In conclusion, this research is the first as per our knowledge to explore the molecular characteristics of NRGs in SLE, identify three potential biomarkers, HMGB1, ITGB2, and CREB5, and three distinct clusters based on these hub biomarkers. This evidence concerns the gene HMGB1 and systemic lupus erythematosus.