CAF-derived TSP-4 was shown to interact with the transmembrane receptor integrin α2 on GBC cells, which then activated Akt-mediated HSF1 activation to promote GSC cell proliferation and induce the EMT and cancer stem-like traits of gallbladder cancer. The gene discussed is AKT1; the disease is cancer.