To determine the genetic predisposition of this trait, we conducted an association analysis of SNPs of the genes encoding β3-AR (ADRB3) and uncoupling protein 1 (UCP1), which were previously reported to be associated with obesity and related traits [20, 21]. This evidence concerns the gene UCP1 and obesity due to melanocortin 4 receptor deficiency.