In univariate analysis, five clinical parameters namely, CEA, tumor size, spiculation, pleural retraction, and air bronchogram as well as four radiomic signatures (GTV, PTV, GPTV, LN) significantly correlated with the LN metastasis in the training cohort. Here, CEACAM5 is linked to neoplasm.