The gene-set and pathway analyses revealed five shared pathways, (Wnt signaling pathway, adherens junction, pathways in cancer, axon guidance, and insulin secretion) and seven GO terms to be associated with all evaluated traits, which probably explain that obesity is a polygenic trait. Here, INS is linked to obesity due to melanocortin 4 receptor deficiency.