Here, we apply logistic regression, generalised additive models (GAMs), and 2-sample, non-linear, and multivariable MR to dissect the relationships of overall obesity and body fat distribution with a range of female reproductive disorders, and to investigate the mediating role of metabolic factors including leptin and insulin. This evidence concerns the gene LEP and obesity due to melanocortin 4 receptor deficiency.