The missense variant MT:5460G > A (Ala331Thr) in the MT-ND2 gene showed the most significant correlation (P = 0.009) and was associated with a threefold increased risk of obesity. Here, MT-ND2 is linked to obesity due to melanocortin 4 receptor deficiency.