In our systematic review and meta-analysis, 21 cohort studies were included and seven independent risk factors were screened out, including age of diabetic onset, duration of diabetes, HbA1c, hypertension, eGFR, high albuminuria and antidiabetic therapies (insulin and oral drugs). This evidence concerns the gene INS and diabetes mellitus.