Conversely, genetically predicted IL1RN plasma levels exhibited a positive causal association with PCOS onset (IVW: OR = 1.37, 95% CI: 1.01–1.86, P = 4.15e − 2). This evidence concerns the gene IL1RN and polycystic ovary syndrome.