NPPB and atrial fibrillation: Hierarchical clustering utilized 11 prospectively selected features: age, gender, body mass index (BMI), AF, hypertension, ischemic heart disease (CAD), type 2 DM, estimated glomerular filtration rate (eGFR), hemoglobin, E/e' ratio on echocardiogram and BNP.