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. This evidence concerns the gene CDCP1 and polycystic ovary syndrome.