In the present study, five key DEFRGs (NOX1, ACVR1B, PHF21A, FTL, and GALNT14) were identified as the most significant genes related to PCOS pathogenesis, and an accurate and clinically valuable nomogram model was constructed. Here, NOX1 is linked to polycystic ovary syndrome.