IGFBP1 and obesity due to melanocortin 4 receptor deficiency: These studies did not compare models measuring IGFBP-1 alone or in combination with routinely available parameters associated with NAFLD such as age, gender, measures of obesity, glucose, insulin, lipids, liver enzymes to models without IGFBP-1.