Notably, SHANK2 expression showed a progressive increase from stage I to stage III of PBC, whereas TGM2 expression was elevated across all four histological stages, suggesting its continuous involvement throughout disease progression. The gene discussed is TGM2; the disease is primary biliary cholangitis.