GDSC
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | GDSC2 unseen drugs (Drug) | AUROC84.6 | 14 | |
| Molecule-Cell Interaction | GDSC 2 | Accuracy94.1 | 13 | |
| Drug Response Prediction | GDSC2 (Total) | RMSE0.058 | 12 | |
| Drug Response Prediction | GDSC2 (Drug) | RMSE0.0523 | 12 | |
| Drug Response Prediction | GDSC NSCLC (Trametinib) v1 (test) | RMSE2.17 | 10 | |
| Drug Response Prediction | GDSC v2 (test) | PCC0.5316 | 10 | |
| Drug Response Prediction | GDSC2 Unseen pairs (n=4,219) v1.0 | R2 Score0.261 | 7 | |
| Regression | GDSC2 unseen drugs | R^20.022 | 7 | |
| Regression | GDSC2 unseen cell lines | R^20.692 | 7 | |
| Classification | GDSC2 (unseen cell lines) | AUROC98.2 | 7 | |
| Regression | GDSC1 | R^20.475 | 7 | |
| Classification | GDSC1 | AUROC91.4 | 7 | |
| Drug response prediction | GDSC (Disjoint–set) | RMSE2.4532 | 5 | |
| Drug response prediction | GDSC (Drug–blind) | RMSE2.5152 | 5 | |
| Drug response prediction | GDSC (Cell line–blind) | RMSE1.2448 | 5 | |
| Drug response prediction | GDSC (Random) | RMSE0.9059 | 5 |
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