Notably, a novel finding emerged, revealing an inverse causal relationship between IL1R1 plasma levels and PCOS risk (WR: OR = 0.48, 95% CI: 0.24–0.98, P = 4.44e − 2). Here, IL1R1 is linked to polycystic ovary syndrome.