As illustrated in Fig. 1, we observed significantly higher levels (P < 0.05) of soluble CD134 (a), LAG-3 (b), PD-1 (c), PD-L1 (d), and TIM-3 (e) in patients with PBC compared to those in the HC group. Here, TNFRSF4 is linked to primary biliary cholangitis.