These probably because patients with diabetes were more likely to had lipid metabolic disorders, which may be associated with insulin resistance and insulin sensitivity (25), while increasing serum lipids levels would lead to dysfunction of pancreatic β-cell function (26). Here, INS is linked to Disorder of lipid metabolism.