,12.490411685207471,6.145381957730626,10.834513713938376,6.417022093525231,0.127765328148545,0.0,6.078693084405234,11.70211462135048,6.027795440989855,3.038383501956221,0.9203695304316734,0.1212806997927292,7.859499999774981,7.847502774031656,0.5451776346152923,6.853247167242152,0.1486087702052201,6.821002212705811,0.0973411087967018,6.519453840630816,0.4254593047653552,7.535490015009979,0.6912661471382847,5.804851220658826,8.636864204021508,0.3415303869973002,12.417702727312683,0.4993739450021675,8.369623081198778,1.883386212652194 +TCGA-ZS-A9CG,TCGA-ZS-A9CG-01A,Tumor Free,0,55.0,male,white,Stage II,G2,no,No,2.4611094150652546,12.589491022820951,0.1781090760943251,7.204912460189534,0.7283123788436093,8.267623810268445,8.114393054867307,4.723869783076319,4.136946011139536,0.0639170536923114,7.039538721335142,1.7454094554980912,2.285490997363916,6.667105863559386,2.1918784425463613,2.9476474568039053,1.7772408470665446,10.678260242714552,10.113193238564046,7.090262769771543,10.178259744120984,8.60891381949395,3.495605630898444,10.648154242061668,5.776182965566915,5.943644760061008,3.6719726607500567,10.693272018260194,4.219633206435974,4.979188513908463,8.543859681901727,1.9317208729479587,8.69079978919483,2.08144189426962,2.505535292051463,8.227870528348634,6.624527906602229,4.895481977511037,1.6405283852959445,5.836020048673248,0.0896337361068955,3.0999684171548854,6.172109430587061,2.841308964174829,3.6997514994563954,1.3405622690264134,8.30699765608874,7.568468435785603,6.151434694896379,7.9624102065872515,2.4357885883269774,7.71285986520722,4.89476441897569,1.6858504676452464,0.3220435058742555,7.63943043335302,0.2163617349711273,0.9465811563899532,6.6621926794393005,7.86097645027584,11.520161296320811,2.7453018807994045,6.789778800788387,7.495039533877573,11.005635846518398,2.4467855621431225,7.853567813690835,0.0328061450832414,11.69109005887806,10.4850145696904,9.301491164975223,8.249720750462442,14.420697442221218,6.187169930733956,1.9780491557446875,0.0,7.919664247153159,12.246624940773318,3.966956430895597,4.72885654155285,4.5708332723668095,1.43648169189106,8.025784062069926,6.673823512669246,2.251900838013216,7.391324369494288,2.969214970745283,5.459618501117513,6.221965990411154,8.525787399204082,1.8266806753178573,7.8780276086459295,2.397118409042581,5.718580822407381,11.043885876037848,1.791730736189478,12.81251723759289,6.215787299351001,10.177949300988963,6.832377386704419 diff --git a/flask_backend/models/tcga_lihc_tumor_status/docs/model_card.md b/flask_backend/models/tcga_lihc_tumor_status/docs/model_card.md new file mode 100644 index 00000000..cf16211a --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/docs/model_card.md @@ -0,0 +1,50 @@ +# Model Card: TCGA-LIHC Tumor Status Classifier + +## Model purpose + +Predict binary follow-up tumor status in TCGA-LIHC liver cancer patients: Tumor Free vs With Tumor. + +## Intended use + +Baseline PredictMod-style training package for educational/research workflow development. This model is not intended for clinical use. + +## Data + +- TCGA-LIHC clinical/follow-up metadata from GDC. +- TCGA-LIHC primary tumor RNA-seq expression data from UCSC Xena/GDC Hub. +- 352 matched primary tumor samples used after excluding missing/unknown tumor-status labels. + +## Outcome + +- Tumor Free = 0 +- With Tumor = 1 + +## Features + +Clinical variables and RNA-seq gene-expression values. Initial candidate gene features were filtered to the top 500 most variable genes, then Random Forest feature importance selected the top 15 final modeling features. + +## Algorithms compared + +- Logistic Regression +- Random Forest +- XGBoost +- Support Vector Machine +- Decision Tree + +## Best model + +Random Forest was selected as the current best model by AUROC. + +## Performance + +| Model | Accuracy | AUROC | F1 With Tumor | +|---|---:|---:|---:| +| Random Forest | 0.803 | 0.798 | 0.759 | + +## Limitations + +The tumor-status outcome comes from clinical follow-up records and is not a standardized controlled treatment-response label. This model should be described as a tumor-status/prognosis classifier, not a clean immunotherapy responder/non-responder model. + +## Ethical/clinical note + +This package is for research and training only. It should not be used to make clinical decisions. diff --git a/flask_backend/models/tcga_lihc_tumor_status/docs/submission_checklist.md b/flask_backend/models/tcga_lihc_tumor_status/docs/submission_checklist.md new file mode 100644 index 00000000..8d302a14 --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/docs/submission_checklist.md @@ -0,0 +1,36 @@ +# PredictMod Submission Checklist + +## Included + +- [x] ML-ready training dataset +- [x] Clear binary outcome column: Tumor Free vs With Tumor +- [x] Training script +- [x] Multiple model algorithms +- [x] Accuracy, AUROC, F1, precision, and recall +- [x] Confusion matrices +- [x] Feature-selection results +- [x] SHAP summary plot +- [x] Saved best-model bundle +- [x] Single-patient prediction script +- [x] README and model card +- [x] BioCompute Object JSON +- [x] Human-readable BCO Markdown + +## Files to verify before opening the pull request + +- [ ] `data/tcga_lihc_tumor_status_ml_ready_top500_genes.csv.gz` +- [ ] `scripts/train_models.py` +- [ ] `scripts/single_patient_predict.py` +- [ ] `models/best_model_bundle.joblib` +- [ ] `results/model_metrics_comparison.csv` +- [ ] `figures/best_model_confusion_matrix.png` +- [ ] `figures/shap_summary_plot.png` +- [ ] `docs/tcga_lihc_tumor_status_bco.json` + +## Reviewer notes + +- The outcome is follow-up tumor status, not a controlled treatment-response endpoint. +- Random Forest was the strongest held-out baseline by AUROC. +- The current SHAP plot explains XGBoost, not Random Forest. +- Prior-treatment variables require a temporal leakage audit. +- This model is for exploratory research and training only, not clinical use. diff --git a/flask_backend/models/tcga_lihc_tumor_status/docs/tcga_lihc_tumor_status_bco.json b/flask_backend/models/tcga_lihc_tumor_status/docs/tcga_lihc_tumor_status_bco.json new file mode 100644 index 00000000..89c1c01e --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/docs/tcga_lihc_tumor_status_bco.json @@ -0,0 +1,764 @@ +{ + "spec_version": "https://w3id.org/biocompute/1.3.0/", + "object_id": "urn:uuid:5a9b6074-33c1-4f91-a905-df32badf7da4", + "type": "machine_learning_model_training", + "etag": "51a5109732d4ebc2f1cd2230fc6662934389f607d8cc50c74148e1e9c7a4406a", + "provenance_domain": { + "name": "TCGA-LIHC tumor-status prediction workflow", + "version": "0.2.0-draft", + "review": [ + { + "status": "unreviewed", + "reviewer": { + "name": "PredictMod mentor review pending", + "affiliation": "GW HIVE / PredictMod" + }, + "date": "2026-07-21T16:29:44+00:00", + "comment": "Draft BCO prepared for volunteership review; not yet published or submitted as a GitHub pull request." + } + ], + "derived_from": [ + "PMID:34975338", + "TCGA-LIHC clinical and RNA-seq data sources" + ], + "obsolete": null, + "embargo": {}, + "created": "2026-07-21T16:29:44+00:00", + "modified": "2026-07-21T16:29:44+00:00", + "contributors": [ + { + "name": "Sri Piramanayagam", + "affiliation": "GW HIVE / PredictMod Summer 2026 volunteership", + "contribution": [ + "data curation", + "model training", + "workflow documentation" + ] + } + ], + "license": "Draft project documentation; source data remain governed by TCGA/GDC/UCSC Xena access and use terms. Training code/package license TBD." + }, + "usability_domain": [ + "Need: This BioCompute Object documents a draft PredictMod-style machine-learning workflow for hepatocellular carcinoma using the TCGA-LIHC cohort. The model task is binary prediction of follow-up tumor status, simplified to Tumor Free versus With Tumor, using clinical variables and RNA-seq gene-expression features.", + "Method: Public TCGA-LIHC clinical and biospecimen metadata were identified through the NCI Genomic Data Commons Data Portal, and normalized RNA-seq gene-expression data were obtained from the UCSC Xena GDC Hub. Patient/sample identifiers were harmonized into an ML-ready table. Patients with missing or unknown tumor-status labels were excluded. A stratified 80/20 train/test split was used; missing values were imputed; numeric features were scaled; categorical variables were one-hot encoded; Random Forest feature importance selected the top 15 features; Logistic Regression, Random Forest, XGBoost, Support Vector Machine, and Decision Tree classifiers were trained and compared.", + "Results and interpretation: The best model by AUROC was Random Forest with holdout accuracy 0.8028, AUROC 0.7984, F1 for With Tumor 0.7586, precision 0.7857, and recall 0.7333. This is a baseline tumor-status/prognosis model, not a clinically validated diagnostic tool and not a direct immunotherapy responder/non-responder model." + ], + "extension_domain": {}, + "description_domain": { + "keywords": [ + "TCGA-LIHC", + "hepatocellular carcinoma", + "liver cancer", + "RNA-seq", + "gene expression", + "machine learning", + "PredictMod", + "tumor status", + "Tumor Free", + "With Tumor", + "Random Forest", + "XGBoost", + "BioCompute Object" + ], + "xref": [ + { + "namespace": "pubmed", + "name": "PubMed", + "ids": [ + "34975338" + ], + "access_time": "2026-07-21T16:29:44+00:00" + }, + { + "namespace": "nci.gdc.project", + "name": "NCI Genomic Data Commons Project", + "ids": [ + "TCGA-LIHC" + ], + "access_time": "2026-07-21T16:29:44+00:00" + }, + { + "namespace": "ucsc.xena.hub", + "name": "UCSC Xena GDC Hub", + "ids": [ + "GDC TCGA Liver Cancer (LIHC)", + "TCGA-LIHC.star_fpkm-uq.tsv.gz" + ], + "access_time": "2026-07-21T16:29:44+00:00" + } + ], + "platform": [ + "Python 3.11", + "scikit-learn", + "XGBoost", + "SHAP", + "UCSC Xena GDC Hub", + "NCI GDC Data Portal" + ], + "pipeline_steps": [ + { + "step_number": 1, + "name": "select_dataset", + "description": "Selected PMID 34975338 and the public TCGA-LIHC hepatocellular carcinoma cohort as the source dataset for a PredictMod-style model.", + "version": "manual curation, 2026-07 draft", + "prerequisite": [ + { + "name": "PredictMod recommended publications and TCGA-LIHC project page", + "uri": { + "uri": "https://portal.gdc.cancer.gov/projects/TCGA-LIHC", + "access_time": "2026-07-21T16:29:44+00:00" + } + } + ], + "input_list": [ + { + "uri": "https://pubmed.ncbi.nlm.nih.gov/34975338/", + "access_time": "2026-07-21T16:29:44+00:00" + } + ], + "output_list": [ + { + "uri": "file://PROJECT_ROOT/data_source_selection_notes", + "access_time": "2026-07-21T16:29:44+00:00" + } + ] + }, + { + "step_number": 2, + "name": "extract_metadata", + "description": "Downloaded and inspected TCGA-LIHC clinical and biospecimen metadata. 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Numeric values were median-imputed and standardized; categorical variables were mode-imputed and one-hot encoded.", + "version": "train_models.py v0.2.0-draft", + "prerequisite": [ + { + "name": "training script", + "uri": { + "filename": "scripts/train_models.py", + "uri": "file://PROJECT_ROOT/scripts/train_models.py", + "access_time": "2026-07-21T16:29:45+00:00", + "sha1_checksum": "4b1b756a260cb1683dfee033356dfa9fb2f16e7f" + } + } + ], + "input_list": [ + { + "filename": "data/tcga_lihc_tumor_status_ml_ready_top500_genes.csv.gz", + "uri": "file://PROJECT_ROOT/data/tcga_lihc_tumor_status_ml_ready_top500_genes.csv.gz", + "access_time": "2026-07-21T16:29:45+00:00", + "sha1_checksum": "69941db425a3a3e32c0cdb9b6fa0474228acae6f" + } + ], + "output_list": [ + { + "uri": "file://PROJECT_ROOT/intermediate/X_train_X_test_y_train_y_test", + "access_time": "2026-07-21T16:29:44+00:00" + } + ] + }, + { + "step_number": 6, + "name": "select_features", + "description": "Used Random Forest feature importance on the training set to rank preprocessed features and retain the top 15 features for downstream model comparison.", + "version": "scikit-learn RandomForestClassifier; n_estimators=100; class_weight=balanced; random_state=42", + "prerequisite": [ + { + "name": "scikit-learn RandomForestClassifier", + "uri": { + "uri": "https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html", + "access_time": "2026-07-21T16:29:44+00:00" + } + } + ], + "input_list": [ + { + "uri": "file://PROJECT_ROOT/intermediate/preprocessed_training_matrix", + "access_time": "2026-07-21T16:29:44+00:00" + } + ], + "output_list": [ + { + "filename": "results/selected_top15_features.csv", + "uri": "file://PROJECT_ROOT/results/selected_top15_features.csv", + "access_time": "2026-07-21T16:29:45+00:00", + "sha1_checksum": "629a4fa8be2b964a6b6b624d2e39f7f6f0573fe6" + }, + { + "filename": "results/rf_feature_importances_all_features.csv", + "uri": "file://PROJECT_ROOT/results/rf_feature_importances_all_features.csv", + "access_time": "2026-07-21T16:29:45+00:00", + "sha1_checksum": "7bab40fc4ab3310820e9b463e537be3d06b0e56c" + } + ] + }, + { + "step_number": 7, + "name": "train_models", + "description": "Trained five binary classifiers on the same selected training features: Logistic Regression, Random Forest, XGBoost, Support Vector Machine, and Decision Tree.", + "version": "train_models.py v0.2.0-draft", + "prerequisite": [ + { + "name": "Python model-training script", + "uri": { + "filename": "scripts/train_models.py", + "uri": "file://PROJECT_ROOT/scripts/train_models.py", + "access_time": "2026-07-21T16:29:45+00:00", + "sha1_checksum": "4b1b756a260cb1683dfee033356dfa9fb2f16e7f" + } + } + ], + "input_list": [ + { + "uri": "file://PROJECT_ROOT/intermediate/selected_training_features", + "access_time": "2026-07-21T16:29:44+00:00" + } + ], + "output_list": [ + { + "filename": "models/best_model_bundle.joblib", + "uri": "file://PROJECT_ROOT/models/best_model_bundle.joblib", + "access_time": "2026-07-21T16:29:45+00:00", + "sha1_checksum": "8834a24ecf6a755a795465542e21108eefea0a81" + } + ] + }, + { + "step_number": 8, + "name": "evaluate_models", + "description": "Evaluated models on the held-out test set using accuracy, AUROC, F1, precision, recall, and confusion matrices. 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"0.13.2", + "uri": { + "uri": "https://seaborn.pydata.org/", + "access_time": "2026-07-21T16:29:44+00:00" + } + } + ], + "external_data_endpoints": [ + { + "url": "https://portal.gdc.cancer.gov/", + "name": "NCI Genomic Data Commons Data Portal" + }, + { + "url": "https://gdc.xenahubs.net/", + "name": "UCSC Xena GDC Hub" + }, + { + "url": "https://pubmed.ncbi.nlm.nih.gov/", + "name": "PubMed" + } + ], + "environment_variables": { + "PROJECT_ROOT": "Path to local TCGA-LIHC model package directory", + "PYTHONPATH": "Optional; not required if scripts are run from package root" + } + }, + "parametric_domain": [ + { + "param": "outcome_label", + "value": "Tumor Free vs With Tumor; Tumor Free=0, With Tumor=1", + "step": "4" + }, + { + "param": "missing_or_unknown_outcomes", + "value": "Excluded before training", + "step": "4" + }, + { + "param": "initial_gene_feature_filter", + "value": "Top 500 most variable gene-expression features retained in ML-ready table", + "step": "4" + }, + { + "param": "test_size", + "value": "0.20", + "step": "5" + }, + { + "param": "split_strategy", + "value": "stratified train/test split on outcome_code", + "step": "5" + }, + { + "param": "random_state", + "value": "42", + "step": "5" + }, + { + "param": "numeric_imputation", + "value": "median", + "step": "5" + }, + { + "param": "numeric_scaling", + "value": "StandardScaler", + "step": "5" + }, + { + "param": "categorical_imputation", + "value": "most_frequent", + "step": "5" + }, + { + "param": "categorical_encoding", + "value": "OneHotEncoder(handle_unknown=ignore)", + "step": "5" + }, + { + "param": "feature_selection_model", + "value": "RandomForestClassifier(n_estimators=100, class_weight=balanced, random_state=42)", + "step": "6" + }, + { + "param": "n_selected_features", + "value": "15", + "step": "6" + }, + { + "param": "logistic_regression", + "value": "max_iter=3000; class_weight=balanced; random_state=42", + "step": "7" + }, + { + "param": "random_forest", + "value": "n_estimators=120; min_samples_leaf=3; class_weight=balanced; random_state=42", + "step": "7" + }, + { + "param": "xgboost", + "value": "n_estimators=80; max_depth=3; learning_rate=0.05; subsample=0.85; colsample_bytree=0.85; reg_lambda=1.0; objective=binary:logistic; eval_metric=logloss; tree_method=hist; random_state=42", + "step": "7" + }, + { + "param": "svm", + "value": "kernel=rbf; probability=True; class_weight=balanced; random_state=42", + "step": "7" + }, + { + "param": "decision_tree", + "value": "max_depth=4; min_samples_leaf=5; class_weight=balanced; random_state=42", + "step": "7" + }, + { + "param": "model_selection_criterion", + "value": "Highest AUROC on held-out test set", + "step": "8" + }, + { + "param": "shap_explainer", + "value": "TreeExplainer on trained XGBoost model using selected test features", + "step": "8" + } + ], + "io_domain": { + "input_subdomain": [ + { + "uri": { + "filename": "PMID 34975338 PubMed record", + "uri": "https://pubmed.ncbi.nlm.nih.gov/34975338/", + "access_time": "2026-07-21T16:29:44+00:00" + } + }, + { + "uri": { + "filename": "TCGA-LIHC GDC project", + "uri": "https://portal.gdc.cancer.gov/projects/TCGA-LIHC", + "access_time": "2026-07-21T16:29:44+00:00" + } + }, + { + "uri": { + "filename": "TCGA-LIHC clinical metadata", + "uri": "file://PROJECT_ROOT/source/TCGA-LIHC.clinical.tsv.gz", + "access_time": "2026-07-21T16:29:44+00:00", + "sha1_checksum": "dab15d840d7e3efca6513e789a7d8ee6802a3c91" + } + }, + { + "uri": { + "filename": "TCGA-LIHC RNA-seq STAR FPKM-UQ expression matrix", + "uri": "file://PROJECT_ROOT/source/TCGA-LIHC.star_fpkm-uq.tsv.gz", + "access_time": "2026-07-21T16:29:44+00:00", + "sha1_checksum": "99365d5814f1b2f25eedef58f5a1880575a62465" + } + }, + { + "uri": { + "filename": "ML-ready training table derived from TCGA-LIHC clinical + RNA-seq data", + "uri": "file://PROJECT_ROOT/data/tcga_lihc_tumor_status_ml_ready_top500_genes.csv.gz", + "access_time": "2026-07-21T16:29:44+00:00", + "sha1_checksum": "69941db425a3a3e32c0cdb9b6fa0474228acae6f" + } + } + ], + "output_subdomain": [ + { + "uri": { + "filename": "results/model_metrics_comparison.csv", + "uri": "file://PROJECT_ROOT/results/model_metrics_comparison.csv", + "access_time": "2026-07-21T16:29:45+00:00", + "sha1_checksum": "f0778f2c874e6bf70860186d99c6d3cf3723ba2a" + }, + "mediatype": "text/csv" + }, + { + "uri": { + "filename": "results/holdout_predictions_all_models.csv", + "uri": "file://PROJECT_ROOT/results/holdout_predictions_all_models.csv", + "access_time": "2026-07-21T16:29:45+00:00", + "sha1_checksum": "3be0808df891565b74a759320fcd0af5cbd7b4b3" + }, + "mediatype": "text/csv" + }, + { + "uri": { + "filename": "results/selected_top15_features.csv", + "uri": "file://PROJECT_ROOT/results/selected_top15_features.csv", + "access_time": "2026-07-21T16:29:45+00:00", + "sha1_checksum": "629a4fa8be2b964a6b6b624d2e39f7f6f0573fe6" + }, + "mediatype": "text/csv" + }, + { + "uri": { + "filename": "results/confusion_matrices.json", + "uri": "file://PROJECT_ROOT/results/confusion_matrices.json", + "access_time": "2026-07-21T16:29:45+00:00", + "sha1_checksum": "02ed7763e71d763032df0f3526c8756d07563d91" + }, + "mediatype": "application/json" + }, + { + "uri": { + "filename": "models/best_model_bundle.joblib", + "uri": "file://PROJECT_ROOT/models/best_model_bundle.joblib", + "access_time": "2026-07-21T16:29:45+00:00", + "sha1_checksum": "8834a24ecf6a755a795465542e21108eefea0a81" + }, + "mediatype": "application/octet-stream" + }, + { + "uri": { + "filename": "figures/model_auroc_comparison.png", + "uri": "file://PROJECT_ROOT/figures/model_auroc_comparison.png", + "access_time": "2026-07-21T16:29:45+00:00", + "sha1_checksum": "a5a9609a27d1cb982ab71c8d3321f54691a28c01" + }, + "mediatype": "image/png" + }, + { + "uri": { + "filename": "figures/best_model_confusion_matrix.png", + "uri": "file://PROJECT_ROOT/figures/best_model_confusion_matrix.png", + "access_time": "2026-07-21T16:29:45+00:00", + "sha1_checksum": "3746c60144cc993365476654e0128fb8b5ceb7d7" + }, + "mediatype": "image/png" + }, + { + "uri": { + "filename": "figures/shap_summary_plot.png", + "uri": "file://PROJECT_ROOT/figures/shap_summary_plot.png", + "access_time": "2026-07-21T16:29:45+00:00", + "sha1_checksum": "a16a02b8d709f136ccef9cbb6e05820401105a85" + }, + "mediatype": "image/png" + }, + { + "uri": { + "filename": "scripts/single_patient_predict.py", + "uri": "file://PROJECT_ROOT/scripts/single_patient_predict.py", + "access_time": "2026-07-21T16:29:45+00:00", + "sha1_checksum": "62975022d48f2961395458ca19ed3a3faac2473a" + }, + "mediatype": "text/x-python" + } + ] + }, + "error_domain": { + "empirical_error": { + "holdout_test_set_size": "71 patients/samples", + "best_model": "Random Forest selected by AUROC", + "accuracy": "0.8028169014", + "auroc": "0.7983739837", + "f1_with_tumor": "0.7586206897", + "precision_with_tumor": "0.7857142857", + "recall_with_tumor": "0.7333333333", + "confusion_matrix_labels": "[[Tumor Free, With Tumor], [Tumor Free, With Tumor]] for true rows and predicted columns", + "random_forest_confusion_matrix": "[[35, 6], [8, 22]]", + "external_validation": "Not performed in this draft workflow", + "class_distribution_used": "201 Tumor Free; 151 With Tumor; missing/unknown tumor-status labels excluded" + }, + "algorithmic_error": { + "stochasticity_control": "random_state=42 used for split and supported estimators; results may vary if package versions, random seed, or selected features change", + "overfitting_risk": "Moderate due to high-dimensional RNA-seq features and only 352 matched labeled samples; top-15 feature selection reduces but does not eliminate this risk", + "label_limitation": "Tumor Free versus With Tumor is a follow-up tumor-status label, not a direct controlled immunotherapy responder/non-responder endpoint", + "data_integration_limitation": "Clinical follow-up labels may differ in timing/completeness across patients; missing/unknown labels were excluded, which may introduce selection bias", + "biological_validity_limitation": "Selected features require biological interpretation; model should be considered exploratory until independently validated", + "clinical_use_limitation": "Not intended for clinical decision-making; educational/research baseline only" + } + } +} \ No newline at end of file diff --git a/flask_backend/models/tcga_lihc_tumor_status/docs/tcga_lihc_tumor_status_bco.md b/flask_backend/models/tcga_lihc_tumor_status/docs/tcga_lihc_tumor_status_bco.md new file mode 100644 index 00000000..3669c133 --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/docs/tcga_lihc_tumor_status_bco.md @@ -0,0 +1,106 @@ +# Draft BioCompute Object: TCGA-LIHC Tumor-Status Prediction Workflow + +**Status:** Draft / unreviewed +**BCO version:** 0.2.0-draft +**Object ID:** `urn:uuid:5a9b6074-33c1-4f91-a905-df32badf7da4` +**Spec version:** `https://w3id.org/biocompute/1.3.0/` +**Scope:** This BCO documents the model-training workflow beginning with the harmonized TCGA-LIHC ML-ready table, while also recording the upstream public data sources used to create that table. + +## 1. Provenance Domain + +- **Name:** TCGA-LIHC tumor-status prediction workflow +- **Contributor:** Sri Piramanayagam +- **Review status:** unreviewed; PredictMod mentor review pending +- **Derived from:** PMID 34975338; TCGA-LIHC clinical and RNA-seq data sources +- **Created:** 2026-07-21T16:29:44+00:00 +- **Modified:** 2026-07-21T16:29:44+00:00 +- **License note:** Draft project documentation. Source data remain governed by TCGA/GDC/UCSC Xena terms. Training package license TBD. + +## 2. Usability Domain + +This workflow trains a baseline PredictMod-style binary classifier for TCGA-LIHC hepatocellular carcinoma. The model predicts follow-up tumor status, simplified as **Tumor Free vs With Tumor**, using clinical variables and RNA-seq gene-expression features. It is intended as an exploratory tumor-status/prognosis model, not as a direct immunotherapy responder/non-responder model and not as a clinical decision tool. + +## 3. Description Domain + +### Keywords +TCGA-LIHC; hepatocellular carcinoma; liver cancer; RNA-seq; gene expression; tumor status; Tumor Free; With Tumor; Random Forest; XGBoost; PredictMod; BioCompute Object. + +### External references +- PubMed: PMID 34975338 +- NCI GDC Project: TCGA-LIHC +- UCSC Xena/GDC Hub: GDC TCGA Liver Cancer (LIHC), STAR FPKM-UQ expression matrix + +### Pipeline steps + +1. **select_dataset:** selected PMID 34975338 and TCGA-LIHC. +2. **extract_metadata:** downloaded clinical and biospecimen metadata from NCI GDC. +3. **extract_expression:** downloaded STAR FPKM-UQ RNA-seq matrix from UCSC Xena/GDC Hub. +4. **harmonize_table:** matched patient/sample IDs, created Tumor Free/With Tumor labels, excluded missing/unknown labels, and generated the ML-ready table. +5. **split_preprocess:** created X/y, removed ID and label-related columns, used stratified 80/20 split, imputed missing values, scaled numeric variables, and one-hot encoded categorical variables. +6. **select_features:** used Random Forest feature importance to select top 15 features. +7. **train_models:** trained Logistic Regression, Random Forest, XGBoost, SVM, and Decision Tree. +8. **evaluate_models:** evaluated accuracy, AUROC, F1, precision, recall, confusion matrices, and SHAP summary plot. +9. **single_patient_prediction:** saved a script to run predictions for one patient from the saved model bundle. + +## 4. Execution Domain + +- **Driver:** Python +- **Training script:** `scripts/train_models.py` +- **Single-patient script:** `scripts/single_patient_predict.py` +- **Main packages:** pandas, numpy, scikit-learn, matplotlib, joblib, xgboost, shap, seaborn + +## 5. Parametric Domain + +- Outcome: Tumor Free=0, With Tumor=1 +- Missing/unknown outcome labels: excluded +- Initial gene features: top 500 most variable genes +- Train/test split: 80/20 stratified +- Random seed: 42 +- Numeric imputation: median +- Categorical imputation: most frequent +- Numeric scaling: StandardScaler +- Categorical encoding: OneHotEncoder(handle_unknown='ignore') +- Feature selection: RandomForestClassifier, top 15 features +- Models trained: Logistic Regression, Random Forest, XGBoost, SVM, Decision Tree +- Model selection: highest AUROC on held-out test set + +## 6. Input and Output Domain + +### Inputs +- PMID 34975338 PubMed record +- TCGA-LIHC GDC project page +- TCGA-LIHC clinical metadata +- TCGA-LIHC STAR FPKM-UQ RNA-seq expression matrix +- Derived ML-ready training table + +### Outputs +- `results/model_metrics_comparison.csv` +- `results/holdout_predictions_all_models.csv` +- `results/selected_top15_features.csv` +- `results/confusion_matrices.json` +- `models/best_model_bundle.joblib` +- `figures/model_auroc_comparison.png` +- `figures/best_model_confusion_matrix.png` +- `figures/shap_summary_plot.png` +- `scripts/single_patient_predict.py` + +## 7. Error Domain / Limitations + +### Empirical error +- Best model: Random Forest +- Holdout test set: 71 patients/samples +- Accuracy: 0.8028 +- AUROC: 0.7984 +- F1 for With Tumor: 0.7586 +- Precision for With Tumor: 0.7857 +- Recall for With Tumor: 0.7333 +- Confusion matrix: `[[35, 6], [8, 22]]` +- External validation: not performed in this draft workflow + +### Algorithmic and data limitations +- Tumor Free vs With Tumor is a follow-up tumor-status label, not a controlled direct treatment-response label. +- Missing/unknown tumor-status labels were excluded, which may introduce selection bias. +- The dataset is relatively small for RNA-seq ML: 352 matched labeled samples. +- Feature selection reduces dimensionality but does not eliminate overfitting risk. +- Results may vary if random seed, package versions, model settings, or selected features change. +- The model is exploratory and not for clinical decision-making. diff --git a/flask_backend/models/tcga_lihc_tumor_status/environment.yml b/flask_backend/models/tcga_lihc_tumor_status/environment.yml new file mode 100644 index 00000000..f9f7b4a6 --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/environment.yml @@ -0,0 +1,15 @@ +name: predictmod-tcga-lihc +channels: + - conda-forge +dependencies: + - python=3.11 + - pip + - numpy + - pandas + - scikit-learn + - matplotlib + - joblib + - xgboost + - shap + - seaborn + - openpyxl diff --git a/flask_backend/models/tcga_lihc_tumor_status/figures/README.md b/flask_backend/models/tcga_lihc_tumor_status/figures/README.md new file mode 100644 index 00000000..8fc93175 --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/figures/README.md @@ -0,0 +1,5 @@ +# Figures + +- `model_auroc_comparison.png`: AUROC comparison across trained models. +- `best_model_confusion_matrix.png`: confusion matrix for the best model. +- `shap_summary_plot.png`: SHAP summary plot generated from the trained XGBoost model on the selected feature matrix. diff --git a/flask_backend/models/tcga_lihc_tumor_status/figures/best_model_confusion_matrix.png b/flask_backend/models/tcga_lihc_tumor_status/figures/best_model_confusion_matrix.png new file mode 100644 index 00000000..0b8721c2 Binary files /dev/null and b/flask_backend/models/tcga_lihc_tumor_status/figures/best_model_confusion_matrix.png differ diff --git a/flask_backend/models/tcga_lihc_tumor_status/figures/model_auroc_comparison.png b/flask_backend/models/tcga_lihc_tumor_status/figures/model_auroc_comparison.png new file mode 100644 index 00000000..ca76d207 Binary files /dev/null and b/flask_backend/models/tcga_lihc_tumor_status/figures/model_auroc_comparison.png differ diff --git a/flask_backend/models/tcga_lihc_tumor_status/figures/shap_summary_plot.png b/flask_backend/models/tcga_lihc_tumor_status/figures/shap_summary_plot.png new file mode 100644 index 00000000..61b9ceec Binary files /dev/null and b/flask_backend/models/tcga_lihc_tumor_status/figures/shap_summary_plot.png differ diff --git a/flask_backend/models/tcga_lihc_tumor_status/models/README.md b/flask_backend/models/tcga_lihc_tumor_status/models/README.md new file mode 100644 index 00000000..4daac331 --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/models/README.md @@ -0,0 +1,13 @@ +# Models + +`best_model_bundle.joblib` contains: + +- fitted preprocessing pipeline, +- selected feature indices, +- selected feature names, +- trained best model, +- model name, +- expected feature columns, +- label mapping. + +The current best model by AUROC is Random Forest. diff --git a/flask_backend/models/tcga_lihc_tumor_status/models/best_model_bundle.joblib b/flask_backend/models/tcga_lihc_tumor_status/models/best_model_bundle.joblib new file mode 100644 index 00000000..03864dcd Binary files /dev/null and b/flask_backend/models/tcga_lihc_tumor_status/models/best_model_bundle.joblib differ diff --git a/flask_backend/models/tcga_lihc_tumor_status/requirements.txt b/flask_backend/models/tcga_lihc_tumor_status/requirements.txt new file mode 100644 index 00000000..b1ff9718 --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/requirements.txt @@ -0,0 +1,8 @@ +pandas +numpy +scikit-learn +matplotlib +joblib +xgboost +shap +seaborn diff --git a/flask_backend/models/tcga_lihc_tumor_status/results/README.md b/flask_backend/models/tcga_lihc_tumor_status/results/README.md new file mode 100644 index 00000000..3d4ccccd --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/results/README.md @@ -0,0 +1,8 @@ +# Results + +- `model_metrics_comparison.csv`: accuracy, AUROC, F1, precision, recall, and confusion-matrix counts for each model. +- `selected_top15_features.csv`: final selected features based on Random Forest importance. +- `rf_feature_importances_all_features.csv`: Random Forest feature importance scores before top-15 filtering. +- `holdout_predictions_all_models.csv`: predictions on the held-out test set for each model. +- `confusion_matrices.json`: confusion matrices for each model. +- `training_status_summary.csv`: compact training-status summary. diff --git a/flask_backend/models/tcga_lihc_tumor_status/results/confusion_matrices.json b/flask_backend/models/tcga_lihc_tumor_status/results/confusion_matrices.json new file mode 100644 index 00000000..bc565cc8 --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/results/confusion_matrices.json @@ -0,0 +1,52 @@ +{ + "Logistic Regression": [ + [ + 35, + 6 + ], + [ + 9, + 21 + ] + ], + "Random Forest": [ + [ + 35, + 6 + ], + [ + 8, + 22 + ] + ], + "XGBoost": [ + [ + 33, + 8 + ], + [ + 8, + 22 + ] + ], + "SVM": [ + [ + 35, + 6 + ], + [ + 14, + 16 + ] + ], + "Decision Tree": [ + [ + 30, + 11 + ], + [ + 10, + 20 + ] + ] +} \ No newline at end of file diff --git a/flask_backend/models/tcga_lihc_tumor_status/results/holdout_predictions_all_models.csv b/flask_backend/models/tcga_lihc_tumor_status/results/holdout_predictions_all_models.csv new file mode 100644 index 00000000..0fb9b806 --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/results/holdout_predictions_all_models.csv @@ -0,0 +1,356 @@ +patient_id,sample_id,true_label,predicted_label,probability_with_tumor,model +TCGA-UB-A7ME,TCGA-UB-A7ME-01A,Tumor Free,Tumor Free,0.11467452279819265,Logistic Regression +TCGA-WX-AA46,TCGA-WX-AA46-01A,Tumor Free,Tumor Free,0.42951876059443195,Logistic Regression +TCGA-DD-AADV,TCGA-DD-AADV-01A,Tumor Free,Tumor Free,0.2950138024312099,Logistic Regression +TCGA-DD-A113,TCGA-DD-A113-01A,With Tumor,With Tumor,0.7752655603897677,Logistic Regression +TCGA-WQ-A9G7,TCGA-WQ-A9G7-01A,Tumor Free,Tumor Free,0.34209495555218883,Logistic Regression +TCGA-DD-AAD1,TCGA-DD-AAD1-01A,With Tumor,Tumor Free,0.10525258558739296,Logistic Regression +TCGA-DD-AADP,TCGA-DD-AADP-01A,Tumor Free,Tumor Free,0.19212693414122345,Logistic Regression +TCGA-DD-A1EE,TCGA-DD-A1EE-01A,With Tumor,With Tumor,0.8988418978046555,Logistic Regression +TCGA-DD-A4NE,TCGA-DD-A4NE-01A,With Tumor,With Tumor,0.8546257686296423,Logistic Regression +TCGA-BC-A69I,TCGA-BC-A69I-01A,Tumor Free,Tumor Free,0.31360098102984135,Logistic Regression +TCGA-G3-AAV5,TCGA-G3-AAV5-01A,With Tumor,With Tumor,0.8872520475945653,Logistic Regression +TCGA-EP-A12J,TCGA-EP-A12J-01A,Tumor Free,Tumor Free,0.13711019648997594,Logistic Regression +TCGA-CC-A5UC,TCGA-CC-A5UC-01A,With Tumor,With Tumor,0.7373438642034216,Logistic Regression +TCGA-DD-AACJ,TCGA-DD-AACJ-01A,With Tumor,Tumor Free,0.44616587190409707,Logistic Regression +TCGA-DD-AAVQ,TCGA-DD-AAVQ-01A,Tumor Free,Tumor Free,0.4701432860519002,Logistic Regression +TCGA-2Y-A9H0,TCGA-2Y-A9H0-01A,Tumor Free,Tumor Free,0.3678805759041567,Logistic Regression +TCGA-WX-AA44,TCGA-WX-AA44-01A,With Tumor,With Tumor,0.9387233666061487,Logistic Regression +TCGA-DD-A73D,TCGA-DD-A73D-01A,With Tumor,With Tumor,0.5083823112305625,Logistic Regression +TCGA-G3-A25S,TCGA-G3-A25S-01A,With Tumor,With Tumor,0.816300054544318,Logistic Regression +TCGA-ES-A2HS,TCGA-ES-A2HS-01A,Tumor Free,Tumor Free,0.2571313904451817,Logistic Regression +TCGA-G3-A5SI,TCGA-G3-A5SI-01A,With Tumor,With Tumor,0.8991166457150404,Logistic Regression +TCGA-DD-AACE,TCGA-DD-AACE-01A,Tumor Free,With Tumor,0.675135125065108,Logistic Regression +TCGA-DD-A11B,TCGA-DD-A11B-01A,Tumor Free,Tumor Free,0.3768762872139011,Logistic Regression +TCGA-G3-A7M6,TCGA-G3-A7M6-01A,With Tumor,Tumor Free,0.37761753700649947,Logistic Regression +TCGA-DD-A4NV,TCGA-DD-A4NV-01A,Tumor Free,Tumor Free,0.48444677612773107,Logistic Regression +TCGA-DD-AAD5,TCGA-DD-AAD5-01A,With Tumor,With Tumor,0.6650880786267556,Logistic Regression +TCGA-DD-A3A7,TCGA-DD-A3A7-01A,With Tumor,With Tumor,0.9251015988122124,Logistic Regression +TCGA-BC-A10W,TCGA-BC-A10W-01A,With Tumor,Tumor Free,0.2139571137980601,Logistic Regression +TCGA-DD-AAW1,TCGA-DD-AAW1-01A,Tumor Free,Tumor Free,0.45889740743936835,Logistic Regression +TCGA-DD-AAD0,TCGA-DD-AAD0-01A,With Tumor,Tumor Free,0.20522110127924795,Logistic Regression +TCGA-RC-A7SB,TCGA-RC-A7SB-01A,Tumor Free,Tumor Free,0.3852694522529231,Logistic Regression +TCGA-DD-AADQ,TCGA-DD-AADQ-01A,Tumor Free,Tumor Free,0.2339844440849083,Logistic Regression +TCGA-G3-AAV2,TCGA-G3-AAV2-01A,Tumor Free,Tumor Free,0.29712419478279106,Logistic Regression +TCGA-ZS-A9CG,TCGA-ZS-A9CG-01A,Tumor Free,With Tumor,0.528030794916836,Logistic Regression +TCGA-ZP-A9D4,TCGA-ZP-A9D4-01A,Tumor Free,Tumor Free,0.26259071934945727,Logistic Regression +TCGA-ZP-A9CY,TCGA-ZP-A9CY-01A,Tumor Free,Tumor Free,0.2925466634094574,Logistic Regression +TCGA-DD-AAEG,TCGA-DD-AAEG-01A,Tumor Free,Tumor Free,0.15809291422567545,Logistic Regression +TCGA-DD-AACQ,TCGA-DD-AACQ-01A,With Tumor,With Tumor,0.9258115903141984,Logistic Regression +TCGA-DD-AAVP,TCGA-DD-AAVP-01A,Tumor Free,Tumor Free,0.1564413125748864,Logistic Regression +TCGA-DD-AAEB,TCGA-DD-AAEB-01A,Tumor Free,Tumor Free,0.19052722404789912,Logistic Regression +TCGA-2Y-A9H7,TCGA-2Y-A9H7-01A,With Tumor,With Tumor,0.8135323324855626,Logistic Regression +TCGA-2V-A95S,TCGA-2V-A95S-01A,With Tumor,Tumor Free,0.25947776997452704,Logistic Regression +TCGA-G3-A5SM,TCGA-G3-A5SM-01A,Tumor Free,With Tumor,0.9287468069853586,Logistic Regression +TCGA-DD-AAD2,TCGA-DD-AAD2-01A,Tumor Free,Tumor Free,0.1742204737995153,Logistic Regression +TCGA-HP-A5N0,TCGA-HP-A5N0-01A,With Tumor,Tumor Free,0.19163452215140564,Logistic Regression +TCGA-CC-A9FW,TCGA-CC-A9FW-01A,With Tumor,With Tumor,0.9012708026757794,Logistic Regression +TCGA-DD-AAE7,TCGA-DD-AAE7-01A,Tumor Free,Tumor Free,0.09629448301874828,Logistic Regression +TCGA-G3-A5SJ,TCGA-G3-A5SJ-01A,Tumor Free,With Tumor,0.8637081338045454,Logistic Regression +TCGA-DD-AACV,TCGA-DD-AACV-01A,With Tumor,Tumor Free,0.158875968985457,Logistic Regression +TCGA-BC-A112,TCGA-BC-A112-01A,Tumor Free,Tumor Free,0.2981570340939248,Logistic Regression +TCGA-DD-A4NI,TCGA-DD-A4NI-01A,Tumor Free,Tumor Free,0.45299165471960773,Logistic Regression +TCGA-RC-A7SH,TCGA-RC-A7SH-01A,With Tumor,With Tumor,0.8416593639444571,Logistic Regression +TCGA-ED-A66X,TCGA-ED-A66X-01A,Tumor Free,Tumor Free,0.3016576177937476,Logistic Regression +TCGA-LG-A6GG,TCGA-LG-A6GG-01A,Tumor Free,With Tumor,0.5037797695069948,Logistic Regression +TCGA-DD-A4NB,TCGA-DD-A4NB-01A,Tumor Free,Tumor Free,0.3446807580334025,Logistic Regression +TCGA-DD-A73G,TCGA-DD-A73G-01A,Tumor Free,Tumor Free,0.4522809332433093,Logistic Regression +TCGA-XR-A8TC,TCGA-XR-A8TC-01A,With Tumor,With Tumor,0.7349610192963274,Logistic Regression +TCGA-DD-A4NP,TCGA-DD-A4NP-01A,Tumor Free,With Tumor,0.7426835398728578,Logistic Regression +TCGA-G3-AAV7,TCGA-G3-AAV7-01A,Tumor Free,Tumor Free,0.44719359951056176,Logistic Regression +TCGA-KR-A7K2,TCGA-KR-A7K2-01A,Tumor Free,Tumor Free,0.20108468947106448,Logistic Regression +TCGA-DD-A3A9,TCGA-DD-A3A9-01A,With Tumor,With Tumor,0.94406857640639,Logistic Regression +TCGA-2Y-A9GT,TCGA-2Y-A9GT-01A,With Tumor,With Tumor,0.729051932292146,Logistic Regression +TCGA-DD-AACN,TCGA-DD-AACN-01A,With Tumor,Tumor Free,0.15790859854572606,Logistic Regression +TCGA-NI-A8LF,TCGA-NI-A8LF-01A,Tumor Free,Tumor Free,0.39523426992007965,Logistic Regression +TCGA-DD-AAD8,TCGA-DD-AAD8-01A,Tumor Free,Tumor Free,0.20006710695294233,Logistic Regression +TCGA-DD-A73F,TCGA-DD-A73F-01A,Tumor Free,Tumor Free,0.16780039639057495,Logistic Regression +TCGA-BD-A3EP,TCGA-BD-A3EP-01A,Tumor Free,Tumor Free,0.3075824349334868,Logistic Regression +TCGA-CC-A5UD,TCGA-CC-A5UD-01A,With Tumor,With Tumor,0.8384854444471749,Logistic Regression +TCGA-DD-AAEI,TCGA-DD-AAEI-01A,With Tumor,With Tumor,0.8836184427788567,Logistic Regression +TCGA-ED-A97K,TCGA-ED-A97K-01A,Tumor Free,Tumor Free,0.30754332747766994,Logistic Regression +TCGA-G3-A5SK,TCGA-G3-A5SK-01A,With Tumor,With Tumor,0.7842739352386382,Logistic Regression +TCGA-UB-A7ME,TCGA-UB-A7ME-01A,Tumor Free,Tumor Free,0.23503643580057199,Random Forest +TCGA-WX-AA46,TCGA-WX-AA46-01A,Tumor Free,Tumor Free,0.3175498575503534,Random Forest +TCGA-DD-AADV,TCGA-DD-AADV-01A,Tumor Free,Tumor Free,0.35136015904570583,Random Forest +TCGA-DD-A113,TCGA-DD-A113-01A,With Tumor,With Tumor,0.5952450832403943,Random Forest +TCGA-WQ-A9G7,TCGA-WQ-A9G7-01A,Tumor Free,Tumor Free,0.4819511919643255,Random Forest +TCGA-DD-AAD1,TCGA-DD-AAD1-01A,With Tumor,Tumor Free,0.09011095901285703,Random Forest +TCGA-DD-AADP,TCGA-DD-AADP-01A,Tumor Free,Tumor Free,0.2906203697394777,Random Forest +TCGA-DD-A1EE,TCGA-DD-A1EE-01A,With Tumor,With Tumor,0.74870214714606,Random Forest +TCGA-DD-A4NE,TCGA-DD-A4NE-01A,With Tumor,With Tumor,0.8373542214053025,Random Forest +TCGA-BC-A69I,TCGA-BC-A69I-01A,Tumor Free,Tumor Free,0.40407282385801524,Random Forest +TCGA-G3-AAV5,TCGA-G3-AAV5-01A,With Tumor,With Tumor,0.7082225682920225,Random Forest +TCGA-EP-A12J,TCGA-EP-A12J-01A,Tumor Free,Tumor Free,0.1736256400926886,Random Forest +TCGA-CC-A5UC,TCGA-CC-A5UC-01A,With Tumor,With Tumor,0.5564831870320359,Random Forest +TCGA-DD-AACJ,TCGA-DD-AACJ-01A,With Tumor,Tumor Free,0.3887143879766135,Random Forest +TCGA-DD-AAVQ,TCGA-DD-AAVQ-01A,Tumor Free,With Tumor,0.5868448817623901,Random Forest +TCGA-2Y-A9H0,TCGA-2Y-A9H0-01A,Tumor Free,Tumor Free,0.20933308416262786,Random Forest +TCGA-WX-AA44,TCGA-WX-AA44-01A,With Tumor,With Tumor,0.8590564288053572,Random Forest +TCGA-DD-A73D,TCGA-DD-A73D-01A,With Tumor,With Tumor,0.5099134630624806,Random Forest +TCGA-G3-A25S,TCGA-G3-A25S-01A,With Tumor,With Tumor,0.8787378088071663,Random Forest +TCGA-ES-A2HS,TCGA-ES-A2HS-01A,Tumor Free,Tumor Free,0.3938649293101293,Random Forest +TCGA-G3-A5SI,TCGA-G3-A5SI-01A,With Tumor,With Tumor,0.831780750309578,Random Forest +TCGA-DD-AACE,TCGA-DD-AACE-01A,Tumor Free,With Tumor,0.6405031516276813,Random Forest +TCGA-DD-A11B,TCGA-DD-A11B-01A,Tumor Free,Tumor Free,0.2369282051110207,Random Forest +TCGA-G3-A7M6,TCGA-G3-A7M6-01A,With Tumor,Tumor Free,0.4141745992437253,Random Forest +TCGA-DD-A4NV,TCGA-DD-A4NV-01A,Tumor Free,Tumor Free,0.42526126372128614,Random Forest +TCGA-DD-AAD5,TCGA-DD-AAD5-01A,With Tumor,With Tumor,0.707617045775049,Random Forest +TCGA-DD-A3A7,TCGA-DD-A3A7-01A,With Tumor,With Tumor,0.8829974120886338,Random Forest +TCGA-BC-A10W,TCGA-BC-A10W-01A,With Tumor,Tumor Free,0.3376147632493199,Random Forest +TCGA-DD-AAW1,TCGA-DD-AAW1-01A,Tumor Free,Tumor Free,0.2392427193447868,Random Forest +TCGA-DD-AAD0,TCGA-DD-AAD0-01A,With Tumor,Tumor Free,0.20402098387245898,Random Forest +TCGA-RC-A7SB,TCGA-RC-A7SB-01A,Tumor Free,Tumor Free,0.2653922903277201,Random Forest +TCGA-DD-AADQ,TCGA-DD-AADQ-01A,Tumor Free,Tumor Free,0.4964653457569226,Random Forest +TCGA-G3-AAV2,TCGA-G3-AAV2-01A,Tumor Free,Tumor Free,0.3062069581530855,Random Forest +TCGA-ZS-A9CG,TCGA-ZS-A9CG-01A,Tumor Free,With Tumor,0.5043679585878896,Random Forest +TCGA-ZP-A9D4,TCGA-ZP-A9D4-01A,Tumor Free,Tumor Free,0.2835219912710726,Random Forest +TCGA-ZP-A9CY,TCGA-ZP-A9CY-01A,Tumor Free,Tumor Free,0.22621273851190235,Random Forest +TCGA-DD-AAEG,TCGA-DD-AAEG-01A,Tumor Free,Tumor Free,0.2737242082895833,Random Forest +TCGA-DD-AACQ,TCGA-DD-AACQ-01A,With Tumor,With Tumor,0.7718429212676055,Random Forest +TCGA-DD-AAVP,TCGA-DD-AAVP-01A,Tumor Free,Tumor Free,0.3104664686972305,Random Forest +TCGA-DD-AAEB,TCGA-DD-AAEB-01A,Tumor Free,Tumor Free,0.17046949310258946,Random Forest +TCGA-2Y-A9H7,TCGA-2Y-A9H7-01A,With Tumor,With Tumor,0.8008535357385795,Random Forest +TCGA-2V-A95S,TCGA-2V-A95S-01A,With Tumor,With Tumor,0.5615808961311387,Random Forest +TCGA-G3-A5SM,TCGA-G3-A5SM-01A,Tumor Free,With Tumor,0.6405611873719796,Random Forest +TCGA-DD-AAD2,TCGA-DD-AAD2-01A,Tumor Free,Tumor Free,0.2269127180859604,Random Forest +TCGA-HP-A5N0,TCGA-HP-A5N0-01A,With Tumor,Tumor Free,0.34122575185488146,Random Forest +TCGA-CC-A9FW,TCGA-CC-A9FW-01A,With Tumor,With Tumor,0.7876556518746847,Random Forest +TCGA-DD-AAE7,TCGA-DD-AAE7-01A,Tumor Free,Tumor Free,0.17194659454574876,Random Forest +TCGA-G3-A5SJ,TCGA-G3-A5SJ-01A,Tumor Free,With Tumor,0.8599040174602293,Random Forest +TCGA-DD-AACV,TCGA-DD-AACV-01A,With Tumor,Tumor Free,0.11660065603838164,Random Forest +TCGA-BC-A112,TCGA-BC-A112-01A,Tumor Free,Tumor Free,0.34722246434016085,Random Forest +TCGA-DD-A4NI,TCGA-DD-A4NI-01A,Tumor Free,Tumor Free,0.2843834125091896,Random Forest +TCGA-RC-A7SH,TCGA-RC-A7SH-01A,With Tumor,With Tumor,0.7329233261582387,Random Forest +TCGA-ED-A66X,TCGA-ED-A66X-01A,Tumor Free,Tumor Free,0.1596090582273689,Random Forest +TCGA-LG-A6GG,TCGA-LG-A6GG-01A,Tumor Free,Tumor Free,0.31608631845582463,Random Forest +TCGA-DD-A4NB,TCGA-DD-A4NB-01A,Tumor Free,Tumor Free,0.29972632117075965,Random Forest +TCGA-DD-A73G,TCGA-DD-A73G-01A,Tumor Free,Tumor Free,0.3088266249623461,Random Forest +TCGA-XR-A8TC,TCGA-XR-A8TC-01A,With Tumor,With Tumor,0.6927172854293564,Random Forest +TCGA-DD-A4NP,TCGA-DD-A4NP-01A,Tumor Free,With Tumor,0.8025169647658911,Random Forest +TCGA-G3-AAV7,TCGA-G3-AAV7-01A,Tumor Free,Tumor Free,0.3065005506148146,Random Forest +TCGA-KR-A7K2,TCGA-KR-A7K2-01A,Tumor Free,Tumor Free,0.4119622854081724,Random Forest +TCGA-DD-A3A9,TCGA-DD-A3A9-01A,With Tumor,With Tumor,0.7191713646504471,Random Forest +TCGA-2Y-A9GT,TCGA-2Y-A9GT-01A,With Tumor,With Tumor,0.6927114506658579,Random Forest +TCGA-DD-AACN,TCGA-DD-AACN-01A,With Tumor,Tumor Free,0.25543500831491806,Random Forest +TCGA-NI-A8LF,TCGA-NI-A8LF-01A,Tumor Free,Tumor Free,0.38886156622817086,Random Forest +TCGA-DD-AAD8,TCGA-DD-AAD8-01A,Tumor Free,Tumor Free,0.19331950024556402,Random Forest +TCGA-DD-A73F,TCGA-DD-A73F-01A,Tumor Free,Tumor Free,0.17367640259979616,Random Forest +TCGA-BD-A3EP,TCGA-BD-A3EP-01A,Tumor Free,Tumor Free,0.2943940465198143,Random Forest +TCGA-CC-A5UD,TCGA-CC-A5UD-01A,With Tumor,With Tumor,0.739264151570078,Random Forest +TCGA-DD-AAEI,TCGA-DD-AAEI-01A,With Tumor,With Tumor,0.7589675027769582,Random Forest +TCGA-ED-A97K,TCGA-ED-A97K-01A,Tumor Free,Tumor Free,0.3873924245762278,Random Forest +TCGA-G3-A5SK,TCGA-G3-A5SK-01A,With Tumor,With Tumor,0.6854646658729531,Random Forest +TCGA-UB-A7ME,TCGA-UB-A7ME-01A,Tumor Free,Tumor Free,0.246979221701622,XGBoost +TCGA-WX-AA46,TCGA-WX-AA46-01A,Tumor Free,Tumor Free,0.4108809530735016,XGBoost +TCGA-DD-AADV,TCGA-DD-AADV-01A,Tumor Free,Tumor Free,0.33457228541374207,XGBoost +TCGA-DD-A113,TCGA-DD-A113-01A,With Tumor,With Tumor,0.7372000217437744,XGBoost +TCGA-WQ-A9G7,TCGA-WQ-A9G7-01A,Tumor Free,With Tumor,0.5465092062950134,XGBoost +TCGA-DD-AAD1,TCGA-DD-AAD1-01A,With Tumor,Tumor Free,0.08352030813694,XGBoost +TCGA-DD-AADP,TCGA-DD-AADP-01A,Tumor Free,Tumor Free,0.22606684267520905,XGBoost +TCGA-DD-A1EE,TCGA-DD-A1EE-01A,With Tumor,With Tumor,0.818107008934021,XGBoost +TCGA-DD-A4NE,TCGA-DD-A4NE-01A,With Tumor,With Tumor,0.8908755779266357,XGBoost +TCGA-BC-A69I,TCGA-BC-A69I-01A,Tumor Free,Tumor Free,0.36847561597824097,XGBoost +TCGA-G3-AAV5,TCGA-G3-AAV5-01A,With Tumor,With Tumor,0.6892821192741394,XGBoost +TCGA-EP-A12J,TCGA-EP-A12J-01A,Tumor Free,Tumor Free,0.15971916913986206,XGBoost +TCGA-CC-A5UC,TCGA-CC-A5UC-01A,With Tumor,With Tumor,0.7226366996765137,XGBoost +TCGA-DD-AACJ,TCGA-DD-AACJ-01A,With Tumor,Tumor Free,0.4753108322620392,XGBoost +TCGA-DD-AAVQ,TCGA-DD-AAVQ-01A,Tumor Free,With Tumor,0.691161036491394,XGBoost +TCGA-2Y-A9H0,TCGA-2Y-A9H0-01A,Tumor Free,Tumor Free,0.20365308225154877,XGBoost +TCGA-WX-AA44,TCGA-WX-AA44-01A,With Tumor,With Tumor,0.9020100831985474,XGBoost +TCGA-DD-A73D,TCGA-DD-A73D-01A,With Tumor,With Tumor,0.5500473380088806,XGBoost +TCGA-G3-A25S,TCGA-G3-A25S-01A,With Tumor,With Tumor,0.8392392992973328,XGBoost +TCGA-ES-A2HS,TCGA-ES-A2HS-01A,Tumor Free,Tumor Free,0.3263554275035858,XGBoost +TCGA-G3-A5SI,TCGA-G3-A5SI-01A,With Tumor,With Tumor,0.9114564657211304,XGBoost +TCGA-DD-AACE,TCGA-DD-AACE-01A,Tumor Free,With Tumor,0.7939717173576355,XGBoost +TCGA-DD-A11B,TCGA-DD-A11B-01A,Tumor Free,Tumor Free,0.28776082396507263,XGBoost +TCGA-G3-A7M6,TCGA-G3-A7M6-01A,With Tumor,Tumor Free,0.35227349400520325,XGBoost +TCGA-DD-A4NV,TCGA-DD-A4NV-01A,Tumor Free,Tumor Free,0.48476549983024597,XGBoost +TCGA-DD-AAD5,TCGA-DD-AAD5-01A,With Tumor,With Tumor,0.6552285552024841,XGBoost +TCGA-DD-A3A7,TCGA-DD-A3A7-01A,With Tumor,With Tumor,0.9405546188354492,XGBoost +TCGA-BC-A10W,TCGA-BC-A10W-01A,With Tumor,Tumor Free,0.25378164649009705,XGBoost +TCGA-DD-AAW1,TCGA-DD-AAW1-01A,Tumor Free,Tumor Free,0.2715942859649658,XGBoost +TCGA-DD-AAD0,TCGA-DD-AAD0-01A,With Tumor,Tumor Free,0.15052632987499237,XGBoost +TCGA-RC-A7SB,TCGA-RC-A7SB-01A,Tumor Free,Tumor Free,0.21216635406017303,XGBoost +TCGA-DD-AADQ,TCGA-DD-AADQ-01A,Tumor Free,With Tumor,0.5501961708068848,XGBoost +TCGA-G3-AAV2,TCGA-G3-AAV2-01A,Tumor Free,Tumor Free,0.3970741331577301,XGBoost +TCGA-ZS-A9CG,TCGA-ZS-A9CG-01A,Tumor Free,With Tumor,0.5045775175094604,XGBoost +TCGA-ZP-A9D4,TCGA-ZP-A9D4-01A,Tumor Free,Tumor Free,0.28336843848228455,XGBoost +TCGA-ZP-A9CY,TCGA-ZP-A9CY-01A,Tumor Free,Tumor Free,0.2440122365951538,XGBoost +TCGA-DD-AAEG,TCGA-DD-AAEG-01A,Tumor Free,Tumor Free,0.2568870186805725,XGBoost +TCGA-DD-AACQ,TCGA-DD-AACQ-01A,With Tumor,With Tumor,0.884118378162384,XGBoost +TCGA-DD-AAVP,TCGA-DD-AAVP-01A,Tumor Free,Tumor Free,0.2202976644039154,XGBoost +TCGA-DD-AAEB,TCGA-DD-AAEB-01A,Tumor Free,Tumor Free,0.11937158554792404,XGBoost +TCGA-2Y-A9H7,TCGA-2Y-A9H7-01A,With Tumor,With Tumor,0.899402916431427,XGBoost +TCGA-2V-A95S,TCGA-2V-A95S-01A,With Tumor,With Tumor,0.5709822773933411,XGBoost +TCGA-G3-A5SM,TCGA-G3-A5SM-01A,Tumor Free,With Tumor,0.7418419718742371,XGBoost +TCGA-DD-AAD2,TCGA-DD-AAD2-01A,Tumor Free,Tumor Free,0.14167660474777222,XGBoost +TCGA-HP-A5N0,TCGA-HP-A5N0-01A,With Tumor,Tumor Free,0.33335819840431213,XGBoost +TCGA-CC-A9FW,TCGA-CC-A9FW-01A,With Tumor,With Tumor,0.8877993822097778,XGBoost +TCGA-DD-AAE7,TCGA-DD-AAE7-01A,Tumor Free,Tumor Free,0.08205407857894897,XGBoost +TCGA-G3-A5SJ,TCGA-G3-A5SJ-01A,Tumor Free,With Tumor,0.869429886341095,XGBoost +TCGA-DD-AACV,TCGA-DD-AACV-01A,With Tumor,Tumor Free,0.07423373311758041,XGBoost +TCGA-BC-A112,TCGA-BC-A112-01A,Tumor Free,Tumor Free,0.24998962879180908,XGBoost +TCGA-DD-A4NI,TCGA-DD-A4NI-01A,Tumor Free,Tumor Free,0.2833659052848816,XGBoost +TCGA-RC-A7SH,TCGA-RC-A7SH-01A,With Tumor,With Tumor,0.8269398808479309,XGBoost +TCGA-ED-A66X,TCGA-ED-A66X-01A,Tumor Free,Tumor Free,0.16246062517166138,XGBoost +TCGA-LG-A6GG,TCGA-LG-A6GG-01A,Tumor Free,Tumor Free,0.22225914895534515,XGBoost +TCGA-DD-A4NB,TCGA-DD-A4NB-01A,Tumor Free,Tumor Free,0.28391233086586,XGBoost +TCGA-DD-A73G,TCGA-DD-A73G-01A,Tumor Free,Tumor Free,0.2653781771659851,XGBoost +TCGA-XR-A8TC,TCGA-XR-A8TC-01A,With Tumor,With Tumor,0.7823499441146851,XGBoost +TCGA-DD-A4NP,TCGA-DD-A4NP-01A,Tumor Free,With Tumor,0.768477201461792,XGBoost +TCGA-G3-AAV7,TCGA-G3-AAV7-01A,Tumor Free,Tumor Free,0.32675498723983765,XGBoost +TCGA-KR-A7K2,TCGA-KR-A7K2-01A,Tumor Free,Tumor Free,0.3713389039039612,XGBoost +TCGA-DD-A3A9,TCGA-DD-A3A9-01A,With Tumor,With Tumor,0.8476253151893616,XGBoost +TCGA-2Y-A9GT,TCGA-2Y-A9GT-01A,With Tumor,With Tumor,0.7745678424835205,XGBoost +TCGA-DD-AACN,TCGA-DD-AACN-01A,With Tumor,Tumor Free,0.1373893916606903,XGBoost +TCGA-NI-A8LF,TCGA-NI-A8LF-01A,Tumor Free,Tumor Free,0.3841126263141632,XGBoost +TCGA-DD-AAD8,TCGA-DD-AAD8-01A,Tumor Free,Tumor Free,0.15680678188800812,XGBoost +TCGA-DD-A73F,TCGA-DD-A73F-01A,Tumor Free,Tumor Free,0.18955466151237488,XGBoost +TCGA-BD-A3EP,TCGA-BD-A3EP-01A,Tumor Free,Tumor Free,0.37314876914024353,XGBoost +TCGA-CC-A5UD,TCGA-CC-A5UD-01A,With Tumor,With Tumor,0.7945965528488159,XGBoost +TCGA-DD-AAEI,TCGA-DD-AAEI-01A,With Tumor,With Tumor,0.8373372554779053,XGBoost +TCGA-ED-A97K,TCGA-ED-A97K-01A,Tumor Free,Tumor Free,0.3713449537754059,XGBoost +TCGA-G3-A5SK,TCGA-G3-A5SK-01A,With Tumor,With Tumor,0.7135351896286011,XGBoost +TCGA-UB-A7ME,TCGA-UB-A7ME-01A,Tumor Free,Tumor Free,0.15832698340386078,SVM +TCGA-WX-AA46,TCGA-WX-AA46-01A,Tumor Free,Tumor Free,0.35585695340879625,SVM +TCGA-DD-AADV,TCGA-DD-AADV-01A,Tumor Free,With Tumor,0.5209084230138834,SVM +TCGA-DD-A113,TCGA-DD-A113-01A,With Tumor,Tumor Free,0.40063473172668684,SVM +TCGA-WQ-A9G7,TCGA-WQ-A9G7-01A,Tumor Free,Tumor Free,0.3345356167775619,SVM +TCGA-DD-AAD1,TCGA-DD-AAD1-01A,With Tumor,Tumor Free,0.1375703952456888,SVM +TCGA-DD-AADP,TCGA-DD-AADP-01A,Tumor Free,Tumor Free,0.22071835309462634,SVM +TCGA-DD-A1EE,TCGA-DD-A1EE-01A,With Tumor,With Tumor,0.7560632998706355,SVM +TCGA-DD-A4NE,TCGA-DD-A4NE-01A,With Tumor,With Tumor,0.7586118883782322,SVM +TCGA-BC-A69I,TCGA-BC-A69I-01A,Tumor Free,Tumor Free,0.257284394387833,SVM +TCGA-G3-AAV5,TCGA-G3-AAV5-01A,With Tumor,With Tumor,0.6921158506550347,SVM +TCGA-EP-A12J,TCGA-EP-A12J-01A,Tumor Free,Tumor Free,0.20306502586374545,SVM +TCGA-CC-A5UC,TCGA-CC-A5UC-01A,With Tumor,Tumor Free,0.2524931936194959,SVM +TCGA-DD-AACJ,TCGA-DD-AACJ-01A,With Tumor,Tumor Free,0.46332694383750034,SVM +TCGA-DD-AAVQ,TCGA-DD-AAVQ-01A,Tumor Free,Tumor Free,0.47044444755448994,SVM +TCGA-2Y-A9H0,TCGA-2Y-A9H0-01A,Tumor Free,Tumor Free,0.19814335887171516,SVM +TCGA-WX-AA44,TCGA-WX-AA44-01A,With Tumor,With Tumor,0.825473151722071,SVM +TCGA-DD-A73D,TCGA-DD-A73D-01A,With Tumor,Tumor Free,0.3223669640361543,SVM +TCGA-G3-A25S,TCGA-G3-A25S-01A,With Tumor,With Tumor,0.7881251615450524,SVM +TCGA-ES-A2HS,TCGA-ES-A2HS-01A,Tumor Free,Tumor Free,0.2686045210570677,SVM +TCGA-G3-A5SI,TCGA-G3-A5SI-01A,With Tumor,With Tumor,0.7319011072272197,SVM +TCGA-DD-AACE,TCGA-DD-AACE-01A,Tumor Free,With Tumor,0.6293906887859084,SVM +TCGA-DD-A11B,TCGA-DD-A11B-01A,Tumor Free,Tumor Free,0.41634348031110413,SVM +TCGA-G3-A7M6,TCGA-G3-A7M6-01A,With Tumor,Tumor Free,0.26068276794132533,SVM +TCGA-DD-A4NV,TCGA-DD-A4NV-01A,Tumor Free,With Tumor,0.5108523057227239,SVM +TCGA-DD-AAD5,TCGA-DD-AAD5-01A,With Tumor,Tumor Free,0.41668762574556345,SVM +TCGA-DD-A3A7,TCGA-DD-A3A7-01A,With Tumor,With Tumor,0.7909608062459156,SVM +TCGA-BC-A10W,TCGA-BC-A10W-01A,With Tumor,Tumor Free,0.32106432578346134,SVM +TCGA-DD-AAW1,TCGA-DD-AAW1-01A,Tumor Free,Tumor Free,0.35023390485960965,SVM +TCGA-DD-AAD0,TCGA-DD-AAD0-01A,With Tumor,Tumor Free,0.1921401618803365,SVM +TCGA-RC-A7SB,TCGA-RC-A7SB-01A,Tumor Free,Tumor Free,0.40135200303858976,SVM +TCGA-DD-AADQ,TCGA-DD-AADQ-01A,Tumor Free,Tumor Free,0.336077666169482,SVM +TCGA-G3-AAV2,TCGA-G3-AAV2-01A,Tumor Free,Tumor Free,0.3461952073331194,SVM +TCGA-ZS-A9CG,TCGA-ZS-A9CG-01A,Tumor Free,Tumor Free,0.3361637273866903,SVM +TCGA-ZP-A9D4,TCGA-ZP-A9D4-01A,Tumor Free,Tumor Free,0.2764831493670915,SVM +TCGA-ZP-A9CY,TCGA-ZP-A9CY-01A,Tumor Free,Tumor Free,0.3156401229431488,SVM +TCGA-DD-AAEG,TCGA-DD-AAEG-01A,Tumor Free,Tumor Free,0.25848876511721053,SVM +TCGA-DD-AACQ,TCGA-DD-AACQ-01A,With Tumor,With Tumor,0.8482485745938237,SVM +TCGA-DD-AAVP,TCGA-DD-AAVP-01A,Tumor Free,Tumor Free,0.3709705023262934,SVM +TCGA-DD-AAEB,TCGA-DD-AAEB-01A,Tumor Free,Tumor Free,0.17492444115128905,SVM +TCGA-2Y-A9H7,TCGA-2Y-A9H7-01A,With Tumor,With Tumor,0.6952058537706942,SVM +TCGA-2V-A95S,TCGA-2V-A95S-01A,With Tumor,Tumor Free,0.3174303336882508,SVM +TCGA-G3-A5SM,TCGA-G3-A5SM-01A,Tumor Free,With Tumor,0.613874594326066,SVM +TCGA-DD-AAD2,TCGA-DD-AAD2-01A,Tumor Free,Tumor Free,0.17246072962708828,SVM +TCGA-HP-A5N0,TCGA-HP-A5N0-01A,With Tumor,Tumor Free,0.26716370615472657,SVM +TCGA-CC-A9FW,TCGA-CC-A9FW-01A,With Tumor,With Tumor,0.6789025135208523,SVM +TCGA-DD-AAE7,TCGA-DD-AAE7-01A,Tumor Free,Tumor Free,0.15926462289906743,SVM +TCGA-G3-A5SJ,TCGA-G3-A5SJ-01A,Tumor Free,With Tumor,0.6075164971122761,SVM +TCGA-DD-AACV,TCGA-DD-AACV-01A,With Tumor,Tumor Free,0.2216034229897783,SVM +TCGA-BC-A112,TCGA-BC-A112-01A,Tumor Free,Tumor Free,0.452595778247452,SVM +TCGA-DD-A4NI,TCGA-DD-A4NI-01A,Tumor Free,Tumor Free,0.4079763257888971,SVM +TCGA-RC-A7SH,TCGA-RC-A7SH-01A,With Tumor,With Tumor,0.7356801222039119,SVM +TCGA-ED-A66X,TCGA-ED-A66X-01A,Tumor Free,Tumor Free,0.16395996439720706,SVM +TCGA-LG-A6GG,TCGA-LG-A6GG-01A,Tumor Free,Tumor Free,0.3533926343107683,SVM +TCGA-DD-A4NB,TCGA-DD-A4NB-01A,Tumor Free,Tumor Free,0.2639214615291148,SVM +TCGA-DD-A73G,TCGA-DD-A73G-01A,Tumor Free,Tumor Free,0.41418418972418564,SVM +TCGA-XR-A8TC,TCGA-XR-A8TC-01A,With Tumor,Tumor Free,0.46371967068920417,SVM +TCGA-DD-A4NP,TCGA-DD-A4NP-01A,Tumor Free,With Tumor,0.7262577441192997,SVM +TCGA-G3-AAV7,TCGA-G3-AAV7-01A,Tumor Free,Tumor Free,0.40637820620176224,SVM +TCGA-KR-A7K2,TCGA-KR-A7K2-01A,Tumor Free,Tumor Free,0.436310131632713,SVM +TCGA-DD-A3A9,TCGA-DD-A3A9-01A,With Tumor,With Tumor,0.6348583868743,SVM +TCGA-2Y-A9GT,TCGA-2Y-A9GT-01A,With Tumor,With Tumor,0.5966847372588989,SVM +TCGA-DD-AACN,TCGA-DD-AACN-01A,With Tumor,Tumor Free,0.24601185582988677,SVM +TCGA-NI-A8LF,TCGA-NI-A8LF-01A,Tumor Free,Tumor Free,0.21820125212217978,SVM +TCGA-DD-AAD8,TCGA-DD-AAD8-01A,Tumor Free,Tumor Free,0.18899520162499303,SVM +TCGA-DD-A73F,TCGA-DD-A73F-01A,Tumor Free,Tumor Free,0.2507813220423999,SVM +TCGA-BD-A3EP,TCGA-BD-A3EP-01A,Tumor Free,Tumor Free,0.34074560417641325,SVM +TCGA-CC-A5UD,TCGA-CC-A5UD-01A,With Tumor,With Tumor,0.6545097013518015,SVM +TCGA-DD-AAEI,TCGA-DD-AAEI-01A,With Tumor,With Tumor,0.7479941164010371,SVM +TCGA-ED-A97K,TCGA-ED-A97K-01A,Tumor Free,Tumor Free,0.3035955681636504,SVM +TCGA-G3-A5SK,TCGA-G3-A5SK-01A,With Tumor,With Tumor,0.7568337081967698,SVM +TCGA-UB-A7ME,TCGA-UB-A7ME-01A,Tumor Free,With Tumor,0.7484407484407485,Decision Tree +TCGA-WX-AA46,TCGA-WX-AA46-01A,Tumor Free,Tumor Free,0.36171816126601347,Decision Tree +TCGA-DD-AADV,TCGA-DD-AADV-01A,Tumor Free,Tumor Free,0.06013530443497877,Decision Tree +TCGA-DD-A113,TCGA-DD-A113-01A,With Tumor,With Tumor,0.6648199445983379,Decision Tree +TCGA-WQ-A9G7,TCGA-WQ-A9G7-01A,Tumor Free,Tumor Free,0.1938219261053906,Decision Tree +TCGA-DD-AAD1,TCGA-DD-AAD1-01A,With Tumor,Tumor Free,0.06013530443497877,Decision Tree +TCGA-DD-AADP,TCGA-DD-AADP-01A,Tumor Free,With Tumor,0.7484407484407485,Decision Tree +TCGA-DD-A1EE,TCGA-DD-A1EE-01A,With Tumor,With Tumor,0.8223201174743026,Decision Tree +TCGA-DD-A4NE,TCGA-DD-A4NE-01A,With Tumor,With Tumor,0.9717355758000469,Decision Tree +TCGA-BC-A69I,TCGA-BC-A69I-01A,Tumor Free,Tumor Free,0.1938219261053906,Decision Tree +TCGA-G3-AAV5,TCGA-G3-AAV5-01A,With Tumor,With Tumor,0.9717355758000469,Decision Tree +TCGA-EP-A12J,TCGA-EP-A12J-01A,Tumor Free,Tumor Free,0.06013530443497877,Decision Tree +TCGA-CC-A5UC,TCGA-CC-A5UC-01A,With Tumor,With Tumor,0.6648199445983379,Decision Tree +TCGA-DD-AACJ,TCGA-DD-AACJ-01A,With Tumor,Tumor Free,0.36171816126601347,Decision Tree +TCGA-DD-AAVQ,TCGA-DD-AAVQ-01A,Tumor Free,With Tumor,0.9717355758000469,Decision Tree +TCGA-2Y-A9H0,TCGA-2Y-A9H0-01A,Tumor Free,With Tumor,0.7820941600205812,Decision Tree +TCGA-WX-AA44,TCGA-WX-AA44-01A,With Tumor,With Tumor,0.9717355758000469,Decision Tree +TCGA-DD-A73D,TCGA-DD-A73D-01A,With Tumor,Tumor Free,0.36171816126601347,Decision Tree +TCGA-G3-A25S,TCGA-G3-A25S-01A,With Tumor,With Tumor,0.9717355758000469,Decision Tree +TCGA-ES-A2HS,TCGA-ES-A2HS-01A,Tumor Free,Tumor Free,0.1938219261053906,Decision Tree +TCGA-G3-A5SI,TCGA-G3-A5SI-01A,With Tumor,With Tumor,0.9717355758000469,Decision Tree +TCGA-DD-AACE,TCGA-DD-AACE-01A,Tumor Free,With Tumor,0.9717355758000469,Decision Tree +TCGA-DD-A11B,TCGA-DD-A11B-01A,Tumor Free,Tumor Free,0.06013530443497877,Decision Tree +TCGA-G3-A7M6,TCGA-G3-A7M6-01A,With Tumor,Tumor Free,0.44239631336405527,Decision Tree +TCGA-DD-A4NV,TCGA-DD-A4NV-01A,Tumor Free,Tumor Free,0.4235044997353094,Decision Tree +TCGA-DD-AAD5,TCGA-DD-AAD5-01A,With Tumor,With Tumor,0.6648199445983379,Decision Tree +TCGA-DD-A3A7,TCGA-DD-A3A7-01A,With Tumor,With Tumor,0.9717355758000469,Decision Tree +TCGA-BC-A10W,TCGA-BC-A10W-01A,With Tumor,Tumor Free,0.44239631336405527,Decision Tree +TCGA-DD-AAW1,TCGA-DD-AAW1-01A,Tumor Free,Tumor Free,0.36171816126601347,Decision Tree +TCGA-DD-AAD0,TCGA-DD-AAD0-01A,With Tumor,Tumor Free,0.06013530443497877,Decision Tree +TCGA-RC-A7SB,TCGA-RC-A7SB-01A,Tumor Free,Tumor Free,0.36171816126601347,Decision Tree +TCGA-DD-AADQ,TCGA-DD-AADQ-01A,Tumor Free,With Tumor,0.7820941600205812,Decision Tree +TCGA-G3-AAV2,TCGA-G3-AAV2-01A,Tumor Free,With Tumor,0.7484407484407485,Decision Tree +TCGA-ZS-A9CG,TCGA-ZS-A9CG-01A,Tumor Free,Tumor Free,0.36171816126601347,Decision Tree +TCGA-ZP-A9D4,TCGA-ZP-A9D4-01A,Tumor Free,Tumor Free,0.06013530443497877,Decision Tree +TCGA-ZP-A9CY,TCGA-ZP-A9CY-01A,Tumor Free,Tumor Free,0.06013530443497877,Decision Tree +TCGA-DD-AAEG,TCGA-DD-AAEG-01A,Tumor Free,Tumor Free,0.44239631336405527,Decision Tree +TCGA-DD-AACQ,TCGA-DD-AACQ-01A,With Tumor,With Tumor,0.9717355758000469,Decision Tree +TCGA-DD-AAVP,TCGA-DD-AAVP-01A,Tumor Free,Tumor Free,0.1938219261053906,Decision Tree +TCGA-DD-AAEB,TCGA-DD-AAEB-01A,Tumor Free,Tumor Free,0.06013530443497877,Decision Tree +TCGA-2Y-A9H7,TCGA-2Y-A9H7-01A,With Tumor,With Tumor,0.9717355758000469,Decision Tree +TCGA-2V-A95S,TCGA-2V-A95S-01A,With Tumor,Tumor Free,0.4235044997353094,Decision Tree +TCGA-G3-A5SM,TCGA-G3-A5SM-01A,Tumor Free,With Tumor,0.9717355758000469,Decision Tree +TCGA-DD-AAD2,TCGA-DD-AAD2-01A,Tumor Free,Tumor Free,0.06013530443497877,Decision Tree +TCGA-HP-A5N0,TCGA-HP-A5N0-01A,With Tumor,Tumor Free,0.1938219261053906,Decision Tree +TCGA-CC-A9FW,TCGA-CC-A9FW-01A,With Tumor,With Tumor,0.9717355758000469,Decision Tree +TCGA-DD-AAE7,TCGA-DD-AAE7-01A,Tumor Free,Tumor Free,0.06013530443497877,Decision Tree +TCGA-G3-A5SJ,TCGA-G3-A5SJ-01A,Tumor Free,With Tumor,0.9717355758000469,Decision Tree +TCGA-DD-AACV,TCGA-DD-AACV-01A,With Tumor,Tumor Free,0.06013530443497877,Decision Tree +TCGA-BC-A112,TCGA-BC-A112-01A,Tumor Free,Tumor Free,0.44239631336405527,Decision Tree +TCGA-DD-A4NI,TCGA-DD-A4NI-01A,Tumor Free,Tumor Free,0.4235044997353094,Decision Tree +TCGA-RC-A7SH,TCGA-RC-A7SH-01A,With Tumor,With Tumor,0.9717355758000469,Decision Tree +TCGA-ED-A66X,TCGA-ED-A66X-01A,Tumor Free,Tumor Free,0.07633587786259541,Decision Tree +TCGA-LG-A6GG,TCGA-LG-A6GG-01A,Tumor Free,Tumor Free,0.36171816126601347,Decision Tree +TCGA-DD-A4NB,TCGA-DD-A4NB-01A,Tumor Free,Tumor Free,0.44239631336405527,Decision Tree +TCGA-DD-A73G,TCGA-DD-A73G-01A,Tumor Free,Tumor Free,0.1938219261053906,Decision Tree +TCGA-XR-A8TC,TCGA-XR-A8TC-01A,With Tumor,With Tumor,0.6648199445983379,Decision Tree +TCGA-DD-A4NP,TCGA-DD-A4NP-01A,Tumor Free,With Tumor,0.9717355758000469,Decision Tree +TCGA-G3-AAV7,TCGA-G3-AAV7-01A,Tumor Free,With Tumor,0.7820941600205812,Decision Tree +TCGA-KR-A7K2,TCGA-KR-A7K2-01A,Tumor Free,Tumor Free,0.1938219261053906,Decision Tree +TCGA-DD-A3A9,TCGA-DD-A3A9-01A,With Tumor,With Tumor,0.9717355758000469,Decision Tree +TCGA-2Y-A9GT,TCGA-2Y-A9GT-01A,With Tumor,With Tumor,0.8223201174743026,Decision Tree +TCGA-DD-AACN,TCGA-DD-AACN-01A,With Tumor,Tumor Free,0.06013530443497877,Decision Tree +TCGA-NI-A8LF,TCGA-NI-A8LF-01A,Tumor Free,Tumor 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+model,accuracy,auroc,f1_with_tumor,precision_with_tumor,recall_with_tumor,tn_tumor_free_correct,fp_pred_with_tumor_when_tumor_free,fn_pred_tumor_free_when_with_tumor,tp_with_tumor_correct,n_train,n_test,n_selected_features +Random Forest,0.8028169014084507,0.7983739837398374,0.7586206896551724,0.7857142857142857,0.7333333333333333,35,6,8,22,281,71,15 +XGBoost,0.7746478873239436,0.7813008130081301,0.7333333333333333,0.7333333333333333,0.7333333333333333,33,8,8,22,281,71,15 +Logistic Regression,0.7887323943661971,0.7560975609756098,0.7368421052631579,0.7777777777777778,0.7,35,6,9,21,281,71,15 +SVM,0.7183098591549296,0.7252032520325203,0.6153846153846154,0.7272727272727273,0.5333333333333333,35,6,14,16,281,71,15 +Decision Tree,0.704225352112676,0.7186991869918699,0.6557377049180327,0.6451612903225806,0.6666666666666666,30,11,10,20,281,71,15 diff --git a/flask_backend/models/tcga_lihc_tumor_status/results/rf_feature_importances_all_features.csv b/flask_backend/models/tcga_lihc_tumor_status/results/rf_feature_importances_all_features.csv new file mode 100644 index 00000000..afe21b95 --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/results/rf_feature_importances_all_features.csv @@ -0,0 +1,529 @@ +feature,rf_importance +prior_treatment_Yes,0.037638727647250035 +prior_treatment_No,0.03073911595708764 +ENSG00000145192,0.007081029479430858 +ENSG00000100665,0.006022874167306184 +ENSG00000227097,0.005547172758881205 +ENSG00000211673,0.005459056620932066 +ENSG00000230076,0.005457814540030187 +ajcc_pathologic_stage_Stage I,0.005279668397549323 +ENSG00000253755,0.00479682159488488 +ENSG00000223722,0.0046169696286806824 +ENSG00000211935,0.004377727729414256 +ENSG00000118785,0.004294039963109595 +ENSG00000160870,0.004265889292099817 +ENSG00000160097,0.004185044953206004 +ENSG00000133169,0.004176021661079888 +ENSG00000116690,0.004087591855356576 +ENSG00000167711,0.004069137203049068 +ENSG00000211640,0.004063151523247277 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+ENSG00000211955,0.0002907970079213672 +prior_malignancy_not reported,0.0002725842094193074 +ENSG00000100003,0.0002696051258099462 +tumor_grade_G2,0.00026565779869232173 +ENSG00000211597,0.0002563700438757122 +ENSG00000116785,0.0002424592963131996 +race_asian,0.00022227930214093334 +ENSG00000110492,0.00021366912550366962 +ENSG00000270372,0.0001858653755876119 +ajcc_pathologic_stage_Stage III,0.0001633893376399209 +ENSG00000211648,0.0001492619150780505 +prior_malignancy_yes,0.00011358466032364514 +gender_female,9.902143227880898e-05 +ENSG00000176566,7.278383849465626e-05 +ajcc_pathologic_stage_Stage II,4.363137142229447e-19 +race_not reported,3.326112985872886e-19 +gender_male,0.0 +race_Unknown,0.0 +ENSG00000198681,0.0 +ajcc_pathologic_stage_Stage 0,0.0 +race_black or african american,0.0 +race_american indian or alaska native,0.0 +ajcc_pathologic_stage_Stage IV,0.0 +ajcc_pathologic_stage_Stage IIIC,0.0 +ajcc_pathologic_stage_Stage IIIB,0.0 +ajcc_pathologic_stage_Stage IIB,0.0 +ajcc_pathologic_stage_Stage IVB,0.0 +tumor_grade_G1,0.0 +prior_malignancy_no,0.0 +tumor_grade_G3,0.0 +tumor_grade_G4,0.0 diff --git a/flask_backend/models/tcga_lihc_tumor_status/results/selected_top15_features.csv b/flask_backend/models/tcga_lihc_tumor_status/results/selected_top15_features.csv new file mode 100644 index 00000000..c05f15c1 --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/results/selected_top15_features.csv @@ -0,0 +1,16 @@ +selected_feature,rf_importance +prior_treatment_Yes,0.037638727647250035 +prior_treatment_No,0.03073911595708764 +ENSG00000145192,0.007081029479430858 +ENSG00000100665,0.006022874167306184 +ENSG00000227097,0.005547172758881205 +ENSG00000211673,0.005459056620932066 +ENSG00000230076,0.005457814540030187 +ajcc_pathologic_stage_Stage I,0.005279668397549323 +ENSG00000253755,0.00479682159488488 +ENSG00000223722,0.0046169696286806824 +ENSG00000211935,0.004377727729414256 +ENSG00000118785,0.004294039963109595 +ENSG00000160870,0.004265889292099817 +ENSG00000160097,0.004185044953206004 +ENSG00000133169,0.004176021661079888 diff --git a/flask_backend/models/tcga_lihc_tumor_status/results/training_status_summary.csv b/flask_backend/models/tcga_lihc_tumor_status/results/training_status_summary.csv new file mode 100644 index 00000000..10774602 --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/results/training_status_summary.csv @@ -0,0 +1,2 @@ +n_total_rows,n_tumor_free,n_with_tumor,n_train,n_test,best_model_by_auroc,best_model_auroc,best_model_accuracy,shap_plot +352,201,151,281,71,Random Forest,0.7983739837398374,0.8028169014084507,Actual SHAP summary plot generated using XGBoost on selected features. diff --git a/flask_backend/models/tcga_lihc_tumor_status/scripts/README.md b/flask_backend/models/tcga_lihc_tumor_status/scripts/README.md new file mode 100644 index 00000000..b9ceaaf1 --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/scripts/README.md @@ -0,0 +1,37 @@ +# Scripts + +## `train_models.py` + +Runs the full baseline modeling workflow: + +1. loads the model-ready dataset, +2. defines the binary outcome, +3. splits train/test data, +4. imputes missing values, +5. scales numeric variables, +6. one-hot encodes categorical variables, +7. uses Random Forest feature importance to select the top 15 features, +8. trains Logistic Regression, Random Forest, XGBoost, SVM, and Decision Tree, +9. saves metrics, predictions, confusion matrices, figures, SHAP plot, and the best model bundle. + +Run: + +```bash +python scripts/train_models.py +``` + +## `single_patient_predict.py` + +Loads the saved model bundle and predicts Tumor Free vs With Tumor for one patient/sample row. + +Run with the included example: + +```bash +python scripts/single_patient_predict.py +``` + +Run with your own CSV: + +```bash +python scripts/single_patient_predict.py path/to/patient_input.csv +``` diff --git a/flask_backend/models/tcga_lihc_tumor_status/scripts/single_patient_predict.py b/flask_backend/models/tcga_lihc_tumor_status/scripts/single_patient_predict.py new file mode 100644 index 00000000..5ebbc5ce --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/scripts/single_patient_predict.py @@ -0,0 +1,33 @@ +#!/usr/bin/env python3 +"""Run a single-patient prediction using the saved TCGA-LIHC model bundle.""" +import sys +from pathlib import Path +import pandas as pd +import joblib + +# Load saved model bundle and the input CSV. +MODEL_PATH = Path(__file__).resolve().parents[1] / "models" / "best_model_bundle.joblib" +DEFAULT_INPUT = Path(__file__).resolve().parents[1] / "data" / "example_single_patient_input.csv" +input_path = Path(sys.argv[1]) if len(sys.argv) > 1 else DEFAULT_INPUT +bundle = joblib.load(MODEL_PATH) +df = pd.read_csv(input_path) + +# Check for missing columns. Extra columns are allowed. +feature_cols = bundle["feature_cols"] +missing = [c for c in feature_cols if c not in df.columns] +if missing: + raise ValueError(f"Missing required columns: {missing[:20]}") + +# Reorder columns to match training, apply saved preprocessing, and apply saved feature selection. +X = df[feature_cols] +X_proc = bundle["preprocessor"].transform(X) +X_sel = X_proc[:, bundle["selected_idx"]] + +# Predict class and probability. +model = bundle["model"] +pred_code = int(model.predict(X_sel)[0]) +pred_label = bundle["inverse_label_mapping"][pred_code] +print(f"Prediction: {pred_label}") +if hasattr(model, "predict_proba"): + print(f"Probability of With Tumor: {model.predict_proba(X_sel)[0, 1]:.3f}") +print(f"Model used: {bundle['model_name']}") diff --git a/flask_backend/models/tcga_lihc_tumor_status/scripts/train_models.py b/flask_backend/models/tcga_lihc_tumor_status/scripts/train_models.py new file mode 100644 index 00000000..effb37b5 --- /dev/null +++ b/flask_backend/models/tcga_lihc_tumor_status/scripts/train_models.py @@ -0,0 +1,154 @@ +#!/usr/bin/env python3 +"""Train TCGA-LIHC tumor-status models. Outcome: outcome_code where 0=Tumor Free and 1=With Tumor.""" +from pathlib import Path +import json +import numpy as np +import pandas as pd +import joblib +import matplotlib +matplotlib.use("Agg") +import matplotlib.pyplot as plt +from sklearn.model_selection import train_test_split +from sklearn.compose import ColumnTransformer +from sklearn.pipeline import Pipeline +from sklearn.preprocessing import OneHotEncoder, StandardScaler +from sklearn.impute import SimpleImputer +from sklearn.linear_model import LogisticRegression +from sklearn.ensemble import RandomForestClassifier +from sklearn.svm import SVC +from sklearn.tree import DecisionTreeClassifier +from sklearn.metrics import accuracy_score, roc_auc_score, f1_score, precision_score, recall_score, confusion_matrix +from xgboost import XGBClassifier +import shap + +RANDOM_STATE = 42 +ROOT = Path(__file__).resolve().parents[1] +DATA_PATH = ROOT / "data" / "tcga_lihc_tumor_status_ml_ready_top500_genes.csv.gz" +RESULTS = ROOT / "results" +MODELS = ROOT / "models" +FIGURES = ROOT / "figures" +for folder in [RESULTS, MODELS, FIGURES]: + folder.mkdir(exist_ok=True) + +def main(): + # Load ML-ready dataset. + df = pd.read_csv(DATA_PATH) + + # Remove identifiers and label-related columns from predictors to avoid leakage. + id_or_label_cols = ["patient_id", "sample_id", "tumor_status", "outcome_code", "label_followup_day"] + feature_cols = [c for c in df.columns if c not in id_or_label_cols] + gene_features = [c for c in feature_cols if str(c).startswith("ENSG")] + clinical_features = [c for c in feature_cols if c not in gene_features] + + # Define X predictors and y binary label. + X = df[feature_cols].copy() + y = df["outcome_code"].astype(int) + + # Split into train/test while preserving class balance. + X_train, X_test, y_train, y_test, train_idx, test_idx = train_test_split( + X, y, np.arange(len(X)), test_size=0.20, random_state=RANDOM_STATE, stratify=y + ) + + # Median-impute and scale numeric values; mode-impute and one-hot encode categorical values. + numeric_cols = [c for c in ["age_at_index"] if c in X.columns] + gene_features + categorical_cols = [c for c in clinical_features if c not in numeric_cols] + try: + ohe = OneHotEncoder(handle_unknown="ignore", sparse_output=False) + except TypeError: + ohe = OneHotEncoder(handle_unknown="ignore", sparse=False) + preprocessor = ColumnTransformer([ + ("numeric", Pipeline([("imputer", SimpleImputer(strategy="median")), ("scaler", StandardScaler())]), numeric_cols), + ("categorical", Pipeline([("imputer", SimpleImputer(strategy="most_frequent")), ("onehot", ohe)]), categorical_cols), + ], remainder="drop") + X_train_proc = preprocessor.fit_transform(X_train) + X_test_proc = preprocessor.transform(X_test) + cat_names = list(preprocessor.named_transformers_["categorical"].named_steps["onehot"].get_feature_names_out(categorical_cols)) if categorical_cols else [] + feature_names = np.array(numeric_cols + cat_names) + + # Feature selection using Random Forest importance; keep top 15. + selector = RandomForestClassifier(n_estimators=100, random_state=RANDOM_STATE, class_weight="balanced", n_jobs=1) + selector.fit(X_train_proc, y_train) + importances = selector.feature_importances_ + top_k = 15 + selected_idx = np.argsort(importances)[::-1][:top_k] + selected_features = feature_names[selected_idx] + X_train_selected = X_train_proc[:, selected_idx] + X_test_selected = X_test_proc[:, selected_idx] + pd.DataFrame({"feature": feature_names, "rf_importance": importances}).sort_values("rf_importance", ascending=False).to_csv(RESULTS / "rf_feature_importances_all_features.csv", index=False) + pd.DataFrame({"selected_feature": selected_features, "rf_importance": importances[selected_idx]}).to_csv(RESULTS / "selected_top15_features.csv", index=False) + + # Train recommended algorithms: LOGR, RF, XGB; include SVM and DTC as additional comparisons. + n_pos = int((y_train == 1).sum()) + n_neg = int((y_train == 0).sum()) + scale_pos_weight = n_neg / n_pos if n_pos else 1 + models = { + "Logistic Regression": LogisticRegression(max_iter=3000, class_weight="balanced", random_state=RANDOM_STATE), + "Random Forest": RandomForestClassifier(n_estimators=120, min_samples_leaf=3, class_weight="balanced", random_state=RANDOM_STATE, n_jobs=1), + "XGBoost": XGBClassifier(n_estimators=80, max_depth=3, learning_rate=0.05, subsample=0.85, colsample_bytree=0.85, reg_lambda=1.0, objective="binary:logistic", eval_metric="logloss", tree_method="hist", random_state=RANDOM_STATE, n_jobs=1, scale_pos_weight=scale_pos_weight), + "SVM": SVC(kernel="rbf", probability=True, class_weight="balanced", random_state=RANDOM_STATE), + "Decision Tree": DecisionTreeClassifier(max_depth=4, min_samples_leaf=5, class_weight="balanced", random_state=RANDOM_STATE), + } + rows, trained_models, confusion_matrices, predictions = [], {}, {}, [] + for name, model in models.items(): + model.fit(X_train_selected, y_train) + trained_models[name] = model + pred = model.predict(X_test_selected) + prob = model.predict_proba(X_test_selected)[:, 1] + cm = confusion_matrix(y_test, pred, labels=[0, 1]) + confusion_matrices[name] = cm.tolist() + rows.append({ + "model": name, + "accuracy": accuracy_score(y_test, pred), + "auroc": roc_auc_score(y_test, prob), + "f1_with_tumor": f1_score(y_test, pred, pos_label=1, zero_division=0), + "precision_with_tumor": precision_score(y_test, pred, pos_label=1, zero_division=0), + "recall_with_tumor": recall_score(y_test, pred, pos_label=1, zero_division=0), + "tn_tumor_free_correct": int(cm[0, 0]), + "fp_pred_with_tumor_when_tumor_free": int(cm[0, 1]), + "fn_pred_tumor_free_when_with_tumor": int(cm[1, 0]), + "tp_with_tumor_correct": int(cm[1, 1]), + "n_train": len(y_train), "n_test": len(y_test), "n_selected_features": top_k, + }) + predictions.append(pd.DataFrame({ + "patient_id": df.iloc[test_idx]["patient_id"].values, + "sample_id": df.iloc[test_idx]["sample_id"].values, + "true_label": pd.Series(y_test).map({0: "Tumor Free", 1: "With Tumor"}).values, + "predicted_label": pd.Series(pred).map({0: "Tumor Free", 1: "With Tumor"}).values, + "probability_with_tumor": prob, + "model": name, + })) + + # Save metrics, confusion matrices, and holdout predictions. + metrics = pd.DataFrame(rows).sort_values(["auroc", "f1_with_tumor", "accuracy"], ascending=False) + metrics.to_csv(RESULTS / "model_metrics_comparison.csv", index=False) + pd.concat(predictions, ignore_index=True).to_csv(RESULTS / "holdout_predictions_all_models.csv", index=False) + with open(RESULTS / "confusion_matrices.json", "w") as f: + json.dump(confusion_matrices, f, indent=2) + + # Save best model by AUROC with preprocessing objects and feature names. + best_name = metrics.iloc[0]["model"] + best_model = trained_models[best_name] + joblib.dump({"preprocessor": preprocessor, "selected_idx": selected_idx, "selected_features": selected_features.tolist(), "model": best_model, "model_name": best_name, "feature_cols": feature_cols, "label_mapping": {"Tumor Free": 0, "With Tumor": 1}, "inverse_label_mapping": {0: "Tumor Free", 1: "With Tumor"}}, MODELS / "best_model_bundle.joblib") + X_test.iloc[[0]].to_csv(ROOT / "data" / "example_single_patient_input.csv", index=False) + + # Create comparison plots and SHAP plot. + plot_df = metrics.sort_values("auroc") + plt.figure(figsize=(8, 4.2)); plt.barh(plot_df["model"], plot_df["auroc"]); plt.xlim(0, 1); plt.xlabel("AUROC"); plt.title("Model comparison by AUROC"); plt.tight_layout(); plt.savefig(FIGURES / "model_auroc_comparison.png", dpi=220); plt.close() + best_cm = np.array(confusion_matrices[best_name]) + plt.figure(figsize=(4.8, 4.2)); plt.imshow(best_cm); plt.title(f"{best_name} confusion matrix"); plt.xticks([0, 1], ["Pred Tumor Free", "Pred With Tumor"], rotation=20, ha="right"); plt.yticks([0, 1], ["True Tumor Free", "True With Tumor"]) + for i in range(2): + for j in range(2): plt.text(j, i, str(best_cm[i, j]), ha="center", va="center", fontsize=14) + plt.tight_layout(); plt.savefig(FIGURES / "best_model_confusion_matrix.png", dpi=220); plt.close() + X_test_selected_df = pd.DataFrame(X_test_selected, columns=selected_features) + explainer = shap.TreeExplainer(trained_models["XGBoost"]) + shap_values = explainer.shap_values(X_test_selected_df) + if isinstance(shap_values, list): shap_values = shap_values[1] if len(shap_values) > 1 else shap_values[0] + elif hasattr(shap_values, "ndim") and shap_values.ndim == 3: shap_values = shap_values[:, :, 1] + shap.summary_plot(shap_values, X_test_selected_df, show=False, max_display=15) + plt.tight_layout(); plt.savefig(FIGURES / "shap_summary_plot.png", dpi=220, bbox_inches="tight"); plt.close() + + print(metrics) + print(f"Best model by AUROC: {best_name}") + +if __name__ == "__main__": + main()