Together with our ROC analysis of abnormal antigen-specific memory T cell subsets, our findings strongly suggest that dysregulated PD-1 and Tim-3 co-stimulation are implicated in MS pathogenesis, and may therefore be useful for assessing disease severity. This evidence concerns the gene HAVCR2 and myeloid sarcoma.