Several studies and meta-analyses based on Genome wide association study (GWAS) have shown that ADCY3 gene is associated with overweight/obesity and body mass index [17, 18]. This evidence concerns the gene ADCY3 and obesity due to melanocortin 4 receptor deficiency.