According to the scRNA-seq data analysis mentioned above, one of the CAFs subsets, CD146-positive vascular CAFs (vCAFs), could secrete IL6 and significantly enhance the stemness ability of CCA [47]. Here, IL6 is linked to cholangiocarcinoma.