Five hub genes (PTAFR, RACGAP1, CYP19A1, FSHR, DMD) were pinpointed, and a nomogram integrating these genes showed robust PCOS predictive accuracy. The gene discussed is CYP19A1; the disease is polycystic ovary syndrome.