Since the association is independent of many known confounding factors such as obesity, insulin resistance, and lipid disorders, it indicates that the association of SHBG with those metabolic traits is probably a consequence of NAFLD on SHBG levels (Fig. 2). The gene discussed is SHBG; the disease is obesity due to melanocortin 4 receptor deficiency.