This study demonstrated that elevated NT-proBNP levels were associated with both malnutrition and low muscle mass, and that each of these factors—malnutrition, low muscle mass, and elevated NT-proBNP—served as an independent predictor of mortality. Here, NPPB is linked to malnutrition.