Patients with a tumor size > 1.5 cm, a CTR > 0.75, a pleural indentation around the tumor on CT imaging, and a CEA value > 5.0 ng/ml were associated with an increased probability of being LNM-positive. The gene discussed is CEACAM5; the disease is neoplasm.