As such, IRX3 might interact with other obesity-related genes or environmental factors in a complicated manner to determine the penetrance for obesity, although its nonsynonymous variants increased the risk of obesity in humans. The gene discussed is IRX3; the disease is obesity due to melanocortin 4 receptor deficiency.