We also found that a predictive model of CEA combined with CYFRA21‐1 outperformed individuals of CEA, CYFRA21‐1, NES, and CA125, showing similar predictive efficacy to the combination of the four tumor markers and the LASSO model. Here, CEACAM5 is linked to neoplasm.