Collagens, MIF, MDK, APP, and laminin were the most highly expressed, and the top ligand-receptor interactions were CAF derived THBS2/THBS3 with cancer cell CD47, and CAF-derived MDK with cancer cell NCL/SDC2/SDC4. This evidence concerns the gene APP and cancer.