Moreover, a large pan-cancer analysis has shown that an ‘ECM-up’ signature is activated by TGF-β signaling in CAFs and that it is the ‘ECM-up’ signature per se that is associated with anti-PD-1 resistance, and not just CAFs or TGF-β activation [13]. This evidence concerns the gene PDCD1 and cancer.