Despite the remaining confusion, AHSG, F2, TTR, and KNG1 all decreased in >16 folds with adj.p < 0.05 between normal with CCA patients in GSE26566, GSE45001, and TCGA-CHOL. This evidence concerns the gene KNG1 and cholangiocarcinoma.