Thus, we examined the risk factors of normalized GMV in patients with CKD stages 3–5 and found that age, male, diabetes, higher NT-proBNP, and lower hemoglobin were correlated with lower normalized GMV in the multivariable regression analysis. This evidence concerns the gene NPPB and chronic kidney disease.