CellChat analysis uncovered a cyclophilin (PPIA/PPIB)-dependent tumor-stroma signaling axis that positions BSG/CD147 as the key mediator for intercellular communication between tumor hepatocytes, fibroblasts and T cells. The gene discussed is PPIA; the disease is neoplasm.