The most important variables to predict the readmission rate selected by HOA were age, sex, prior LOS, fever, dry coughs, cardiovascular disease, diabetes, hypertension, prior oxygen therapy, CRP, creatinine, ESR, D-dimer, ALT/ASP, absolute lymphocyte/ neutrophil count, pleural effusion and consolidation. The gene discussed is GPT; the disease is cardiovascular disorder.