To further evaluate the diagnostic performance of specific microorganisms in lung cancer, the random forest classifiers were established based on these specific microorganisms combined with three tumor markers (CEA, NSE, and CYF21‐1). This evidence concerns the gene CEACAM5 and lung carcinoma.