Furthermore, in the test set, PF CEA at 5.23 ng/ml showed the highest sensitivity, specificity, and accuracy, positive and negative predictive values for lung cancer-associated MPE when compared with other tumor biomarkers. The gene discussed is CEACAM5; the disease is lung carcinoma.