Our analyses revealed significant associations between SNPs and candidate genes, including the MC4R gene, which showed potential significance and potential effects on appetite and obesity regulation in both AGE100 and BF100 traits. The gene discussed is MC4R; the disease is obesity due to melanocortin 4 receptor deficiency.