Four genes with mutations identified in patients with CCA, RECQL4, TOP2A, MKI67, and ASPM, were found to have complex interactions with other genes, some of which showed significantly positive expression correlations (Figure 4D). Here, MKI67 is linked to cholangiocarcinoma.