Additionally, a study simulating hyperinsulinemia and hyperlipidemia in non-obese women showed that elevated insulin and lipid levels can acutely suppress LH and FSH, providing a possible mechanism for the relatively hypogonadotropic hypogonadism observed in obesity [27]. The gene discussed is PLOD1; the disease is obesity due to melanocortin 4 receptor deficiency.