Patient drug response prediction on I-SPY2 Trial (External)
66.1AUROCPREDIKTOR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PREDIKTORKnowledge Graph Information=Yes, Gene-level Transfer=Yes, Setting=Zero-shot, Trained on=TCGA-Tissue split dataset2026.07 | 66.1 | 29.6 | 30.6 | |
| GeneFormer+ECFPKnowledge Graph Information=No, Gene-level Transfer=Yes, Setting=Zero-shot, Trained on=TCGA-Tissue split dataset2026.07 | 62.6 | 27.1 | 22.5 | |
| CSG2AKnowledge Graph Information=No, Gene-level Transfer=Yes, Setting=Zero-shot, Trained on=TCGA-Tissue split dataset2026.07 | 56.8 | 23.2 | 28.7 | |
| DeepTTAKnowledge Graph Information=No, Gene-level Transfer=No, Setting=Zero-shot, Trained on=TCGA-Tissue split dataset2026.07 | 55.9 | 21.9 | 17.2 | |
| DeepCDRKnowledge Graph Information=No, Gene-level Transfer=No, Setting=Zero-shot, Trained on=TCGA-Tissue split dataset2026.07 | 52.4 | 20.7 | 23 | |
| SVMKnowledge Graph Information=No, Gene-level Transfer=No, Setting=Zero-shot, Trained on=TCGA-Tissue split dataset2026.07 | 51.6 | 18.3 | 0 | |
| XGBoostKnowledge Graph Information=No, Gene-level Transfer=No, Setting=Zero-shot, Trained on=TCGA-Tissue split dataset2026.07 | 50.3 | 16.9 | 11.5 | |
| Random ForestKnowledge Graph Information=No, Gene-level Transfer=No, Setting=Zero-shot, Trained on=TCGA-Tissue split dataset2026.07 | 49.2 | 16.7 | 16.7 | |
| PrecilyKnowledge Graph Information=Yes, Gene-level Transfer=No, Setting=Zero-shot, Trained on=TCGA-Tissue split dataset2026.07 | 48 | 17.8 | 16.7 | |
| DRPreterKnowledge Graph Information=Yes, Gene-level Transfer=No, Setting=Zero-shot, Trained on=TCGA-Tissue split dataset2026.07 | 45.7 | 17.4 | 19.9 |