MR analysis suggests a potential causal link between alterations in CCL4, CXCL11, CD6, and PCOS risk, highlighting the role of cytokines in PCOS development and progression, warranting further investigation. This evidence concerns the gene CXCL11 and polycystic ovary syndrome.