Subsequently, a nomogram model for PCOS was developed based on three specific genes related to ferroptosis: HAMP, ENPP2, and HMOX1; Furthermore, utilizing the TCGA-UCEC dataset, we identified ENPP2 as the core gene. Here, HMOX1 is linked to polycystic ovary syndrome.