Specifically, the BNP levels were markedly higher in the death group, and the incidence of cardiovascular complications, such as coronary artery disease (CAD) and heart failure (HF), was significantly higher, along with a higher abnormality rate of LVIDs. Here, NPPB is linked to heart failure.