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. The gene discussed is ALB; the disease is chronic obstructive pulmonary disease.