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. The gene discussed is TOP2A; the disease is primary biliary cholangitis.