No | PMID | Method | Description | Ethnicity | Validation type | Data source | Sample size | Performance in train set | Performance in validation set | |||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Train | Validation | Train | Validation | Total | AUC | C-index | AUC | C-index | ||||||
1 |  | Cox | mRNA and age-based model | Tans-ethnic | External | TCGARNAseq, TCGAmicroarray | CGGA693 GSE16011 | 143 + 372 | 190 + 95 | 800 | AUC18-month = 0.79 | 0.62 | AUC18-month = 0.70 | 0.60 |
2 | 34830935 | Cox | neutrophil-to-lymphocyte ratio |  |  | Local |  | 85 |  | 85 | AUCNLR = 0.58AUCdNLR = 0.62 |  |  |  |
3 | 35610333 | SVM, Cox | Multi-omics data | Â | Internal | Local | Local | 404 | 112 | 516 | 0.75 | 0.75 | 0.63 | Â |
4 | 31632497 | Cox | mRNA-based model | Tans-ethnic | Internal, External | TCGARNA-seq | TCGAmicroarray, GEO, CGGA, Local | 195 | 529, 54, 144, 178 | 905 | 0.82 | Â | Â | Â |
5 | 31921684 | Cox, LASSO | mRNA-based model | Tans-ethnic | External | CGGA | TCGARNAseq TCGAmicroarry | 105 | 139 386 | 630 | AUC12-month = 0.78 |  | AUC12-month = 0.74 |  |
6 | 32851059 | Cox | Lnc-RNA-based model | Tans-ethnic | External | TCGA CGGA325 | CGGA693 |  |  |  | AUC12-month = 0.74 AUC36-month = 0.87 |  | AUC12-month = 0.55 AUC36-month = 0.73 |  |
7 | 31167648 | Cox | MGMT promoter methylation | Â | Â | Local | Â | 111 | Â | 111 | 0.77 | Â | Â | Â |
8 | 35153659 | LASSO Cox | MRI and clinical features | Tans-ethnic | Internal | TCGA Local | Â | 100 | 42 | 142 | Â | 0.84 | Â | 0.80 |