Table 1. Predictive performance of Phi and Psi angles based on different local window sizes using the PSI-BLAST profile.
Torsion angles | Local window size | Number of features | Number of support vectors | CC | RMSE | MAE |
Phi | 3 | 60 | 69370 | 0.455 | 49.25 | 31.44 |
5 | 100 | 69358 | 0.478 | 48.57 | 30.44 | |
7 | 140 | 69299 | 0.484 | 48.33 | 30.05 | |
9 | 180 | 69285 | 0.486 | 48.24 | 29.92 | |
11 | 220 | 69243 | 0.483 | 48.27 | 29.94 | |
13 | 260 | 69343 | 0.478 | 48.42 | 30.04 | |
15 | 300 | 69382 | 0.472 | 48.55 | 30.25 | |
17 | 340 | 69350 | 0.466 | 48.73 | 30.46 | |
19 | 380 | 69369 | 0.459 | 48.90 | 30.71 | |
21 | 420 | 69344 | 0.451 | 49.13 | 30.99 | |
Psi | 3 | 60 | 69955 | 0.469 | 80.79 | 63.33 |
5 | 100 | 69923 | 0.537 | 76.85 | 58.84 | |
7 | 140 | 69855 | 0.563 | 75.27 | 56.91 | |
9 | 180 | 69712 | 0.575 | 74.55 | 55.96 | |
11 | 220 | 69738 | 0.581 | 74.18 | 55.43 | |
13 | 260 | 69718 | 0.581 | 74.24 | 55.38 | |
15 | 300 | 69736 | 0.580 | 74.44 | 55.43 | |
17 | 340 | 69724 | 0.577 | 74.70 | 55.68 | |
19 | 380 | 69719 | 0.573 | 75.08 | 56.04 | |
21 | 420 | 69665 | 0.569 | 75.43 | 56.41 |
The results were obtained using an independent test set of 1,026 proteins from the set of PDB data compiled by Wu and Zhang [11], where the rest 500 proteins were used for training.