Table 1.
Performance of DSResSol in comparison with known existing models on first independent test set [25]. Note: Best performing method is in bold.
| Model | ACC | MMC | Selectivity (Soluble) |
Selectivity (Insoluble) |
Sensitivity (Soluble) |
Sensitivity (Insoluble) |
Gain (Soluble) |
Gain (Insoluble) |
|---|---|---|---|---|---|---|---|---|
| DSResSol (2) | 0.796 | 0.589 | 0.817 | 0.782 | 0.769 | 0.823 | 1.634 | 1.564 |
| DSResSol (1) | 0.751 | 0.508 | 0.786 | 0.722 | 0.691 | 0.813 | 1.572 | 1.445 |
| SoluProt | 0.682 | 0.382 | 0.701 | 0.670 | 0.722 | 0.643 | 1.403 | 1.342 |
| DeepSol S2 | 0.762 | 0.546 | 0.821 | 0.721 | 0.681 | 0.843 | 1.642 | 1.442 |
| DeepSol S3 | 0.760 | 0.543 | 0.801 | 0.725 | 0.707 | 0.822 | 1.602 | 1.451 |
| PaRSnIP | 0.720 | 0.472 | 0.761 | 0.723 | 0.698 | 0.743 | 1.522 | 1.446 |
| DeepSol S1 | 0.720 | 0.471 | 0.752 | 0.706 | 0.691 | 0.749 | 1.504 | 1.412 |
| PROSSO II | 0.638 | 0.345 | 0.671 | 0.682 | 0.693 | 0.662 | 1.342 | 1.365 |
| SCM | 0.600 | 0.214 | 0.650 | 0.572 | 0.422 | 0.773 | 1.301 | 1.145 |
| PROSO | 0.581 | 0.161 | 0.582 | 0.575 | 0.541 | 0.622 | 1.164 | 1.151 |
| CCSOL | 0.543 | 0.083 | 0.543 | 0.539 | 0.514 | 0.572 | 1.087 | 1.081 |
| RPSP | 0.520 | 0.032 | 0.522 | 0.517 | 0.447 | 0.588 | 1.044 | 1.035 |