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). The gene discussed is NPPB; the disease is heart failure.