Among the tumor markers, Cyfra21-1, CEA, and CA15-3 exhibited a statistically significant difference between lung cancer patients and healthy controls, but only Cyfra21-1 and CEA were used for subsequent analysis, as they are commonly used for lung cancer diagnosis. Here, CEACAM5 is linked to lung cancer.