Previously, our (20) and other studies (19, 21–23) have found that several preoperative factors might be associated with the occurrence of LNM in small-size NSCLC, including serum CEA, tumor size and imaging features such as imaging density. The gene discussed is CEACAM5; the disease is non-small cell lung carcinoma.