Further analysis revealed that 22 immune cell phenotypes were positively associated with an increased risk of developing CFS, with CD4+/CD8+ T cells showing the most significant association (IVW, OR: 1.14, 95% CI: 1.05–1.25, p = 0.002). Here, CD4 is linked to myalgic encephalomeyelitis/chronic fatigue syndrome.