CEACAM5 and neoplasm: By integrating multi-omics data, we systematically analyzed the characteristics of the gut microbiota of patients with different serum CEA levels and their interactions with the tumor immune micro-environment and then constructed RF and XGBoost prediction models based on the characteristic microbial markers, which realized the non-invasive assessment of serum CEA concentration.