Methods | Missing | Precision (%) | NPV (%) | Specificity (%) | FPR (%) | Recall (%) | FNR (%) | Accuracy (%) | MCC | AUC | F1Score |
---|---|---|---|---|---|---|---|---|---|---|---|
MmisP | 0 | 58.73 | 97.60 | 72.08 | 27.92 | 95.73 | 4.27 | 79.02 | 0.618 | 0.938 | 0.728 |
MutationAssessor | 80 | 51.20 | 93.32 | 63.58 | 36.42 | 89.35 | 10.65 | 71.30 | 0.485 | 0.864 | 0.651 |
MutationTaster | 1 | 29.47 | 100.00 | 1.03 | 98.97 | 100.0 | 0.00 | 29.99 | 0.055 | 0.760 | 0.455 |
PolyPhen2-HDIV | 39 | 48.61 | 93.29 | 60.12 | 39.88 | 89.71 | 10.29 | 68.88 | 0.457 | 0.863 | 0.630 |
PolyPhen2-HVAR | 39 | 57.00 | 91.52 | 73.42 | 26.58 | 83.82 | 16.18 | 76.50 | 0.527 | 0.877 | 0.679 |
DANN | 0 | 48.27 | 93.15 | 60.27 | 39.73 | 89.32 | 10.68 | 68.79 | 0.453 | 0.815 | 0.627 |
Eigen | 41 | 50.71 | 96.71 | 63.00 | 37.00 | 94.68 | 5.32 | 72.08 | 0.523 | 0.892 | 0.660 |
FATHMM-MKL | 0 | 37.57 | 95.04 | 33.97 | 66.03 | 95.73 | 4.27 | 52.09 | 0.311 | 0.793 | 0.540 |
M-CAP | 383 | 60.64 | 89.13 | 41.69 | 58.31 | 94.64 | 5.36 | 67.48 | 0.425 | 0.854 | 0.739 |
MetaLR | 10 | 68.35 | 90.19 | 85.07 | 14.93 | 77.70 | 22.30 | 82.91 | 0.606 | 0.901 | 0.727 |
MetaSVM | 10 | 69.52 | 90.68 | 85.67 | 14.33 | 78.78 | 21.22 | 83.65 | 0.623 | 0.904 | 0.739 |
PrimateAI | 41 | 81.74 | 78.18 | 96.76 | 3.24 | 34.94 | 65.06 | 78.63 | 0.436 | 0.845 | 0.490 |