With this method, we identified novel candidate PBC susceptibility loci (e.g., UMAD1) and detected haplotype patterns that potentially contribute to hypothesized disease pathways that include previously reported PBC susceptibility genes (HLA-DRA, TNFSF15) in the Japanese population. Here, TNFSF15 is linked to primary biliary cholangitis.