Machine learning models identified purL and multiple amino acid biosynthesis genes as top predictors of infection, and enrichment analysis reinforced the importance of branched-chain amino acid pathways, secondary metabolite biosynthesis, and cofactor production in virulence. This evidence concerns the gene PFAS and infection.