Machine learning technique, LASSO regression analysis, was utilized to refine our search, leading to the identification of three genes, EIF2AK2, PARP9, and IFI27, which demonstrated strong diagnostic potential confirmed by ROC curves in both stroke and SLE cohorts. This evidence concerns the gene PARP9 and Stroke.