Deep learning predicts postsurgical recurrence of hepatocellular carcinoma from digital histopathologic images ,,,,,,,,,,,,,,,,, "Rikiya Yamashita, Jin Long, Atif Saleem, Daniel L. Rubin, Jeanne Shen",,,,,,,,,,,,,,,,, ,,,,,,,,,,,,,,,,, Source data for: TCGA development dataset,,,,,,,,,,,,,,,,, ,,,,,,,,,,,,,,,,, id,event,time,age_at_surgery,gender,hepatitis_b,hepatitis_c,alcohol,nafld,ajcc_stage,largest_tumor_size,multinodularity,histological_grade,mvi_micro,mvi_macro,surgical_margin,fibrosis_stage,institution TCGA-2Y-A9GS,1,3.353387908,58,MALE,No,No,Yes,No,2,60,N,M,Y,N,Negative,4,TCGA-2Y TCGA-2Y-A9GU,0,63.74724661,55,FEMALE,No,No,No,No,1B,110,N,M,N,N,Negative,0,TCGA-2Y TCGA-2Y-A9GV,1,57.36923431,54,FEMALE,No,No,Yes,No,1B,65,N,W,N,N,Negative,0,TCGA-2Y TCGA-2Y-A9GW,1,40.40503666,64,MALE,No,No,Yes,No,1B,45,N,M,N,N,Negative,4,TCGA-2Y TCGA-2Y-A9GX,1,70.1252589,68,MALE,No,No,Yes,No,1B,40,N,M,N,N,Positive,3,TCGA-2Y TCGA-2Y-A9GY,1,20.94223625,64,FEMALE,No,No,No,No,3A,125,Y,P,N,Y,Negative,0,TCGA-2Y TCGA-2Y-A9GZ,1,23.63809712,82,FEMALE,No,No,No,No,1B,80,N,M,Y,N,Negative,0,TCGA-2Y TCGA-2Y-A9H0,0,120.8205937,49,MALE,Yes,Yes,Yes,No,2,80,N,W,N,Y,Negative,NA,TCGA-2Y TCGA-2Y-A9H1,1,10.553309,58,MALE,No,Yes,Yes,No,1B,31,N,M,N,N,Negative,1,TCGA-2Y TCGA-2Y-A9H2,0,56.90896538,64,FEMALE,No,No,Yes,No,1B,34,N,P,N,N,Negative,NA,TCGA-2Y TCGA-2Y-A9H3,1,0.723279745,45,MALE,No,No,Yes,Yes,2,59,N,W,Y,N,Negative,0,TCGA-2Y TCGA-2Y-A9H4,0,47.73646316,68,MALE,Yes,No,Yes,No,1B,33,N,M,N,N,Negative,0,TCGA-2Y TCGA-2Y-A9H5,1,8.482098826,59,FEMALE,No,Yes,Yes,No,1B,90,N,W,N,N,Negative,2,TCGA-2Y TCGA-2Y-A9H6,0,11.73685768,68,FEMALE,No,No,Yes,No,2,73,N,M,Y,N,Negative,1,TCGA-2Y TCGA-2Y-A9H7,1,36.72288523,81,FEMALE,No,No,No,No,1B,25,N,M,N,N,Negative,4,TCGA-2Y TCGA-2Y-A9H9,1,1.93970477,70,MALE,No,Yes,Yes,No,2,40,N,W,Y,N,Negative,NA,TCGA-2Y TCGA-2Y-A9HA,1,1.183548673,70,MALE,No,Yes,Yes,No,2,17,Y,M,N,N,Negative,3,TCGA-2Y TCGA-5C-A9VG,0,10.78344347,58,MALE,No,No,No,No,2,200,N,M,Y,N,Negative,NA,TCGA-5C TCGA-5C-A9VH,0,10.58618536,70,MALE,No,No,No,No,1B,65,N,M,N,N,NA,0,TCGA-5C TCGA-5R-AA1C,0,17.09570306,57,MALE,No,No,No,No,2,150,N,M,Y,N,Negative,1,TCGA-5R TCGA-5R-AAAM,0,1.512312194,65,FEMALE,No,No,No,No,2,32,Y,M,Y,N,Negative,4,TCGA-5R TCGA-BC-4072,1,15.61626722,74,FEMALE,No,No,No,No,3A,56,Y,P,N,N,Positive,NA,TCGA-BC TCGA-BC-4073,0,27.91202288,73,MALE,No,No,No,No,3B,35,Y,P,Y,Y,Positive,2,TCGA-BC TCGA-BC-A10R,1,6.542394056,66,FEMALE,No,No,No,No,3A,72,Y,M,Y,N,Negative,0,TCGA-BC TCGA-BC-A10S,1,37.15027781,81,MALE,No,No,Yes,No,1B,80,N,W,Y,N,Negative,0,TCGA-BC TCGA-BC-A10W,1,2.991748036,50,MALE,Yes,No,No,No,3B,116,Y,P,Y,N,Positive,3,TCGA-BC TCGA-BC-A10X,0,25.31479107,52,FEMALE,No,No,No,No,3B,120,Y,M,Y,Y,Negative,3,TCGA-BC TCGA-BC-A10Y,1,13.15054082,76,MALE,No,No,Yes,No,3B,135,N,P,Y,Y,Negative,0,TCGA-BC TCGA-BC-A10Z,0,1.117795969,62,FEMALE,No,No,No,No,1B,120,N,M,N,N,Positive,0,TCGA-BC TCGA-BC-A216,0,44.41595161,62,FEMALE,No,No,No,No,3A,75,Y,M,N,N,Positive,0,TCGA-BC TCGA-BC-A217,0,45.9282638,75,FEMALE,No,No,Yes,No,2,74,N,M,Y,N,Negative,0,TCGA-BC TCGA-BC-A3KF,0,0.263010816,66,FEMALE,No,No,No,No,2,100,N,M,Y,N,Negative,0,TCGA-BC TCGA-BC-A3KG,1,6.871157576,68,FEMALE,No,No,Yes,No,1B,36,N,W,N,N,Negative,0,TCGA-BC TCGA-BC-A5W4,1,12.62451918,69,MALE,No,No,Yes,No,2,88,N,M,Y,N,Positive,4,TCGA-BC TCGA-BC-A69H,0,14.59710031,64,MALE,No,No,Yes,No,2,110,N,P,Y,N,Negative,3,TCGA-BC TCGA-BC-A69I,0,12.72314824,69,MALE,No,No,No,No,1B,70,N,W,N,N,Negative,1,TCGA-BC TCGA-BC-A8YO,1,7.232797449,66,FEMALE,No,No,Yes,No,3B,110,Y,M,N,Y,Negative,2,TCGA-BC TCGA-BW-A5NO,0,0.657527041,50,MALE,No,Yes,No,No,3A,80,Y,M,Y,N,Negative,3,TCGA-BW TCGA-BW-A5NP,1,3.353387908,26,FEMALE,Yes,No,No,No,4B,150,N,P,Y,N,Negative,3,TCGA-BW TCGA-BW-A5NQ,0,0,63,MALE,No,No,Yes,No,1B,70,N,P,N,N,Negative,4,TCGA-BW TCGA-CC-5258,0,4.241049413,48,MALE,NA,NA,NA,NA,2,40,N,P,N,N,NA,NA,TCGA-CC TCGA-CC-5259,1,5.917743367,60,FEMALE,No,No,No,No,3B,120,N,M,N,N,NA,NA,TCGA-CC TCGA-CC-5261,0,3.189006148,44,MALE,NA,NA,NA,NA,2,50,N,M,N,N,NA,NA,TCGA-CC TCGA-CC-5262,0,3.38626426,67,MALE,No,No,No,No,3B,120,N,M,N,N,NA,NA,TCGA-CC TCGA-CC-5263,0,4.241049413,35,MALE,No,No,No,No,2,15,Y,M,N,N,NA,NA,TCGA-CC TCGA-CC-A1HT,0,3.320511556,50,MALE,No,No,No,No,3A,60,Y,P,N,N,NA,NA,TCGA-CC TCGA-CC-A3M9,1,7.199921097,45,MALE,No,No,Yes,No,3A,50,Y,P,N,N,NA,NA,TCGA-CC TCGA-CC-A3MA,1,8.580727882,61,MALE,No,No,Yes,No,2,25,Y,M,N,N,NA,NA,TCGA-CC TCGA-CC-A3MB,1,8.54785153,36,MALE,No,No,No,No,3A,110,Y,M,N,N,NA,NA,TCGA-CC TCGA-CC-A3MC,1,9.764276556,54,MALE,No,No,Yes,No,3A,70,Y,M,N,N,NA,NA,TCGA-CC TCGA-CC-A5UC,1,10.25742184,63,MALE,No,No,Yes,No,3A,80,Y,P,N,N,NA,NA,TCGA-CC TCGA-CC-A5UD,1,5.983496071,45,MALE,No,No,Yes,No,3A,80,Y,M,N,N,NA,NA,TCGA-CC TCGA-CC-A7IE,1,5.556103495,57,MALE,No,No,Yes,No,3A,60,Y,M,N,N,NA,NA,TCGA-CC TCGA-CC-A7IF,1,8.350593418,59,MALE,No,No,Yes,No,3A,80,Y,W,N,N,NA,NA,TCGA-CC TCGA-CC-A7IG,1,6.410888648,47,MALE,No,No,Yes,No,2,50,Y,M,N,N,NA,NA,TCGA-CC TCGA-CC-A7IH,0,11.99986849,58,MALE,No,No,Yes,No,3A,80,Y,W,N,N,NA,NA,TCGA-CC TCGA-CC-A7II,1,9.139625867,54,MALE,No,No,Yes,No,3A,100,Y,P,N,N,NA,NA,TCGA-CC TCGA-CC-A7IJ,0,12.55876648,56,MALE,No,No,Yes,No,2,70,Y,P,N,N,NA,NA,TCGA-CC TCGA-CC-A7IK,1,4.931452806,59,MALE,No,No,Yes,No,3A,100,Y,P,N,N,NA,NA,TCGA-CC TCGA-CC-A7IL,1,5.884867015,61,MALE,No,No,Yes,No,3A,60,Y,W,N,N,NA,NA,TCGA-CC TCGA-CC-A8HS,1,6.60814676,18,MALE,No,No,No,No,4A,60,Y,W,N,N,NA,NA,TCGA-CC TCGA-CC-A8HT,1,2.728737219,74,MALE,No,No,Yes,No,3A,80,Y,M,N,N,NA,NA,TCGA-CC TCGA-CC-A8HU,1,9.895781964,39,FEMALE,No,No,No,No,3A,150,Y,P,N,N,NA,NA,TCGA-CC TCGA-CC-A9FU,0,0,52,FEMALE,Yes,No,No,No,3A,75,Y,M,N,N,NA,NA,TCGA-CC TCGA-CC-A9FV,0,0,57,MALE,No,No,Yes,No,3A,75,Y,M,N,N,NA,NA,TCGA-CC TCGA-CC-A9FW,1,5.030081862,68,MALE,No,No,Yes,No,3A,80,Y,M,N,N,NA,NA,TCGA-CC TCGA-DD-A113,1,55.10076602,55,FEMALE,No,No,No,No,2,48,N,P,Y,N,Negative,0,TCGA-DD TCGA-DD-A114,0,37.77492849,42,MALE,No,Yes,No,No,2,31,N,P,Y,N,Negative,2,TCGA-DD TCGA-DD-A115,1,15.41900911,53,MALE,No,No,Yes,No,3A,110,Y,M,N,N,Negative,0,TCGA-DD TCGA-DD-A116,1,27.22161949,68,MALE,Yes,No,No,No,2,70,N,P,N,Y,Negative,4,TCGA-DD TCGA-DD-A118,1,21.63263964,77,FEMALE,NA,NA,NA,NA,1B,125,N,M,N,N,Negative,0,TCGA-DD TCGA-DD-A11B,0,0.460268929,73,MALE,No,No,No,Yes,1B,48,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-A11C,0,21.76414505,69,MALE,NA,NA,NA,NA,1B,220,N,P,N,N,Negative,0,TCGA-DD TCGA-DD-A11D,1,16.37242332,57,FEMALE,No,No,No,Yes,1B,44,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-A1E9,1,23.67097347,70,MALE,No,No,Yes,No,1B,42,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-A1EA,1,24.78876944,68,MALE,Yes,No,No,No,2,40,N,M,Y,N,Negative,2,TCGA-DD TCGA-DD-A1EB,1,16.60255778,72,FEMALE,No,No,No,No,1B,120,N,M,N,N,Negative,NA,TCGA-DD TCGA-DD-A1EE,1,1.44655949,73,MALE,No,Yes,No,No,3A,97,Y,P,N,N,Negative,4,TCGA-DD TCGA-DD-A1EJ,1,8.646480587,71,FEMALE,No,No,No,No,1B,142,N,M,N,N,Negative,0,TCGA-DD TCGA-DD-A1EK,1,5.490350791,64,FEMALE,No,No,No,No,3A,145,Y,M,N,N,Negative,0,TCGA-DD TCGA-DD-A1EL,1,13.6436861,23,MALE,Yes,No,No,No,3A,75,Y,P,N,N,Negative,0,TCGA-DD TCGA-DD-A39V,1,14.95874018,77,MALE,No,No,No,No,2,46,Y,P,N,N,Negative,0,TCGA-DD TCGA-DD-A39W,0,27.18874314,29,FEMALE,No,No,No,No,NA,130,N,M,NA,NA,Negative,0,TCGA-DD TCGA-DD-A39X,1,33.92839531,78,FEMALE,No,No,No,No,1B,65,N,M,N,N,Negative,0,TCGA-DD TCGA-DD-A39Z,0,19.75868758,43,FEMALE,No,No,Yes,No,NA,105,N,M,NA,NA,Negative,0,TCGA-DD TCGA-DD-A3A0,1,11.80261038,70,MALE,No,No,No,No,1B,80,N,M,N,N,Negative,0,TCGA-DD TCGA-DD-A3A1,0,7.660190025,65,MALE,No,No,No,No,3A,160,Y,M,Y,N,Negative,0,TCGA-DD TCGA-DD-A3A2,0,70.0595062,76,FEMALE,No,No,No,No,1B,120,N,W,N,N,Negative,NA,TCGA-DD TCGA-DD-A3A3,0,17.58884834,45,MALE,No,No,No,No,3B,190,N,M,N,Y,Negative,NA,TCGA-DD TCGA-DD-A3A4,1,2.860242627,37,MALE,No,No,No,No,3A,250,Y,P,N,N,Negative,0,TCGA-DD TCGA-DD-A3A5,1,2.761613571,66,FEMALE,No,No,No,No,3A,110,Y,M,NA,NA,Negative,0,TCGA-DD TCGA-DD-A3A7,1,4.734194694,67,MALE,No,No,Yes,No,2,185,N,P,Y,N,Negative,0,TCGA-DD TCGA-DD-A3A8,0,0.361639872,75,MALE,No,No,No,No,1B,75,N,M,N,N,Negative,NA,TCGA-DD TCGA-DD-A3A9,1,9.50126574,64,FEMALE,No,No,No,No,3A,100,Y,M,N,N,Negative,0,TCGA-DD TCGA-DD-A4NA,0,33.13936286,67,FEMALE,No,No,No,No,2,96,N,P,Y,N,Negative,NA,TCGA-DD TCGA-DD-A4NB,1,29.98323306,25,MALE,No,No,No,No,1B,102,N,M,N,N,Negative,0,TCGA-DD TCGA-DD-A4ND,1,0.493145281,56,FEMALE,No,No,No,No,1B,130,N,P,N,N,Negative,0,TCGA-DD TCGA-DD-A4NE,1,6.246506888,75,FEMALE,No,No,No,No,3A,145,Y,P,N,N,Negative,NA,TCGA-DD TCGA-DD-A4NF,1,21.56688694,72,MALE,No,Yes,No,No,1B,32,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-A4NG,1,14.13683138,77,MALE,No,No,Yes,No,3A,68,Y,M,Y,N,Negative,NA,TCGA-DD TCGA-DD-A4NH,1,5.293092678,65,FEMALE,No,No,Yes,No,3B,115,Y,P,Y,Y,Negative,2,TCGA-DD TCGA-DD-A4NI,0,26.82710326,67,MALE,No,No,Yes,No,2,48,Y,M,NA,NA,Negative,2,TCGA-DD TCGA-DD-A4NJ,1,18.04911727,54,FEMALE,No,No,No,Yes,2,44,Y,M,N,N,Negative,1,TCGA-DD TCGA-DD-A4NK,1,2.925995332,80,FEMALE,No,No,No,No,3A,122,Y,M,N,N,Negative,0,TCGA-DD TCGA-DD-A4NL,0,56.25143834,46,MALE,No,No,Yes,No,1B,36,N,W,N,N,Negative,NA,TCGA-DD TCGA-DD-A4NN,1,5.457474439,56,FEMALE,No,No,No,No,1B,74,N,P,N,N,Negative,NA,TCGA-DD TCGA-DD-A4NO,1,32.54758852,65,MALE,No,Yes,No,No,1B,32,N,W,N,N,Negative,0,TCGA-DD TCGA-DD-A4NP,1,42.27898872,32,MALE,No,No,No,No,1B,154,N,P,N,N,Negative,0,TCGA-DD TCGA-DD-A4NQ,1,4.142420357,60,MALE,Yes,No,No,No,2,72,N,P,Y,N,Negative,NA,TCGA-DD TCGA-DD-A4NR,0,0.295887168,85,FEMALE,No,No,No,No,1B,50,N,P,N,N,Negative,4,TCGA-DD TCGA-DD-A4NS,1,29.35858237,61,FEMALE,No,No,Yes,No,1B,110,N,M,N,N,Negative,NA,TCGA-DD TCGA-DD-A4NV,0,78.83749219,61,MALE,No,No,No,Yes,3A,118,Y,M,NA,NA,Negative,NA,TCGA-DD TCGA-DD-A73A,0,23.93398429,71,MALE,No,No,Yes,No,1B,30,N,M,N,N,Negative,3,TCGA-DD TCGA-DD-A73B,1,7.89032449,72,FEMALE,No,No,No,No,1B,43,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-A73C,1,18.60801525,65,FEMALE,No,No,No,No,3A,145,Y,W,N,N,Negative,0,TCGA-DD TCGA-DD-A73E,0,1.44655949,66,MALE,No,No,Yes,Yes,1B,53,N,W,N,N,Negative,0,TCGA-DD TCGA-DD-A73G,0,114.3439524,73,FEMALE,No,No,No,No,1B,200,N,P,N,N,Negative,NA,TCGA-DD TCGA-DD-AAC8,0,0.526021633,72,MALE,Yes,No,No,No,1B,125,N,P,N,N,Negative,2,TCGA-DD TCGA-DD-AAC9,0,11.40809416,51,MALE,Yes,No,No,No,1B,29,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AACA,1,25.51204918,65,MALE,Yes,No,No,No,2,35,Y,M,Y,N,Negative,4,TCGA-DD TCGA-DD-AACB,0,76.40464214,74,FEMALE,Yes,No,No,No,2,44,N,P,Y,N,Negative,4,TCGA-DD TCGA-DD-AACD,1,4.964329158,48,MALE,Yes,No,No,No,3A,120,Y,M,Y,Y,Negative,2,TCGA-DD TCGA-DD-AACE,1,42.04885426,62,MALE,Yes,No,No,No,1B,40,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AACF,1,3.912285893,68,MALE,No,Yes,No,No,1B,44,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AACG,1,4.109544005,52,MALE,Yes,No,No,No,2,33,Y,U,Y,Y,Negative,4,TCGA-DD TCGA-DD-AACH,1,2.728737219,69,MALE,Yes,No,No,No,3B,90,N,P,Y,Y,Negative,4,TCGA-DD TCGA-DD-AACJ,1,3.287635204,75,MALE,NA,NA,NA,NA,2,110,N,M,Y,Y,Negative,4,TCGA-DD TCGA-DD-AACK,0,0.295887168,70,MALE,Yes,No,No,No,2,53,N,M,Y,N,Negative,4,TCGA-DD TCGA-DD-AACM,1,36.06535819,48,MALE,Yes,No,No,No,2,18,Y,P,N,N,Negative,3,TCGA-DD TCGA-DD-AACN,1,11.73685768,32,MALE,Yes,No,No,No,1B,35,N,P,N,N,Negative,1,TCGA-DD TCGA-DD-AACP,0,13.6436861,64,MALE,No,No,Yes,No,1B,33,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AACQ,1,3.452016964,50,MALE,Yes,No,No,No,1B,34,Y,M,N,N,Negative,4,TCGA-DD TCGA-DD-AACS,0,59.30893908,39,MALE,Yes,No,No,No,1B,28,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AACU,0,51.51724365,59,MALE,Yes,No,No,No,1B,20,N,M,N,N,Negative,1,TCGA-DD TCGA-DD-AACV,1,11.3094651,53,MALE,No,No,Yes,No,2,35,N,P,Y,N,Negative,4,TCGA-DD TCGA-DD-AACW,0,46.8159253,43,MALE,Yes,No,Yes,No,2,20,N,P,Y,N,Negative,4,TCGA-DD TCGA-DD-AACX,1,1.380806786,66,MALE,Yes,No,Yes,No,2,NA,Y,M,N,N,NA,NA,TCGA-DD TCGA-DD-AACY,1,25.51204918,61,MALE,Yes,No,No,No,1B,75,N,P,N,N,Negative,3,TCGA-DD TCGA-DD-AACZ,1,2.89311898,63,FEMALE,NA,NA,NA,NA,2,88,N,U,Y,N,Negative,NA,TCGA-DD TCGA-DD-AAD0,1,1.545188546,73,FEMALE,Yes,No,No,No,1B,130,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AAD1,1,4.175296709,51,FEMALE,Yes,Yes,No,No,1B,63,N,P,N,N,Positive,NA,TCGA-DD TCGA-DD-AAD2,0,21.63263964,66,MALE,Yes,No,No,No,2,30,N,M,Y,N,Negative,1,TCGA-DD TCGA-DD-AAD3,0,42.57487589,43,MALE,Yes,No,Yes,No,1B,50,N,W,N,N,Negative,2,TCGA-DD TCGA-DD-AAD5,1,4.273925765,54,MALE,Yes,No,Yes,No,1B,165,N,P,N,N,Negative,3,TCGA-DD TCGA-DD-AAD6,1,1.643817602,66,MALE,Yes,No,No,No,3A,100,Y,M,N,N,Negative,4,TCGA-DD TCGA-DD-AAD8,0,40.07627314,73,FEMALE,Yes,Yes,No,No,1A,20,N,W,N,N,Negative,2,TCGA-DD TCGA-DD-AADA,0,40.53654207,66,FEMALE,Yes,No,No,No,2,40,N,M,Y,Y,Positive,0,TCGA-DD TCGA-DD-AADB,0,40.83242923,51,MALE,Yes,No,No,No,1A,15,N,P,N,N,Negative,4,TCGA-DD TCGA-DD-AADC,1,3.320511556,53,MALE,Yes,No,No,No,3B,75,N,M,Y,Y,Negative,4,TCGA-DD TCGA-DD-AADD,0,40.47078936,51,MALE,Yes,No,No,No,1B,75,N,P,N,N,Negative,0,TCGA-DD TCGA-DD-AADE,1,5.523227143,50,MALE,Yes,No,No,No,2,90,N,M,Y,N,Negative,3,TCGA-DD TCGA-DD-AADF,0,3.780780485,64,FEMALE,Yes,No,No,No,1B,40,N,P,N,N,Negative,4,TCGA-DD TCGA-DD-AADG,1,8.876615051,70,MALE,Yes,No,Yes,No,3A,70,Y,M,N,N,Negative,4,TCGA-DD TCGA-DD-AADJ,0,35.04619127,70,FEMALE,NA,NA,NA,NA,1B,25,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AADK,0,34.48729329,68,FEMALE,Yes,No,No,No,2,35,Y,P,Y,N,Negative,4,TCGA-DD TCGA-DD-AADL,0,20.9093599,58,MALE,Yes,No,Yes,No,2,40,N,M,Y,N,Negative,3,TCGA-DD TCGA-DD-AADN,0,29.52296413,59,MALE,Yes,No,Yes,No,2,145,N,P,Y,N,Negative,4,TCGA-DD TCGA-DD-AADO,0,14.89298747,55,MALE,Yes,No,Yes,No,2,120,N,M,Y,N,Negative,0,TCGA-DD TCGA-DD-AADP,0,15.05736923,45,MALE,Yes,No,No,No,2,22,N,M,Y,Y,Negative,4,TCGA-DD TCGA-DD-AADQ,0,14.33408949,59,MALE,Yes,No,Yes,No,2,30,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AADR,1,55.88979847,58,MALE,Yes,No,Yes,No,1A,13,N,P,N,N,NA,4,TCGA-DD TCGA-DD-AADS,0,15.58339087,63,MALE,No,Yes,Yes,No,1B,30,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AADU,0,18.21349903,60,MALE,No,No,Yes,No,2,47,Y,M,Y,N,Negative,3,TCGA-DD TCGA-DD-AADV,0,18.87102607,50,MALE,Yes,No,Yes,No,1B,22,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AADW,1,12.69027189,48,MALE,Yes,No,No,No,1B,43,N,P,N,N,Negative,4,TCGA-DD TCGA-DD-AADY,0,18.24637538,55,FEMALE,Yes,No,No,No,1B,43,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AAE0,0,18.24637538,45,FEMALE,Yes,No,No,No,3A,75,Y,P,N,N,Negative,3,TCGA-DD TCGA-DD-AAE1,0,18.14774633,52,MALE,Yes,No,No,No,1B,35,N,P,N,N,Negative,4,TCGA-DD TCGA-DD-AAE2,0,20.9751126,51,MALE,Yes,No,No,No,1B,70,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AAE3,0,18.60801525,50,MALE,Yes,No,Yes,No,1B,165,N,M,N,N,Negative,3,TCGA-DD TCGA-DD-AAE4,1,3.649275076,49,FEMALE,Yes,No,No,No,1B,25,N,W,N,N,Negative,4,TCGA-DD TCGA-DD-AAE6,1,3.452016964,59,FEMALE,NA,NA,NA,NA,3A,110,Y,M,Y,Y,Negative,4,TCGA-DD TCGA-DD-AAE7,0,21.17237071,72,MALE,Yes,No,Yes,No,1B,33,N,M,N,N,Negative,0,TCGA-DD TCGA-DD-AAE8,1,0.920537857,45,MALE,Yes,No,No,No,1B,25,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AAE9,0,23.73672617,69,MALE,Yes,No,Yes,No,1B,50,N,M,N,N,Negative,2,TCGA-DD TCGA-DD-AAEA,0,18.90390242,65,MALE,Yes,No,Yes,No,1B,40,N,M,N,N,Negative,2,TCGA-DD TCGA-DD-AAEB,0,15.71489628,60,MALE,Yes,No,Yes,No,1B,47,N,M,N,N,Negative,2,TCGA-DD TCGA-DD-AAEE,1,7.364302857,55,MALE,Yes,No,No,No,1A,18,N,P,N,N,Negative,4,TCGA-DD TCGA-DD-AAEG,0,23.63809712,59,FEMALE,No,No,No,No,1A,20,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AAEH,1,21.17237071,73,MALE,NA,NA,NA,NA,2,58,N,W,Y,N,Negative,2,TCGA-DD TCGA-DD-AAEI,1,16.14228885,72,MALE,Yes,No,No,No,1B,35,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AAVP,1,29.68734589,48,MALE,Yes,No,No,No,1B,50,N,W,N,N,Negative,4,TCGA-DD TCGA-DD-AAVQ,1,49.61041523,38,MALE,Yes,No,No,No,1B,30,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AAVR,0,82.61827268,44,MALE,Yes,No,No,No,1B,25,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AAVS,0,59.93358977,56,MALE,Yes,No,No,No,1B,105,N,M,N,N,Negative,1,TCGA-DD TCGA-DD-AAVU,1,53.58845383,46,MALE,Yes,No,No,No,2,NA,NA,P,Y,N,NA,NA,TCGA-DD TCGA-DD-AAVV,0,80.71144426,56,MALE,Yes,No,No,No,2,40,N,P,Y,N,Negative,2,TCGA-DD TCGA-DD-AAVW,0,76.17450768,35,MALE,Yes,No,No,No,1B,22,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AAVX,1,12.92040635,38,MALE,Yes,No,No,No,2,65,N,W,Y,N,Negative,4,TCGA-DD TCGA-DD-AAVY,0,64.76641352,56,MALE,No,No,No,No,3A,205,Y,M,Y,N,Negative,0,TCGA-DD TCGA-DD-AAVZ,0,62.46506888,38,MALE,Yes,No,No,No,1B,32,N,M,N,N,Negative,4,TCGA-DD TCGA-DD-AAW1,0,65.39106421,55,MALE,No,No,No,No,3A,68,Y,P,Y,N,Negative,4,TCGA-DD TCGA-DD-AAW2,1,12.85465365,69,MALE,No,No,No,Yes,NA,NA,N,M,N,N,NA,NA,TCGA-DD TCGA-DD-AAW3,0,53.68708288,69,MALE,No,No,No,No,1B,31,N,M,N,N,Negative,0,TCGA-DD TCGA-ED-A459,0,29.91748036,47,MALE,NA,NA,NA,NA,1B,60,N,M,N,N,Negative,NA,TCGA-ED TCGA-ED-A4XI,0,26.92573232,58,MALE,No,No,No,No,1B,30,N,P,N,N,Negative,NA,TCGA-ED TCGA-ED-A5KG,1,3.616398724,60,FEMALE,No,No,No,No,1B,50,N,M,N,N,Negative,NA,TCGA-ED TCGA-ED-A627,0,13.90669691,74,MALE,No,No,Yes,No,1B,75,N,M,N,N,Negative,NA,TCGA-ED TCGA-ED-A66X,1,4.076667653,35,MALE,No,No,Yes,No,1B,100,N,P,N,N,Negative,NA,TCGA-ED TCGA-ED-A66Y,0,9.731400204,51,FEMALE,No,No,No,No,1B,60,N,P,N,N,Negative,NA,TCGA-ED TCGA-ED-A7PX,0,0.197258112,48,FEMALE,No,No,No,No,2,50,N,P,Y,N,Negative,NA,TCGA-ED TCGA-ED-A7PY,0,12.8217773,20,FEMALE,No,No,No,No,2,50,N,P,Y,N,Negative,NA,TCGA-ED TCGA-ED-A7PZ,0,0.197258112,61,MALE,No,No,No,No,2,90,N,P,Y,N,Negative,NA,TCGA-ED TCGA-ED-A7XO,1,8.613604234,29,MALE,No,No,No,No,3A,70,Y,M,N,N,Negative,NA,TCGA-ED TCGA-ED-A7XP,1,6.147877831,53,FEMALE,No,No,No,No,2,40,Y,P,N,N,Negative,NA,TCGA-ED TCGA-ED-A8O5,0,13.34779893,59,FEMALE,No,No,No,No,1B,70,N,P,N,N,Negative,NA,TCGA-ED TCGA-ED-A8O6,0,1.841075714,50,FEMALE,No,No,No,No,1B,22,N,P,N,N,Negative,NA,TCGA-ED TCGA-EP-A12J,0,18.73952066,62,MALE,No,Yes,No,No,1B,27,N,W,N,N,Negative,4,TCGA-EP TCGA-EP-A26S,0,19.98882204,70,MALE,No,No,Yes,No,1B,42,N,M,N,N,Negative,0,TCGA-EP TCGA-EP-A2KA,1,9.632771148,52,FEMALE,No,No,No,No,3A,120,Y,P,Y,N,Negative,1,TCGA-EP TCGA-EP-A2KB,1,5.293092678,46,FEMALE,No,Yes,Yes,No,1B,24,N,W,N,N,Negative,4,TCGA-EP TCGA-EP-A2KC,0,0.624650689,62,MALE,No,Yes,No,No,1B,30,N,P,N,N,Negative,4,TCGA-EP TCGA-EP-A3RK,1,10.52043265,73,MALE,No,No,Yes,No,3A,87,Y,M,Y,N,Negative,NA,TCGA-EP TCGA-FV-A23B,1,47.76933951,70,FEMALE,No,Yes,No,No,2,45,Y,W,NA,NA,Negative,4,TCGA-FV TCGA-FV-A2QQ,0,23.96686064,80,MALE,No,No,Yes,No,4A,70,N,M,N,N,Negative,4,TCGA-FV TCGA-FV-A2QR,1,18.44363349,75,MALE,No,No,No,No,3A,90,Y,W,NA,NA,Negative,1,TCGA-FV TCGA-FV-A3I1,0,8.120458954,81,FEMALE,No,No,Yes,No,2,40,N,P,Y,N,Negative,0,TCGA-FV TCGA-FV-A3R2,0,6.378012296,75,MALE,No,No,No,No,1B,80,N,M,N,N,Negative,0,TCGA-FV TCGA-FV-A3R3,0,12.03274485,38,FEMALE,No,No,No,No,1B,180,N,M,N,N,Negative,0,TCGA-FV TCGA-FV-A495,0,0.032876352,51,FEMALE,No,Yes,No,No,1B,45,N,M,N,N,Negative,2,TCGA-FV TCGA-FV-A496,0,0.32876352,84,FEMALE,No,No,No,No,1B,115,N,M,N,N,Negative,0,TCGA-FV TCGA-FV-A4ZQ,0,0.394516224,52,MALE,No,Yes,No,No,1B,95,N,M,N,N,Negative,4,TCGA-FV TCGA-G3-A25S,1,1.216425025,64,MALE,No,No,Yes,No,2,120,N,M,Y,N,Positive,4,TCGA-G3 TCGA-G3-A25T,1,14.86011112,45,FEMALE,No,Yes,No,No,1B,98,N,M,N,N,Negative,0,TCGA-G3 TCGA-G3-A25U,0,53.78571194,63,FEMALE,Yes,No,No,No,1B,73,N,M,N,N,Negative,NA,TCGA-G3 TCGA-G3-A25V,1,16.07653615,68,MALE,No,No,Yes,No,1A,15,N,M,N,N,Negative,4,TCGA-G3 TCGA-G3-A25W,0,30.73938916,79,FEMALE,No,No,No,No,3B,110,N,M,NA,Y,Negative,0,TCGA-G3 TCGA-G3-A25X,0,58.48703028,73,MALE,Yes,No,No,No,3A,65,Y,P,N,N,Negative,2,TCGA-G3 TCGA-G3-A25Z,0,21.53401059,58,MALE,Yes,No,No,No,1B,30,N,M,N,N,Negative,3,TCGA-G3 TCGA-G3-A3CH,1,3.813656837,53,MALE,Yes,No,No,No,3A,70,Y,P,Y,Y,Negative,4,TCGA-G3 TCGA-G3-A3CI,0,5.917743367,71,MALE,No,No,No,Yes,1B,65,N,M,N,N,Negative,NA,TCGA-G3 TCGA-G3-A3CJ,1,9.731400204,52,MALE,No,Yes,No,No,2,120,N,M,Y,N,Negative,NA,TCGA-G3 TCGA-G3-A3CK,0,19.23266594,61,MALE,Yes,No,No,No,2,25,N,M,Y,N,Negative,4,TCGA-G3 TCGA-G3-A5SJ,1,10.12591643,59,MALE,No,Yes,Yes,No,1B,23,N,M,N,N,Negative,3,TCGA-G3 TCGA-G3-A5SK,1,15.87927804,58,MALE,No,Yes,No,No,1B,30,N,W,N,N,Positive,4,TCGA-G3 TCGA-G3-A5SL,0,20.41621462,70,MALE,No,No,Yes,No,2,55,N,M,Y,N,Negative,0,TCGA-G3 TCGA-G3-A5SM,1,8.284840714,58,MALE,No,Yes,Yes,No,2,27,N,P,Y,N,Positive,4,TCGA-G3 TCGA-G3-A6UC,1,21.00798895,65,MALE,No,No,Yes,No,2,25,Y,M,Y,N,Negative,4,TCGA-G3 TCGA-G3-A7M5,0,14.69572936,76,MALE,No,No,Yes,No,1B,150,N,M,N,N,Negative,0,TCGA-G3 TCGA-G3-A7M6,1,9.632771148,60,FEMALE,No,Yes,No,No,1B,25,N,P,N,N,Negative,2,TCGA-G3 TCGA-G3-A7M7,0,11.86836309,65,MALE,No,No,Yes,No,1B,37,N,W,N,N,Negative,3,TCGA-G3 TCGA-G3-A7M8,0,14.13683138,31,MALE,No,No,Yes,No,1B,21,N,W,N,N,Negative,4,TCGA-G3 TCGA-G3-AAV0,0,15.64914357,58,MALE,Yes,No,No,No,1B,55,N,M,N,N,Negative,0,TCGA-G3 TCGA-G3-AAV1,1,1.61094125,51,MALE,Yes,No,No,No,3B,50,N,P,Y,Y,Negative,4,TCGA-G3 TCGA-G3-AAV2,0,12.23000296,50,MALE,No,Yes,Yes,No,1B,65,N,W,N,N,Negative,4,TCGA-G3 TCGA-G3-AAV4,0,0.887661505,83,FEMALE,Yes,No,No,No,1B,80,N,W,N,N,Negative,3,TCGA-G3 TCGA-G3-AAV6,1,1.44655949,53,FEMALE,No,No,No,No,3A,150,Y,P,Y,N,Positive,0,TCGA-G3 TCGA-G3-AAV7,0,11.86836309,38,MALE,Yes,No,No,No,2,27,N,M,Y,N,Negative,4,TCGA-G3 TCGA-GJ-A3OU,1,28.89831344,59,MALE,No,No,Yes,Yes,1B,27,N,M,N,N,Negative,4,TCGA-GJ TCGA-GJ-A6C0,0,1.019166913,75,FEMALE,No,No,No,No,2,142,N,M,Y,N,Negative,0,TCGA-GJ TCGA-K7-A5RF,1,6.739652168,64,MALE,No,Yes,No,No,NA,NA,N,W,N,N,NA,4,TCGA-K7 TCGA-K7-A5RG,0,17.06282671,66,MALE,No,Yes,Yes,No,1B,35,N,W,N,N,Negative,4,TCGA-K7 TCGA-K7-A6G5,0,16.83269224,66,MALE,Yes,Yes,Yes,No,1B,22,N,M,N,N,Negative,2,TCGA-K7 TCGA-LG-A9QC,0,13.97244962,48,MALE,No,No,No,No,2,90,N,M,Y,N,Negative,0,TCGA-LG TCGA-LG-A9QD,0,12.03274485,68,MALE,No,No,No,No,3A,150,Y,M,N,N,Negative,0,TCGA-LG TCGA-MI-A75C,0,9.567018444,64,MALE,No,Yes,No,No,1B,30,N,P,N,N,Negative,2,TCGA-MI TCGA-MI-A75E,0,16.66831048,61,MALE,No,Yes,Yes,No,3B,43,N,M,Y,N,Negative,2,TCGA-MI TCGA-MI-A75G,0,22.94769372,63,MALE,No,Yes,Yes,No,2,45,N,W,Y,N,Negative,4,TCGA-MI TCGA-MI-A75H,1,9.895781964,77,MALE,No,Yes,No,No,2,22,N,P,Y,N,Negative,4,TCGA-MI TCGA-MI-A75I,1,8.712233291,61,MALE,No,Yes,No,No,3A,53,Y,W,Y,N,Negative,NA,TCGA-MI TCGA-MR-A8JO,0,10.84919617,34,MALE,No,No,Yes,No,1B,135,N,P,N,N,Negative,0,TCGA-MR TCGA-NI-A4U2,1,3.484893316,71,MALE,No,No,Yes,No,3A,130,Y,W,Y,N,Negative,3,TCGA-NI TCGA-PD-A5DF,1,21.00798895,58,FEMALE,No,No,No,No,3B,210,N,M,Y,N,Negative,NA,TCGA-PD TCGA-QA-A7B7,1,2.89311898,48,MALE,Yes,No,No,No,3B,68,N,P,Y,N,Negative,0,TCGA-QA TCGA-RC-A6M3,0,0,24,MALE,NA,NA,NA,NA,2,152,N,P,Y,N,Negative,0,TCGA-RC TCGA-RC-A6M4,0,0.723279745,74,FEMALE,No,No,No,No,3A,190,Y,M,N,N,Positive,0,TCGA-RC TCGA-RC-A6M5,0,0.493145281,20,FEMALE,No,No,No,No,4A,100,N,M,N,N,Negative,0,TCGA-RC TCGA-RC-A6M6,0,0.295887168,75,MALE,No,No,Yes,No,2,115,N,P,Y,N,Positive,4,TCGA-RC TCGA-RC-A7SB,0,19.331295,53,MALE,Yes,No,No,No,2,25,Y,M,N,N,Negative,0,TCGA-RC TCGA-RC-A7SH,1,2.991748036,42,MALE,Yes,No,No,No,2,75,N,P,Y,N,Negative,3,TCGA-RC TCGA-RC-A7SK,1,10.25742184,59,MALE,No,Yes,No,No,2,40,N,M,Y,N,Negative,2,TCGA-RC TCGA-RG-A7D4,0,36.09823454,69,MALE,No,Yes,No,No,2,28,N,P,Y,N,Negative,3,TCGA-RG TCGA-T1-A6J8,0,0.756156097,68,MALE,No,No,Yes,No,NA,NA,N,M,N,N,NA,0,TCGA-T1 TCGA-UB-A7MB,1,1.578064898,24,MALE,No,No,No,No,2,49,Y,P,Y,N,Negative,0,TCGA-UB TCGA-UB-A7MC,1,11.80261038,59,MALE,Yes,No,Yes,No,3A,90,Y,P,Y,N,Negative,3,TCGA-UB TCGA-UB-A7ME,0,15.97790709,51,MALE,Yes,No,No,No,1B,35,N,M,N,N,Negative,2,TCGA-UB TCGA-UB-A7MF,1,4.372554821,56,MALE,Yes,Yes,No,No,3A,70,Y,M,Y,N,Negative,4,TCGA-UB TCGA-UB-AA0U,1,3.484893316,60,MALE,No,No,No,Yes,2,41,Y,M,N,N,Positive,0,TCGA-UB TCGA-UB-AA0V,0,10.32317454,69,FEMALE,No,No,No,No,1B,2.2,N,W,N,N,Negative,0,TCGA-UB TCGA-WQ-A9G7,0,0.986290561,71,FEMALE,No,No,No,No,3A,120,Y,P,N,N,Negative,0,TCGA-WQ TCGA-WQ-AB4B,1,8.975244107,62,MALE,No,No,Yes,Yes,2,30,N,M,Y,N,Negative,4,TCGA-WQ TCGA-WX-AA46,0,24.85452214,61,MALE,No,No,No,No,2,30,N,W,Y,N,Negative,0,TCGA-WX TCGA-WX-AA47,1,3.38626426,33,FEMALE,No,No,No,No,3A,140,Y,M,Y,Y,Negative,0,TCGA-WX TCGA-XR-A8TC,0,44.02143538,43,FEMALE,Yes,No,No,No,2,17,Y,M,N,N,Negative,4,TCGA-XR TCGA-XR-A8TE,1,6.904033928,16,MALE,No,No,No,No,3A,180,Y,W,N,N,Negative,0,TCGA-XR TCGA-XR-A8TF,1,7.594437321,74,MALE,Yes,No,No,No,1B,65,N,M,N,N,Negative,2,TCGA-XR TCGA-XR-A8TG,1,11.50672321,58,MALE,No,Yes,No,No,1B,25,N,P,N,N,Negative,4,TCGA-XR TCGA-YA-A8S7,1,13.08478811,68,MALE,No,Yes,No,No,3A,120,Y,P,N,N,Negative,3,TCGA-YA TCGA-ZP-A9CV,1,35.76947102,59,MALE,No,Yes,Yes,No,1A,20,N,W,N,N,Negative,4,TCGA-ZP TCGA-ZP-A9CY,0,25.7093073,66,FEMALE,No,No,No,Yes,1B,28,N,W,N,N,Negative,4,TCGA-ZP TCGA-ZP-A9CZ,0,23.21070454,72,MALE,Yes,No,No,No,1A,20,N,W,N,N,Negative,3,TCGA-ZP TCGA-ZP-A9D0,0,35.86810008,67,FEMALE,No,No,No,Yes,1B,140,N,W,N,N,Negative,0,TCGA-ZP TCGA-ZP-A9D1,0,0.690403393,56,FEMALE,No,No,No,Yes,1B,28,N,M,N,N,Negative,4,TCGA-ZP TCGA-ZP-A9D2,1,10.35605089,51,MALE,No,Yes,No,No,2,33,Y,M,N,N,Positive,4,TCGA-ZP TCGA-ZP-A9D4,0,12.98615906,64,FEMALE,No,No,No,No,1B,95,N,W,N,N,Negative,0,TCGA-ZP TCGA-ZS-A9CD,1,12.19712661,73,MALE,NA,NA,NA,NA,2,43,Y,M,N,N,Negative,4,TCGA-ZS TCGA-ZS-A9CE,1,29.32570602,79,FEMALE,NA,NA,NA,NA,2,95,N,W,Y,N,Negative,NA,TCGA-ZS TCGA-ZS-A9CF,1,20.9093599,64,MALE,No,No,No,No,3A,72,Y,M,Y,N,Negative,0,TCGA-ZS TCGA-ZS-A9CG,0,11.21083605,55,MALE,NA,NA,NA,NA,2,85,N,M,Y,N,Negative,0,TCGA-ZS