Time-dependent Cox proportional hazard models were fitted across all patient subgroups, with each Cox model adjusted for sex, age, duration of diabetes, current smoking, regular drinking, BMI, BP, HbA1c, serum cholesterol level, eGFR, and use of insulin in all other subgroup analyses. The gene discussed is INS; the disease is diabetes mellitus.