A standardized multivariate regression model was constructed based on the glucagon predictors BMI-SDS, average liver fat, fasting insulin, glucose at 120 min, SPISE and ALT in overweight and patients with overweight/obesity (Table 3). This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.