It also positively correlated with the pan-fibroblast TGF-β response signature score, and the hallmarks including TGF-β, TNF-α, inflammatory response, apical junction, epithelial–mesenchymal transition and hedgehog in pan-cancer. This evidence concerns the gene TNF and cancer.