In the context of lung cancer, Li et al. identified an age under 50 years, elevated CEA, advanced n stage, adenocarcinoma histology, and pleural invasion as independent risk factors for OPM, with an AUC of 0.756 when these clinical factors were integrated [5]. This evidence concerns the gene CEACAM5 and adenocarcinoma.