Five hub genes (PTAFR, RACGAP1, CYP19A1, FSHR, DMD) were pinpointed, and a nomogram integrating these genes showed robust PCOS predictive accuracy. This evidence concerns the gene RACGAP1 and polycystic ovary syndrome.