Our results showed that former or current smoker, CEA ≥ 3.8 mg/ml, large tumor size, positive lymph nodes, pathological stage II–III, positive margin or LVI, invasion of pleura, non-lepidic subtype, and positive PD-L1 expression were significantly associated with poorer outcomes in univariate analysis. The gene discussed is CD274; the disease is neoplasm.