Our results revealed a significant causal association between genetically predicted plasma IL6R levels and reduced PCOS risk (IVW: OR = 0.26, 95% CI: 0.12–0.56, P = 6.38e − 04) (Fig. 2 and Additional file 1: Table S3). Here, IL6R is linked to polycystic ovary syndrome.