Following feature selection by LASSO regression and multivariate logistic regression, it was determined that CD133‐positive CTCs, CT imaging nodule features, and elevated CEA levels can be combined as diagnostic indicators for pathological high‐risk factors in NSCLC patients. This evidence concerns the gene CEACAM5 and non-small cell lung carcinoma.