In a recent study, Zhang et al. [77] identified the pivotal gene Mucin 1 (MUC1) in the progression of CCA and predicted its potential downstream carcinogenic pathways through high-throughput sequencing datasets from the Gene Expression Omnibus (GEO) database. Here, MUC1 is linked to cholangiocarcinoma.