Therefore, the LYZ, LCN2, CEACAM5, and AGRN genes, with specific expression along the malignant continuum, may serve as markers for CRC precancerous diagnosis and tumor progression detection. The gene discussed is CEACAM5; the disease is colorectal carcinoma.