The role of cancer-associated fibroblasts (CAFs) in the immune microenvironment was acknowledged by selecting marker genes ACTA2, FAP, PDGFRB, and NOTCH321–23, aiding in dimensionality reduction for the clustering analysis, which identified five CAF clusters (Fig. 1E). Here, FAP is linked to cancer.