Finally, using PTPN9-overexpressing cholangiocarcinoma cells cultured in CM from CAF, we observed that PTPN9 overexpression partially mitigated the enhanced migration and invasion induced by CM(CAF) compared to vector controls (Fig. S7I, J). The gene discussed is PTPN9; the disease is cholangiocarcinoma.