Patient drug response prediction on TCGA Patient split
0.837AUROCPREDIKTOR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PREDIKTORvalidation=5-fold cross validation2026.07 | 0.837 | 0.829 | 0.773 | |
| Random Forestvalidation=5-fold cross validation2026.07 | 0.832 | 0.792 | 0.778 | |
| CSG2Avalidation=5-fold cross validation2026.07 | 0.832 | 0.806 | 0.762 | |
| GeneFormer+ECFPvalidation=5-fold cross validation2026.07 | 0.83 | 0.808 | 0.765 | |
| DeepTTAvalidation=5-fold cross validation2026.07 | 0.829 | 0.82 | 0.77 | |
| DeepCDRvalidation=5-fold cross validation2026.07 | 0.824 | 0.784 | 0.759 | |
| DRPretervalidation=5-fold cross validation2026.07 | 0.821 | 0.805 | 0.744 | |
| XGBoostvalidation=5-fold cross validation2026.07 | 0.818 | 0.776 | 0.77 | |
| Precilyvalidation=5-fold cross validation2026.07 | 0.811 | 0.782 | 0.733 | |
| SVMvalidation=5-fold cross validation2026.07 | 0.803 | 0.775 | 0.733 | |
| PREDIKTORvalidation=5-fold cross validation2026.07 | 0.603 | 0.595 | 0.615 | |
| DeepTTAvalidation=5-fold cross validation2026.07 | 0.58 | 0.562 | 0.409 | |
| CSG2Avalidation=5-fold cross validation2026.07 | 0.561 | 0.542 | 0.607 | |
| SVMvalidation=5-fold cross validation2026.07 | 0.548 | 0.54 | 0.487 | |
| GeneFormer+ECFPvalidation=5-fold cross validation2026.07 | 0.538 | 0.577 | 0.483 | |
| Random Forestvalidation=5-fold cross validation2026.07 | 0.534 | 0.531 | 0.526 | |
| Precilyvalidation=5-fold cross validation2026.07 | 0.533 | 0.52 | 0.649 | |
| XGBoostvalidation=5-fold cross validation2026.07 | 0.527 | 0.535 | 0.554 | |
| DRPretervalidation=5-fold cross validation2026.07 | 0.5 | 0.529 | 0.42 | |
| DeepCDRvalidation=5-fold cross validation2026.07 | 0.495 | 0.506 | 0.449 |