HLA-DRB1*15:01-risk, but not GFAP or anti-EBNA1 IgG, improved predictive value.<h4>Conclusion</h4>Our study found that serum NfL outperformed GFAP in predicting early MS diagnoses after CIS. Here, HLA-DRB1 is linked to myeloid sarcoma.