TCGA
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
TCGA-BRCA
90Accuracy
11
TCGA (test)
45Mean DPE
11
TCGA-Invasion
81.64Accuracy
11
TCGA Slide-level
97.2AUC
11
TCGA-Lung
89.34Accuracy
10
TCGA-LIHC (5-fold cross-validation)
0.739C-Index
10
TCGA cohorts (BLCA, BRCA, GBMLGG, LUAD, UCEC) Downstream tasks
89.86Accuracy (BLCA Cohort)
10
TCGA-SARC
0.602C-Index
10
TCGA-CESC
0.697C-Index
10
TCGA-LIHC
0.759C-Index
10
TCGA-HNSC
0.657C-Index
10
TCGA-STES
0.671C-Index
10
TCGA-LUNG
0.584C-Index
10
TCGA-KIPAN
0.823C-Index
10
TCGA (test)
0.769F1 (Good prognosis)
10
TCGA
2.5Compression Ratio
10
TCGA-LUNG
52.85Accuracy
10
TCGA-KIDNEY
0.555Accuracy
10
TCGA-ESCA
57.5Accuracy
10
TCGA (The Cancer Genome Atlas) (5-fold cross-val)
0.758C-index
10
TCGA BLCA, UCEC, LUAD, BRCA
0.677Average C-Index
9
TCGA BLCA, UCEC, LUAD, BRCA (sequential cohorts)
0.635Average C-Index (IPCW)
9
TCGA (test)
2.8Average Rank
9
TCGA-ESCA
71.83AUC
9
TCGA-OMICS mRNA, miRNA, RPPA (M, I, R) (test)
0.657C-Index
9