Powerful Bivariate Genome-Wide Association Analyses Suggest the SOX6 Gene Influencing Both Obesity and Osteoporosis Phenotypes in Males. The gene discussed is SOX6; the disease is obesity due to melanocortin 4 receptor deficiency.