Patients in the NDD-CKD group had a higher prevalence of hypertension, diabetes, and dyslipidemia; lower hemoglobin, protein, albumin, and phosphate levels and red blood cell counts; and higher blood urea nitrogen and creatinine levels than those in the NC group. This evidence concerns the gene ALB and diabetes mellitus.