Cluster analysis with further regression analysis of fibrogenesis key markers of infection dynamics showed that Jagged1, Mmp9, as well as their interaction, have the greatest contribution to the development of cholangio- and periductal fibrosis. Here, MMP9 is linked to fibrosis.