We have previously shown that acute hyperinsulinemia and hyperlipidemia, characteristic of metabolic syndrome, significantly decreases LH and FSH in normal weight women, providing a possible mechanism underlying the hypergonadotropic hypogonadism of obesity [6]. Here, PLOD1 is linked to obesity due to melanocortin 4 receptor deficiency.