Mercurial > repos > bgruening > biomodels_biomd0000001076
changeset 0:3e25f7ded8b1 draft
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit fe5cbcff4786c445b47538472ca4b4a099d2f652
| author | bgruening |
|---|---|
| date | Wed, 13 Mar 2024 08:48:14 +0000 |
| parents | |
| children | e62e31ee42d9 |
| files | biomodels_BIOMD0000001076.xml test-data/pred_data.tabular test-data/pred_data_BIOMD0000001076.tabular test-data/test_data.csv test-data/test_data.tabular test-data/test_data.xlsx test-data/test_data_BIOMD0000001076.csv test-data/test_data_BIOMD0000001076.tabular |
| diffstat | 8 files changed, 2184 insertions(+), 0 deletions(-) [+] |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/biomodels_BIOMD0000001076.xml Wed Mar 13 08:48:14 2024 +0000 @@ -0,0 +1,93 @@ +<tool id="biomodels_BIOMD0000001076" name="Prediction of Breast Cancer (BC)" version="@VERSION@" profile="23.05"> + <description>proteins involved in cancer immunotherapy using molecular descriptors and Multi Layer Perceptron (MLP) neural network</description> + <macros> + <token name="@VERSION@">1</token> + </macros> + <creator> + <organization name="EMBL's European Bioinformatics Institute (EMBL-EBI)" url="https://www.ebi.ac.uk/biomodels/" email="biomodels-net-support@lists.sf.net" /> + <person name="Anup Kumar" email="kumara@informatik.uni-freiburg.de" /> + </creator> + <requirements> + <container type="docker">docker.io/anupkumar/biomodels_biomd0000001076:@VERSION@</container> + </requirements> + <command><![CDATA[ + cp /home/\$NB_USER/MLP_model3.onnx ./ && + python '$biom_script_BIOMD0000001076' +]]> + </command> + <configfiles> + <configfile name="biom_script_BIOMD0000001076"> + <![CDATA[ +import os +import numpy +import onnxruntime as rt +import pandas as pd + +#if $input_file.ext == "tabular": +data_test = pd.read_csv('$input_file', sep="\t") +#elif $input_file.ext == "csv": +data_test = pd.read_csv('$input_file', sep=",") +#end if + +Xdatap = data_test.iloc[:,:-1].values +sess = rt.InferenceSession(os.getcwd() + "/MLP_model3.onnx") +input_name = sess.get_inputs()[0].name +label_name = sess.get_outputs()[0].name +pred_onx = sess.run([label_name], {input_name: Xdatap.astype(numpy.float32)})[0] +data_test["Predictions"] = pred_onx +data_test.to_csv('$output_file', sep="\t", index=None) + +]]> + </configfile> + </configfiles> + <inputs> + <param name="input_file" type="data" label="Test data" format="tabular,csv" multiple="false" /> + </inputs> + <outputs> + <data format="tabular" name="output_file" label="Predicted data"></data> + </outputs> + <tests> + <test> + <param name="input_file" value="test_data_BIOMD0000001076.tabular" ftype="tabular" /> + <output name="output_file" file="pred_data_BIOMD0000001076.tabular"> + <assert_contents> + <has_n_columns n="302" /> + <has_n_lines n="401" /> + </assert_contents> + </output> + </test> + <test> + <param name="input_file" value="test_data_BIOMD0000001076.csv" ftype="csv" /> + <output name="output_file" file="pred_data_BIOMD0000001076.tabular"> + <assert_contents> + <has_n_columns n="302" /> + <has_n_lines n="401" /> + </assert_contents> + </output> + </test> + </tests> + <help> + <![CDATA[ +**What it does** + +The tool makes prediction of breast cancer-related proteins: non-breast cancer related protein (0) or related to breast cancer protein (1). 300 features are used to train a Multi Layer Perceptron (artificial neural network) for such a prediction. The model is available via a Docker container. The original GitHub repository can be accessed at https://github.com/muntisa/neural-networks-for-breast-cancer-proteins. + + +**Description** + +This study introduces a predictive classifier for breast cancer-related proteins, utilising a combination of protein sequence descriptors and machine learning techniques. The best-performing classifier is a Multi Layer Perceptron (artificial neural network) with 300 features, achieving an average Area Under the Receiver Operating Characteristics (AUROC) score of 0.984 through 3-fold cross-validation. Notably, the model identified top-ranked cancer immunotherapy proteins associated with breast cancer that should be studied for further biomarker discovery and therapeutic targeting. Please note that in this model, the output '0' means BC non-related protein and '1' means BC related protein. + +**Input file** + +Provide a tabular file (as tabular or csv) containing all the features as mentioned above. + +**Output file** + +Returns predicted data as a tabular file - the predictions are concatenated as a last column of the test data. + + ]]> + </help> + <citations> + <citation type="doi">10.1038/s41598-020-65584-y</citation> + </citations> +</tool>
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/pred_data_BIOMD0000001076.tabular Wed Mar 13 08:48:14 2024 +0000 @@ -0,0 +1,401 @@ +MN LG QI NK EM QM MM EY FAA FNA PNA MDA YHA YKA WFA GPA NTA EYA PAR QDR KER SQR QGR LLR HKR TKR TMR YMR MFR EAN HAN MRN SNN EDN QCN QQN GQN PGN IHN NKN HKN LKN AMN TMN VMN MPN PSN YTN KWN PWN EYN PYN LVN PVN SVN VAD HRD IND PDD IQD NHD YHD NID HFD ITD RYD IYD QRC DNC SNC MDC AQC CGC MGC VHC CKC IKC SKC MMC PFC MPC MVC FVC FDE YDE SQE TQE RHE MHE HIE FKE EME QME LME MME VME SFE DAQ TNQ IDQ DCQ KCQ GLQ FKQ AMQ CMQ VPQ PSQ IWQ YWQ CYQ IAG PAG MNG VGG ALG FLG VLG WMG DFG PFG CTG FWG PWG TVG FAH INH PCH VQH CGH CKH IKH SKH MFH WFH HTH RWH FWH GYH RVH KRI MRI AQI LQI NHI NII QII CKI YKI IPI WSI EYI LYI MVI RDL TCL CQL HQL MQL GGL LGL HLL HML QWL EYL GVL IVL HAK KNK VNK SCK TQK KHK VHK QIK PIK DLK MMK EPK HTK CWK DVK WAM HRM QNM PNM VDM AEM EEM QQM QGM RIM CIM QLM ILM HKM AMM NMM CFM NTM TTM VTM CWM EWM FYM TAF YCF AEF RQF VGF PKF AMF YFF HTF GYF DAP 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/test_data.csv Wed Mar 13 08:48:14 2024 +0000 @@ -0,0 +1,296 @@ +SAMPLE_ID,Cancer_type_grouped_2,Cancer_Type2,Cancer_Type,Chemo_before_IO (1:Yes; 0:No),Age,Sex (1:Male; 0:Female),BMI,Stage (1:IV; 0:I-III),Stage at IO start,NLR,Platelets,HGB,Albumin,Drug (1:Combo; 0:PD1/PDL1orCTLA4),Drug_class,TMB,FCNA,HED,HLA_LOH,MSI (1:Unstable; 0:Stable_Indeterminate),MSI_SCORE,Response (1:Responder; 0:Non-responder),OS_Event,OS_Months,PFS_Event,PFS_Months,RF16_prob +8384,Bladder,2,Others,1,68.88706366,1,24.3,1,IV,5.27,341,10.3,4.1,0,PD1/PDL1,27.5,0.0006,5.82320441988951,0,0,0,1,1,31.54004107,1,6.800821355,0.467845314537317 +8381,Bladder,2,Others,1,63.46338125,1,31.7,1,IV,3,190,13.2,4.5,0,PD1/PDL1,2,0.0015,5.89502762430938,0,0,0.09,0,0,45.99589322,1,1.149897331,0.279935364717587 +8790,Bladder,2,Others,1,76.94729637,1,26.9,1,IV,7.4,231,10.7,3.2,0,PD1/PDL1,5.9,0.4036,8.05156537753222,0,0,0.4,0,1,3.318275154,1,1.149897331,0.102658611763147 +9106,Bladder,2,Others,1,56.94729637,0,22.6,1,IV,1.28,170,11.4,3.8,1,Combo,7.9,0.214,8.12338858195211,1,0,0,1,0,20.73100616,0,20.59958932,0.220140944129093 +9050,Bladder,2,Others,1,60.25735797,1,26.6,1,IV,2.22,109,9,4.1,0,PD1/PDL1,57.9,0.0688,7.89134438305708,0,1,26.55,0,1,7.523613963,1,1.379876797,0.500682332756977 +9261,Bladder,2,Others,0,65.07323751,1,24.9,1,IV,4.67,348,12.3,3.8,0,PD1/PDL1,11.4,0.2709,5.05709023941069,1,0,1.17,1,0,28.91170431,0,28.74743327,0.385281006408248 +8294,Bladder,2,Others,1,78.4366872,1,26.2,1,IV,1.1,162,11.8,3.8,0,PD1/PDL1,9.7,0.1451,7.76979742173113,0,0,0.21,0,1,12.05749487,1,2.234086242,0.215086829938329 +9292,Bladder,2,Others,1,62.770705,1,22.3,1,IV,4,170,13.6,4.4,0,PD1/PDL1,8.8,0.0261,5.22283609576427,0,0,0,0,1,9.757700205,1,0.919917864,0.243422951824329 +9427,Bladder,2,Others,1,52.37508556,0,20.9,1,IV,3.58,141,11,3.7,0,PD1/PDL1,16.7,0.1593,10.3480662983425,0,0,0.37,0,1,15.57289528,1,11.49897331,0.262981465703056 +9525,Bladder,2,Others,1,78.40109514,0,35.5,1,IV,3.06,276,13.1,4.1,0,PD1/PDL1,16.7,0.1921,6.646408839779,1,0,0.33,1,0,28.05749487,0,27.36755647,0.372112882111159 +9042,Bladder,2,Others,0,78.71594798,0,31.8,1,IV,3.71,363,12.2,3.4,0,PD1/PDL1,14,0.2225,2.93370165745856,0,0,1.18,1,0,22.275154,0,12.09034908,0.358069485694818 +9642,Bladder,2,Others,0,50.84736482,1,24.2,1,IV,6.25,243,12.7,3.8,0,PD1/PDL1,0.9,0.2593,7.51565377532229,1,0,0.06,0,1,1.577002053,1,1.577002053,0.318648098659101 +8847,Bladder,2,Others,1,74.83093771,1,26.9,1,IV,6.89,157,12.2,4.5,1,Combo,6.1,0.6541,8.0184162062615,0,0,1.46,0,0,13.79876797,0,13.37166324,0.234003688259196 +9963,Bladder,2,Others,0,51.14031485,1,28.9,1,IV,1.77,248,13.3,4.4,0,PD1/PDL1,2.6,0.0883,6.50460405156539,1,0,0.05,0,1,11.95893224,1,0.689938398,0.41318781160607 +9894,Bladder,2,Others,1,75.15947981,0,32.8,1,IV,3.18,353,8.6,4.1,0,PD1/PDL1,14,0.2929,5.88766114180479,0,0,0.27,0,1,5.683778234,1,1.80698152,0.275757732142156 +9818,Bladder,2,Others,1,52.57221082,1,30.6,1,IV,4,191,10.8,4.9,1,Combo,13.2,0.4644,2.61694290976059,1,0,0.9,1,0,11.95893224,1,6.078028747,0.284927054400868 +8532,Breast,2,Others,1,64.92813142,0,19,1,IV,7.43,435,12.1,3.4,0,PD1/PDL1,7.9,0.7148,5.19705340699816,0,0,2.78,0,1,3.022587269,1,3.022587269,0.133034053589677 +8637,Breast,2,Others,1,40.41067762,0,18.2,1,IV,3.67,252,10.3,4.2,0,PD1/PDL1,4.4,0.4237,4.02394106813996,0,0,1.29,0,1,5.190965092,1,1.084188912,0.123179276326519 +9494,Breast,2,Others,1,70.09993155,0,18.6,1,IV,9.5,175,11.3,4.4,0,PD1/PDL1,4.4,0.5745,2.47329650092081,0,0,1,0,0,11.03901437,1,3.646817248,0.176023166029784 +9694,Breast,2,Others,1,69.84804928,0,19.1,1,IV,5.6,250,11.1,4.1,0,PD1/PDL1,3.5,0.7037,4.40699815837937,0,0,3.7,1,0,15.37577002,0,15.37577002,0.128975069551985 +9806,Breast,2,Others,1,46.54620123,0,37.9,1,IV,0.8,332,12.5,4.2,0,PD1/PDL1,5.3,0.6079,6.02578268876611,0,0,3.08,0,0,11.72895277,1,1.412731006,0.211352272916715 +8660,Colorectal,2,Others,1,43.71252567,1,33.2,1,IV,4,264,12.7,4,0,PD1/PDL1,3.9,0.3025,5.79558011049724,1,0,0.16,0,0,15.40862423,1,1.675564682,0.202353463586178 +8928,Colorectal,2,Others,1,48.80492813,1,22.8,1,IV,3.25,211,10.3,2.7,0,PD1/PDL1,53.1,0.069,7.11602209944752,0,1,32.04,1,0,35.41683778,1,17.70841889,0.44643659055817 +8823,Colorectal,2,Others,1,56.28747433,0,50.2,1,IV,9.57,310,9.3,3.6,0,PD1/PDL1,1.8,0.5682,4.22836095764273,0,0,0.7,0,1,9.593429158,1,2.135523614,0.106744489568241 +8213,Colorectal,2,Others,1,63.74811773,0,41.8,1,IV,7.6,204,10.1,3.8,0,PD1/PDL1,4.9,0.0426,4.49539594843462,1,0,0.15,0,1,5.618069815,1,0.919917864,0.155112522490691 +8874,Colorectal,2,Others,1,33.76317591,0,29.3,1,IV,2.4,220,13.1,4.4,0,PD1/PDL1,61.4,0.0001,6.88766114180479,0,1,12.08,1,0,18.75975359,0,16.49281314,0.517834161116294 +8786,Colorectal,2,Others,1,47.04722793,1,27.3,1,IV,25.63,175,8.1,1.7,0,PD1/PDL1,93,0.0317,7.255985267035,0,1,48.28,0,1,0.755646817,1,0.755646817,0.380954880528825 +9404,Colorectal,2,Others,1,45.27857632,0,30.8,1,IV,3.47,211,12.5,4.2,0,PD1/PDL1,4.4,0.1514,4.451197053407,0,0,0.75,0,0,16,1,1.872689938,0.191222081698051 +9477,Colorectal,2,Others,1,49.24024641,0,17.6,0,III,14.4,242,9.2,3.1,0,PD1/PDL1,7,0.0681,9.34990791896869,0,0,0.15,0,0,8.90349076,0,6.669404517,0.141981056917744 +10020,Colorectal,2,Others,0,65.94387406,1,24.1,1,IV,9.45,366,11,3.6,0,PD1/PDL1,17.6,0.0347,5.76427255985267,1,0,1.01,0,1,3.449691992,1,0.887063655,0.327915484697705 +8477,Endometrial,2,Others,1,64.30937714,0,24.3,1,IV,18.6,281,10.3,3.9,0,PD1/PDL1,1,0.7969,3.9134438305709,0,0,4.54,0,1,17.70841889,1,7.326488706,0.10744487332747 +8273,Endometrial,2,Others,1,77.74401095,0,33,1,IV,0.92,254,12.7,3.8,0,PD1/PDL1,29.8,0.0409,6.25598526703499,0,1,23.8,0,1,11.26899384,1,2.759753593,0.524371788190148 +9340,Endometrial,2,Others,1,57.045859,0,26.8,1,IV,1.43,167,12.4,4.3,0,PD1/PDL1,4.4,0.0319,7.45672191528544,0,0,0.52,0,1,17.24845996,1,1.741273101,0.222033355093314 +9579,Endometrial,2,Others,1,62.87200548,0,32.7,1,IV,3.33,141,11.8,3.7,0,PD1/PDL1,7.9,0.6378,4.78268876611418,0,0,2.19,0,0,13.86447639,1,0.985626283,0.161042559954601 +9693,Endometrial,2,Others,1,59.17590691,0,22,1,IV,5.35,256,9.6,3.7,0,PD1/PDL1,40.4,0.0075,6.40515653775322,0,1,18.86,1,0,23.09650924,1,9.166324435,0.457515811872101 +9430,Endometrial,2,Others,1,61.48391513,0,20.7,1,IV,6.8,230,12.2,4.2,0,PD1/PDL1,7,0.0035,5.53406998158379,0,0,0,0,1,16.32854209,1,7.359342916,0.205599264506209 +9868,Endometrial,2,Others,1,57.4017796,0,27.7,1,IV,0.93,207,12.5,3.7,0,PD1/PDL1,31.6,0.0087,5.91160220994475,0,1,16.37,1,0,12.5174538,1,5.289527721,0.508523414620483 +8622,Endometrial,2,Others,1,68.45174538,0,32.6,1,IV,3.67,245,14.2,4.3,0,PD1/PDL1,3.5,0.1968,5.58011049723756,0,0,0.38,1,0,19.35112936,0,19.35112936,0.242710358418186 +9566,Endometrial,2,Others,1,65.67282683,0,27.3,1,IV,1.79,365,11.6,3.8,0,PD1/PDL1,1.8,0,4.15653775322283,0,0,0.17,0,1,10.28336756,1,1.609856263,0.24623239218484 +8214,Endometrial,2,Others,1,67.91512663,0,35.7,1,IV,1.19,198,12.8,4.3,0,PD1/PDL1,32.5,0.012,6.8121546961326,0,1,20.58,1,0,15.73716632,0,15.6386037,0.524835318666392 +10036,Endometrial,2,Others,1,80.81861739,0,24,1,IV,4.33,185,11.1,3.8,0,PD1/PDL1,7.9,0.3314,6.95764272559853,0,0,0.27,0,1,9.396303901,1,2.036960986,0.212094603236521 +10099,Endometrial,2,Others,1,71.04449008,0,22.3,1,IV,8.5,402,10.7,3.9,0,PD1/PDL1,34.2,0.0536,8.57826887661142,0,1,26.41,0,0,12.48459959,1,1.839835729,0.432454482745034 +10062,Endometrial,2,Others,1,66.33812457,0,42.3,1,IV,3.33,347,9.1,2.9,0,PD1/PDL1,2.6,0.0094,7.53775322283609,0,0,0,0,1,1.511293634,1,1.412731006,0.199489215026339 +8351,Esophageal,2,Others,1,57.35797399,1,20.5,1,IV,1.12,178,10.5,4.3,0,PD1/PDL1,8.8,0.6346,7.78453038674034,0,0,3.89,0,1,15.70431212,1,2.595482546,0.211627990300179 +9046,Esophageal,2,Others,1,81.4017796,1,24.2,1,IV,6,115,8.9,2.6,0,PD1/PDL1,4.4,0.3621,5.97790055248619,0,0,1.14,0,1,2.759753593,1,2.759753593,0.120558353589633 +9126,Esophageal,2,Others,1,69.91101985,0,14.6,1,IV,2.71,326,10.3,3.2,0,PD1/PDL1,5.3,0.2745,7.72744014732964,0,0,0.28,0,1,0.328542094,1,0.328542094,0.141596414520865 +9347,Esophageal,2,Others,0,72.5174538,0,26.6,1,IV,1.91,257,12.9,3.4,0,PD1/PDL1,10.5,0.2506,6.02946593001841,0,0,0.13,1,0,29.2073922,1,16.42710472,0.2954865603579 +9131,Esophageal,2,Others,1,71.02532512,1,26.4,1,IV,1.67,59,10.2,3.3,0,PD1/PDL1,5.3,0.0344,9.26519337016574,0,0,0.2,0,1,2.858316222,1,0.887063655,0.145405502571711 +8956,Esophageal,2,Others,1,42.7652293,1,15.7,1,IV,2.33,208,14.5,4.2,0,PD1/PDL1,3.5,0.1207,9.40883977900554,0,0,0.07,1,1,15.24435318,1,7.09650924,0.221970910520036 +9982,Esophageal,2,Others,1,71.90417522,1,17.6,1,IV,25,177,9.6,3.1,0,PD1/PDL1,5.3,0.0729,3.27624309392265,0,0,0,0,1,1.314168378,1,0.788501027,0.100687992250149 +9488,Esophageal,2,Others,1,54.7652293,1,26.1,1,IV,6,284,11.2,4,0,PD1/PDL1,1.8,0.2792,5.11233885819521,0,0,0.61,1,0,13.01026694,1,7.819301848,0.193741647085849 +9085,Esophageal,2,Others,0,55.75633128,1,20.3,0,III,1.89,181,13.1,4.1,0,PD1/PDL1,2.6,0.148,7.62246777163903,0,0,0.07,1,0,10.0862423,0,9.691991786,0.305920427433311 +8452,Gastric,2,Others,1,67.86858316,1,23.5,1,IV,1.92,237,11.8,3.4,0,PD1/PDL1,6.9,0.0829,6.18232044198895,0,0,0.39,0,0,12.25462012,1,2.201232033,0.150337844515795 +8498,Gastric,2,Others,1,25.71663244,0,31.7,1,IV,43.5,191,11.4,1.6,0,PD1/PDL1,1,0,8.28360957642726,0,0,0,0,1,0.229979466,1,0.229979466,0.129043323315399 +8497,Gastric,2,Others,1,71.20328542,1,32.6,1,IV,3.19,196,9.6,3.5,0,PD1/PDL1,2,0.2775,6.44383057090239,0,0,2.17,0,1,3.646817248,1,2.004106776,0.145356307777192 +8920,Gastric,2,Others,1,29.2183436,1,22.9,1,IV,5.44,129,9.4,3.1,1,Combo,0,0.0017,7.79742173112338,0,0,0,0,1,2.004106776,1,0.262833676,0.113675222291626 +9373,Gastric,2,Others,0,62.89938398,0,21,1,IV,9.33,439,9.2,3.5,0,PD1/PDL1,6.1,0.0369,7.56906077348066,0,0,0.17,1,1,13.5687885,1,5.94661191,0.249111403494332 +9309,Gastric,2,Others,0,46.86379192,0,25.1,1,IV,8.29,342,13,3.6,0,PD1/PDL1,7.9,0.5099,6.46040515653775,0,0,2.11,1,1,24.24640657,1,3.318275154,0.267363888885353 +9471,Gastric,2,Others,0,61.36344969,1,22.4,1,IV,4.4,382,10.1,3.5,0,PD1/PDL1,5.3,0.0038,6.61325966850827,0,0,0.13,1,1,27.137577,1,14.55441478,0.294441183340322 +9013,Gastric,2,Others,1,74.20670773,1,23.9,1,IV,2,147,10.9,3.3,0,PD1/PDL1,21.1,0.3982,9.87476979742172,1,0,0.99,0,1,9.790554415,1,3.318275154,0.279977542011739 +8946,Gastric,2,Others,1,62.39561944,1,17.8,1,IV,51.75,145,8.4,3,0,PD1/PDL1,7,0.2216,7.35174953959485,1,0,1.79,0,1,2.595482546,1,1.379876797,0.107059259696123 +8219,Gastric,2,Others,0,53.65913758,1,29.1,1,IV,5.21,186,12.2,4.1,0,PD1/PDL1,0,0.2317,8.292817679558,0,0,0.14,1,1,18.82546201,1,8.607802875,0.359918284804841 +9303,Gastric,2,Others,1,49.86447639,1,32.1,1,IV,4.08,221,11.4,3.5,1,Combo,4.4,0.0358,0,0,0,0,1,0,19.25256674,1,5.486652977,0.164902069645541 +8630,Gastric,2,Others,1,69.045859,0,27.7,1,IV,1.26,115,11,3.7,0,PD1/PDL1,51.8,0.1166,4.03683241252302,0,1,31.49,0,0,15.17864476,1,2.661190965,0.431476062516285 +9915,Gastric,2,Others,0,84.93086927,1,22.3,1,IV,4.39,267,9.4,3.3,1,Combo,43,0,7.97421731123388,0,1,14.72,0,1,2.628336756,1,2.628336756,0.523293779922059 +8362,Head & Neck,2,Others,1,60.23545517,1,26,1,IV,27.6,362,12.3,4,0,PD1/PDL1,3.9,0.0637,7.86924493554327,0,0,0,0,1,10.54620123,1,0.985626283,0.210786069915607 +8442,Head & Neck,2,Others,1,50.95687885,1,14.6,1,IV,12.43,352,9.4,3.9,0,PD1/PDL1,7.9,0.2946,8.89502762430939,0,0,3.85,0,1,6.932238193,1,1.215605749,0.203311224181878 +8723,Head & Neck,2,Others,1,77.56605065,1,22.8,1,IV,18.33,495,9.2,3.2,0,PD1/PDL1,8.8,0.0149,5.9926335174954,0,0,0,0,1,13.33880904,1,1.018480493,0.139029480143852 +8331,Head & Neck,2,Others,1,45.36071184,1,25,1,IV,58,240,10.5,4.3,0,PD1/PDL1,0,0.2299,7.26519337016574,1,0,0.9,0,1,3.154004107,1,1.80698152,0.164272102523719 +8537,Head & Neck,2,Others,1,58.22039699,1,38.1,1,IV,4.71,326,10.9,3.9,0,PD1/PDL1,3.5,0.1331,6.11049723756906,0,0,0.43,1,1,8.246406571,1,8.246406571,0.198932077001665 +8924,Head & Neck,2,Others,1,76.63518138,1,21.7,1,IV,8.57,274,9.1,3.5,0,PD1/PDL1,12.3,0.5596,9.20073664825046,1,0,1.67,0,1,5.092402464,1,1.609856263,0.118720272966081 +9072,Head & Neck,2,Others,1,46.13826147,1,23.1,1,IV,13.75,312,7.4,2.8,0,PD1/PDL1,7,0.3552,7.9852670349908,0,0,0.92,0,1,1.511293634,1,1.215605749,0.068286191016701 +9540,Head & Neck,2,Others,1,75.42505134,1,25,1,IV,19,280,10.2,4.1,0,PD1/PDL1,7,0.2798,8.32596685082872,0,0,0.24,0,1,10.87474333,1,2.036960986,0.201639170772473 +8736,Head & Neck,2,Others,1,68.26283368,0,29.4,1,IV,3.1,286,12.8,4.4,0,PD1/PDL1,1.8,0.3297,9.7974217311234,0,0,0.84,0,0,14.9486653,1,1.642710472,0.276901876233199 +8321,Head & Neck,2,Others,1,55.23613963,1,19.9,1,IV,7.17,220,9.9,3.5,0,PD1/PDL1,7,0.2054,8.45119705340701,0,0,0,0,0,21.32238193,1,0.755646817,0.143252596394147 +8959,Head & Neck,2,Others,1,69.3908282,1,24.2,1,IV,2.5,158,13.5,4,0,PD1/PDL1,3.5,0.0474,4.10313075506446,0,0,0.26,1,1,24.18069815,1,13.60164271,0.202462726517182 +9472,Head & Neck,2,Others,1,74.0698152,1,31.5,1,IV,10.4,174,11.9,2.7,0,PD1/PDL1,14,0.0745,7.04235727440147,0,0,0.12,1,1,5.190965092,1,5.190965092,0.132928137666527 +8396,Head & Neck,2,Others,1,56.79397673,1,29.8,1,IV,10,198,13.2,4.2,0,PD1/PDL1,10.5,0.1979,7.42357274401473,1,0,1.66,0,0,17.01848049,1,1.839835729,0.263153020364304 +9604,Head & Neck,2,Others,1,59.22245038,1,20.9,1,IV,27,459,10.6,3.5,0,PD1/PDL1,3.5,0.0025,6.71639042357274,0,0,0,0,1,3.54825462,1,0.722792608,0.170480929800969 +9197,Hepatobiliary,2,Others,1,69.89459275,1,26.3,1,IV,2.8,163,11.5,3.5,0,PD1/PDL1,4.4,0.2345,7.22836095764272,0,0,0.33,0,0,18.4312115,1,10.25051335,0.118508354570819 +8795,Hepatobiliary,2,Others,1,47.67967146,1,33.6,1,IV,10.22,314,11.4,3.5,0,PD1/PDL1,1.8,0.3585,7.7403314917127,0,0,0.42,0,1,10.67761807,1,2.825462012,0.111245550468804 +9324,Hepatobiliary,2,Others,1,59.05817933,1,35.3,1,IV,9.64,422,10.5,2.8,0,PD1/PDL1,2.6,0.2442,3.49539594843463,0,0,0.14,0,1,5.453798768,1,3.54825462,0.096237888521601 +9154,Hepatobiliary,2,Others,1,65.4017796,1,35.7,1,IV,3.38,104,10.6,4.2,0,PD1/PDL1,3.5,0.245,1.01104972375691,0,0,0.16,0,0,14.32443532,1,2.168377823,0.199710326246076 +9125,Hepatobiliary,2,Others,1,69.69472964,0,28.5,1,IV,1.52,211,10.5,3.6,0,PD1/PDL1,50.9,0.0017,7.73848987108655,0,1,24.69,1,0,21.88090349,0,20.63244353,0.461890320286525 +9240,Hepatobiliary,2,Others,1,59.95345654,1,26.4,1,IV,1.38,85,11.4,3.4,0,PD1/PDL1,2.6,0.0789,0,0,0,0,0,1,2.496919918,1,2.496919918,0.137263811580997 +9896,Hepatobiliary,2,Others,1,53.14989733,0,20.4,1,IV,1.85,168,10.6,3.3,0,PD1/PDL1,3.5,0.0494,5.96869244935543,0,0,0.14,0,1,8.082135524,1,1.80698152,0.143010227695734 +9843,Hepatobiliary,2,Others,0,66.75154004,0,21.3,0,II,3.6,212,12.4,4.2,0,PD1/PDL1,2.6,0,5.91712707182319,0,0,0,1,0,19.54825462,0,17.51129363,0.349375637429464 +9341,Hepatobiliary,2,Others,0,76.20533881,1,28,0,III,2.75,174,12.4,4.1,0,PD1/PDL1,4.4,0.332,3.85819521178637,0,0,0.08,0,0,19.38398357,1,3.285420945,0.359371226606137 +9747,Hepatobiliary,2,Others,1,78.18480493,1,38.1,0,III,5.71,151,13,3.9,0,PD1/PDL1,4.4,0.0372,1.83609576427256,0,0,0,0,0,15.37577002,1,2.595482546,0.213295912873281 +8316,Melanoma,0,Melanoma,0,56.8733744,0,32,1,IV,2.3,206,14.9,4.2,0,PD1/PDL1,3,0.1757,10.8084714548803,0,0,0.15,1,0,11.07186858,1,10.41478439,0.35004196783692 +8395,Melanoma,0,Melanoma,0,62.6146475,0,32,1,IV,2.63,274,12.9,4.1,1,Combo,2,0.1525,0,0,0,0.35,1,0,19.77823409,0,19.77823409,0.392494025429528 +8473,Melanoma,0,Melanoma,1,62.53798768,1,20.2,1,IV,10.25,183,14.9,4,0,PD1/PDL1,43.3,0.1048,2.07734806629834,0,0,0.15,0,1,7.819301848,1,4.1724846,0.515926970066719 +8435,Melanoma,0,Melanoma,0,73.85078713,0,25,1,IV,2.8,205,12.4,4.1,0,PD1/PDL1,51.2,0.2033,9.38121546961327,0,0,0.67,1,1,25.75770021,1,20.73100616,0.622348202165843 +10246,Melanoma,0,Melanoma,0,30.7761807,0,19.3,1,IV,2.56,173,13.1,4.4,1,Combo,2,0.2399,9.91344383057089,0,0,0.09,0,1,10.90759754,1,1.314168378,0.359604445688387 +8729,Melanoma,0,Melanoma,0,27.137577,0,17.7,1,IV,4.64,515,9,3.5,1,Combo,15.7,0.7815,6.5414364640884,0,0,3.21,0,1,1.018480493,1,0.197125257,0.280548575823403 +8800,Melanoma,0,Melanoma,0,58.03148528,1,31.2,1,IV,5.56,232,13.3,3.8,1,Combo,69.8,0.0506,5.57826887661142,0,0,0,1,0,41.95482546,0,37.78234086,0.629816489846544 +8839,Melanoma,0,Melanoma,0,58.48596852,1,23.5,1,IV,4.77,255,14.7,4.5,0,PD1/PDL1,19.7,0.5415,7.74769797421731,0,0,1.15,0,0,41.13347023,1,2.595482546,0.441595932394317 +8954,Melanoma,0,Melanoma,1,61.76317591,0,31.7,1,IV,3.1,222,13.1,4.1,0,PD1/PDL1,13.8,0.3265,8.77163904235726,0,0,0.75,1,1,28.12320329,1,8.509240246,0.341671750053231 +8975,Melanoma,0,Melanoma,1,47.77549624,1,27.9,1,IV,1.68,223,13.4,4,0,PD1/PDL1,11.8,0.4562,7.71454880294659,1,0,1.52,0,1,3.54825462,1,1.412731006,0.288755866181332 +8841,Melanoma,0,Melanoma,0,77.45653662,0,26.1,1,IV,5.2,401,11.2,3.4,1,Combo,0,0.477,7.01473296500921,0,0,2.04,0,1,2.299794661,1,0.722792608,0.308193847383196 +9051,Melanoma,0,Melanoma,0,63.82477755,1,31.9,1,IV,4.63,176,13.6,3.9,1,Combo,7.9,0.158,8.6169429097606,0,0,0.07,1,0,33.28131417,0,33.28131417,0.364262064238814 +8706,Melanoma,0,Melanoma,0,77.87542779,1,31.7,0,III,1.63,99,13.6,4.1,0,PD1/PDL1,25.6,0.0901,8.04051565377533,0,0,0,1,0,9.264887064,1,8.443531828,0.552234702911123 +8759,Melanoma,0,Melanoma,0,84.02737851,1,40.5,0,III,2.18,234,14.4,4.2,0,PD1/PDL1,1.8,0.2727,9.95764272559854,0,0,0,0,0,25.33059548,0,22.01232033,0.39021376157599 +9174,Melanoma,0,Melanoma,0,74.31074606,0,31.9,1,IV,2.29,274,12.1,4.1,0,PD1/PDL1,10.5,0.215,1.91528545119705,0,0,0.22,1,0,17.7412731,0,2.069815195,0.439278437188221 +9200,Melanoma,0,Melanoma,0,73.48939083,0,30,1,IV,1.3,287,13,4.3,0,PD1/PDL1,2.6,0.2677,7.85082872928177,0,0,0.46,0,1,4.862422998,1,0.821355236,0.381339597539668 +9215,Melanoma,0,Melanoma,0,72.60506502,1,25.7,1,IV,13.55,379,9.2,2.9,1,Combo,36.9,0.076,9.92633517495396,1,0,0.06,0,1,1.839835729,1,1.051334702,0.462370305553083 +8404,Melanoma,0,Melanoma,0,86.73785079,1,20.3,0,III,4.55,283,13.5,4.2,0,PD1/PDL1,1.8,0.5208,9.87476979742172,0,0,3.25,0,0,31.01437372,1,3.055441478,0.405677396081152 +9075,Melanoma,0,Melanoma,0,51.27994524,0,33,0,III,2.19,112,14.4,4.2,0,PD1/PDL1,0,0.0044,5.88950276243093,0,0,0.09,1,0,20.27104723,0,20.23819302,0.329208971590795 +9312,Melanoma,0,Melanoma,0,45.15263518,0,38.4,1,IV,7.25,187,8.8,3.2,1,Combo,4.4,0.4862,5.4585635359116,0,0,2.39,0,1,1.149897331,1,1.149897331,0.237790964516365 +9380,Melanoma,0,Melanoma,0,63.64681725,1,27.1,1,IV,3.33,508,12.2,3.9,1,Combo,8.8,0.1788,6.64456721915286,0,0,0.8,1,0,28.97741273,0,28.97741273,0.39036491767094 +9208,Melanoma,0,Melanoma,0,61.18001369,0,24.8,1,IV,4.32,348,13.6,4.2,1,Combo,12.3,0.1792,8.30939226519335,0,0,0.07,1,0,26.90759754,0,20.92813142,0.464716662971336 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+8439,Pancreatic,2,Others,1,63.77002053,1,20.8,1,IV,8.33,541,11.5,3.7,1,Combo,3,0,3.75138121546961,1,0,0.13,0,1,2.726899384,1,1.084188912,0.219792132195817 +9846,Pancreatic,2,Others,1,69.32785763,1,27.7,1,IV,6.5,168,10.7,3.5,0,PD1/PDL1,3.5,0.0154,4.23756906077348,0,0,0,0,0,2.595482546,1,1.708418891,0.090782585123158 +9877,Pancreatic,2,Others,0,61.11156742,0,46.3,1,IV,1.44,138,11.9,4.1,0,PD1/PDL1,2.6,0.1814,7.43278084714549,0,0,0,1,0,18.23408624,1,17.7412731,0.307246424257666 +9617,Pancreatic,2,Others,1,61.59342916,1,24.3,1,IV,1.22,68,11.2,3.8,0,PD1/PDL1,0.9,0.0011,4.61141804788214,0,0,0,0,1,4.336755647,1,1.478439425,0.184573452797208 +10111,Pancreatic,2,Others,1,46.56810404,1,30.3,1,IV,8.64,208,13.4,3.6,0,PD1/PDL1,0,0.1801,10.5082872928177,0,0,0.06,0,0,9.297741273,1,0.887063655,0.16905350117603 +8470,Renal,2,Others,0,52.42710472,1,22,1,IV,9.27,470,9.4,3.7,1,Combo,1,0.0869,7.3609576427256,0,0,0,1,0,47.47433265,0,46.68583162,0.283599663299464 +8449,Renal,2,Others,1,64.91991786,1,35.3,1,IV,6.53,278,9.7,3.3,0,PD1/PDL1,3.9,0.0002,6.62062615101289,0,0,0,1,0,34.62833676,0,32.65708419,0.164313149717066 +8642,Renal,2,Others,1,53.35523614,0,20.2,1,IV,6.3,319,11.6,4,0,PD1/PDL1,1,0.4172,4.49723756906078,0,0,1.36,0,1,11.10472279,1,5.420944559,0.141854551978435 +9246,Renal,2,Others,0,61.08145106,0,24,0,III,1.94,280,11.1,3.7,0,PD1/PDL1,1.8,0.0499,8.13812154696133,0,0,0.07,0,0,27.33470226,0,27.33470226,0.295499161974229 +9237,Renal,2,Others,0,53.31416838,1,28,1,IV,2,258,12.9,4.7,0,PD1/PDL1,5.3,0.0005,7.51381215469613,1,0,0.07,1,0,25.79055442,1,10.97330596,0.454315307456891 +9339,Renal,2,Others,1,45.32785763,1,24.3,1,IV,8.93,277,8.6,2.9,0,PD1/PDL1,1.8,0.2506,5.67034990791896,1,0,2.3,0,1,0.624229979,1,0.624229979,0.0558653969586 +9411,Renal,2,Others,1,60.83230664,0,19,1,IV,6,274,14.8,3.7,0,PD1/PDL1,5.3,0.405,7.7292817679558,0,0,0.9,0,1,6.340862423,1,0.919917864,0.180433259627699 +9388,Renal,2,Others,1,34.48870637,0,24.5,1,IV,3.15,188,10,4,0,PD1/PDL1,0.9,0.0021,8.25046040515653,1,0,0,0,1,14.42299795,1,3.876796715,0.156026249456432 +9489,Renal,2,Others,1,25.16358659,1,19.2,1,IV,5.14,185,9.4,3.4,0,PD1/PDL1,0.9,0.1921,7.02762430939226,0,0,0.75,0,1,5.749486653,1,1.77412731,0.090453698242375 +9409,Renal,2,Others,0,57.58521561,1,22.5,1,IV,2.7,284,14.7,4.2,0,PD1/PDL1,7,0.3786,4.57458563535912,0,0,0.13,1,0,26.21765914,0,26.21765914,0.399327835579046 +8826,Renal,2,Others,0,68.49828884,1,29.6,1,IV,2.69,159,12.7,4.7,0,PD1/PDL1,5.3,0.1745,7.89134438305707,0,0,6.13,0,0,32.52566735,0,32.19712526,0.410695432205583 +9619,Renal,2,Others,1,61.18548939,1,24.9,1,IV,5.88,459,8.3,3.5,1,Combo,1.8,0,4.86556169429097,0,0,0,0,1,6.209445585,1,1.577002053,0.20801706978115 +8586,Renal,2,Others,0,70.23682409,0,34.5,1,IV,2.12,198,12.2,4.3,0,PD1/PDL1,5.3,0.046,9.4696132596685,0,0,0.22,1,0,24.18069815,1,9.166324435,0.386099011275565 +9518,Renal,2,Others,1,28.56673511,1,24.4,1,IV,8,528,8.5,2.9,0,PD1/PDL1,0.9,0.1928,6.16206261510129,0,0,0.08,0,1,0.887063655,1,0.624229979,0.089325716323187 +9697,Renal,2,Others,0,48.62970568,1,29.7,1,IV,3.36,287,12.8,3.7,0,PD1/PDL1,2.6,0.1065,7.49723756906078,1,0,0,1,0,22.07802875,0,22.07802875,0.397806878198565 +9611,Renal,2,Others,1,61.47843943,1,20.5,1,IV,3.31,599,8.2,2.9,0,PD1/PDL1,4.4,0.0083,6.16390423572744,1,0,0,1,0,17.67556468,1,3.811088296,0.189259368897418 +9526,Renal,2,Others,1,61.87268994,1,27.7,1,IV,3.73,263,15.1,4.4,0,PD1/PDL1,3.5,0.021,9.04604051565378,0,0,0,1,0,22.80082136,1,14.65297741,0.302370284286855 +8860,Renal,2,Others,1,58.49418207,1,24.2,1,IV,2.7,198,14.6,3.9,0,PD1/PDL1,2.6,0.0511,7.95211786372007,0,0,0.08,1,0,16.55852156,0,16.55852156,0.242458969489589 +8487,Sarcoma,2,Others,1,50.88843258,1,32.9,1,IV,12.5,174,9.6,3.2,0,PD1/PDL1,0,0.1513,8.07918968692449,0,0,0.56,0,1,6.340862423,1,3.679671458,0.129077125010168 +8705,Sarcoma,2,Others,1,57.80698152,0,25.3,1,IV,13.29,215,9.3,4,0,PD1/PDL1,7.9,0.1335,4.12338858195212,0,0,0,0,1,4.73100616,1,0.492813142,0.178935275673061 +8794,Sarcoma,2,Others,1,18.33538672,0,12.9,1,IV,1.17,134,10.3,4.2,0,PD1/PDL1,2,0.4772,7.20994475138121,0,0,2.99,0,1,20.40246407,1,8.739219713,0.120109153780609 +8906,Sarcoma,2,Others,0,75.21423682,1,29.1,1,IV,3,136,11.7,3.9,0,PD1/PDL1,1.8,0.2789,7.23388581952118,1,0,0.4,1,1,19.90965092,1,7.359342916,0.357375932374739 +9021,Sarcoma,2,Others,1,37.17727584,1,29.9,1,IV,1.89,317,13.3,4.2,0,PD1/PDL1,0,0.0723,4.87661141804788,0,0,0.12,0,1,12.78028747,1,1.149897331,0.216938804311568 +8301,Sarcoma,2,Others,1,61.77412731,0,28.4,1,IV,4.6,262,12.9,4.1,1,Combo,2.6,0.2188,9.42725598526703,1,0,1.54,0,0,21.78234086,1,1.544147844,0.255153776979751 +9351,Sarcoma,2,Others,0,78.42299795,1,22.7,1,IV,2.68,352,11.5,3.4,0,PD1/PDL1,0.9,0,4.80847145488029,0,0,0,1,0,31.04722793,1,17.18275154,0.341041440453153 +8883,Sarcoma,2,Others,1,50.70225873,1,31.4,1,IV,9.75,525,10.8,3.5,0,PD1/PDL1,1.8,0.1886,7.0073664825046,0,0,2.2,0,0,0.657084189,1,0.197125257,0.135855310303561 +8833,Sarcoma,2,Others,1,59.47433265,1,23.8,1,IV,24.57,68,8.6,3.2,0,PD1/PDL1,4.4,0.0057,5.39410681399632,0,0,0.15,0,1,0.887063655,1,0.887063655,0.095631560663934 +8490,Sarcoma,2,Others,1,23.33470226,0,42.1,1,IV,1.67,222,11.8,3.9,0,PD1/PDL1,0.9,0.0608,7.20441988950276,0,0,0,0,0,32.42710472,1,6.406570842,0.171522348871942 +9389,Sarcoma,2,Others,1,70.26146475,1,32.1,1,IV,2.7,188,11.8,4.1,0,PD1/PDL1,3.5,0.4288,7.7219152854512,0,0,1.09,0,0,14.45585216,1,1.839835729,0.229974648507227 +8979,Sarcoma,2,Others,1,74.7871321,1,24.7,1,IV,7.83,368,11.4,3.9,0,PD1/PDL1,4.4,0.3375,3.95211786372008,0,0,1.08,1,0,12.02464066,1,7.359342916,0.143010924400174 +9941,Sarcoma,2,Others,1,56.66529774,1,27.6,1,IV,3.5,218,12.7,4.2,0,PD1/PDL1,4.4,0.525,5.98895027624309,1,0,2.19,1,1,16.82135524,1,5.32238193,0.249017365163628 +8424,SCLC,2,Others,1,67.16495551,0,22.4,1,IV,8.4,245,12.9,3.8,0,PD1/PDL1,7.9,0.2667,7.96500920810313,0,0,2.23,0,1,1.872689938,1,1.412731006,0.167780028752338 +8348,SCLC,2,Others,1,63.74264203,1,33.4,1,IV,3.69,307,12.9,4,1,Combo,14.8,0.6248,7.98895027624309,0,0,1.44,1,1,11.53182752,1,2.661190965,0.311811870536523 +8716,SCLC,2,Others,1,73.68104038,0,25.9,1,IV,4.6,168,11.4,3.8,0,PD1/PDL1,16.7,0.248,4.74769797421731,0,0,1.88,0,1,0.722792608,1,0.722792608,0.259463522267443 +8768,SCLC,2,Others,1,71.09650924,0,28.3,1,IV,7.6,319,11.3,3.7,0,PD1/PDL1,20.7,0.0005,2.19337016574586,1,0,0.18,0,1,13.93018481,1,4.041067762,0.327560716159567 +8782,SCLC,2,Others,0,70.47775496,1,28.1,1,IV,3.13,138,10.6,4,0,PD1/PDL1,9.8,0.1614,7.97605893186004,1,0,1.8,0,1,8.410677618,1,2.628336756,0.399499036016371 +9111,SCLC,2,Others,1,85.71115674,1,22,1,IV,15,127,10.9,3.6,0,PD1/PDL1,5.9,0.3314,5.66482504604052,0,0,1.3,0,1,1.281314168,1,0.492813142,0.138096275483279 +9442,SCLC,2,Others,1,66.954141,1,30.7,1,IV,20.5,327,13.1,3.9,0,PD1/PDL1,7.9,0.2006,7.94290976058932,0,0,0.53,0,1,5.782340862,1,1.117043121,0.219240465500423 +9862,SCLC,2,Others,1,83.46885695,1,32.7,1,IV,3.88,220,9.1,3.5,0,PD1/PDL1,10.5,0.109,5.43830570902394,0,0,0.81,0,1,2.135523614,1,1.675564682,0.203936262879963 +9890,SCLC,2,Others,1,61.82340862,1,31,1,IV,3.63,184,15.4,4.4,1,Combo,3.5,0.4476,9.15469613259668,0,0,1.32,0,1,4.336755647,1,1.708418891,0.297344187190357 +9855,SCLC,2,Others,1,59.32101301,0,30.6,1,IV,5.75,315,10.3,4.3,0,PD1/PDL1,0,0.0024,5.85819521178637,0,0,0,0,1,7.622176591,1,1.18275154,0.227475043338471
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/test_data.tabular Wed Mar 13 08:48:14 2024 +0000 @@ -0,0 +1,296 @@ +SAMPLE_ID Cancer_type_grouped_2 Cancer_Type2 Cancer_Type Chemo_before_IO (1:Yes; 0:No) Age Sex (1:Male; 0:Female) BMI Stage (1:IV; 0:I-III) Stage at IO start NLR Platelets HGB Albumin Drug (1:Combo; 0:PD1/PDL1orCTLA4) Drug_class TMB FCNA HED HLA_LOH MSI (1:Unstable; 0:Stable_Indeterminate) MSI_SCORE Response (1:Responder; 0:Non-responder) OS_Event OS_Months PFS_Event PFS_Months RF16_prob +8384 Bladder 2 Others 1 68.88706366 1 24.3 1 IV 5.27 341 10.3 4.1 0 PD1/PDL1 27.5 0.0006 5.82320441988951 0 0 0 1 1 31.54004107 1 6.800821355 0.467845314537317 +8381 Bladder 2 Others 1 63.46338125 1 31.7 1 IV 3 190 13.2 4.5 0 PD1/PDL1 2 0.0015 5.89502762430938 0 0 0.09 0 0 45.99589322 1 1.149897331 0.279935364717587 +8790 Bladder 2 Others 1 76.94729637 1 26.9 1 IV 7.4 231 10.7 3.2 0 PD1/PDL1 5.9 0.4036 8.05156537753222 0 0 0.4 0 1 3.318275154 1 1.149897331 0.102658611763147 +9106 Bladder 2 Others 1 56.94729637 0 22.6 1 IV 1.28 170 11.4 3.8 1 Combo 7.9 0.214 8.12338858195211 1 0 0 1 0 20.73100616 0 20.59958932 0.220140944129093 +9050 Bladder 2 Others 1 60.25735797 1 26.6 1 IV 2.22 109 9 4.1 0 PD1/PDL1 57.9 0.0688 7.89134438305708 0 1 26.55 0 1 7.523613963 1 1.379876797 0.500682332756977 +9261 Bladder 2 Others 0 65.07323751 1 24.9 1 IV 4.67 348 12.3 3.8 0 PD1/PDL1 11.4 0.2709 5.05709023941069 1 0 1.17 1 0 28.91170431 0 28.74743327 0.385281006408248 +8294 Bladder 2 Others 1 78.4366872 1 26.2 1 IV 1.1 162 11.8 3.8 0 PD1/PDL1 9.7 0.1451 7.76979742173113 0 0 0.21 0 1 12.05749487 1 2.234086242 0.215086829938329 +9292 Bladder 2 Others 1 62.770705 1 22.3 1 IV 4 170 13.6 4.4 0 PD1/PDL1 8.8 0.0261 5.22283609576427 0 0 0 0 1 9.757700205 1 0.919917864 0.243422951824329 +9427 Bladder 2 Others 1 52.37508556 0 20.9 1 IV 3.58 141 11 3.7 0 PD1/PDL1 16.7 0.1593 10.3480662983425 0 0 0.37 0 1 15.57289528 1 11.49897331 0.262981465703056 +9525 Bladder 2 Others 1 78.40109514 0 35.5 1 IV 3.06 276 13.1 4.1 0 PD1/PDL1 16.7 0.1921 6.646408839779 1 0 0.33 1 0 28.05749487 0 27.36755647 0.372112882111159 +9042 Bladder 2 Others 0 78.71594798 0 31.8 1 IV 3.71 363 12.2 3.4 0 PD1/PDL1 14 0.2225 2.93370165745856 0 0 1.18 1 0 22.275154 0 12.09034908 0.358069485694818 +9642 Bladder 2 Others 0 50.84736482 1 24.2 1 IV 6.25 243 12.7 3.8 0 PD1/PDL1 0.9 0.2593 7.51565377532229 1 0 0.06 0 1 1.577002053 1 1.577002053 0.318648098659101 +8847 Bladder 2 Others 1 74.83093771 1 26.9 1 IV 6.89 157 12.2 4.5 1 Combo 6.1 0.6541 8.0184162062615 0 0 1.46 0 0 13.79876797 0 13.37166324 0.234003688259196 +9963 Bladder 2 Others 0 51.14031485 1 28.9 1 IV 1.77 248 13.3 4.4 0 PD1/PDL1 2.6 0.0883 6.50460405156539 1 0 0.05 0 1 11.95893224 1 0.689938398 0.41318781160607 +9894 Bladder 2 Others 1 75.15947981 0 32.8 1 IV 3.18 353 8.6 4.1 0 PD1/PDL1 14 0.2929 5.88766114180479 0 0 0.27 0 1 5.683778234 1 1.80698152 0.275757732142156 +9818 Bladder 2 Others 1 52.57221082 1 30.6 1 IV 4 191 10.8 4.9 1 Combo 13.2 0.4644 2.61694290976059 1 0 0.9 1 0 11.95893224 1 6.078028747 0.284927054400868 +8532 Breast 2 Others 1 64.92813142 0 19 1 IV 7.43 435 12.1 3.4 0 PD1/PDL1 7.9 0.7148 5.19705340699816 0 0 2.78 0 1 3.022587269 1 3.022587269 0.133034053589677 +8637 Breast 2 Others 1 40.41067762 0 18.2 1 IV 3.67 252 10.3 4.2 0 PD1/PDL1 4.4 0.4237 4.02394106813996 0 0 1.29 0 1 5.190965092 1 1.084188912 0.123179276326519 +9494 Breast 2 Others 1 70.09993155 0 18.6 1 IV 9.5 175 11.3 4.4 0 PD1/PDL1 4.4 0.5745 2.47329650092081 0 0 1 0 0 11.03901437 1 3.646817248 0.176023166029784 +9694 Breast 2 Others 1 69.84804928 0 19.1 1 IV 5.6 250 11.1 4.1 0 PD1/PDL1 3.5 0.7037 4.40699815837937 0 0 3.7 1 0 15.37577002 0 15.37577002 0.128975069551985 +9806 Breast 2 Others 1 46.54620123 0 37.9 1 IV 0.8 332 12.5 4.2 0 PD1/PDL1 5.3 0.6079 6.02578268876611 0 0 3.08 0 0 11.72895277 1 1.412731006 0.211352272916715 +8660 Colorectal 2 Others 1 43.71252567 1 33.2 1 IV 4 264 12.7 4 0 PD1/PDL1 3.9 0.3025 5.79558011049724 1 0 0.16 0 0 15.40862423 1 1.675564682 0.202353463586178 +8928 Colorectal 2 Others 1 48.80492813 1 22.8 1 IV 3.25 211 10.3 2.7 0 PD1/PDL1 53.1 0.069 7.11602209944752 0 1 32.04 1 0 35.41683778 1 17.70841889 0.44643659055817 +8823 Colorectal 2 Others 1 56.28747433 0 50.2 1 IV 9.57 310 9.3 3.6 0 PD1/PDL1 1.8 0.5682 4.22836095764273 0 0 0.7 0 1 9.593429158 1 2.135523614 0.106744489568241 +8213 Colorectal 2 Others 1 63.74811773 0 41.8 1 IV 7.6 204 10.1 3.8 0 PD1/PDL1 4.9 0.0426 4.49539594843462 1 0 0.15 0 1 5.618069815 1 0.919917864 0.155112522490691 +8874 Colorectal 2 Others 1 33.76317591 0 29.3 1 IV 2.4 220 13.1 4.4 0 PD1/PDL1 61.4 0.0001 6.88766114180479 0 1 12.08 1 0 18.75975359 0 16.49281314 0.517834161116294 +8786 Colorectal 2 Others 1 47.04722793 1 27.3 1 IV 25.63 175 8.1 1.7 0 PD1/PDL1 93 0.0317 7.255985267035 0 1 48.28 0 1 0.755646817 1 0.755646817 0.380954880528825 +9404 Colorectal 2 Others 1 45.27857632 0 30.8 1 IV 3.47 211 12.5 4.2 0 PD1/PDL1 4.4 0.1514 4.451197053407 0 0 0.75 0 0 16 1 1.872689938 0.191222081698051 +9477 Colorectal 2 Others 1 49.24024641 0 17.6 0 III 14.4 242 9.2 3.1 0 PD1/PDL1 7 0.0681 9.34990791896869 0 0 0.15 0 0 8.90349076 0 6.669404517 0.141981056917744 +10020 Colorectal 2 Others 0 65.94387406 1 24.1 1 IV 9.45 366 11 3.6 0 PD1/PDL1 17.6 0.0347 5.76427255985267 1 0 1.01 0 1 3.449691992 1 0.887063655 0.327915484697705 +8477 Endometrial 2 Others 1 64.30937714 0 24.3 1 IV 18.6 281 10.3 3.9 0 PD1/PDL1 1 0.7969 3.9134438305709 0 0 4.54 0 1 17.70841889 1 7.326488706 0.10744487332747 +8273 Endometrial 2 Others 1 77.74401095 0 33 1 IV 0.92 254 12.7 3.8 0 PD1/PDL1 29.8 0.0409 6.25598526703499 0 1 23.8 0 1 11.26899384 1 2.759753593 0.524371788190148 +9340 Endometrial 2 Others 1 57.045859 0 26.8 1 IV 1.43 167 12.4 4.3 0 PD1/PDL1 4.4 0.0319 7.45672191528544 0 0 0.52 0 1 17.24845996 1 1.741273101 0.222033355093314 +9579 Endometrial 2 Others 1 62.87200548 0 32.7 1 IV 3.33 141 11.8 3.7 0 PD1/PDL1 7.9 0.6378 4.78268876611418 0 0 2.19 0 0 13.86447639 1 0.985626283 0.161042559954601 +9693 Endometrial 2 Others 1 59.17590691 0 22 1 IV 5.35 256 9.6 3.7 0 PD1/PDL1 40.4 0.0075 6.40515653775322 0 1 18.86 1 0 23.09650924 1 9.166324435 0.457515811872101 +9430 Endometrial 2 Others 1 61.48391513 0 20.7 1 IV 6.8 230 12.2 4.2 0 PD1/PDL1 7 0.0035 5.53406998158379 0 0 0 0 1 16.32854209 1 7.359342916 0.205599264506209 +9868 Endometrial 2 Others 1 57.4017796 0 27.7 1 IV 0.93 207 12.5 3.7 0 PD1/PDL1 31.6 0.0087 5.91160220994475 0 1 16.37 1 0 12.5174538 1 5.289527721 0.508523414620483 +8622 Endometrial 2 Others 1 68.45174538 0 32.6 1 IV 3.67 245 14.2 4.3 0 PD1/PDL1 3.5 0.1968 5.58011049723756 0 0 0.38 1 0 19.35112936 0 19.35112936 0.242710358418186 +9566 Endometrial 2 Others 1 65.67282683 0 27.3 1 IV 1.79 365 11.6 3.8 0 PD1/PDL1 1.8 0 4.15653775322283 0 0 0.17 0 1 10.28336756 1 1.609856263 0.24623239218484 +8214 Endometrial 2 Others 1 67.91512663 0 35.7 1 IV 1.19 198 12.8 4.3 0 PD1/PDL1 32.5 0.012 6.8121546961326 0 1 20.58 1 0 15.73716632 0 15.6386037 0.524835318666392 +10036 Endometrial 2 Others 1 80.81861739 0 24 1 IV 4.33 185 11.1 3.8 0 PD1/PDL1 7.9 0.3314 6.95764272559853 0 0 0.27 0 1 9.396303901 1 2.036960986 0.212094603236521 +10099 Endometrial 2 Others 1 71.04449008 0 22.3 1 IV 8.5 402 10.7 3.9 0 PD1/PDL1 34.2 0.0536 8.57826887661142 0 1 26.41 0 0 12.48459959 1 1.839835729 0.432454482745034 +10062 Endometrial 2 Others 1 66.33812457 0 42.3 1 IV 3.33 347 9.1 2.9 0 PD1/PDL1 2.6 0.0094 7.53775322283609 0 0 0 0 1 1.511293634 1 1.412731006 0.199489215026339 +8351 Esophageal 2 Others 1 57.35797399 1 20.5 1 IV 1.12 178 10.5 4.3 0 PD1/PDL1 8.8 0.6346 7.78453038674034 0 0 3.89 0 1 15.70431212 1 2.595482546 0.211627990300179 +9046 Esophageal 2 Others 1 81.4017796 1 24.2 1 IV 6 115 8.9 2.6 0 PD1/PDL1 4.4 0.3621 5.97790055248619 0 0 1.14 0 1 2.759753593 1 2.759753593 0.120558353589633 +9126 Esophageal 2 Others 1 69.91101985 0 14.6 1 IV 2.71 326 10.3 3.2 0 PD1/PDL1 5.3 0.2745 7.72744014732964 0 0 0.28 0 1 0.328542094 1 0.328542094 0.141596414520865 +9347 Esophageal 2 Others 0 72.5174538 0 26.6 1 IV 1.91 257 12.9 3.4 0 PD1/PDL1 10.5 0.2506 6.02946593001841 0 0 0.13 1 0 29.2073922 1 16.42710472 0.2954865603579 +9131 Esophageal 2 Others 1 71.02532512 1 26.4 1 IV 1.67 59 10.2 3.3 0 PD1/PDL1 5.3 0.0344 9.26519337016574 0 0 0.2 0 1 2.858316222 1 0.887063655 0.145405502571711 +8956 Esophageal 2 Others 1 42.7652293 1 15.7 1 IV 2.33 208 14.5 4.2 0 PD1/PDL1 3.5 0.1207 9.40883977900554 0 0 0.07 1 1 15.24435318 1 7.09650924 0.221970910520036 +9982 Esophageal 2 Others 1 71.90417522 1 17.6 1 IV 25 177 9.6 3.1 0 PD1/PDL1 5.3 0.0729 3.27624309392265 0 0 0 0 1 1.314168378 1 0.788501027 0.100687992250149 +9488 Esophageal 2 Others 1 54.7652293 1 26.1 1 IV 6 284 11.2 4 0 PD1/PDL1 1.8 0.2792 5.11233885819521 0 0 0.61 1 0 13.01026694 1 7.819301848 0.193741647085849 +9085 Esophageal 2 Others 0 55.75633128 1 20.3 0 III 1.89 181 13.1 4.1 0 PD1/PDL1 2.6 0.148 7.62246777163903 0 0 0.07 1 0 10.0862423 0 9.691991786 0.305920427433311 +8452 Gastric 2 Others 1 67.86858316 1 23.5 1 IV 1.92 237 11.8 3.4 0 PD1/PDL1 6.9 0.0829 6.18232044198895 0 0 0.39 0 0 12.25462012 1 2.201232033 0.150337844515795 +8498 Gastric 2 Others 1 25.71663244 0 31.7 1 IV 43.5 191 11.4 1.6 0 PD1/PDL1 1 0 8.28360957642726 0 0 0 0 1 0.229979466 1 0.229979466 0.129043323315399 +8497 Gastric 2 Others 1 71.20328542 1 32.6 1 IV 3.19 196 9.6 3.5 0 PD1/PDL1 2 0.2775 6.44383057090239 0 0 2.17 0 1 3.646817248 1 2.004106776 0.145356307777192 +8920 Gastric 2 Others 1 29.2183436 1 22.9 1 IV 5.44 129 9.4 3.1 1 Combo 0 0.0017 7.79742173112338 0 0 0 0 1 2.004106776 1 0.262833676 0.113675222291626 +9373 Gastric 2 Others 0 62.89938398 0 21 1 IV 9.33 439 9.2 3.5 0 PD1/PDL1 6.1 0.0369 7.56906077348066 0 0 0.17 1 1 13.5687885 1 5.94661191 0.249111403494332 +9309 Gastric 2 Others 0 46.86379192 0 25.1 1 IV 8.29 342 13 3.6 0 PD1/PDL1 7.9 0.5099 6.46040515653775 0 0 2.11 1 1 24.24640657 1 3.318275154 0.267363888885353 +9471 Gastric 2 Others 0 61.36344969 1 22.4 1 IV 4.4 382 10.1 3.5 0 PD1/PDL1 5.3 0.0038 6.61325966850827 0 0 0.13 1 1 27.137577 1 14.55441478 0.294441183340322 +9013 Gastric 2 Others 1 74.20670773 1 23.9 1 IV 2 147 10.9 3.3 0 PD1/PDL1 21.1 0.3982 9.87476979742172 1 0 0.99 0 1 9.790554415 1 3.318275154 0.279977542011739 +8946 Gastric 2 Others 1 62.39561944 1 17.8 1 IV 51.75 145 8.4 3 0 PD1/PDL1 7 0.2216 7.35174953959485 1 0 1.79 0 1 2.595482546 1 1.379876797 0.107059259696123 +8219 Gastric 2 Others 0 53.65913758 1 29.1 1 IV 5.21 186 12.2 4.1 0 PD1/PDL1 0 0.2317 8.292817679558 0 0 0.14 1 1 18.82546201 1 8.607802875 0.359918284804841 +9303 Gastric 2 Others 1 49.86447639 1 32.1 1 IV 4.08 221 11.4 3.5 1 Combo 4.4 0.0358 0 0 0 0 1 0 19.25256674 1 5.486652977 0.164902069645541 +8630 Gastric 2 Others 1 69.045859 0 27.7 1 IV 1.26 115 11 3.7 0 PD1/PDL1 51.8 0.1166 4.03683241252302 0 1 31.49 0 0 15.17864476 1 2.661190965 0.431476062516285 +9915 Gastric 2 Others 0 84.93086927 1 22.3 1 IV 4.39 267 9.4 3.3 1 Combo 43 0 7.97421731123388 0 1 14.72 0 1 2.628336756 1 2.628336756 0.523293779922059 +8362 Head & Neck 2 Others 1 60.23545517 1 26 1 IV 27.6 362 12.3 4 0 PD1/PDL1 3.9 0.0637 7.86924493554327 0 0 0 0 1 10.54620123 1 0.985626283 0.210786069915607 +8442 Head & Neck 2 Others 1 50.95687885 1 14.6 1 IV 12.43 352 9.4 3.9 0 PD1/PDL1 7.9 0.2946 8.89502762430939 0 0 3.85 0 1 6.932238193 1 1.215605749 0.203311224181878 +8723 Head & Neck 2 Others 1 77.56605065 1 22.8 1 IV 18.33 495 9.2 3.2 0 PD1/PDL1 8.8 0.0149 5.9926335174954 0 0 0 0 1 13.33880904 1 1.018480493 0.139029480143852 +8331 Head & Neck 2 Others 1 45.36071184 1 25 1 IV 58 240 10.5 4.3 0 PD1/PDL1 0 0.2299 7.26519337016574 1 0 0.9 0 1 3.154004107 1 1.80698152 0.164272102523719 +8537 Head & Neck 2 Others 1 58.22039699 1 38.1 1 IV 4.71 326 10.9 3.9 0 PD1/PDL1 3.5 0.1331 6.11049723756906 0 0 0.43 1 1 8.246406571 1 8.246406571 0.198932077001665 +8924 Head & Neck 2 Others 1 76.63518138 1 21.7 1 IV 8.57 274 9.1 3.5 0 PD1/PDL1 12.3 0.5596 9.20073664825046 1 0 1.67 0 1 5.092402464 1 1.609856263 0.118720272966081 +9072 Head & Neck 2 Others 1 46.13826147 1 23.1 1 IV 13.75 312 7.4 2.8 0 PD1/PDL1 7 0.3552 7.9852670349908 0 0 0.92 0 1 1.511293634 1 1.215605749 0.068286191016701 +9540 Head & Neck 2 Others 1 75.42505134 1 25 1 IV 19 280 10.2 4.1 0 PD1/PDL1 7 0.2798 8.32596685082872 0 0 0.24 0 1 10.87474333 1 2.036960986 0.201639170772473 +8736 Head & Neck 2 Others 1 68.26283368 0 29.4 1 IV 3.1 286 12.8 4.4 0 PD1/PDL1 1.8 0.3297 9.7974217311234 0 0 0.84 0 0 14.9486653 1 1.642710472 0.276901876233199 +8321 Head & Neck 2 Others 1 55.23613963 1 19.9 1 IV 7.17 220 9.9 3.5 0 PD1/PDL1 7 0.2054 8.45119705340701 0 0 0 0 0 21.32238193 1 0.755646817 0.143252596394147 +8959 Head & Neck 2 Others 1 69.3908282 1 24.2 1 IV 2.5 158 13.5 4 0 PD1/PDL1 3.5 0.0474 4.10313075506446 0 0 0.26 1 1 24.18069815 1 13.60164271 0.202462726517182 +9472 Head & Neck 2 Others 1 74.0698152 1 31.5 1 IV 10.4 174 11.9 2.7 0 PD1/PDL1 14 0.0745 7.04235727440147 0 0 0.12 1 1 5.190965092 1 5.190965092 0.132928137666527 +8396 Head & Neck 2 Others 1 56.79397673 1 29.8 1 IV 10 198 13.2 4.2 0 PD1/PDL1 10.5 0.1979 7.42357274401473 1 0 1.66 0 0 17.01848049 1 1.839835729 0.263153020364304 +9604 Head & Neck 2 Others 1 59.22245038 1 20.9 1 IV 27 459 10.6 3.5 0 PD1/PDL1 3.5 0.0025 6.71639042357274 0 0 0 0 1 3.54825462 1 0.722792608 0.170480929800969 +9197 Hepatobiliary 2 Others 1 69.89459275 1 26.3 1 IV 2.8 163 11.5 3.5 0 PD1/PDL1 4.4 0.2345 7.22836095764272 0 0 0.33 0 0 18.4312115 1 10.25051335 0.118508354570819 +8795 Hepatobiliary 2 Others 1 47.67967146 1 33.6 1 IV 10.22 314 11.4 3.5 0 PD1/PDL1 1.8 0.3585 7.7403314917127 0 0 0.42 0 1 10.67761807 1 2.825462012 0.111245550468804 +9324 Hepatobiliary 2 Others 1 59.05817933 1 35.3 1 IV 9.64 422 10.5 2.8 0 PD1/PDL1 2.6 0.2442 3.49539594843463 0 0 0.14 0 1 5.453798768 1 3.54825462 0.096237888521601 +9154 Hepatobiliary 2 Others 1 65.4017796 1 35.7 1 IV 3.38 104 10.6 4.2 0 PD1/PDL1 3.5 0.245 1.01104972375691 0 0 0.16 0 0 14.32443532 1 2.168377823 0.199710326246076 +9125 Hepatobiliary 2 Others 1 69.69472964 0 28.5 1 IV 1.52 211 10.5 3.6 0 PD1/PDL1 50.9 0.0017 7.73848987108655 0 1 24.69 1 0 21.88090349 0 20.63244353 0.461890320286525 +9240 Hepatobiliary 2 Others 1 59.95345654 1 26.4 1 IV 1.38 85 11.4 3.4 0 PD1/PDL1 2.6 0.0789 0 0 0 0 0 1 2.496919918 1 2.496919918 0.137263811580997 +9896 Hepatobiliary 2 Others 1 53.14989733 0 20.4 1 IV 1.85 168 10.6 3.3 0 PD1/PDL1 3.5 0.0494 5.96869244935543 0 0 0.14 0 1 8.082135524 1 1.80698152 0.143010227695734 +9843 Hepatobiliary 2 Others 0 66.75154004 0 21.3 0 II 3.6 212 12.4 4.2 0 PD1/PDL1 2.6 0 5.91712707182319 0 0 0 1 0 19.54825462 0 17.51129363 0.349375637429464 +9341 Hepatobiliary 2 Others 0 76.20533881 1 28 0 III 2.75 174 12.4 4.1 0 PD1/PDL1 4.4 0.332 3.85819521178637 0 0 0.08 0 0 19.38398357 1 3.285420945 0.359371226606137 +9747 Hepatobiliary 2 Others 1 78.18480493 1 38.1 0 III 5.71 151 13 3.9 0 PD1/PDL1 4.4 0.0372 1.83609576427256 0 0 0 0 0 15.37577002 1 2.595482546 0.213295912873281 +8316 Melanoma 0 Melanoma 0 56.8733744 0 32 1 IV 2.3 206 14.9 4.2 0 PD1/PDL1 3 0.1757 10.8084714548803 0 0 0.15 1 0 11.07186858 1 10.41478439 0.35004196783692 +8395 Melanoma 0 Melanoma 0 62.6146475 0 32 1 IV 2.63 274 12.9 4.1 1 Combo 2 0.1525 0 0 0 0.35 1 0 19.77823409 0 19.77823409 0.392494025429528 +8473 Melanoma 0 Melanoma 1 62.53798768 1 20.2 1 IV 10.25 183 14.9 4 0 PD1/PDL1 43.3 0.1048 2.07734806629834 0 0 0.15 0 1 7.819301848 1 4.1724846 0.515926970066719 +8435 Melanoma 0 Melanoma 0 73.85078713 0 25 1 IV 2.8 205 12.4 4.1 0 PD1/PDL1 51.2 0.2033 9.38121546961327 0 0 0.67 1 1 25.75770021 1 20.73100616 0.622348202165843 +10246 Melanoma 0 Melanoma 0 30.7761807 0 19.3 1 IV 2.56 173 13.1 4.4 1 Combo 2 0.2399 9.91344383057089 0 0 0.09 0 1 10.90759754 1 1.314168378 0.359604445688387 +8729 Melanoma 0 Melanoma 0 27.137577 0 17.7 1 IV 4.64 515 9 3.5 1 Combo 15.7 0.7815 6.5414364640884 0 0 3.21 0 1 1.018480493 1 0.197125257 0.280548575823403 +8800 Melanoma 0 Melanoma 0 58.03148528 1 31.2 1 IV 5.56 232 13.3 3.8 1 Combo 69.8 0.0506 5.57826887661142 0 0 0 1 0 41.95482546 0 37.78234086 0.629816489846544 +8839 Melanoma 0 Melanoma 0 58.48596852 1 23.5 1 IV 4.77 255 14.7 4.5 0 PD1/PDL1 19.7 0.5415 7.74769797421731 0 0 1.15 0 0 41.13347023 1 2.595482546 0.441595932394317 +8954 Melanoma 0 Melanoma 1 61.76317591 0 31.7 1 IV 3.1 222 13.1 4.1 0 PD1/PDL1 13.8 0.3265 8.77163904235726 0 0 0.75 1 1 28.12320329 1 8.509240246 0.341671750053231 +8975 Melanoma 0 Melanoma 1 47.77549624 1 27.9 1 IV 1.68 223 13.4 4 0 PD1/PDL1 11.8 0.4562 7.71454880294659 1 0 1.52 0 1 3.54825462 1 1.412731006 0.288755866181332 +8841 Melanoma 0 Melanoma 0 77.45653662 0 26.1 1 IV 5.2 401 11.2 3.4 1 Combo 0 0.477 7.01473296500921 0 0 2.04 0 1 2.299794661 1 0.722792608 0.308193847383196 +9051 Melanoma 0 Melanoma 0 63.82477755 1 31.9 1 IV 4.63 176 13.6 3.9 1 Combo 7.9 0.158 8.6169429097606 0 0 0.07 1 0 33.28131417 0 33.28131417 0.364262064238814 +8706 Melanoma 0 Melanoma 0 77.87542779 1 31.7 0 III 1.63 99 13.6 4.1 0 PD1/PDL1 25.6 0.0901 8.04051565377533 0 0 0 1 0 9.264887064 1 8.443531828 0.552234702911123 +8759 Melanoma 0 Melanoma 0 84.02737851 1 40.5 0 III 2.18 234 14.4 4.2 0 PD1/PDL1 1.8 0.2727 9.95764272559854 0 0 0 0 0 25.33059548 0 22.01232033 0.39021376157599 +9174 Melanoma 0 Melanoma 0 74.31074606 0 31.9 1 IV 2.29 274 12.1 4.1 0 PD1/PDL1 10.5 0.215 1.91528545119705 0 0 0.22 1 0 17.7412731 0 2.069815195 0.439278437188221 +9200 Melanoma 0 Melanoma 0 73.48939083 0 30 1 IV 1.3 287 13 4.3 0 PD1/PDL1 2.6 0.2677 7.85082872928177 0 0 0.46 0 1 4.862422998 1 0.821355236 0.381339597539668 +9215 Melanoma 0 Melanoma 0 72.60506502 1 25.7 1 IV 13.55 379 9.2 2.9 1 Combo 36.9 0.076 9.92633517495396 1 0 0.06 0 1 1.839835729 1 1.051334702 0.462370305553083 +8404 Melanoma 0 Melanoma 0 86.73785079 1 20.3 0 III 4.55 283 13.5 4.2 0 PD1/PDL1 1.8 0.5208 9.87476979742172 0 0 3.25 0 0 31.01437372 1 3.055441478 0.405677396081152 +9075 Melanoma 0 Melanoma 0 51.27994524 0 33 0 III 2.19 112 14.4 4.2 0 PD1/PDL1 0 0.0044 5.88950276243093 0 0 0.09 1 0 20.27104723 0 20.23819302 0.329208971590795 +9312 Melanoma 0 Melanoma 0 45.15263518 0 38.4 1 IV 7.25 187 8.8 3.2 1 Combo 4.4 0.4862 5.4585635359116 0 0 2.39 0 1 1.149897331 1 1.149897331 0.237790964516365 +9380 Melanoma 0 Melanoma 0 63.64681725 1 27.1 1 IV 3.33 508 12.2 3.9 1 Combo 8.8 0.1788 6.64456721915286 0 0 0.8 1 0 28.97741273 0 28.97741273 0.39036491767094 +9208 Melanoma 0 Melanoma 0 61.18001369 0 24.8 1 IV 4.32 348 13.6 4.2 1 Combo 12.3 0.1792 8.30939226519335 0 0 0.07 1 0 26.90759754 0 20.92813142 0.464716662971336 +8748 Melanoma 0 Melanoma 0 40.31211499 0 20.1 1 IV 4.73 246 13.4 4.8 1 Combo 0.9 0.3844 7.62062615101288 0 0 1.21 0 0 16.13141684 0 15.01437372 0.371225847266 +8699 Melanoma 0 Melanoma 0 74.37919233 1 24.7 1 IV 2.08 207 14.1 4.3 0 PD1/PDL1 35.1 0.1912 6.32596685082873 0 0 0.33 1 0 24.41067762 0 23.03080082 0.635577849603356 +9555 Melanoma 0 Melanoma 0 92.00273785 1 28.7 1 IV 12.45 173 10.7 3.4 0 PD1/PDL1 79.9 0.0403 3.42541436464088 0 0 0.07 1 1 6.735112936 1 6.735112936 0.501480178167326 +9344 Melanoma 0 Melanoma 0 63.20602327 1 41.6 1 IV 4.92 318 13.7 4.1 1 Combo 30.7 0.2113 7.95948434622467 0 0 0.21 1 0 18.85831622 0 18.85831622 0.639468646119509 +9783 Melanoma 0 Melanoma 0 81.51950719 1 27.9 1 IV 1.58 156 10.7 3.7 1 Combo 4.4 0.4535 3.38674033149171 0 0 1.97 0 1 11.79466119 1 8.27926078 0.334448103033909 +9848 Melanoma 0 Melanoma 0 72.02737851 1 25.2 1 IV 7.88 199 14.3 3.6 1 Combo 12.3 0.3299 8.18968692449355 0 0 0.79 1 0 21.45379877 1 14.16016427 0.324662694968412 +9231 Melanoma 0 Melanoma 0 43.04449008 0 30.3 1 IV 3.94 486 11.4 3.7 1 Combo 73.7 0.3497 7.05893186003684 0 0 0.21 1 0 20.30390144 0 20.30390144 0.515510490441778 +9330 Melanoma 0 Melanoma 0 85.88637919 1 29.7 1 IV 2.79 195 12.8 3.8 0 PD1/PDL1 21.9 0.125 4.24309392265193 0 0 0.07 1 0 20.00821355 0 20.00821355 0.528570963273234 +9811 Melanoma 0 Melanoma 0 62.51334702 1 33.6 1 IV 3.53 261 15.4 4.4 0 PD1/PDL1 51.8 0.1385 7.38858195211786 0 0 0.18 1 0 16.22997947 0 16.09856263 0.688455832135232 +9930 Melanoma 0 Melanoma 0 44.30937714 0 23.1 1 IV 1.45 231 12 4 1 Combo 26.3 0.1824 7.01657458563536 0 0 0.61 1 0 17.93839836 1 3.318275154 0.489873674037114 +9689 Melanoma 0 Melanoma 1 52.5065024 1 29.7 1 IV 26 204 9.4 2.1 0 PD1/PDL1 16.7 0.3978 6.5377532228361 0 0 1.99 0 1 0.229979466 1 0.229979466 0.202144352700824 +10009 Melanoma 0 Melanoma 0 71.63586585 1 31.8 1 IV 3.94 206 14.6 4 1 Combo 0.9 0 6.05524861878453 0 0 0.05 0 1 0.492813142 1 0.492813142 0.381672935702767 +10042 Melanoma 0 Melanoma 0 69.81245722 1 25.4 1 IV 7.09 296 13.4 4.1 1 Combo 2.6 0.2006 5.68324125230203 0 0 0 0 1 2.792607803 1 1.281314168 0.395039049621109 +8326 Melanoma 0 Melanoma 0 58.56810404 0 32.9 1 IV 1.68 204 15.1 4.2 1 Combo 13.2 0.384 4.76243093922652 0 0 0.4 0 1 12.81314168 1 2.825462012 0.35868716142864 +9023 Melanoma 0 Melanoma 0 34.64202601 0 22.4 0 III 3.29 192 11.1 4.4 0 PD1/PDL1 15.8 0.0139 6.01104972375691 0 0 0 1 0 31.54004107 1 5.32238193 0.396375331356336 +10241 Mesothelioma 2 Others 1 68.32854209 1 28.8 1 IV 52.5 207 9.9 2.2 0 PD1/PDL1 3 0.0024 7.3683241252302 0 0 0 0 1 1.741273101 1 1.741273101 0.119957911707051 +10237 Mesothelioma 2 Others 1 50.2587269 0 20.9 1 IV 2.14 376 11.6 3.6 0 PD1/PDL1 0 0 7.78084714548802 0 0 0 0 1 6.143737166 1 0.689938398 0.267138149198037 +10247 Mesothelioma 2 Others 1 77.85078713 1 23.1 1 IV 2.53 201 14.6 3.8 0 PD1/PDL1 1 0.0242 3.9926335174954 0 0 0 1 0 22.275154 1 12.97741273 0.226858479547833 +10265 Mesothelioma 2 Others 1 81.31416838 1 20.6 1 IV 29.75 456 10.4 3 0 PD1/PDL1 0.9 0.2085 7.72191528545121 0 0 0.2 0 1 1.412731006 1 1.412731006 0.156471324746723 +10290 Mesothelioma 2 Others 1 71.08281999 1 26 1 IV 3.78 449 8.9 3.7 0 PD1/PDL1 1.8 0.0266 9.83425414364642 0 0 0.06 0 1 2.792607803 1 1.281314168 0.214632704985346 +10294 Mesothelioma 2 Others 1 71.90691307 1 26.7 0 III 5.73 102 9.8 3.2 0 PD1/PDL1 2.6 0.198 9.90976058931859 0 0 0.38 0 0 9.889117043 0 9.889117043 0.118066219881081 +10292 Mesothelioma 2 Others 1 73.05954826 1 29.7 0 III 1.95 267 9.4 3.7 0 PD1/PDL1 1.8 0.1393 6.49723756906077 0 0 0.11 0 1 5.650924025 1 1.149897331 0.178694288139449 +8299 NSCLC 1 NSCLC 1 50.65845311 0 42.7 1 IV 2.95 369 12.6 4 0 PD1/PDL1 5.9 0.2637 6.40883977900551 1 0 2.7 0 0 20.43531828 1 1.281314168 0.278634303291588 +8308 NSCLC 1 NSCLC 1 58.53524983 1 33.6 1 IV 5.33 243 13.9 4 0 PD1/PDL1 3 0.008 8.26151012891344 0 0 0 0 1 7.622176591 1 1.445585216 0.238721169297904 +8341 NSCLC 1 NSCLC 1 71.85489391 1 37.8 0 III 2.7 151 13.4 4 0 PD1/PDL1 59 0.0763 8.11602209944751 0 0 0.72 1 0 35.87679672 0 35.87679672 0.539605711529854 +8343 NSCLC 1 NSCLC 1 55.29089665 0 28.4 1 IV 2.23 158 11.2 3.8 0 PD1/PDL1 12.8 0.054 6.22836095764273 0 0 0.15 0 0 14.29158111 1 8.837782341 0.24352831514449 +8337 NSCLC 1 NSCLC 1 74.31074606 0 26.2 1 IV 3.83 219 12.3 4.3 0 PD1/PDL1 1 0.0058 4.94106813996317 0 0 0.52 1 0 41.13347023 0 11.53182752 0.22234030559529 +8377 NSCLC 1 NSCLC 1 69.10061602 1 26 1 IV 13.43 385 11.3 3.1 0 PD1/PDL1 12.8 0.0027 5.59116022099446 0 0 0.08 0 1 6.045174538 1 1.18275154 0.158095848151371 +8379 NSCLC 1 NSCLC 1 69.15263518 0 32.6 1 IV 10.56 338 10.1 3.3 0 PD1/PDL1 1 0 6.53038674033149 0 0 0 0 1 8.804928131 1 4.303901437 0.157855118093781 +8394 NSCLC 1 NSCLC 1 79.96440794 0 22.6 1 IV 3.27 168 11.1 4.2 0 PD1/PDL1 12.8 0.1556 7.83977900552486 0 0 0.59 0 1 2.135523614 1 2.135523614 0.278978494287287 +8422 NSCLC 1 NSCLC 1 54.99520876 0 28.8 1 IV 3.58 163 12.2 3.4 0 PD1/PDL1 3 0.0753 2.20073664825046 0 0 0.99 0 1 7.09650924 1 1.77412731 0.159849133686809 +8492 NSCLC 1 NSCLC 1 63.51813826 0 26.6 1 IV 9.1 435 11.5 3.9 0 PD1/PDL1 3.9 0.0515 7.70165745856354 0 0 0.47 0 1 14.98151951 1 0.854209446 0.230815631722132 +8525 NSCLC 1 NSCLC 0 49.2019165 0 27.8 1 IV 2.22 256 12.7 4.2 0 PD1/PDL1 6.9 0.124 5.90239410681399 0 0 0.25 1 1 36.76386037 1 17.93839836 0.414119310470084 +8419 NSCLC 1 NSCLC 1 73.49212868 0 29.9 0 II 2.94 265 11.5 4.3 0 PD1/PDL1 2 0.0113 3.9134438305709 0 0 0 0 1 36.96098563 1 5.289527721 0.225863280932314 +8568 NSCLC 1 NSCLC 1 76.29021218 1 19.3 1 IV 20.67 525 10.7 3.9 0 PD1/PDL1 11.8 0.3024 6.87476979742173 0 0 1.31 0 1 6.275154004 1 1.675564682 0.196157960976212 +8600 NSCLC 1 NSCLC 1 56.61054073 0 20.9 1 IV 5.53 518 13.6 4.2 0 PD1/PDL1 16.7 0.4912 9.95764272559851 0 0 0.46 1 0 39.39219713 0 39.19507187 0.339904339157796 +8697 NSCLC 1 NSCLC 1 56.07939767 0 20.8 1 IV 10.36 319 14.5 3.8 0 PD1/PDL1 3 0.5568 5.70902394106814 0 0 2.69 0 1 4.238193018 1 0.722792608 0.187426599270177 +8735 NSCLC 1 NSCLC 0 84.20807666 0 18.6 1 IV 11.33 243 11.9 3.8 1 Combo 2 0 5.83977900552486 0 0 0.25 1 1 7.950718686 1 7.950718686 0.357140878231953 +8717 NSCLC 1 NSCLC 1 54.14373717 1 31.5 1 IV 2.74 265 15.7 4.1 0 PD1/PDL1 5.9 0.2376 7.38121546961326 0 0 0.27 0 0 12.09034908 1 4.73100616 0.322960298825204 +8770 NSCLC 1 NSCLC 0 69.33607118 1 28.4 1 IV 2.69 508 12 3.7 0 PD1/PDL1 8.9 0.0251 2.39226519337017 0 0 0.09 0 1 27.79466119 1 1.215605749 0.346479051487908 +8763 NSCLC 1 NSCLC 1 79.12388775 1 28.9 1 IV 2.23 176 12.9 3.5 0 PD1/PDL1 17.7 0 7.27255985267034 0 0 0.15 0 0 32.26283368 1 27.66324435 0.34683049447951 +8805 NSCLC 1 NSCLC 1 63.90965092 1 30.1 1 IV 5.42 296 11.1 3.7 0 PD1/PDL1 1 0.0079 6.54143646408839 0 0 0 0 1 12.91170431 1 2.102669405 0.18325361137991 +8854 NSCLC 1 NSCLC 1 55.17864476 0 21.1 1 IV 8.22 333 9.5 3.6 0 PD1/PDL1 10.8 0.0628 4.77716390423572 1 0 1.32 0 1 2.332648871 1 0.821355236 0.165353545168656 +8685 NSCLC 1 NSCLC 1 46.95687885 0 21.6 1 IV 5.27 770 11.2 3.4 1 Combo 11.8 0.1724 6.32780847145488 0 0 0.54 0 1 1.478439425 1 1.347022587 0.198054494568093 +8892 NSCLC 1 NSCLC 1 76.16974675 0 18.8 1 IV 15 387 8.9 2.9 0 PD1/PDL1 3 0.0205 3.9134438305709 0 0 0 0 1 2.562628337 1 2.562628337 0.129645640347161 +8887 NSCLC 1 NSCLC 1 74.00136893 0 30.5 1 IV 11.08 150 10.3 4.1 0 PD1/PDL1 4.9 0.0361 8.72744014732965 0 0 0 1 1 28.78028747 1 28.28747433 0.21543517934789 +8871 NSCLC 1 NSCLC 1 62.43942505 1 25.3 1 IV 10.33 316 12.6 3.9 0 PD1/PDL1 6.9 0.4341 0 0 0 1.55 0 1 0.887063655 1 0.887063655 0.17729782610419 +8900 NSCLC 1 NSCLC 1 70.32991102 1 30.5 1 IV 6.5 147 11.8 3.9 0 PD1/PDL1 3.9 0.4995 9.95764272559854 0 0 3.05 0 0 22.275154 1 1.642710472 0.194088482396759 +8936 NSCLC 1 NSCLC 1 68.93908282 1 25.1 1 IV 23.58 342 12.7 3.5 0 PD1/PDL1 3 0.1386 7.93001841620625 0 0 1.65 0 1 4.566735113 1 2.234086242 0.139088911057232 +8624 NSCLC 1 NSCLC 1 79.50992471 1 26.1 1 IV 11.43 107 11.8 3.8 0 PD1/PDL1 5.9 0.009 6.67771639042357 0 0 0.15 0 1 0.755646817 1 0.755646817 0.192329891716418 +8960 NSCLC 1 NSCLC 1 73.79603012 1 18.8 1 IV 4.5 315 10.4 4.1 0 PD1/PDL1 3 0.528 3.2670349907919 1 0 0.15 0 1 4.501026694 1 1.675564682 0.148916694758305 +8673 NSCLC 1 NSCLC 1 60.62696783 0 18.5 1 IV 4.05 295 9.9 3.8 0 PD1/PDL1 3.9 0.112 4.76979742173112 0 0 0.21 0 1 4.336755647 1 0.788501027 0.175623054088369 +8996 NSCLC 1 NSCLC 1 67.72621492 0 23.7 1 IV 6.88 381 8.4 3.5 0 PD1/PDL1 0 0.0006 6.90423572744015 0 0 0.14 0 1 2.39835729 1 2.39835729 0.209740734734745 +8999 NSCLC 1 NSCLC 1 20.11772758 1 21.9 1 IV 6.25 247 13.8 4.2 1 Combo 2 0.4184 5.81767955801105 0 0 1.84 1 0 34.85831622 1 4.1724846 0.172532425995619 +8825 NSCLC 1 NSCLC 1 79.66324435 1 23 1 IV 7 139 10.1 3.8 0 PD1/PDL1 6.9 0.0772 9.68508287292818 0 0 1.23 0 1 12.81314168 1 4.895277207 0.241012686578441 +8465 NSCLC 1 NSCLC 1 74.56536619 1 24.4 1 IV 6.14 206 11.1 3.6 0 PD1/PDL1 0.9 0.0283 9.30939226519339 0 0 0 0 1 9.133470226 1 1.675564682 0.191382011819354 +9135 NSCLC 1 NSCLC 1 54.22039699 0 23.6 1 IV 3.4 194 10.7 3.9 0 PD1/PDL1 1.8 0 7.16390423572744 0 0 0.06 0 0 21.71663244 1 2.595482546 0.258343692197171 +8247 NSCLC 1 NSCLC 0 72.61054073 1 32.8 1 IV 3.23 214 15.2 4.1 1 Combo 7 0.046 5.67403314917127 0 0 0 0 1 13.8973306 1 2.464065708 0.40146325812971 +9130 NSCLC 1 NSCLC 0 67.816564 1 24.5 1 IV 2.67 444 9.4 3.8 0 PD1/PDL1 20.2 0.2041 6.19889502762431 0 0 1.69 1 0 32.13141684 0 32.13141684 0.388389802189337 +9155 NSCLC 1 NSCLC 1 48.93360712 0 19.9 1 IV 13.43 420 11.8 4.7 1 Combo 19.3 0.4452 5.35359116022099 0 0 1.18 0 1 5.880903491 1 0.952772074 0.334847878408562 +9049 NSCLC 1 NSCLC 1 63.93155373 0 29.3 1 IV 4.77 194 10.4 3.8 0 PD1/PDL1 15.8 0.1469 2.30570902394107 0 0 0.32 0 1 5.979466119 1 2.694045175 0.274436767876855 +9171 NSCLC 1 NSCLC 1 49.44558522 1 21.8 1 IV 7.67 296 13.3 3.9 0 PD1/PDL1 14.9 0.2128 3.74033149171271 1 0 0.12 0 1 21.02669405 1 6.143737166 0.245637674248661 +9153 NSCLC 1 NSCLC 1 72.90349076 1 28.2 1 IV 4.75 275 10.8 3.5 0 PD1/PDL1 13.2 0.3967 3.60405156537753 0 0 2.11 0 1 2.628336756 1 0.887063655 0.159229439475743 +9010 NSCLC 1 NSCLC 1 76.78576318 1 34 0 III 3.93 485 10.8 3.6 0 PD1/PDL1 9.7 0.1839 1.06813996316759 0 0 0.38 0 1 4.303901437 1 1.839835729 0.192839822304136 +9263 NSCLC 1 NSCLC 1 61.53045859 0 24.2 1 IV 71 354 11.2 3.3 0 PD1/PDL1 8.8 0.0176 6.62615101289134 1 0 0.13 0 0 0.952772074 1 0.887063655 0.130024425139816 +8251 NSCLC 1 NSCLC 0 88.18069815 0 21.2 1 IV 2.33 233 12.6 3.8 0 PD1/PDL1 3.5 0.0014 5.69613259668507 0 0 0 1 1 25.49486653 1 12.8788501 0.379226303541551 +9285 NSCLC 1 NSCLC 1 66.68856947 1 26.1 1 IV 8.5 305 11.4 2.6 0 PD1/PDL1 10.5 0.2589 8.16390423572743 0 0 0.41 0 1 23.58932238 1 3.876796715 0.1284622140974 +9327 NSCLC 1 NSCLC 1 52.83230664 1 33 1 IV 7.89 390 13.6 4 0 PD1/PDL1 12.3 0.2273 7.30386740331491 0 0 0.24 0 1 8.640657084 1 3.219712526 0.2856898062574 +9371 NSCLC 1 NSCLC 0 75.68514716 0 26.7 1 IV 2.89 257 12.2 3.8 0 PD1/PDL1 10.5 0.052 0 0 0 0.31 0 1 4.435318275 1 1.938398357 0.400392604030191 +9179 NSCLC 1 NSCLC 0 63.09377139 1 23.5 1 IV 10.07 289 12.8 3.7 0 PD1/PDL1 10.5 0.0023 4.79189686924494 0 0 0 1 0 33.3798768 0 31.90143737 0.303119200091455 +9414 NSCLC 1 NSCLC 1 44.34223135 0 28.5 1 IV 3.5 240 8.7 3.6 0 PD1/PDL1 19.3 0.1774 10.292817679558 0 0 0.09 1 0 21.65092403 0 18.89117043 0.335699660741304 +9416 NSCLC 1 NSCLC 1 58.22039699 0 36.8 0 III 8.67 292 10.9 3.9 0 PD1/PDL1 6.1 0.2825 7.90423572744015 1 0 0.51 0 1 14.29158111 1 1.872689938 0.197856911761358 +9329 NSCLC 1 NSCLC 0 62.39014374 0 24.9 1 IV 2.4 311 14.6 4.2 0 PD1/PDL1 9.7 0 4.53959484346224 0 0 0 0 1 28.28747433 1 14.42299795 0.441283993932979 +9393 NSCLC 1 NSCLC 1 67.54004107 1 29.4 1 IV 43.67 295 11.9 3.9 0 PD1/PDL1 13.2 0.3109 3.97790055248619 0 0 0.89 0 1 0.788501027 1 0.788501027 0.190101944822138 +9523 NSCLC 1 NSCLC 1 68.07392197 0 23.9 1 IV 9 260 12.4 4.2 0 PD1/PDL1 15.8 0.2137 7.01289134438305 1 0 0.71 0 0 21.25667351 1 3.712525667 0.258299136389333 +9459 NSCLC 1 NSCLC 1 55.83025325 0 24.1 1 IV 12.83 133 9.7 3.2 0 PD1/PDL1 5.3 0.3019 5.74769797421731 0 0 0.51 0 1 3.613963039 1 1.938398357 0.086310963603809 +8356 NSCLC 1 NSCLC 1 68.3340178 0 28.8 1 IV 2.95 409 13.6 3.9 0 PD1/PDL1 4.4 0.0921 3.8158379373849 0 0 0.22 0 0 12.22176591 1 2.98973306 0.263238224540414 +9532 NSCLC 1 NSCLC 0 60.51471595 0 19.1 1 IV 5.54 242 12.2 3.6 0 PD1/PDL1 18.4 0.3219 2.47329650092081 1 0 1.66 0 0 25.75770021 1 2.496919918 0.369820097933614 +9020 NSCLC 1 NSCLC 1 62.4421629 1 20.6 1 IV 3.5 176 13.8 3.8 0 PD1/PDL1 2.6 0.0495 4.70718232044199 0 0 0 0 0 17.21560575 1 6.472279261 0.21755050380895 +9520 NSCLC 1 NSCLC 1 71.58384668 0 23.8 1 IV 3.5 245 11 3.9 0 PD1/PDL1 8.8 0.0011 0 0 0 0.06 0 0 5.486652977 1 2.726899384 0.207027290310757 +9519 NSCLC 1 NSCLC 0 70.03969884 1 23.1 1 IV 7.75 459 13.9 4.1 1 Combo 8.8 0.3567 6.41804788213628 0 0 0.68 1 0 13.17453799 0 13.17453799 0.353598597339078 +9606 NSCLC 1 NSCLC 1 68.79397673 0 22.4 1 IV 7.36 167 9.7 3 0 PD1/PDL1 0.9 0.0067 8.33149171270718 0 0 0 0 1 1.80698152 1 1.80698152 0.150920565363396 +8902 NSCLC 1 NSCLC 1 54.80629706 1 24.7 1 IV 3.67 160 11.2 4.5 1 Combo 11.4 0.3904 4.92265193370166 0 0 0.95 0 1 19.02258727 1 6.669404517 0.261133543219154 +8672 NSCLC 1 NSCLC 1 60.56673511 0 26 1 IV 5.3 235 11.7 3.9 0 PD1/PDL1 10.5 0.007 0.285451197053407 0 0 0 0 0 25.29774127 1 24.87063655 0.247649932605555 +9662 NSCLC 1 NSCLC 1 63.88227242 1 26.4 1 IV 2.64 309 11.6 3.6 0 PD1/PDL1 1.8 0.2469 2.42725598526703 0 0 1.51 0 1 5.026694045 1 1.938398357 0.200983863015462 +9609 NSCLC 1 NSCLC 1 57.53593429 0 36.1 1 IV 2.56 237 14.2 4.2 0 PD1/PDL1 7.9 0.1776 7.88581952117863 0 0 0.24 1 0 12.68172485 0 12.1889117 0.318639290536207 +8243 NSCLC 1 NSCLC 1 67.18959617 0 20.1 1 IV 6.56 319 9.8 3.2 1 Combo 3.5 0.0057 5.04235727440147 0 0 0 0 1 4.501026694 1 0.919917864 0.15477864155217 +9549 NSCLC 1 NSCLC 1 64.45722108 0 28.2 1 IV 9.57 311 9.2 3.5 0 PD1/PDL1 9.7 0.4437 5.71639042357273 0 0 1.38 0 1 0.952772074 1 0.952772074 0.102238741217759 +9310 NSCLC 1 NSCLC 1 79.53182752 0 31.9 1 IV 6.23 214 10.1 3.1 0 PD1/PDL1 9.7 0.1313 6.2062615101289 0 0 0.64 0 1 8.443531828 1 8.443531828 0.159513365499287 +9684 NSCLC 1 NSCLC 1 61.36618754 1 39.7 1 IV 4.22 166 13.2 4.5 0 PD1/PDL1 5.3 0.1176 3.86187845303868 0 0 0.06 0 0 9.724845996 0 8.31211499 0.240367612938348 +9730 NSCLC 1 NSCLC 0 34.98151951 0 19.3 1 IV 1.53 453 12.6 3.8 0 PD1/PDL1 4.4 0.177 0 0 0 0.07 0 1 7.227926078 1 1.379876797 0.288903864846755 +9723 NSCLC 1 NSCLC 1 63.23340178 0 38 1 IV 10 361 9.3 3.4 0 PD1/PDL1 3.5 0.2924 5.20810313075506 1 0 0.69 0 1 3.679671458 1 1.412731006 0.111479484616991 +9772 NSCLC 1 NSCLC 1 41.89185489 1 35.1 1 IV 4.2 240 11.1 3.4 0 PD1/PDL1 0.9 0.1538 7.30202578268877 1 0 0.17 0 0 22.66940452 1 0.821355236 0.170584278877347 +9776 NSCLC 1 NSCLC 1 45.26214921 1 20.1 1 IV 4.43 123 11 3.9 0 PD1/PDL1 2.6 0.2205 8.9465930018416 0 0 0.16 0 1 9.002053388 1 1.412731006 0.181052179449199 +8456 NSCLC 1 NSCLC 1 48.36960986 0 27.1 1 IV 1.5 313 11 4 0 PD1/PDL1 5.3 0.3116 4.69797421731123 0 0 0.41 0 1 12.09034908 1 1.741273101 0.214766629180224 +9761 NSCLC 1 NSCLC 1 64.79123888 0 19 1 IV 14.2 255 13.3 4.4 0 PD1/PDL1 0 0 5.3756906077348 0 0 0 0 1 2.529774127 1 2.004106776 0.263389520504671 +9067 NSCLC 1 NSCLC 1 66.0698152 1 29.3 1 IV 8 215 8.2 3.8 0 PD1/PDL1 24.6 0.6258 5.44198895027624 0 0 5.28 1 1 21.35523614 1 6.209445585 0.396827815022308 +9808 NSCLC 1 NSCLC 0 63.57015743 0 23.2 1 IV 2.6 322 11.6 3.5 0 PD1/PDL1 20.2 0.1606 4.62246777163904 0 0 0.4 0 0 21.81519507 1 3.383983573 0.339107030745815 +9820 NSCLC 1 NSCLC 0 73.70020534 0 20.2 1 IV 2.88 67 10.9 3.2 0 PD1/PDL1 5.3 0.0022 7.65377532228361 0 0 0 0 1 0.098562628 1 0.098562628 0.314199584405808 +9715 NSCLC 1 NSCLC 1 68.7008898 0 30.9 1 IV 6.5 296 12.1 3.1 0 PD1/PDL1 6.1 0.0013 4.83057090239411 0 0 0 0 0 10.97330596 1 2.069815195 0.171077771574541 +9840 NSCLC 1 NSCLC 0 64.19438741 1 25.6 1 IV 6.56 462 12.2 3.3 0 PD1/PDL1 1.8 0.0807 7.04235727440147 1 0 0.18 1 1 10.94045175 1 3.942505133 0.287065127801614 +9859 NSCLC 1 NSCLC 0 66.88843258 1 31.3 1 IV 4.64 201 13.7 4 1 Combo 3.5 0.2386 6.59484346224678 1 0 1.21 0 1 11.26899384 1 1.215605749 0.368760132996529 +9821 NSCLC 1 NSCLC 0 75.88227242 1 32.4 1 IV 3.55 185 16.2 3.9 0 PD1/PDL1 11.4 0.0012 3.32965009208103 0 0 0 1 0 17.24845996 0 17.24845996 0.397596679295719 +9879 NSCLC 1 NSCLC 1 58.68856947 0 24.5 1 IV 3.32 232 10.4 4.1 0 PD1/PDL1 12.3 0.1336 6.2707182320442 0 0 0 0 1 1.938398357 1 1.938398357 0.254740359186372 +9899 NSCLC 1 NSCLC 1 63.6605065 0 21.2 1 IV 2 187 10.1 3.8 0 PD1/PDL1 0 0 9.31123388581951 0 0 0 0 1 3.154004107 1 2.858316222 0.281481487521225 +9889 NSCLC 1 NSCLC 0 45.33333333 0 29.4 1 IV 2.35 371 10.3 4.3 0 PD1/PDL1 0.9 0 7.6611418047882 0 0 0 0 0 15.34291581 1 5.979466119 0.378955404954166 +9860 NSCLC 1 NSCLC 1 93.49486653 1 21 1 IV 2.43 229 9.9 3.3 0 PD1/PDL1 10.5 0.1779 7.47882136279926 1 0 0.3 0 1 0.131416838 1 0.131416838 0.212740558325877 +9921 NSCLC 1 NSCLC 0 65.31416838 0 24 1 IV 2.67 229 13.7 4.3 0 PD1/PDL1 17.6 0.0624 7.26519337016573 1 0 0.27 1 0 18.7926078 0 16.78850103 0.481371700273097 +9926 NSCLC 1 NSCLC 1 73.94387406 0 27.4 1 IV 9.63 201 11 4.1 0 PD1/PDL1 9.7 0.2419 7.61694290976058 1 0 0.23 0 0 15.3100616 1 5.388090349 0.22988751098799 +9966 NSCLC 1 NSCLC 1 70.24503765 0 23.3 1 IV 4.33 234 10.4 3.5 0 PD1/PDL1 16.7 0.3516 7.47329650092081 0 0 1.34 0 1 1.347022587 1 1.347022587 0.226443634523755 +9946 NSCLC 1 NSCLC 0 46.39835729 1 22 1 IV 4 208 12.8 4.1 0 PD1/PDL1 27.2 0.6583 6.41620626151012 1 0 2.88 0 0 17.60985626 0 17.3798768 0.539994954554171 +9970 NSCLC 1 NSCLC 0 75.95071869 0 23.6 1 IV 7 212 12.8 3.9 0 PD1/PDL1 3.5 0.0114 8.53775322283607 0 0 0 1 0 16.65708419 0 15.70431212 0.339965768194009 +9953 NSCLC 1 NSCLC 0 48.06023272 0 23.2 0 III 5.05 756 8.1 3.6 1 Combo 5.3 0.0458 6.12154696132597 0 0 0.37 0 0 17.64271047 1 1.281314168 0.332802660496895 +9629 NSCLC 1 NSCLC 1 45.18548939 0 24.1 1 IV 6.13 273 11.1 3.9 0 PD1/PDL1 5.3 0.2536 0.375690607734807 0 0 0.21 0 1 10.21765914 1 1.609856263 0.144168229799645 +10000 NSCLC 1 NSCLC 1 61.23203285 1 18.6 0 III 3.33 233 9.5 3.6 0 PD1/PDL1 39.5 0.2861 6.8195211786372 0 0 2.97 1 0 13.14168378 1 6.373716632 0.455922977751371 +9991 NSCLC 1 NSCLC 0 46.85557837 0 30 1 IV 3.31 300 11.2 4.4 0 PD1/PDL1 26.3 0.5558 6.1620626151013 1 0 1.31 1 0 16.13141684 0 15.90143737 0.557072815940003 +9999 NSCLC 1 NSCLC 0 47.18412047 0 18.8 1 IV 4.38 666 9.8 3.2 0 PD1/PDL1 13.2 0.596 6.94290976058932 0 0 1.35 1 0 16.55852156 0 16.55852156 0.263856497762126 +10005 NSCLC 1 NSCLC 0 75.9835729 1 28.7 1 IV 5.36 289 10.1 3.8 0 PD1/PDL1 7 0.0798 9.06629834254144 0 0 0 0 1 4.566735113 1 3.252566735 0.408280558603422 +10001 NSCLC 1 NSCLC 0 65.51129363 1 33 1 IV 1.56 199 16.1 4.2 0 PD1/PDL1 5.3 0.3543 7.22651933701658 0 0 1.52 1 0 16.3613963 1 9.330595483 0.323455122655787 +9498 NSCLC 1 NSCLC 1 66.11088296 0 20 1 IV 7.25 381 10.1 3.3 0 PD1/PDL1 4.4 0.0508 5.83793738489871 0 0 0 0 0 15.11293635 1 3.449691992 0.15546897600757 +9092 NSCLC 1 NSCLC 0 77.16632444 0 39 1 IV 2.75 214 14 4 1 Combo 11.4 0.0314 5.56353591160221 0 0 0 1 1 26.31622177 1 16.75564682 0.439637000266232 +10013 NSCLC 1 NSCLC 0 67.27446954 0 20.6 1 IV 4.75 532 11.4 3.6 0 PD1/PDL1 0.9 0.0053 6.57274401473296 0 0 0.06 1 0 15.17864476 0 14.48870637 0.316579628888903 +10056 NSCLC 1 NSCLC 1 75.18412047 0 30.4 1 IV 3.7 269 10 3.6 0 PD1/PDL1 13.2 0.2123 7.57458563535912 0 0 0 0 1 5.059548255 1 1.149897331 0.219061474867235 +10054 NSCLC 1 NSCLC 1 73.96577687 0 22.1 1 IV 10.89 366 11.6 3.8 1 Combo 0 0.1724 9.07550644567219 0 0 0.13 0 1 6.636550308 1 2.595482546 0.209316220005513 +10079 NSCLC 1 NSCLC 0 75.27994524 0 21.7 1 IV 13 692 9.4 3.3 0 PD1/PDL1 0.9 0 6.20994475138122 0 0 0 0 1 2.661190965 1 2.661190965 0.27453685062915 +9892 NSCLC 1 NSCLC 0 63.86858316 1 27.5 1 IV 5.29 216 16.2 4.2 0 PD1/PDL1 15.8 0.6072 7.94106813996316 1 0 2.94 0 1 9.100616016 1 4.796714579 0.398425235125398 +10071 NSCLC 1 NSCLC 0 55.71526352 0 35.8 1 IV 3.19 358 13.1 4.1 0 PD1/PDL1 16.7 0.1221 9.53959484346227 0 0 0.05 1 0 13.63449692 1 7.392197125 0.501336700909008 +10081 NSCLC 1 NSCLC 0 63.9835729 1 26.8 1 IV 2.5 170 15.9 4.5 0 PD1/PDL1 3.5 0.0133 9.16758747697975 0 0 0 0 0 13.5687885 0 13.5687885 0.397648083143611 +10101 NSCLC 1 NSCLC 0 64.04380561 1 29.9 1 IV 6.85 379 9.5 3.3 0 PD1/PDL1 76.4 0.347 8.41068139963166 0 0 0.12 0 1 3.646817248 1 1.347022587 0.436764060561461 +9741 NSCLC 1 NSCLC 0 72.25735797 1 27.5 1 IV 12.33 248 9.4 3.4 0 PD1/PDL1 13.2 0.731 7.02209944751381 1 0 2.41 0 1 7.950718686 1 3.055441478 0.224817473116617 +8580 Ovarian 2 Others 1 59.73716632 0 18.7 1 IV 2.48 384 11.8 3.9 0 PD1/PDL1 0 0.0446 8.7329650092081 0 0 0.16 1 0 35.44969199 1 24.31211499 0.248644306822395 +9181 Ovarian 2 Others 0 36.20533881 0 19.9 1 IV 1.33 199 12.4 4.2 0 PD1/PDL1 33.4 0.0703 7.30386740331492 0 1 10.37 1 0 21.9137577 0 21.9137577 0.507593371929725 +9545 Ovarian 2 Others 1 54.37097878 0 20.2 1 IV 4 484 7.5 3.3 0 PD1/PDL1 7 0.0398 8.64272559852671 0 0 0 0 1 3.712525667 1 1.609856263 0.198822275617111 +9554 Ovarian 2 Others 1 29.55509925 0 26.2 1 IV 4.38 264 9.7 4.2 0 PD1/PDL1 0.9 0.0224 7.86003683241252 0 0 0 0 1 11.69609856 1 1.609856263 0.185086104034672 +8923 Ovarian 2 Others 1 65.27857632 0 21.6 1 IV 9.75 233 11.8 3.7 0 PD1/PDL1 7.9 0.1019 0 0 0 0 0 1 1.971252567 1 1.412731006 0.140728194640941 +8453 Ovarian 2 Others 1 70.41204654 0 24.3 1 IV 1.31 157 12.1 4.2 0 PD1/PDL1 2.6 0.4063 5.40515653775322 0 0 1.63 0 0 29.5687885 1 3.482546201 0.15579352720368 +8285 Pancreatic 2 Others 1 71.49897331 1 25.1 1 IV 3.79 103 13.2 3.8 0 PD1/PDL1 9.8 0.076 6.8121546961326 0 0 0.08 0 1 4.632443532 1 0.722792608 0.221072048335196 +8499 Pancreatic 2 Others 1 58.54346338 1 27.6 1 IV 3.82 175 11.9 4.2 0 PD1/PDL1 3.9 0.0339 4.54327808471455 0 0 0.18 0 1 8.476386037 1 1.314168378 0.196523271445001 +8439 Pancreatic 2 Others 1 63.77002053 1 20.8 1 IV 8.33 541 11.5 3.7 1 Combo 3 0 3.75138121546961 1 0 0.13 0 1 2.726899384 1 1.084188912 0.219792132195817 +9846 Pancreatic 2 Others 1 69.32785763 1 27.7 1 IV 6.5 168 10.7 3.5 0 PD1/PDL1 3.5 0.0154 4.23756906077348 0 0 0 0 0 2.595482546 1 1.708418891 0.090782585123158 +9877 Pancreatic 2 Others 0 61.11156742 0 46.3 1 IV 1.44 138 11.9 4.1 0 PD1/PDL1 2.6 0.1814 7.43278084714549 0 0 0 1 0 18.23408624 1 17.7412731 0.307246424257666 +9617 Pancreatic 2 Others 1 61.59342916 1 24.3 1 IV 1.22 68 11.2 3.8 0 PD1/PDL1 0.9 0.0011 4.61141804788214 0 0 0 0 1 4.336755647 1 1.478439425 0.184573452797208 +10111 Pancreatic 2 Others 1 46.56810404 1 30.3 1 IV 8.64 208 13.4 3.6 0 PD1/PDL1 0 0.1801 10.5082872928177 0 0 0.06 0 0 9.297741273 1 0.887063655 0.16905350117603 +8470 Renal 2 Others 0 52.42710472 1 22 1 IV 9.27 470 9.4 3.7 1 Combo 1 0.0869 7.3609576427256 0 0 0 1 0 47.47433265 0 46.68583162 0.283599663299464 +8449 Renal 2 Others 1 64.91991786 1 35.3 1 IV 6.53 278 9.7 3.3 0 PD1/PDL1 3.9 0.0002 6.62062615101289 0 0 0 1 0 34.62833676 0 32.65708419 0.164313149717066 +8642 Renal 2 Others 1 53.35523614 0 20.2 1 IV 6.3 319 11.6 4 0 PD1/PDL1 1 0.4172 4.49723756906078 0 0 1.36 0 1 11.10472279 1 5.420944559 0.141854551978435 +9246 Renal 2 Others 0 61.08145106 0 24 0 III 1.94 280 11.1 3.7 0 PD1/PDL1 1.8 0.0499 8.13812154696133 0 0 0.07 0 0 27.33470226 0 27.33470226 0.295499161974229 +9237 Renal 2 Others 0 53.31416838 1 28 1 IV 2 258 12.9 4.7 0 PD1/PDL1 5.3 0.0005 7.51381215469613 1 0 0.07 1 0 25.79055442 1 10.97330596 0.454315307456891 +9339 Renal 2 Others 1 45.32785763 1 24.3 1 IV 8.93 277 8.6 2.9 0 PD1/PDL1 1.8 0.2506 5.67034990791896 1 0 2.3 0 1 0.624229979 1 0.624229979 0.0558653969586 +9411 Renal 2 Others 1 60.83230664 0 19 1 IV 6 274 14.8 3.7 0 PD1/PDL1 5.3 0.405 7.7292817679558 0 0 0.9 0 1 6.340862423 1 0.919917864 0.180433259627699 +9388 Renal 2 Others 1 34.48870637 0 24.5 1 IV 3.15 188 10 4 0 PD1/PDL1 0.9 0.0021 8.25046040515653 1 0 0 0 1 14.42299795 1 3.876796715 0.156026249456432 +9489 Renal 2 Others 1 25.16358659 1 19.2 1 IV 5.14 185 9.4 3.4 0 PD1/PDL1 0.9 0.1921 7.02762430939226 0 0 0.75 0 1 5.749486653 1 1.77412731 0.090453698242375 +9409 Renal 2 Others 0 57.58521561 1 22.5 1 IV 2.7 284 14.7 4.2 0 PD1/PDL1 7 0.3786 4.57458563535912 0 0 0.13 1 0 26.21765914 0 26.21765914 0.399327835579046 +8826 Renal 2 Others 0 68.49828884 1 29.6 1 IV 2.69 159 12.7 4.7 0 PD1/PDL1 5.3 0.1745 7.89134438305707 0 0 6.13 0 0 32.52566735 0 32.19712526 0.410695432205583 +9619 Renal 2 Others 1 61.18548939 1 24.9 1 IV 5.88 459 8.3 3.5 1 Combo 1.8 0 4.86556169429097 0 0 0 0 1 6.209445585 1 1.577002053 0.20801706978115 +8586 Renal 2 Others 0 70.23682409 0 34.5 1 IV 2.12 198 12.2 4.3 0 PD1/PDL1 5.3 0.046 9.4696132596685 0 0 0.22 1 0 24.18069815 1 9.166324435 0.386099011275565 +9518 Renal 2 Others 1 28.56673511 1 24.4 1 IV 8 528 8.5 2.9 0 PD1/PDL1 0.9 0.1928 6.16206261510129 0 0 0.08 0 1 0.887063655 1 0.624229979 0.089325716323187 +9697 Renal 2 Others 0 48.62970568 1 29.7 1 IV 3.36 287 12.8 3.7 0 PD1/PDL1 2.6 0.1065 7.49723756906078 1 0 0 1 0 22.07802875 0 22.07802875 0.397806878198565 +9611 Renal 2 Others 1 61.47843943 1 20.5 1 IV 3.31 599 8.2 2.9 0 PD1/PDL1 4.4 0.0083 6.16390423572744 1 0 0 1 0 17.67556468 1 3.811088296 0.189259368897418 +9526 Renal 2 Others 1 61.87268994 1 27.7 1 IV 3.73 263 15.1 4.4 0 PD1/PDL1 3.5 0.021 9.04604051565378 0 0 0 1 0 22.80082136 1 14.65297741 0.302370284286855 +8860 Renal 2 Others 1 58.49418207 1 24.2 1 IV 2.7 198 14.6 3.9 0 PD1/PDL1 2.6 0.0511 7.95211786372007 0 0 0.08 1 0 16.55852156 0 16.55852156 0.242458969489589 +8487 Sarcoma 2 Others 1 50.88843258 1 32.9 1 IV 12.5 174 9.6 3.2 0 PD1/PDL1 0 0.1513 8.07918968692449 0 0 0.56 0 1 6.340862423 1 3.679671458 0.129077125010168 +8705 Sarcoma 2 Others 1 57.80698152 0 25.3 1 IV 13.29 215 9.3 4 0 PD1/PDL1 7.9 0.1335 4.12338858195212 0 0 0 0 1 4.73100616 1 0.492813142 0.178935275673061 +8794 Sarcoma 2 Others 1 18.33538672 0 12.9 1 IV 1.17 134 10.3 4.2 0 PD1/PDL1 2 0.4772 7.20994475138121 0 0 2.99 0 1 20.40246407 1 8.739219713 0.120109153780609 +8906 Sarcoma 2 Others 0 75.21423682 1 29.1 1 IV 3 136 11.7 3.9 0 PD1/PDL1 1.8 0.2789 7.23388581952118 1 0 0.4 1 1 19.90965092 1 7.359342916 0.357375932374739 +9021 Sarcoma 2 Others 1 37.17727584 1 29.9 1 IV 1.89 317 13.3 4.2 0 PD1/PDL1 0 0.0723 4.87661141804788 0 0 0.12 0 1 12.78028747 1 1.149897331 0.216938804311568 +8301 Sarcoma 2 Others 1 61.77412731 0 28.4 1 IV 4.6 262 12.9 4.1 1 Combo 2.6 0.2188 9.42725598526703 1 0 1.54 0 0 21.78234086 1 1.544147844 0.255153776979751 +9351 Sarcoma 2 Others 0 78.42299795 1 22.7 1 IV 2.68 352 11.5 3.4 0 PD1/PDL1 0.9 0 4.80847145488029 0 0 0 1 0 31.04722793 1 17.18275154 0.341041440453153 +8883 Sarcoma 2 Others 1 50.70225873 1 31.4 1 IV 9.75 525 10.8 3.5 0 PD1/PDL1 1.8 0.1886 7.0073664825046 0 0 2.2 0 0 0.657084189 1 0.197125257 0.135855310303561 +8833 Sarcoma 2 Others 1 59.47433265 1 23.8 1 IV 24.57 68 8.6 3.2 0 PD1/PDL1 4.4 0.0057 5.39410681399632 0 0 0.15 0 1 0.887063655 1 0.887063655 0.095631560663934 +8490 Sarcoma 2 Others 1 23.33470226 0 42.1 1 IV 1.67 222 11.8 3.9 0 PD1/PDL1 0.9 0.0608 7.20441988950276 0 0 0 0 0 32.42710472 1 6.406570842 0.171522348871942 +9389 Sarcoma 2 Others 1 70.26146475 1 32.1 1 IV 2.7 188 11.8 4.1 0 PD1/PDL1 3.5 0.4288 7.7219152854512 0 0 1.09 0 0 14.45585216 1 1.839835729 0.229974648507227 +8979 Sarcoma 2 Others 1 74.7871321 1 24.7 1 IV 7.83 368 11.4 3.9 0 PD1/PDL1 4.4 0.3375 3.95211786372008 0 0 1.08 1 0 12.02464066 1 7.359342916 0.143010924400174 +9941 Sarcoma 2 Others 1 56.66529774 1 27.6 1 IV 3.5 218 12.7 4.2 0 PD1/PDL1 4.4 0.525 5.98895027624309 1 0 2.19 1 1 16.82135524 1 5.32238193 0.249017365163628 +8424 SCLC 2 Others 1 67.16495551 0 22.4 1 IV 8.4 245 12.9 3.8 0 PD1/PDL1 7.9 0.2667 7.96500920810313 0 0 2.23 0 1 1.872689938 1 1.412731006 0.167780028752338 +8348 SCLC 2 Others 1 63.74264203 1 33.4 1 IV 3.69 307 12.9 4 1 Combo 14.8 0.6248 7.98895027624309 0 0 1.44 1 1 11.53182752 1 2.661190965 0.311811870536523 +8716 SCLC 2 Others 1 73.68104038 0 25.9 1 IV 4.6 168 11.4 3.8 0 PD1/PDL1 16.7 0.248 4.74769797421731 0 0 1.88 0 1 0.722792608 1 0.722792608 0.259463522267443 +8768 SCLC 2 Others 1 71.09650924 0 28.3 1 IV 7.6 319 11.3 3.7 0 PD1/PDL1 20.7 0.0005 2.19337016574586 1 0 0.18 0 1 13.93018481 1 4.041067762 0.327560716159567 +8782 SCLC 2 Others 0 70.47775496 1 28.1 1 IV 3.13 138 10.6 4 0 PD1/PDL1 9.8 0.1614 7.97605893186004 1 0 1.8 0 1 8.410677618 1 2.628336756 0.399499036016371 +9111 SCLC 2 Others 1 85.71115674 1 22 1 IV 15 127 10.9 3.6 0 PD1/PDL1 5.9 0.3314 5.66482504604052 0 0 1.3 0 1 1.281314168 1 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