In mice with diet induced obesity, serum testosterone and LH concentrations decrease, and the serum concentration of leptin increases, while the expression of leptin receptor, kisspeptin and the kisspeptin receptor GPR54, in hypothalamic neurons decreases [30]. This evidence concerns the gene PLOD1 and obesity due to melanocortin 4 receptor deficiency.