The multivariate analysis revealed that presence of COPD, older age, an advanced disease stage (stages III and IV), squamous cell carcinoma histological subtype, the presence of a cough, elevated serum CEA and NLR remained significantly associated with shorter survival times (Table 5). This evidence concerns the gene CEACAM5 and squamous cell carcinoma.