Based on the abovementioned knowledge and assumptions, this study adopted Mendelian randomization to explore the potential associations between 29 body anthropometric indexes of obesity and three subtypes of APOE. The gene discussed is APOE; the disease is obesity due to melanocortin 4 receptor deficiency.