We found increased risk of diabetes seen in CKD stage 3~5 using age- and sex-matched conditional logistic regression, adjusted for age, sex, Obesity, proteinuria, HCV, hypertension, CVD, dyslipidemia, hemoglobin, albumin, uric acid, ammonia and CTP class.(Table 6). The gene discussed is ALB; the disease is diabetes mellitus.