Cancer-associated fibroblasts (CAFs) play a key role in HCC TME remodeling . The level of abundance of CAFs may significantly affect the prognosis and outcome in patients . Patients in the CAF high cluster had a higher levels of inflammatory cell infiltration and a more significant immunosuppressive microenvironment .