Insulin-resistant hepatocytes and diabetic mouse models were established to validate and explore the underlying mechanisms.<h4>Results</h4>Logistic regression analysis revealed that elevated triglyceride (TG) and reduced high-density lipoprotein cholesterol (HDL-C) were independent risk factors for diabetes. This evidence concerns the gene INS and diabetes mellitus.