Our data indicate the complicated process of the TSP-4/ integrin α2/HSF1/TGF-β cascades-mediated the reciprocal interaction in GBC cells and CAFs, providing a promising therapeutic target for gallbladder cancer patients. The gene discussed is HSF1; the disease is gallbladder cancer.