We observed many significantly enriched interactions between the CDH12 population and fibroblasts, with the most notable being TGFBR1, CD44, and several integrins because of their involvement in cancer-associated fibroblast (CAF) activation (Fig. 3e). This evidence concerns the gene CDH12 and cancer.