Table 2. Minimum performance of all programs.
DBP datasets | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Sequence-based | ||||||||||||
Programs | Distance Cutoff | Dataset | wAUC | mAUC | sAUC | tAUC | SEN | SPC | PPV | ACC | F1 | MCC |
DBS-Pred | 6 | RBscore_D381 | - | - | - | - | 0.418 | 0.781 | 0.214 | 0.736 | 0.283 | 0.154 |
ProteDNA | 6 | RBscore_D381 | - | - | - | - | 0.029 | 0.999 | 0.799 | 0.878 | 0.055 | 0.137 |
BindN+_DNA | 6 | New_D31 | 0.743 | 0.780 | 0.091 | 0.776 | 0.421 | 0.908 | 0.358 | 0.856 | 0.387 | 0.307 |
RNABindR | 6 | New_D31 | 0.731 | 0.753 | 0.116 | 0.779 | 0.648 | 0.759 | 0.246 | 0.747 | 0.356 | 0.280 |
RNABindRPlus | 6 | New_D31 | 0.707 | 0.732 | 0.117 | 0.759 | 0.229 | 0.956 | 0.390 | 0.878 | 0.289 | 0.236 |
DBS-PSSM | 5.5 | New_D31 | 0.688 | 0.728 | 0.111 | 0.748 | 0.541 | 0.825 | 0.265 | 0.795 | 0.356 | 0.273 |
RBscore_SVM | 6 | New_D31 | 0.684 | 0.703 | 0.104 | 0.737 | 0.000 | 1.000 | 0.000 | 0.892 | 0.000 | 0.000 |
BindN_DNA | 6 | Luscombe_D129 | 0.654 | 0.678 | 0.093 | 0.680 | 0.341 | 0.856 | 0.282 | 0.783 | 0.308 | 0.182 |
RBRIdent | 4.5 | New_D31 | 0.652 | 0.683 | 0.104 | 0.655 | 0.105 | 0.953 | 0.167 | 0.883 | 0.129 | 0.071 |
PPRInt | 4 | New_D31 | 0.652 | 0.691 | 0.105 | 0.690 | 0.450 | 0.799 | 0.148 | 0.774 | 0.222 | 0.155 |
xypan | 6 | DNABINDPROT_D54 | 0.635 | 0.628 | 0.109 | 0.641 | 0.092 | 0.982 | 0.469 | 0.850 | 0.153 | 0.156 |
PRNA | 6 | New_D31 | 0.626 | 0.653 | 0.110 | 0.646 | 0.336 | 0.866 | 0.234 | 0.809 | 0.276 | 0.173 |
PRBR | 6 | ProteDNA_D253 | 0.612 | 0.587 | 0.139 | 0.602 | 0.317 | 0.824 | 0.362 | 0.702 | 0.338 | 0.148 |
Predict_RBP | 4.5 | New_D31 | 0.534 | 0.554 | 0.130 | 0.556 | 0.000 | 1.000 | 0.000 | 0.917 | 0.000 | 0.000 |
Structure-based | ||||||||||||
DISPLAR | 6 | New_D31 | - | - | - | - | 0.359 | 0.939 | 0.416 | 0.876 | 0.386 | 0.318 |
DNABINDPROT | 5.5 | BindN_D62 | - | - | - | - | 0.075 | 0.929 | 0.233 | 0.737 | 0.113 | 0.005 |
RBscore | 6 | New_D31 | 0.837 | 0.839 | 0.089 | 0.843 | 0.438 | 0.918 | 0.395 | 0.866 | 0.415 | 0.341 |
aaRNA | 6 | New_D31 | 0.804 | 0.813 | 0.060 | 0.834 | 0.552 | 0.891 | 0.381 | 0.854 | 0.451 | 0.378 |
RNAProSite | 6 | Luscombe_D129 | 0.785 | 0.803 | 0.081 | 0.790 | 0.760 | 0.696 | 0.290 | 0.705 | 0.420 | 0.329 |
DNABind | 6 | RBscore_D381 | 0.765 | 0.798 | 0.152 | 0.774 | 0.614 | 0.898 | 0.492 | 0.859 | 0.546 | 0.467 |
KYG | 6 | DNABINDPROT_D54 | 0.707 | 0.703 | 0.074 | 0.712 | 0.444 | 0.802 | 0.281 | 0.749 | 0.344 | 0.206 |
RBP datasets | ||||||||||||
Sequence-based | ||||||||||||
DBS-Pred | 6 | aaRNA_R141 | - | - | - | - | 0.359 | 0.790 | 0.190 | 0.738 | 0.248 | 0.116 |
ProteDNA | 4.5 | Sungwook_R267 | - | - | - | - | 0.001 | 0.999 | 0.140 | 0.888 | 0.002 | 0.003 |
RNABindRPlus | 6 | RNABindR_R111 | 0.738 | 0.725 | 0.113 | 0.720 | 0.321 | 0.914 | 0.316 | 0.848 | 0.319 | 0.233 |
RNABindR | 6 | New_R15 | 0.733 | 0.756 | 0.093 | 0.737 | 0.661 | 0.681 | 0.279 | 0.678 | 0.393 | 0.258 |
RBscore_SVM | 6 | New_R15 | 0.687 | 0.697 | 0.135 | 0.697 | 0.046 | 0.987 | 0.396 | 0.839 | 0.083 | 0.090 |
DBS-PSSM | 5.5 | New_R15 | 0.670 | 0.695 | 0.089 | 0.672 | 0.473 | 0.780 | 0.277 | 0.734 | 0.349 | 0.207 |
RBRIdent | 4 | New_R15 | 0.670 | 0.699 | 0.127 | 0.671 | 0.169 | 0.952 | 0.313 | 0.863 | 0.219 | 0.160 |
PRBR | 6 | New_R15 | 0.667 | 0.680 | 0.112 | 0.664 | 0.305 | 0.877 | 0.317 | 0.787 | 0.311 | 0.185 |
BindN+_RNA | 6 | New_R15 | 0.667 | 0.687 | 0.089 | 0.672 | 0.378 | 0.835 | 0.300 | 0.763 | 0.334 | 0.194 |
PPRInt | 5.5 | New_R15 | 0.637 | 0.658 | 0.131 | 0.648 | 0.356 | 0.814 | 0.255 | 0.745 | 0.297 | 0.150 |
PRNA | 6 | New_R15 | 0.612 | 0.629 | 0.141 | 0.624 | 0.295 | 0.865 | 0.290 | 0.775 | 0.293 | 0.159 |
xypan | 6 | New_R15 | 0.609 | 0.631 | 0.106 | 0.620 | 0.115 | 0.981 | 0.534 | 0.845 | 0.189 | 0.193 |
BindN_RNA | 4 | New_R15 | 0.608 | 0.642 | 0.121 | 0.626 | 0.324 | 0.842 | 0.209 | 0.783 | 0.254 | 0.139 |
Predict_RBP | 6 | New_R15 | 0.568 | 0.581 | 0.155 | 0.576 | 0.022 | 1.000 | 1.000 | 0.846 | 0.043 | 0.136 |
Structure-based | ||||||||||||
DISPLAR | 6 | Sungwook_R267 | - | - | - | - | 0.214 | 0.956 | 0.433 | 0.856 | 0.287 | 0.234 |
DNABINDPROT | 5 | Sungwook_R3149 | - | - | - | - | 0.038 | 0.948 | 0.239 | 0.677 | 0.066 | -0.029 |
DR_bind1 | 4.5 | meta2_R44 | - | - | - | - | 0.285 | 0.942 | 0.655 | 0.758 | 0.397 | 0.311 |
RBscore | 6 | KYG_R86 | 0.830 | 0.845 | 0.095 | 0.862 | 0.502 | 0.936 | 0.697 | 0.837 | 0.584 | 0.496 |
RNAProSite | 6 | meta2_R44 | 0.801 | 0.805 | 0.101 | 0.798 | 0.675 | 0.770 | 0.573 | 0.740 | 0.620 | 0.427 |
aaRNA | 5.5 | New_R15 | 0.780 | 0.785 | 0.070 | 0.777 | 0.539 | 0.854 | 0.396 | 0.806 | 0.457 | 0.348 |
KYG | 6 | Sungwook_R267 | 0.685 | 0.690 | 0.073 | 0.685 | 0.362 | 0.816 | 0.235 | 0.755 | 0.285 | 0.150 |
DNABind | 4.5 | Sungwook_R267 | 0.570 | 0.608 | 0.149 | 0.600 | 0.260 | 0.827 | 0.169 | 0.759 | 0.205 | 0.073 |
-: binary predictors and AUC not applicable.