Employing summary statistics from DECODE genetics, the FinnGen biobank, and the GWAS Catalog database, we found that three protein-coding genes (CDCP1, GLRX2, and KIRREL2) may have causal associations with PCOS risk, which were all associated with increased PCOS susceptibility. Here, GLRX2 is linked to polycystic ovary syndrome.