We uncovered that the immune microenvironment of ALNM+ PBC was primarily characterized by MKI67+ proliferative T cells, GZMA+ CD8+ Tex cells, and MPs expressing CCL13, CXCL10, and TOP2A. This evidence concerns the gene CXCL10 and primary biliary cholangitis.