CCL22 and polycystic ovary syndrome: Additionally, we identified a positive causal relationship between genetically predicted CCL22 levels and PCOS (IVW: OR = 1.56, 95% CI: 1.11–2.19, P = 1.01e − 2) (Fig. 2 and Additional file 1: Table S3).