In the test set, the AUC of the diagnostic and prognostic models was 0.84 and 0.8, respectively; this indicates that serum tumor markers such as NSE play important roles in lung cancer diagnosis and prognosis [28]. The gene discussed is ENO2; the disease is lung cancer.