INS and diabetes mellitus: It has been shown that surrogate markers of liver fat and their change over time predict diabetes [33, 34], whereas substantial weight loss from use of low-energy diets can lead to rapid fat loss from the liver and improved insulin sensitivity in people with diabetes [34].