The results demonstrated that inverse causal association between plasma IL6R levels and PCOS risk (WR: OR = 0.92, 95% CI: 0.85–0.99, P = 3.31e − 2) (Fig. 3 and Additional file 1: Table S7). This evidence concerns the gene IL6R and polycystic ovary syndrome.