Notably, individuals with the CLOCK (CC), FTO (AA), and LEP (AA) genotypes exhibited the highest BMI and WHR, while those with GHRL (TT), MC4R (CC), and LEPR (GG) genotypes, although showing lower values, were still correlated with overweight and obesity. Here, GHRL is linked to obesity due to melanocortin 4 receptor deficiency.