In this study, through a comprehensive analysis of SLE-related datasets in the GEO database, the pathogenesis of SLE was deeply explored, with particular focus on immune cell infiltration and the role of the key gene ISG15. Here, ISG15 is linked to systemic lupus erythematosus.