Cancer-associated fibroblasts (CAF) expressed well-known markers including FAP, COL1A1, COL10A1, MMP11, and CTHRC120,21, and other genes such as INHBA, SLC12A8, F2R, and COL12A1 in various organs (Fig. 2A, B). Here, COL1A1 is linked to cancer.