Overall, the analysis reveals that key transcription factors such as IRF3, IRF7, STAT1, MYB, and FOXO1 are widely expressed across various immune cell types in SLE patients, underscoring their crucial roles in immune dysregulation. This evidence concerns the gene IRF7 and systemic lupus erythematosus.