Table 4.
SAP achieves the highest Fmax scores across all bacteria for all three GO categories on the full SwissProt experiment set, except for S. typhimurium where DeepGOPlus performs in BPO and MFO. Fmax scores on the full SwissProt experiment set are tabulated in three parts for separate GO categories, BPO, MFO and CCO respectively, and each column is a different bacteria found in our SwissProt experiments
Method | EC | MT | BS | PA | ST |
---|---|---|---|---|---|
Biological process | |||||
| |||||
BLAST | 0.570 | 0.543 | 0.639 | 0.683 | 0.852 |
Pfam | 0.610 | 0.513 | 0.582 | 0.579 | 0.579 |
knn | 0.646 | 0.636 | 0.828 | 0.797 | 0.880 |
SAP-operon | 0.872 | 0.837 | 0.915 | 0.928 | 0.903 |
SAP | 0.876 | 0.838 | 0.915 | 0.929 | 0.902 |
DeepGOPlus | 0.648 | 0.669 | 0.857 | 0.824 | 0.928 |
| |||||
Molecular function | |||||
| |||||
BLAST | 0.613 | 0.593 | 0.625 | 0.699 | 0.814 |
Pfam | 0.650 | 0.549 | 0.571 | 0.534 | 0.559 |
knn | 0.675 | 0.723 | 0.814 | 0.854 | 0.837 |
SAP-operon | 0.880 | 0.869 | 0.893 | 0.938 | 0.878 |
SAP | 0.885 | 0.869 | 0.893 | 0.938 | 0.877 |
DeepGOPlus | 0.686 | 0.755 | 0.841 | 0.883 | 0.911 |
| |||||
Cellular component | |||||
| |||||
BLAST | 0.569 | 0.397 | 0.638 | 0.700 | 0.871 |
Pfam | 0.625 | 0.541 | 0.608 | 0.560 | 0.616 |
knn | 0.731 | 0.500 | 0.898 | 0.900 | 0.917 |
SAP-operon | 0.920 | 0.847 | 0.943 | 0.945 | 0.918 |
SAP | 0.922 | 0.847 | 0.943 | 0.945 | 0.917 |
DeepGOPlus | 0.745 | 0.567 | 0.885 | 0.887 | 0.936 |