NPPB and chronic obstructive pulmonary disease: The importance of the first 11 features was ranked as follows: NT-proBNP level, COPD, albumin level, TBIL level, CyscGFR level, DBP, NYHA class, beta-blockers, AST level, age, and LVEF.