Additionally, a differential expression analysis of these genes based on cholangiocarcinoma and normal tissues samples from the TCGA database revealed significant upregulation of CDCA5, FAM111B, MCM8 and PCNA in cholangiocarcinoma, supporting their relevance in this context (Supplementary Figure 2). Here, FAM111B is linked to cholangiocarcinoma.