By combining protein–protein interaction network topology analysis with related literature reports, this study predicted that ESR1, MAPK1, PPARG, CD4, PIK3CA, JAK2, MAPK8, IL2, and TLR4 were the key targets of BL in treating PCOS. This evidence concerns the gene MAPK1 and polycystic ovary syndrome.