In fact, PPARβ/δ activation prevents weight gain in diet- or genetically-induced animal models of obesity by increasing fat burning in different tissues [19,20] or switching muscle fibre type, which, in turn, increases the muscle oxidative capacity [21] (Figure 1). The gene discussed is PPARD; the disease is obesity due to melanocortin 4 receptor deficiency.