Older age, Sex (male), longer duration of diabetes, higher HbA1c, lower HDL, hypertension, taking anti-hypertensive medication, taking insulin, CVD history, presence of STDR, albuminuria and lower eGFR were significantly associated with incident stage 3 CKD. The gene discussed is INS; the disease is diabetes mellitus.