NPPB and sleep apnea syndrome: Our adaptive boosting approach identified serum creatinine level, left ventricular ejection fraction, hemoglobin level, BNP, C-reactive protein (CRP), left atrial diameter, smoking history, body mass index, history of heart failure and sleep apnea syndrome as the top ten factors with high feature importance (Fig. 3).