A framework designed for discovery
Overview
This project integrates immunopeptidomic analysis, computational antigen prediction, and patient-derived in vitro T cell modeling to identify the autoantigens and autoreactive T cell clonotypes driving immune attack in aplastic anemia. The work combines structural biology, machine learning, and functional immunology to advance from mechanistic discovery toward translational applications.
Experimental / Computational Methods
Immunopeptidomic analysis of mutant and wild-type HLA alleles using engineered hematopoietic cell lines expressing single HLA alleles; comparative peptide-binding analysis to distinguish antigens linked to disease; machine learning and computational modeling for candidate autoantigen prioritization; development and validation of an in vitro HLA-restricted T cell expansion model using patient-derived CD8+ T cells; and TCR sequencing to identify autoreactive T cell clonotypes.
Data Sources / Models Used
Patient-derived CD8+ T cells expanded using engineered hematopoietic cell lines expressing single risk and non-risk HLA alleles; immunopeptidomic datasets comparing mutant and wild-type HLA alleles; computational antigen prediction datasets; TCR sequencing data identifying dominant autoreactive clonotypes; and patient-derived iPSC platform data for autoreactive T cell expansion.
Analytical / Translational Focus
Identification of candidate autoantigens and autoreactive T cell clonotypes in AA, with translational goals including development of diagnostic assays, relapse monitoring tools, and targeted therapies. Findings extend to broader autoimmune disease modeling, and the iPSC platform supports expansion into tissue-specific autoimmune mechanisms. A $1.3M Department of the Army grant has been awarded to continue this work through 2027.
Powering the science
Daria Babushok, MD, PhD, Colton Consortium Member
Assistant Professor, Department of Medicine (Hematology-Oncology), Perelman School of Medicine, University of Pennsylvania
From insight to impact
Publications
Origins of T-cell-mediated autoimmunity in acquired aplastic anaemia.
Additional Outputs
External Funding
Department of the Army Grant HT94252410445 — $1.3M (10/1/2024–9/30/2027): Advancing mechanistic understanding of autoimmunity in aplastic anemia through HLA allele specificity.
Conference Presentations / Posters
- Gupta S, Zheng S, Papaioannou J, Lin P, Nijim S, Yu A, Fazelinia H, Spruce LA, Babushok D. Insights into functional significance of somatic HLA class I variants in acquired aplastic anemia through structural modeling. 4th Structural Biology Symposium, University of Pennsylvania, Philadelphia, PA, May 21, 2025.
- Zheng S, Papaioannou J, Lin P, Gupta S, Nijim S, Yu A, Fazelinia H, Spruce LA, Babushok D. The Functional Significance of Missense HLA Class I Mutations in Acquired Aplastic Anemia. AAMDSIF Bone Marrow Failure Summit, Bethesda, MD, March 6–7, 2025.
Publications / Manuscripts in Preparation
Autoreactive T cells in aplastic anemia; Missense HLA class I mutations uncover candidate aplastic anemia autoantigens.