In a recent study, soluble CD134, LAG3, PD-1, PD-L1, and TIM3 became increasingly elevated in advanced stages (as defined by histological criteria) of untreated PBC patients [54]. This evidence concerns the gene HAVCR2 and primary biliary cholangitis.