It should also be noted that TTR and KNG1 were also expressed and suppressed in other types of cancer, while AHSG and F2 were only expressed in CCA and liver hepatocellular carcinoma and only suppressed in CCA (Fig. 4A), which indicates that AHSG and F2 have higher specificity. This evidence concerns the gene AHSG and cholangiocarcinoma.