As mentioned previously, four circulating proteins (ficolin-1, beta-mannosidase, CD40, and protein FAM177A1) were identified as being associated with PBC in both the discovery cohort and replication cohort using univariable MR. Here, CD40 is linked to primary biliary cholangitis.