SMAD4 and cholangiocarcinoma: In most published studies, many single-molecule biomarkers have been identified and clinically applied for CCA; for example, CA19-9 can be used as a diagnostic marker for CCA [20], SMAD4 expression is associated with the prognosis of CCA patients [21], and PPP3CA expression is an independent prognostic risk factor for CCA patients [22].