In the Malmo Perimenopausal Project, BMI was negatively correlated with LH and FSH, suggesting an inhibitory effect of obesity on the reproductive axis [9], though this study did not observe a direct relationship between BMI and testosterone. The gene discussed is PLOD1; the disease is obesity due to melanocortin 4 receptor deficiency.