The present study demonstrates that BMI ≥ 22 kg/m was related to higher risk of CMD with higher truncal fat, worsened lipid profile, greater insulin insensitivity when compared with those without obesity. Here, INS is linked to obesity due to melanocortin 4 receptor deficiency.