Several of the identified DEGs, such as RCN3, BGN, TPM4, and PKM, have been reported as marker genes of CAFs in CRC and indicated similar signatures of gastrointestinal cancers (Fig. 4d; Supplementary Fig. S7c, d)21. Here, BGN is linked to colorectal carcinoma.