The COBLL1 gene is associated with abdominal obesity, BMI, fat mass, WC, waist-to-hip ratio, and blood lipids [26,27,34,35], and influences obesity risk by inhibiting lipid storage in adipose tissue [36]. Here, COBLL1 is linked to obesity due to melanocortin 4 receptor deficiency.