Table 4. Performance of off-rate classification models for the detection of stabilizing mutations.
A | ||||||||
Descriptor type | Off-rate prediction model | TPR | FPR | MCC | F1 | ACC | Spec | Prec |
Hotspot+Molecular | RFSpot+MOL | 0.839 | 0.023 | 0.815 | 0.839 | 0.959 | 0.977 | 0.839 |
Hotspot | RFSpot_KFC2 | 0.806 | 0.028 | 0.778 | 0.806 | 0.951 | 0.972 | 0.806 |
Hotspot | RFSpot | 0.742 | 0.028 | 0.735 | 0.767 | 0.943 | 0.972 | 0.793 |
Hotspot+Molecular | RFSpot_KFC2+MOL | 0.677 | 0.019 | 0.723 | 0.750 | 0.943 | 0.981 | 0.840 |
Hotspot | KFC2a | 0.613 | 0.023 | 0.659 | 0.691 | 0.931 | 0.977 | 0.792 |
Molecular | MOL | 0.581 | 0.019 | 0.653 | 0.679 | 0.931 | 0.981 | 0.818 |
Hotspot+Molecular | Hotpoint2+MOL | 0.548 | 0.019 | 0.629 | 0.654 | 0.927 | 0.981 | 0.810 |
Hotspot+Molecular | KFC2b+MOL | 0.548 | 0.019 | 0.629 | 0.654 | 0.927 | 0.981 | 0.810 |
Hotspot | Hotpoint2 | 0.484 | 0.009 | 0.621 | 0.625 | 0.927 | 0.991 | 0.882 |
Hotspot+Molecular | KFC2a+MOL | 0.516 | 0.019 | 0.604 | 0.627 | 0.922 | 0.981 | 0.800 |
Hotspot+Molecular | Hotpoint1+MOL | 0.452 | 0.019 | 0.552 | 0.571 | 0.914 | 0.981 | 0.778 |
Hotspot | KFC2b | 0.516 | 0.033 | 0.551 | 0.593 | 0.910 | 0.967 | 0.696 |
Molecular | CP | 0.355 | 0.005 | 0.539 | 0.512 | 0.914 | 0.995 | 0.917 |
Molecular | PB | 0.419 | 0.019 | 0.524 | 0.542 | 0.910 | 0.981 | 0.765 |
Molecular | CP_AP | 0.323 | 0.005 | 0.510 | 0.476 | 0.910 | 0.995 | 0.909 |
Hotspot | Hotpoint1 | 0.387 | 0.019 | 0.496 | 0.511 | 0.906 | 0.981 | 0.750 |
Molecular | AP | 0.355 | 0.028 | 0.428 | 0.458 | 0.894 | 0.972 | 0.647 |
(A) Shows classification accuracy measures for the for the detection of stabilizing mutations (Δlog10(koff) <−1) from destabilizing mutations (Δlog10(koff) >1). This dataset contains 31 stabilizing mutants and 213 destabilizing mutants (referred to as CDS2). (B) Shows results for the detection of stabilizing mutations (Δlog10(koff) <−1) from neutral to destabilizing mutations (Δlog10(koff) >0). This dataset contains 31 stabilizing mutants and 503 neutral to destabilizing mutants (referred to as CDS1).