It has been established that leptin and adiponectin ratios are altered in obesity, and adiponectin is associated with protection against insulin resistance in hepatocytes and visceral adipocytes, and adiponectin levels are predictive of NAFLD34. This evidence concerns the gene LEP and obesity due to melanocortin 4 receptor deficiency.