Table 4.
Comparison of predictive accuracy for non-plant proteins in the TargetP data set. "mTP", "SP", and "other" indicate proteins destined for mitochondria, secretory pathway, and other locations (nucleus and cytosol), respectively.
Predictor | Location | Sensitivity | Specificity | MCC | Average MCC | Overall Accuracy |
Our method | mTP | 0.7647 | 0.8990 | 0.8005 | 0.8452 | 0.9204 |
SP | 0.9157 | 0.9056 | 0.8790 | |||
other | 0.9576 | 0.9324 | 0.8560 | |||
Matsuda et al. (2005) | mTP | 0.8303 | 0.8635 | 0.8228 | 0.8542 | 0.9229 |
SP | 0.9091 | 0.9118 | 0.8788 | |||
other | 0.9498 | 0.9409 | 0.8609 | |||
Kim et al. (2004) | mTP | 0.6483 | 0.8569 | 0.7121 | 0.7635 | 0.8762 |
SP | 0.8530 | 0.8736 | 0.8158 | |||
other | 0.9389 | 0.8819 | 0.7626 | |||
Emanuelsson et al. (2000) | mTP | 0.89 | 0.67 | 0.73 | 0.8233 | 0.900 |
SP | 0.96 | 0.92 | 0.92 | |||
other | 0.88 | 0.97 | 0.82 | |||
Reczko et al. (2004) | mTP | 0.78 | 0.82 | 0.77 | 0.8333 | 0.913 |
SP | 0.93 | 0.91 | 0.89 | |||
other | 0.93 | 0.94 | 0.84 |
Note: In our method, although gap penalty = 0.4, γ = 2.5, c = 10, w = 20 are given, posconstraint and negconstraint are not specified.