As a result, we discovered 4 common genes (PARP9, ABCA1, CEACAM1, DDX60L) as the top shared diagnostic biomarkers for both PBC and SLE (Supplementary Figure S5E). This evidence concerns the gene CEACAM1 and systemic lupus erythematosus.