IL6 and obesity due to melanocortin 4 receptor deficiency: Genetic association/linkage studies also have observed that polymorphisms on a set of genes, such as insulin-like growth factor 1,(41) leptin receptor,(42) and IL-6,(43) have common effects on both osteoporosis and fat mass (or obesity).