We found that in the group with a high BNP/NT-proBNP ratio, more than 95% of the patients were in CKD stages 4, 5 or 5D, suggesting that many of these patients had multiple risk factors for CVD, as indicated by the associated factor analysis. Here, NPPB is linked to chronic kidney disease.