The ADCY3 gene encodes an enzyme that converts the ATP to cAMP, is involved in a large number of physiological metabolic processes52, and is an obesity-risk gene reported by previous GWAS in the African Americans53. This evidence concerns the gene ADCY3 and obesity due to melanocortin 4 receptor deficiency.