In addition, PPARδ is involved in regulating energy metabolism in liver, skeletal muscle and adipose tissue, and it is a mechanism by which PPARD gene variants lead to obesity and insulin resistance (32, 33). The gene discussed is PPARD; the disease is obesity due to melanocortin 4 receptor deficiency.