Even in the absence of echocardiographic evidence of HF, elevated NT-proBNP levels, combined with factors such as advanced age, male sex, chronic kidney disease (CKD), chronic obstructive pulmonary disease (COPD), and dementia, have been associated with higher mortality (11). Here, NPPB is linked to chronic kidney disease.