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652 Systematic Prediction of Minor Histocompatibility Antigens to Inform GvHD Outcomes after Allogeneic Stem Cell Transplantation

Program: Oral and Poster Abstracts
Type: Oral
Session: 722. Allogeneic Transplantation: Acute and Chronic GVHD, Immune Reconstitution: Innovative Approaches to GVHD Prevention and Treatment
Hematology Disease Topics & Pathways:
Research, Acute Myeloid Malignancies, AML, Translational Research, genomics, Diseases, immune mechanism, immunology, Adverse Events, computational biology, Myeloid Malignancies, Biological Processes, Technology and Procedures, Study Population, Human
Sunday, December 10, 2023: 5:15 PM

Nicoletta Cieri, MD, PhD1,2,3, Nidhi Hookeri1,2*, Kari Stromhaug1,2*, Liang Li, MS4*, Julia Keating, MS5*, Jonathan Stevens6*, Kameron Kooshesh, MD3, Helen Ji2*, Gabrielle M. Hernandez1*, Jennifer Abelin, PhD1*, Susan Klaeger, PhD1*, Cleo Forman5*, Karl Clauser1*, Siranush Sarkizova, PhD1*, Giacomo Oliveira, PhD2,3*, Livius Penter, MD1,2,3, Haesook T. Kim, PhD5, William Lane, MD, PhD6*, Shuqiang Li, PhD1,7*, Kenneth J. Livak, PhD7*, Steven A. Carr, PhD1*, Derin B. Keskin7*, Vincent T. Ho, MD2,3*, Jerome Ritz, MD2,3, Robert J. Soiffer, MD2,3, Donna S. Neuberg, ScD5, Chip Stewart, PhD1*, Gad Getz, PhD3,4,8* and Catherine J Wu, MD1,2,3

1Broad Institute of MIT and Harvard, Cambridge, MA
2Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA
3Harvard Medical School, Boston, MA
4Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA
5Department of Data Science, Dana-Farber Cancer Institute, Boston, MA
6Brigham and Women's Hospital, Boston, MA
7Translational Immunogenomics Lab, Dana-Farber Cancer Institute, Boston, MA
8Cancer Center, Massachusetts General Hospital, Boston, MA

T cell alloreactivity against minor histocompatibility antigens (mHAgs), polymorphic peptides resulting from donor-recipient (D-R) disparity at sites of genetic polymorphisms (SNPs, indels, frameshifts), is at the core of the therapeutic effect of allogeneic hematopoietic stem cell transplantation (allo-HSCT). Despite the crucial role of mHAgs in graft-versus-leukemia and graft-versus-host (GvHD) reactions, it has not been possible thus far to consistently link patient-specific mHAg repertoires to clinical outcomes. As a result, only D-R HLA matching and the activity of GvHD prophylaxis strategies are currently available to help clinicians in this challenge.

We hypothesized that post-transplant outcomes could be impacted by genome-wide mHAg load, delineated in an organ- and malignancy-specific fashion. We have therefore devised an analytic framework to systematically identify autosomal and Y-encoded mHAgs, based on the integration of polymorphism detection by whole-exome sequencing (WES) of germline DNA from D-R pairs together with organ-specific transcriptional- and proteome-level expression together with HLA class I epitope prediction. A critical component of the pipeline was building a reliable expression atlas for acute or chronic GvHD-targeted tissues. To capture less frequent but biologically relevant cell types consistently underestimated in bulk RNA expression profiles, we evaluated multiple external single-cell datasets of healthy human skin, liver, lung, GI, oral mucosa, and lacrimal gland. For each tissue, we merged the corresponding single-cell data sets and then clustered and annotated tissue-resident cell types, for which specific expressed genes were then identified, totaling 13,512 genes expressed in ≥1 GvHD target tissue.

To determine how mHAg load related to GvHD risk, we applied our mHAg pipeline to paired WES (≥85% target base coverage at ≥20x depth) generated from 220 D-R pairs treated with a matched-related donor allo-HSCT for AML/MDS. We considered the impact of diagnosis, prognostic risk score, status at transplant, conditioning regimen, and graft source against median mHAg load on risk for acute and chronic GvHD. Across these patients, only total autosomal mHAg load > median was associated with increased risk of developing grade II-IV aGvHD (HR = 2.54, 95% confidence interval: 1.03 - 6.26, p = 0.043). While the total autosomal mHAg load was not associated with development of cGvHD, subgroup analysis of 55 FàM transplants revealed that a combined score of autosomal and Y-encoded mHAgs > median was associated with development of NIH moderate/severe cGvHD (p = 0.042).

We next asked whether organ-specific mHAg load could predict the risk for organ-restricted acute or chronic GvHD. By evaluating organ-specific GvHD occurrence across deciles of mHAg load, we identified 2 distinct patterns of association. In the case of lung cGvHD, all 14 positive cases occurred in patients with a lung-specific autosomal mHAg load > median. By logistic regression modelling, lung mHAg load > median was the sole factor associated with increased risk of lung cGvHD (OR = 17.22, 95% CI: 3.18 - 321.63, p = 0.008). In contrast, for aGvHD of the liver, we observed an opposite pattern, with 12 of 13 affected patients having a liver mHAg load < median. We hypothesized that a limited set of immunodominant liver mHAgs might drive the clinical manifestations in these patients. By analyzing the mHAg landscape of patients affected by liver aGvHD, we observed an enriched representation of 7 polymorphisms in genes with preferential expression in liver. Notably, these SNPs were less frequent in patients developing aGvHD without liver involvement (p = 0.002) and co-occurred at a lower frequency in patients experiencing liver cGvHD (p = 0.0002). For one patient experiencing liver aGvHD, we could trace ex vivo T cells specific for 1 (of the 3 predicted) driver liver mHAgs.

Overall, our findings indicate that molecular characterization of D-R pairs to define GvHD risk could facilitate the design of personalized post-HSCT treatments to minimize this highly morbid condition, including incorporation of additional immunosuppressive therapies, introduced early for high-risk patients, or reduced-intensity approaches in low-risk settings. This is particularly valuable for lung GvHD, which is associated with the highest morbidity and mortality.

Disclosures: Klaeger: Genentech: Current Employment. Lane: CareDx: Consultancy; Thermo Fisher Scientific: Consultancy, Patents & Royalties; OneLambda: Consultancy. Livak: MBQ Pharma Inc: Consultancy; Standard BioTools Inc: Current equity holder in publicly-traded company. Carr: Kymera: Current equity holder in private company, Membership on an entity's Board of Directors or advisory committees; PTM BioLabs: Membership on an entity's Board of Directors or advisory committees; Seer: Current equity holder in private company, Membership on an entity's Board of Directors or advisory committees; PrognomIQ: Current equity holder in private company, Membership on an entity's Board of Directors or advisory committees. Keskin: Gilead Sciences: Current equity holder in private company; BeiGene: Current equity holder in private company; Agenus: Current equity holder in private company; Breakbio: Current equity holder in private company, Membership on an entity's Board of Directors or advisory committees; Immunitrack: Membership on an entity's Board of Directors or advisory committees. Ho: CareDx: Research Funding; Allovir: Consultancy; Jazz: Consultancy, Research Funding; Omeros: Consultancy; Alexion: Consultancy. Ritz: Novartis: Consultancy, Membership on an entity's Board of Directors or advisory committees, Research Funding; Smart Immune: Consultancy, Membership on an entity's Board of Directors or advisory committees; TScan Therapeutics: Consultancy, Current holder of stock options in a privately-held company, Membership on an entity's Board of Directors or advisory committees; Oncternal: Research Funding; Kite/Gilead: Research Funding; Equillium: Research Funding; LifeVault Bio: Consultancy, Current holder of stock options in a privately-held company, Membership on an entity's Board of Directors or advisory committees; Garuda Therapeutics: Consultancy, Current holder of stock options in a privately-held company, Membership on an entity's Board of Directors or advisory committees; Clade Therapeutics: Consultancy, Current holder of stock options in a privately-held company, Membership on an entity's Board of Directors or advisory committees; Avrobio: Consultancy, Membership on an entity's Board of Directors or advisory committees; Akron Biotech: Consultancy, Membership on an entity's Board of Directors or advisory committees. Soiffer: Smart Immune: Consultancy; NMPD – Be the Match, USA: Membership on an entity's Board of Directors or advisory committees; Juno Therapeutics/ BMS/Celgene USA: Other: Data Safety Monitoring Board; Vor Bipharma: Consultancy; Neovii: Consultancy; Bluesphere Bio: Consultancy; Jasper: Consultancy; Astellas: Consultancy. Neuberg: Madrigal Pharmaceuticals: Current equity holder in private company. Getz: Pharmacyclics: Research Funding; Ultima Genomics: Research Funding; IBM: Research Funding; Scorpion Therapeutics: Consultancy, Current equity holder in private company. Wu: BioNTech Inc: Current equity holder in publicly-traded company; Pharmacyclics: Research Funding.

*signifies non-member of ASH