In summary, using a novel bivariate GWAS approach, we identified a gene, SOX6, which appeared to be important to co-variation of both obesity and osteoporosis risk phenotypes in male subjects. The gene discussed is SOX6; the disease is obesity due to melanocortin 4 receptor deficiency.