Table 2.
Subcellular Location | Size | Cross validation | Independent test | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
MultiLoc-GO | GO-TLM |
Size (train/test) |
MultiLoc-GO | GO-TLM | |||||||||
- | SP | SE | MCC | SP | SE | MCC | SP | SE | MCC | ||||
Plant (491) |
Nucleus | 121 | - | 0.9516 | 0.9752 | 0.9514 | 60/61 | 0.91 | 0.90 | 0.77 | 1.0000 | 0.6500 | 0.7252 |
Cytoplasm | 58 | - | 0.9434 | 0.8772 | 0.8986 | 52/6 | 0.41 | 0.94 | 0.38 | 0.7500 | 1.0000 | 0.8590 | |
Extracellular | 41 | - | 0.9762 | 1.0000 | 0.9869 | 35/6 | 0.83 | 0.95 | 0.58 | 1.0000 | 0.6667 | 0.8100 | |
Mitochondria | 67 | - | 0.9552 | 0.9552 | 0.9482 | 57/10 | 0.67 | 0.96 | 0.51 | 0.6429 | 0.9000 | 0.7386 | |
Chloroplast | 204 | - | 0.9951 | 0.9951 | 0.9916 | 158/46 | 0.77 | 0.94 | 0.72 | 0.7302 | 1.0000 | 0.7777 | |
Overall Accuracy | 83.70% | 97.14% | 76.00% | 81.25% | |||||||||
Fungi (1198) |
Nucleus | 711 | - | 0.9641 | 0.9817 | 0.9354 | 589/122 | 0.63 | 0.79 | 0.36 | 1.0000 | 0.7213 | 0.7246 |
Cytoplasm | 211 | - | 0.9880 | 0.9318 | 0.9564 | 181/30 | 0.54 | 0.78 | 0.27 | 0.4839 | 1.0000 | 0.6311 | |
Extracellular | 88 | - | 0.9130 | 0.8957 | 0.8849 | 72/16 | 0.78 | 0.98 | 0.60 | 1.0000 | 0.9375 | 0.9653 | |
Mitochondria | 188 | - | 0.9780 | 0.9570 | 0.9616 | 177/11 | 0.68 | 0.94 | 0.62 | 0.7857 | 1.0000 | 0.8786 | |
Overall Accuracy | 90.10% | 95.90% | 60.00% | 80.45% | |||||||||
Animal (2597) |
Nucleus | 1166 | - | 0.9646 | 0.9854 | 0.9551 | 803/363 | 0.62 | 0.93 | 0.57 | 0.7965 | 0.9945 | 0.7876 |
Cytoplasm | 439 | - | 0.9402 | 0.8952 | 0.9017 | 302/137 | 0.72 | 0.82 | 0.43 | 0.7095 | 0.9270 | 0.7648 | |
Extracellular | 804 | - | 0.9900 | 0.9900 | 0.9856 | 632/172 | 0.97 | 0.97 | 0.89 | 1.0000 | 0.2326 | 0.4406 | |
Mitochondria | 188 | - | 0.9783 | 0.9574 | 0.9653 | 153/35 | 0.89 | 0.97 | 0.81 | 0.9714 | 0.9714 | 0.9699 | |
Overall Accuracy | 85.70% | 96.85% | 73.00% | 79.46% |