Application of HEIDI-outlier filtering (p > 0.05) with SMR analysis (p < 0.05) refined four causal genes (ST3GAL5, TGFBR2, TBC1D12, and DHDH), demonstrating pleiotropic associations with PBC susceptibility (Fig. 7F). Here, DHDH is linked to primary biliary cholangitis.