Stepwise regression analysis revealed that the maximum temperature, presence of pleural effusion, NLR, the level of LDH in serum, sputum MUC5AC level, and serum IgM were independent risk factors for requiring fiberbronchoscopy treatment (all P < 0.05, Table 3). This evidence concerns the gene MUC5AC and Pleural effusion.