After further screening by LASSO, 9 genes (DDX60, EIF2AK2, IRF9, IFITM3, STAT1, IFI6, IFNGR1, ISG15, SOCS3) were selected and presented to 11 machine learning algorithms to validate their value for SLE. This evidence concerns the gene STAT1 and systemic lupus erythematosus.