The fact that peak LH levels were lower as the degree of obesity increased, even though E2 levels remained unchanged, suggested mechanisms such as insulin and leptin resistance, decreased SHBG, and elevated androgen levels in obese individuals, independent of sex steroids. This evidence concerns the gene PLOD1 and Obesity.