To select candidates for Cox’s proportional hazards model, these as well as clinically relevant parameters (age, sex, BMI, systolic BP, NT-proBNP, LV mass index, CKD, and T2DM) were analyzed to eliminate multicollinearity. Here, NPPB is linked to chronic kidney disease.