Cluster I consisted of genes upregulated in CC cells, which included tumor-related genes such as LGR4, AGR2, PCAF, TMEM97, FRAT2, EFNB2 and ZIC2 [21-27]. Here, LGR4 is linked to cholangiocarcinoma.