It was shown that COMT was highly expressed in almost all cell types except for CD8+ T cells and HSD17B1 was mainly expressed in part of CCA cells, indicating CCA cells may directly regulate the estrogen response (Supplementary Figures 4C, D). The gene discussed is COMT; the disease is cholangiocarcinoma.