PARP9 and primary biliary cholangitis: Our study confirmed the bidirectional causal relationship between PBC and SLE, and identified PARP9, ABCA1, CEACAM1, and DDX60L genes as the most potential shared diagnostic genes between the two diseases, providing insights for exploring the underlying mechanisms of those diseases.