To the best of our knowledge, this is the first study to parse genetics-influenced human liver cell subpopulations and its immune microenvironments that contribute risk to PBC, and found that ORMDL3+ cholangiocytes potentially play important immune-regulatory roles in the pathogenesis of PBC. Here, ORMDL3 is linked to primary biliary cholangitis.