NPPB and atrial fibrillation: In time-adjusted Cox modeling, age (HR = 2.089; 95% CI: 1.723–2.533; p < 0.001) and atrial fibrillation (AF) (log-rank p = 0.030) were identified as significant predictors of cardiac MACE, while creatinine and NT-proBNP lost significance after adjustment.