Deep learning predicts postsurgical recurrence of hepatocellular carcinoma from digital histopathologic images ,,,,,,,,,,,,,,,,,,,
"Rikiya Yamashita, Jin Long, Atif Saleem, Daniel L. Rubin, Jeanne Shen",,,,,,,,,,,,,,,,,,,
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Source data for: TCGA internal test set,,,,,,,,,,,,,,,,,,,
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id,event,time,risk_score,prediction,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-A9GT,1,35.60508926,0.275829285,1,51,MALE,Yes,Yes,Yes,No,1B,55,N,M,N,N,Negative,4,TCGA-2Y
TCGA-2Y-A9H8,1,13.08478811,-0.085943319,1,85,FEMALE,No,No,Yes,No,2,80,N,M,Y,Y,Negative,4,TCGA-2Y
TCGA-2Y-A9HB,0,8.54785153,0.317957222,1,66,MALE,No,No,Yes,No,2,26,N,M,Y,N,Negative,4,TCGA-2Y
TCGA-4R-AA8I,1,5.194463622,0.631271601,1,66,MALE,No,No,No,Yes,2,28,N,M,Y,N,Negative,4,TCGA-4R
TCGA-5R-AA1D,0,14.76148207,0.263354599,1,17,FEMALE,No,No,No,No,3A,110,Y,P,Y,N,Negative,0,TCGA-5R
TCGA-BC-A10Q,1,11.17795969,0.37523514,1,72,FEMALE,No,No,No,No,1B,100,N,M,N,N,Positive,NA,TCGA-BC
TCGA-BC-A10T,1,19.66005852,0.086089112,1,76,MALE,No,No,No,No,3A,105,Y,W,N,N,Positive,1,TCGA-BC
TCGA-BC-A10U,1,19.2655423,0.332786113,1,69,MALE,No,No,Yes,No,2,90,N,M,Y,N,Positive,0,TCGA-BC
TCGA-BC-A110,1,67.62665615,-0.147291332,0,51,FEMALE,No,No,Yes,No,1B,48,N,W,N,N,Negative,0,TCGA-BC
TCGA-BC-A112,0,5.030081862,-0.502780378,0,80,MALE,No,No,Yes,No,3A,110,Y,M,N,N,Negative,0,TCGA-BC
TCGA-CC-5264,0,3.353387908,0.30299139,1,71,MALE,NA,NA,NA,NA,3A,70,Y,M,N,N,NA,NA,TCGA-CC
TCGA-CC-A123,1,4.767071046,1.047772169,1,24,FEMALE,NA,NA,NA,NA,3A,100,Y,M,N,N,NA,NA,TCGA-CC
TCGA-CC-A5UE,1,5.753361607,1.167045712,1,48,MALE,No,No,Yes,No,3B,100,NA,M,N,N,Negative,NA,TCGA-CC
TCGA-CC-A8HV,1,4.898576454,0.730749607,1,51,FEMALE,No,No,No,No,3A,70,Y,M,N,N,Negative,NA,TCGA-CC
TCGA-CC-A9FS,1,3.583522372,0.257323027,1,55,MALE,No,No,Yes,No,2,30,Y,M,N,N,Negative,NA,TCGA-CC
TCGA-DD-A119,0,7.331426505,0.074672163,1,40,MALE,Yes,No,No,No,4B,160,Y,P,Y,N,Positive,0,TCGA-DD
TCGA-DD-A11A,0,2.597231811,-0.515734673,0,67,MALE,No,No,No,No,1B,140,N,P,N,N,Negative,0,TCGA-DD
TCGA-DD-A1EC,1,9.83002926,0.391370654,1,20,FEMALE,NA,NA,NA,NA,1B,132,N,P,N,N,Negative,0,TCGA-DD
TCGA-DD-A1ED,0,75.64848604,-0.458689392,0,68,MALE,No,No,Yes,No,1B,36,N,W,N,N,Negative,0,TCGA-DD
TCGA-DD-A1EF,1,12.9532827,-0.264240414,0,57,FEMALE,No,No,No,No,2,55,N,P,Y,N,Negative,2,TCGA-DD
TCGA-DD-A1EG,1,28.76680803,-0.022748878,1,76,MALE,No,No,Yes,Yes,1B,31,N,P,N,N,Negative,3,TCGA-DD
TCGA-DD-A1EH,1,3.945162245,0.072486423,1,23,MALE,Yes,No,No,No,3A,153,Y,P,Y,Y,Negative,3,TCGA-DD
TCGA-DD-A1EI,0,6.016372423,-1.019254923,0,46,MALE,Yes,No,No,No,1A,18,N,M,N,N,Negative,4,TCGA-DD
TCGA-DD-A39Y,0,5.621856199,-0.154675394,0,67,MALE,No,No,No,No,1B,108,N,P,N,N,Negative,0,TCGA-DD
TCGA-DD-A73D,1,19.46280041,0.31920141,1,68,FEMALE,No,Yes,No,No,2,48,N,W,Y,N,Negative,4,TCGA-DD
TCGA-DD-AACC,1,17.65460105,-0.710517883,0,61,MALE,Yes,No,No,No,1B,21,N,M,N,N,Negative,4,TCGA-DD
TCGA-DD-AACI,1,47.07893612,-1.409502506,0,69,MALE,NA,NA,NA,NA,2,55,N,P,Y,N,Negative,3,TCGA-DD
TCGA-DD-AACL,0,3.517769668,0.123562738,1,66,FEMALE,No,Yes,No,No,1B,35,N,P,N,N,Negative,NA,TCGA-DD
TCGA-DD-AACO,1,15.74777263,-0.042790655,1,40,MALE,Yes,No,No,No,1B,25,N,M,N,N,Negative,4,TCGA-DD
TCGA-DD-AACT,0,51.35286189,-0.338636428,0,69,FEMALE,Yes,No,No,No,1B,60,N,M,N,N,Negative,2,TCGA-DD
TCGA-DD-AADI,0,35.67084196,-0.480944782,0,43,FEMALE,Yes,No,No,No,1B,23,N,P,N,N,Negative,0,TCGA-DD
TCGA-DD-AADM,0,0.394516224,-0.1498373,0,58,MALE,Yes,No,Yes,No,2,30,Y,M,N,N,Negative,4,TCGA-DD
TCGA-DD-AAED,1,6.509517704,0.19958216,1,51,MALE,Yes,No,Yes,No,2,85,N,M,Y,N,Negative,2,TCGA-DD
TCGA-DD-AAEK,0,35.07906763,0.168709397,1,51,MALE,Yes,No,No,No,2,35,Y,M,N,N,Negative,4,TCGA-DD
TCGA-DD-AAW0,0,66.24584936,-0.188085482,0,54,MALE,Yes,No,No,No,1B,70,N,M,N,N,Negative,3,TCGA-DD
TCGA-ED-A82E,0,13.41355163,-0.038700271,1,60,FEMALE,No,No,No,No,3A,100,Y,M,Y,N,Negative,0,TCGA-ED
TCGA-EP-A3JL,0,9.961534668,0.709586382,1,76,MALE,No,No,Yes,No,1B,25,N,M,N,N,Negative,NA,TCGA-EP
TCGA-FV-A4ZP,0,81.73061117,-0.545273125,0,78,MALE,No,No,Yes,No,3A,110,Y,M,Y,Y,Positive,2,TCGA-FV
TCGA-G3-A25Y,1,11.67110497,0.206245169,1,52,FEMALE,Yes,No,No,No,1B,25,N,P,N,N,Negative,3,TCGA-G3
TCGA-G3-A5SI,1,11.44097051,0.551594973,1,44,MALE,No,Yes,No,No,2,34,Y,M,N,N,Negative,4,TCGA-G3
TCGA-G3-AAUZ,0,15.78064898,0.419243366,1,48,MALE,Yes,No,No,Yes,1B,44,N,W,N,N,Negative,1,TCGA-G3
TCGA-G3-AAV3,0,13.54505704,0.296236873,1,58,FEMALE,No,Yes,Yes,Yes,2,85,N,M,Y,N,Negative,4,TCGA-G3
TCGA-G3-AAV5,1,3.846533189,-0.229340956,0,67,MALE,No,No,Yes,No,2,175,N,M,Y,Y,Negative,4,TCGA-G3
TCGA-GJ-A9DB,0,2.202715587,-0.486518055,0,68,MALE,No,No,No,No,1B,60,N,M,N,N,Negative,3,TCGA-GJ
TCGA-LG-A6GG,0,12.72314824,0.024587084,1,79,FEMALE,No,No,No,No,2,85,N,M,Y,N,Negative,4,TCGA-LG
TCGA-NI-A8LF,0,26.26820528,-0.279022157,0,74,MALE,No,No,Yes,No,1B,65,N,P,N,N,Negative,NA,TCGA-NI
TCGA-O8-A75V,0,17.6874774,0.081654482,1,54,MALE,Yes,Yes,Yes,No,1B,24,N,M,N,N,Positive,4,TCGA-O8
TCGA-RC-A7S9,0,21.04086531,-0.00767493,1,47,FEMALE,Yes,No,No,No,1B,23,N,M,N,N,Negative,4,TCGA-RC
TCGA-RC-A7SF,1,16.50392872,0.071594097,1,66,MALE,No,Yes,No,No,1B,43,N,M,N,N,Negative,4,TCGA-RC
TCGA-UB-A7MD,0,1.709570306,0.203113571,1,67,MALE,No,Yes,Yes,No,2,53,N,P,Y,N,Negative,4,TCGA-UB
TCGA-WJ-A86L,0,11.34234145,-0.753170729,0,68,FEMALE,No,No,No,No,1B,35,N,M,N,N,Negative,0,TCGA-WJ
TCGA-WX-AA44,1,8.087582602,0.256865114,1,64,FEMALE,No,No,No,Yes,1B,35,N,P,N,N,Negative,4,TCGA-WX
TCGA-XR-A8TD,0,33.8626426,-0.701371789,0,49,FEMALE,No,No,No,No,NA,195,N,P,N,N,Negative,0,TCGA-XR