A total of 24 osteoporosis-related genes, including IGF1, IL6, pyruvate dehydrogenase kinase 4 (PDK4), PPARGC1A, and TF, were also associated with obesity and diabetes. This evidence concerns the gene PDK4 and obesity due to melanocortin 4 receptor deficiency.