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. The gene discussed is DDX60L; the disease is primary biliary cholangitis.