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. Here, STAT1 is linked to systemic lupus erythematosus.