Memory stem T cells (TSCMs) constitute a long-lived, self-renewing lymphocyte population essential for the maintenance of functional immunity. Hallmarks of autoimmune disease pathogenesis are abnormal CD4+ and CD8+ T cell activation. We investigated the TSCM subset in 55, 34, 43, and 5 patients with acquired aplastic anemia (AA), autoimmune uveitis, systemic lupus erythematosus, and sickle cell disease, respectively, as well as in 41 age-matched healthy controls. CD8+ TSCM frequency was significantly increased in AA compared with healthy controls. An increased CD8+ TSCM frequency at diagnosis was associated with responsiveness to immunosuppressive therapy, and an elevated CD8+ TSCM population after immunosuppressive therapy correlated with treatment failure or relapse in AA patients. IFN-γ and IL-2 production was significantly increased in various CD8+ and CD4+ T cell subsets in AA patients, including CD8+ and CD4+ TSCMs. CD8+ TSCM frequency was also increased in patients with autoimmune uveitis or sickle cell disease. A positive correlation between CD4+ and CD8+ TSCM frequencies was found in AA, autoimmune uveitis, and systemic lupus erythematosus. Evaluation of PD-1, CD160, and CD244 expression revealed that TSCMs were less exhausted compared with other types of memory T cells. Our results suggest that the CD8+ TSCM subset is a novel biomarker and a potential therapeutic target for AA.