The aim of this study was to assess the impact of five previously unexplored variants in addition to the four above-mentioned known genetic variants in the UCP2-UCP3 gene cluster, either individually or as haplotypes, on obesity and T2DM related traits. This evidence concerns the gene UCP3 and obesity due to melanocortin 4 receptor deficiency.