NT-proBNP levels are strongly associated with cardiovascular outcomes and mortality risk, though interpretation remains constrained in subgroups such as HFpEF, obese, or elderly patients, and those with renal dysfunction. Here, NPPB is linked to Abnormal renal physiology.