Drug-Drug Interaction Prediction on DrugMap Target (Source: ZhangDDI) 2024
91.33F1 ScoreDisTrans70%
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DisTrans70%Source Dataset=ZhangDDI, Transfer Setting=IDHT, Training Data Ratio=70%2026.05 | 91.33 | 90.36 | — | — | — | |
| DisTrans30%Source Dataset=ZhangDDI, Transfer Setting=IDHT, Training Data Ratio=30%2026.05 | 90.02 | 86.51 | — | — | — | |
| CMRLSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 89.86 | 89.08 | — | — | — | |
| DisTrans50%Source Dataset=ZhangDDI, Transfer Setting=IDHT, Training Data Ratio=50%2026.05 | 89.52 | 88.78 | — | — | — | |
| CGIBSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 88.56 | 87.81 | — | — | — | |
| MMGNNSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 88.17 | 86.49 | — | — | — | |
| IGIB-ISESource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 87.67 | 86.79 | — | — | — | |
| CausalGIBSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 86.52 | 83.56 | — | — | — | |
| GATSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 85.93 | 84.74 | — | — | — | |
| MPNNSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 85.91 | 85.49 | — | — | — | |
| Meta-MolNetSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 85.61 | 83.63 | — | — | — | |
| GCNSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 85.53 | 84.19 | — | — | — | |
| BITSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 85.5 | 82.52 | — | — | — | |
| GINESource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 84.83 | 83.9 | — | — | — | |
| CIGINSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 82.92 | 79.81 | — | — | — | |
| SA-DDISource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 79.85 | 74.03 | — | — | — | |
| DisTrans70%Source Dataset=ITCM, Transfer Setting=CDT2026.05 | 71.26 | 65.32 | — | — | — | |
| DisTrans50%Source Dataset=ITCM, Transfer Setting=CDT2026.05 | 68.03 | 62.69 | — | — | — | |
| CGIBSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 67.37 | 54.94 | — | — | — | |
| CMRLSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 67.35 | 56.09 | — | — | — | |
| IGIB-ISESource Dataset=ITCM, Transfer Setting=CDT2026.05 | 67.03 | 52.22 | — | — | — | |
| Meta-MolNetSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 66.32 | 53.26 | — | — | — | |
| BITSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 65.85 | 56.32 | — | — | — | |
| SSI-DDISource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 65.77 | 62.32 | — | — | — | |
| MIRACLESource Dataset=ITCM, Transfer Setting=CDT2026.05 | 65.49 | 48.71 | — | — | — | |
| DSN-DDISource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 64.89 | 64.91 | — | — | — | |
| MIRACLESource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 64.42 | 58.56 | — | — | — | |
| DSN-DDISource Dataset=ITCM, Transfer Setting=CDT2026.05 | 63.27 | 62.97 | — | — | — | |
| CausalGIBSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 63.25 | 51.63 | — | — | — | |
| DisTrans30%Source Dataset=ITCM, Transfer Setting=CDT2026.05 | 63.25 | 59.97 | — | — | — | |
| MMGNNSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 57.91 | 51.33 | — | — | — | |
| GCNSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 51.52 | 59.53 | — | — | — | |
| MPNNSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 51.08 | 60.04 | — | — | — | |
| CIGINSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 50.24 | 63.44 | — | — | — | |
| SSI-DDISource Dataset=ITCM, Transfer Setting=CDT2026.05 | 49.21 | 46.92 | — | — | — | |
| GINESource Dataset=ITCM, Transfer Setting=CDT2026.05 | 48.45 | 59.72 | — | — | — | |
| GATSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 47.43 | 56.81 | — | — | — | |
| SA-DDISource Dataset=ITCM, Transfer Setting=CDT2026.05 | 32.31 | 48.31 | — | — | — | |
| BIT2026.05 | — | — | 86.32 | 87.52 | 84.65 | |
| CausalGIB2026.05 | — | — | 87.15 | 90.22 | 92.33 | |
| CGIB2026.05 | — | — | 88.43 | 94.57 | 93.25 | |
| CIGIN2026.05 | — | — | 82.33 | 82.33 | 75.76 | |
| CMRL2026.05 | — | — | 89.76 | 95.48 | 94.54 | |
| DisTransTransfer Ratio=30%2026.05 | — | — | 86.02 | 92.57 | 91.98 | |
| DisTransTransfer Ratio=50%2026.05 | — | — | 86.46 | 93.16 | 93.67 | |
| DisTransTransfer Ratio=70%2026.05 | — | — | 89.03 | 96.36 | 95.6 | |
| DSN-DDI2026.05 | — | — | 68.19 | 66.04 | 63.77 | |
| GAT2026.05 | — | — | 85.71 | 85.71 | 89.16 | |
| GCN2026.05 | — | — | 85.28 | 85.28 | 88.83 | |
| GINE2026.05 | — | — | 84.64 | 84.64 | 88.4 | |
| IGIB-ISE2026.05 | — | — | 89.49 | 92.77 | 93.02 | |
| Meta-MolNet2026.05 | — | — | 85.36 | 87.41 | 85.36 | |
| MIRACLE2026.05 | — | — | 60.46 | 64.8 | 62.01 | |
| MMGNN2026.05 | — | — | 85.22 | 85.23 | 77.94 | |
| MPNN2026.05 | — | — | 85.82 | 85.82 | 89.33 | |
| SA-DDI2026.05 | — | — | 78.13 | 85.45 | 81.84 | |
| SSI-DDI2026.05 | — | — | 63.76 | 69.34 | 66.9 |