Significantly, subgroup analysis revealed that elevated NT-proBNP levels were also independently linked to atrial fibrillation, renal dysfunction, and ischemic heart disease, and logistic regression indicated that HFrEF and impaired renal function were the strongest predictors of high NT-proBNP levels. Here, NPPB is linked to atrial fibrillation.