Multivariable Cox regression analysis with a stepwise backward elimination process, presented in Table 3, revealed that older age, COPD, lower eGFR and total cholesterol levels, higher uric acid levels, and Ln-transformed NT-proBNP were independent risk factors of CV mortality, and these variables were thus integrated into the clinical model. This evidence concerns the gene NPPB and chronic obstructive pulmonary disease.