Table 2.
Performance comparisons of DisoFLAG and other predictors on the DP93 independent test dataset
| Prediction | Methoda | AUC | AUPR | Fmax | MCC | BACC |
|---|---|---|---|---|---|---|
| Protein binding | DisoFLAG | 0.839 | 0.340 | 0.434 | 0.370 | 0.768 |
| fIDPnnb | 0.817 | 0.277 | 0.427 | 0.357 | 0.758 | |
| DeepDISOBindb | 0.808 | 0.384 | 0.438 | 0.361 | 0.727 | |
| DisoRDPbindb | 0.780 | 0.243 | 0.395 | 0.335 | 0.752 | |
| ANCHOR-2c | 0.741 | 0.222 | 0.359 | 0.277 | 0.705 | |
| MoRFchibi-Lightb | 0.729 | 0.269 | 0.311 | 0.210 | 0.664 | |
| SPOT-MoRFc | 0.721 | 0.223 | 0.296 | 0.207 | 0.658 | |
| MoRFchibi-Webb | 0.688 | 0.243 | 0.280 | 0.173 | 0.629 | |
| DNA binding | DisoFLAG | 0.896 | 0.053 | 0.152 | 0.181 | 0.821 |
| fIDPnnb | 0.812 | 0.069 | 0.160 | 0.161 | 0.805 | |
| DisoRDPbindb | 0.703 | 0.035 | 0.125 | 0.124 | 0.663 | |
| DeepDISOBindb | 0.696 | 0.010 | 0.025 | 0.060 | 0.689 | |
| RNA binding | DisoFLAG | 0.908 | 0.127 | 0.207 | 0.222 | 0.850 |
| DeepDISOBindb | 0.823 | 0.163 | 0.338 | 0.327 | 0.765 | |
| fIDPnnb | 0.816 | 0.061 | 0.126 | 0.190 | 0.797 | |
| DisoRDPbindb | 0.526 | 0.019 | 0.044 | 0.027 | 0.541 | |
| Ion binding | DisoFLAG | 0.700 | 0.013 | 0.028 | 0.069 | 0.695 |
| Lipid binding | DisoFLAG | 0.861 | 0.251 | 0.304 | 0.328 | 0.771 |
| DisoLipPredb | 0.644 | 0.029 | 0.070 | 0.065 | 0.615 | |
| Flexible linker | DisoFLAG | 0.897 | 0.273 | 0.403 | 0.389 | 0.833 |
| TransDFLc | 0.781 | 0.221 | 0.206 | 0.166 | 0.730 | |
| fIDPnnb | 0.712 | 0.046 | 0.093 | 0.102 | 0.666 | |
| DFLpredb | 0.635 | 0.046 | 0.095 | 0.081 | 0.615 |
aThe evaluation results of the comparative methods were calculated based on the results obtained by running their respective web serversb and standalone packagesc. Predictors in each prediction are sorted by their AUC value