Table 10 Evaluation of different methods on the CAFA3 multi-species test set.
From: Protein function prediction using GO similarity-based heterogeneous network propagation
Categories | Species | Yeast | Human | ||||||
|---|---|---|---|---|---|---|---|---|---|
F max | S min | AUPR | AUC | F max | S min | AUPR | AUC | ||
BP | GOHPro | 0.473 | 2.419 | 0.963 | 0.367 | 0.174 | 3.375 | 0.942 | 0.064 |
exp2GO | 0.231 | 2.422 | 0.603 | 0.075 | 0.072 | 3.36 | 0.548 | 0.017 | |
GrAPFI-GO | 0.073 | 2.41 | 0.549 | 0.006 | 0.052 | 3.362 | 0.604 | 0.009 | |
PHN | 0.211 | 2.356 | 0.868 | 0.098 | 0.094 | 3.387 | 0.798 | 0.03 | |
DCS | 0.082 | 2.38 | 0.919 | 0.025 | 0.073 | 3.351 | 0.918 | 0.018 | |
NC | 0.152 | 2.343 | 0.74 | 0.061 | 0.091 | 3.382 | 0.647 | 0.018 | |
DeepGO-SE | 0.234 | 2.406 | 0.606 | 0.083 | 0.082 | 3.36 | 0.545 | 0.018 | |
MF | GOHPro | 0.601 | 2.018 | 0.969 | 0.606 | 0.43 | 2.326 | 0.948 | 0.386 |
exp2GO | 0.244 | 1.961 | 0.59 | 0.113 | 0.183 | 2.344 | 0.577 | 0.071 | |
GrAPFI-GO | 0.206 | 2.013 | 0.587 | 0.063 | 0.265 | 2.408 | 0.692 | 0.09 | |
PHN | 0.208 | 1.957 | 0.815 | 0.087 | 0.17 | 2.343 | 0.822 | 0.081 | |
DCS | 0.151 | 2.203 | 0.863 | 0.064 | 0.184 | 2.471 | 0.913 | 0.088 | |
NC | 0.141 | 2.067 | 0.699 | 0.042 | 0.151 | 2.505 | 0.668 | 0.044 | |
DeepGO-SE | 0.24 | 1.959 | 0.587 | 0.111 | 0.17 | 2.327 | 0.569 | 0.066 | |
CC | GOHPro | 0.481 | 1.916 | 0.94 | 0.422 | 0.294 | 2.708 | 0.9 | 0.235 |
exp2GO | 0.163 | 1.918 | 0.579 | 0.075 | 0.16 | 2.745 | 0.576 | 0.056 | |
GrAPFI-GO | 0.046 | 1.859 | 0.517 | 0.006 | 0.064 | 2.691 | 0.567 | 0.008 | |
PHN | 0.158 | 1.97 | 0.803 | 0.076 | 0.181 | 2.801 | 0.777 | 0.074 | |
DCS | 0.082 | 2.155 | 0.788 | 0.029 | 0.114 | 2.868 | 0.845 | 0.038 | |
NC | 0.121 | 1.992 | 0.667 | 0.043 | 0.162 | 2.897 | 0.654 | 0.07 | |
DeepGO-SE | 0.178 | 1.915 | 0.578 | 0.081 | 0.167 | 2.723 | 0.57 | 0.075 | |