Furthermore, the decreased numbers of DUOX2+ACE2+ small cholangiocytes were significantly associated with the severity of PBC, including higher Nakanuma stages, Ludwing stages, fibrosis scores, bile duct loss scores, and cholangitis activity grades (Fig. 3f). This evidence concerns the gene DUOX2 and primary biliary cholangitis.