While clinicians often rely on NT-proBNP as a mainstay biomarker, albumin’s parallel reflection of nutritional and inflammatory states can provide additional prognostic context—particularly in clinical settings where malnutrition, systemic inflammation, or hepatic congestion are prevalent. This evidence concerns the gene NPPB and malnutrition.