Serum albumin level and BMI were highest in the CKD stage 3 group and lowest in the CKD stage 5 group, whereas hemoglobin and cholesterol levels decreased from CKD stage 1 + 2 to stage 5 (Table 1). This evidence concerns the gene ALB and chronic kidney disease.