Therefore, the serum vaspin level could be used as the cut-off value to predict the amelioration of fatty liver and metabolic disturbance in patients with severe obesity after surgery, among all which had high specificity, good sensitivity, and high accuracy for getting good results relatively. The gene discussed is SERPINA12; the disease is obesity due to melanocortin 4 receptor deficiency.