Lipid species (PC (18:2/18:2) and PC (16:0/20:3)), cytokines (IL-4), and genes (CACNA1H and ACAA1) were identified as indicative of insufficient biochemical responses in PBC/AIH VS patients. Here, IL4 is linked to primary biliary cholangitis.