Four common key targets (SSTR5, CASP3, FABP2, and SYK) were identified across all three machine learning methods, suggesting their crucial role as therapeutic targets for the anti-endometriosis effects of monoterpene glycosides from Paeonia lactiflora. This evidence concerns the gene SSTR5 and endometriosis.