The final prediction model included age, sex, heart failure, cerebrovascular disease, moderate or severe kidney disease, moderate or severe liver disease, cancer, insulin use, HbA1c, and HDL‐C, which balanced the predictive validity and parsimony of the model well. The gene discussed is INS; the disease is liver disorder.