Remarkably, in the setting of the combinatorial perturbations tested, our findings indicated that CCA reveal a strong positive association with VEGFA, exceeding any other observed linkage, as well as a strong negative association with mtCtnnb1 (Fig. 6a). This evidence concerns the gene VEGFA and cholangiocarcinoma.