Collectively, this study not only maps critical communication networks within the CRC immune microenvironment but also elucidates functional coupling between specific epithelial subpopulations and immune cells, highlighting the FAM49B-MDK-NCL axis as a potential therapeutic target for metastasis inhibition and immune remodeling. The gene discussed is NUCLEOLIN; the disease is colorectal carcinoma.