It is well established that the deficiency of the UCP1 gene is not enough to protect against diet-induced obesity (DIO), but can modulate important physiological and metabolic parameters in mice [64, 65]. This evidence concerns the gene UCP1 and obesity due to melanocortin 4 receptor deficiency.