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. The gene discussed is NPPB; the disease is diabetes mellitus.