Genetic association studies have shown that human UCP2 and UCP3 variants (SNPs and indels) are associated with obesity, insulin resistance, type 2 diabetes mellitus, and metabolic syndrome. Here, UCP3 is linked to obesity due to melanocortin 4 receptor deficiency.