MC4R and polycystic ovary syndrome: At the same time, some secondary factors also contribute to the occurrence of high BMI such as polycystic ovary syndrome (PCOS), hypothyroidism, or genetic predispositions (e.g., gene variants such as FTO and MC4R, which are significantly associated with obesity risk) (57, 58).