Binary logistic regression revealed that in healthy participants, CEA (P <0.001), CA125 (P <0.001), GRP (P=0.001), and age (P=0.004) were significant factors affecting lung cancer screening. The gene discussed is CEACAM5; the disease is lung carcinoma.