Activated HSF1 further enhances TGF-β1 expression and secretion, inducing the transformation of fibroblasts into CAFs and creating a positive feedback loop that promotes cell proliferation and advances cholangiocarcinoma progression (Shi et al., 2021). This evidence concerns the gene HSF1 and cholangiocarcinoma.