In general, a combination of scRNA-seq and ST-seq data showed the dynamic features of malignant epithelial cells in CRC and TM4SF1 were highly expressed in malignant epithelial cells from advanced CRC, which could be used as a therapeutic target and prognostic indicator. The gene discussed is TM4SF1; the disease is colorectal carcinoma.