This nonlinear relationship indicates that once metabolic disorders reach a specific threshold, the exacerbation of insulin resistance may initiate a series of reactions, including β-cell dysfunction (40), increased glucose toxicity (41), and abnormal glucagon secretion (42), thereby expediting the onset of diabetes. The gene discussed is GCG; the disease is Other metabolic disease.