Finally, to emphasize the significance of these findings in the clinical samples, the expressions of selected genes, including BSG (CD147), IL-6, RELA (p65), AKT1 (Akt), and MAPK14 (p38), in CCA tissues from three datasets were explored. Here, MAPK14 is linked to cholangiocarcinoma.