Additionally, scRNA-seq of 23 primary CRC and 10 normal mucosal samples revealed CDCA4 upregulation in tumor epithelium, with associated genes linked to DNA replication, repair, and the cell cycle, highlighting a common genomic background. Here, CDCA4 is linked to neoplasm.