Research Article
RF-Phos: A Novel General Phosphorylation Site Prediction Tool Based on Random Forest
Table 6
Scoring metrics using 10-fold cross validation.
| Methods | Residue = S | AUC | Sen (%) | Sp (%) | MCC |
| NetPhosK | 0.63 | 50.9 | 67.8 | 0.08 | GPS 2.1 | 0.74 | 33.1 | 93.3 | 0.20 | Swaminathan | 0.70 | 31.3 | 88.7 | 0.13 | NetPhos | 0.70 | 34.1 | 86.7 | 0.12 | PPRED | 0.75 | 32.3 | 91.6 | 0.17 | Musite | 0.81 | 41.4 | 93.7 | 0.25 | PhosphoSVM | 0.84 | 44.4 | 94.0 | 0.30 | RF-Phos | 0.88 | 84.0 | 85.0 | 0.65 |
| Methods | Residue = T | AUC | Sen (%) | Sp (%) | MCC |
| NetPhosK | 0.60 | 62.0 | 56.8 | 0.07 | GPS 2.1 | 0.70 | 38.1 | 92.3 | 0.20 | Swaminathan | 0.72 | 28.0 | 92.5 | 0.14 | NetPhos | 0.66 | 34.3 | 83.7 | 0.09 | PPRED | 0.73 | 30.3 | 91.0 | 0.13 | Musite | 0.78 | 33.8 | 94.8 | 0.22 | PhosphoSVM | 0.82 | 37.3 | 95.0 | 0.25 | RF-Phos | 0.90 | 83.0 | 94.0 | 0.70 |
| Methods | Residue = Y | AUC | Sen (%) | Sp (%) | MCC |
| NetPhosK | 0.60 | 39.5 | 74.2 | 0.08 | GPS 2.1 | 0.61 | 34.5 | 78.9 | 0.08 | Swaminathan | 0.62 | 60.5 | 57.0 | 0.09 | NetPhos | 0.65 | 34.7 | 84.5 | 0.13 | PPRED | 0.70 | 43.0 | 82.7 | 0.17 | Musite | 0.72 | 38.4 | 86.7 | 0.18 | PhosphoSVM | 0.74 | 41.9 | 87.3 | 0.21 | RF-Phos | 0.91 | 83.0 | 88.0 | 0.70 |
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