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. 2023 Jul 13;15(13):6073–6099. doi: 10.18632/aging.204866

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)