Table 5. The most important biological process GO terms in the RF classifiers trained with the GOTerms_2 dataset and feature selection performed using the decision stump ensemble approach.
GO term | Name | Positive class proportion |
GO:0051246 | Regulation of protein metabolic process | 40.8% (127/311) |
GO:0071868 | Cellular response to monoamine stimulus | 11.7% (46/393) |
GO:1903350 | Response to dopamine | 40.8% (127/311) |
GO:0006749 | Glutathione metabolic process | 59.3% (70/118) |
GO:0009636 | Response to toxic substance | 45.5% (106/233) |
GO:0071870 | Cellular response to catecholamine stimulus | 11.7% (46/393) |
GO:0006950 | Response to stress | 25.3% (191/755) |
GO:0006091 | Generation of precursor metabolites and energy | 53.0% (80/151) |
GO:0000003 | Reproduction | 26.3% (174/662) |
GO:0046395 | Carboxylic acid catabolic process | 48.4% (92/190) |