Based on the consistency of their expression changes in the adenoma groups across both cohorts and their differential expression between inflammatory polyps and adenomas, we selected APOA4 and FLNA for further investigation, while excluding FERMT3 and THBS1. The gene discussed is THBS1; the disease is adenoma.