Furthermore, a further ROC curve analysis was conducted using risk factors (sputum MUC5AC level, maximum temperature, presence of pleural effusion, and serum LDH, NLR, and IgM) as predictors to predict risk for requiring fiberbronchoscopy treatment. Here, MUC5AC is linked to Pleural effusion.