Moreover, genes involved in appetite regulation and energy homeostasis, including FTO (Fat mass and obesity-associated gene) and MC4R (Melanocortin-4 receptor), which are involved in appetite regulation, have been linked to a heightened preference for sugary foods through their impact on satiety and reward mechanisms [33,34]. The gene discussed is MC4R; the disease is obesity due to melanocortin 4 receptor deficiency.