In the 91 CCA samples, MUC1 expression was significantly negatively associated with E-cadherin expression but positively associated with N-cadherin and vimentin expression according to Spearman-correlation analyses (Fig. 4a). This evidence concerns the gene VIM and cholangiocarcinoma.