Among them, five genes, KLRB1, KLRF1, GZMK, IL-7R and CD40LG, showed good diagnostic performance which was confirmed by ROC curves in the training and validation sets of IBD and SLE cohorts, respectively. The gene discussed is KLRB1; the disease is systemic lupus erythematosus.