Drug Response Prediction on GDSC v2 (test)
0.5316PCCTransEDRP
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TransEDRPCondition=+MSDA2023.10 | 0.5316 | 0.0044 | 0.53 | 0.0254 | — | |
| GratransDRPCondition=+MSDA2023.10 | 0.5103 | 0.0039 | 0.5073 | 0.0224 | — | |
| TransEDRPCondition=Original2023.10 | 0.506 | 0.0052 | 0.5039 | 0.0295 | — | |
| DeepCDRCondition=+MSDA2023.10 | 0.4946 | 0.0039 | 0.4954 | 0.0281 | — | |
| GraphDRPCondition=+MSDA2023.10 | 0.4898 | 0.0042 | 0.4888 | 0.0263 | — | |
| GratransDRPCondition=Original2023.10 | 0.4848 | 0.005 | 0.4851 | 0.0241 | — | |
| DeepCDRCondition=Original2023.10 | 0.4442 | 0.0048 | 0.4391 | 0.0358 | — | |
| GraphDRPCondition=Original2023.10 | 0.4402 | 0.0056 | 0.4447 | 0.0337 | — | |
| tCNNsCondition=+MSDA2023.10 | 0.3709 | 0.008 | 0.3648 | 0.0054 | — | |
| tCNNsCondition=Original2023.10 | 0.2073 | 0.0421 | 0.2032 | 0.0023 | — | |
| Cell-mean priorDescription=no observations, Zero-shot=true2026.05 | — | — | — | — | 0.645 | |
| DummyDrugAvgDescription=drug mean predictor, Zero-shot=true2026.05 | — | — | — | — | 0 | |
| Estimated within-assay replicate concordanceDescription=Within-protocol noise ceiling2026.05 | — | — | — | — | 0.754 | |
| Profile concordanceDescription=nearest-drug transfer baseline, Zero-shot=true2026.05 | — | — | — | — | 0.528 | |
| Response matchingK=50, Blended=true, N=5, Zero-shot=false, Evaluation protocol=K pilot measurements, CV blend weight (w)=0.62026.05 | — | — | — | — | 0.701 |