Our study in a Chinese population found that age, fasting glucose, HbA1c, HDL, BUN, and GLP-1 were independent risk factors for CAVD, which indicates that age, diabetes, dyslipidemia and renal insufficiency were associated with CAVD in a Chinese population. The gene discussed is GCG; the disease is Renal insufficiency.