Based on the findings of the study, it was observed that CFS symptoms could be most accurately predicted by CRP, IgG to HHV-6-duTPase, IgM to activin-A, IgM to SARS-CoV-2, and IgA-activin-A. Here, CD40LG is linked to myalgic encephalomeyelitis/chronic fatigue syndrome.