CEACAM5 and adenocarcinoma: Consistent with past literature suggesting CEA as a potential biomarker for adenocarcinoma due to its heightened expression in such cases (Jin et al., 2014; Molina et al., 1994; Yoshino et al., 2006), CEA emerged as another significant predictor in our model.