ARAF and adenoma: This sequential model is supported by observations that certain bacteria show stage-specific enrichment: pks+ E. coli may be more relevant in early adenoma formation, while F. nucleatum demonstrates progressive enrichment from adenoma to carcinoma and metastasis [101,102].