In support of these data, an integrated pathway analysis of Japanese PBC susceptibility genes and analyses of PBC patient liver biopsy transcriptome data indicated that genes with characteristic expression patterns in PBC patients are primarily regulated by upstream factors such as IFNG and CD40L [64]. Here, CD40LG is linked to primary biliary cholangitis.