The roles of BUB1B, CDK1, CCNA2, MCM10, CEACAM7, SLC26A3, CA2, and APPL2 in CRC development were explored based on scRNA-seq data of CancerSEA database. The gene discussed is MCM10; the disease is colorectal carcinoma.