Then, on The Search Tool for the Retrieval of Interacting Networks Genes (STRING) database, the protein-protein interaction (PPI) network was constructed and the top three central genes (CHST4, MUC16 and MUC5AC) of CCA were screened by Cytoscape (3.8.2). This evidence concerns the gene CHST4 and cholangiocarcinoma.