The ORMDL3+ cholangiocytes showed relatively high communications with non-inflammatory macrophage and inflammatory monocyte/macrophages (Fig. 6f), recalling that these two types of immune cells have been remarkably enriched by PBC-risk genes in our above analysis. The gene discussed is ORMDL3; the disease is primary biliary cholangitis.