Univariate logistic analysis showed significant differences in IgM, ANA (≥1:1000), ALP, GGT, TBIL, TBA, and ALB levels between early-stage PBC patients with and without ductopenia(P < 0.05, Supplementary Table 5). Here, ALB is linked to primary biliary cholangitis.