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Zou Y, Luo J, Chen L, Wang X, Liu W, Wang RH, Li SC. Identifying T-cell clubs by embracing the local harmony between TCR and gene expressions. Mol Syst Biol 2024; 20:1329-1345. [PMID: 39496799 PMCID: PMC11612385 DOI: 10.1038/s44320-024-00070-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2024] [Revised: 10/02/2024] [Accepted: 10/15/2024] [Indexed: 11/06/2024] Open
Abstract
T cell receptors (TCR) and gene expression provide two complementary and essential aspects in T cell understanding, yet their diversity presents challenges in integrative analysis. We introduce TCRclub, a novel method integrating single-cell RNA sequencing data and single-cell TCR sequencing data using local harmony to identify functionally similar T cell groups, termed 'clubs'. We applied TCRclub to 298,106 T cells across seven datasets encompassing various diseases. First, TCRclub outperforms the state-of-the-art methods in clustering T cells on a dataset with over 400 verified peptide-major histocompatibility complex categories. Second, TCRclub reveals a transition from activated to exhausted T cells in cholangiocarcinoma patients. Third, TCRclub discovered the pathways that could intervene in response to anti-PD-1 therapy for patients with basal cell carcinoma by analyzing the pre-treatment and post-treatment samples. Furthermore, TCRclub unveiled different T-cell responses and gene patterns at different severity levels in patients with COVID-19. Hence, TCRclub aids in developing more effective immunotherapeutic strategies for cancer and infectious diseases.
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Affiliation(s)
- Yiping Zou
- Department of Computer Science, City University of Hong Kong, Hong Kong, China
- Department of Computer Science, City University of Hong Kong Shenzhen Research Institute, Shenzhen, China
| | - Jiaqi Luo
- Department of Computer Science, City University of Hong Kong, Hong Kong, China
- Department of Computer Science, City University of Hong Kong Shenzhen Research Institute, Shenzhen, China
| | - Lingxi Chen
- Department of Computer Science, City University of Hong Kong, Hong Kong, China
- Department of Computer Science, City University of Hong Kong Shenzhen Research Institute, Shenzhen, China
| | - Xueying Wang
- Department of Computer Science, City University of Hong Kong, Hong Kong, China
- Department of Computer Science, City University of Hong Kong Shenzhen Research Institute, Shenzhen, China
- Department of Computer Science, City University of Hong Kong (Dongguan), Dongguan, China
| | - Wei Liu
- Department of Computer Science, City University of Hong Kong, Hong Kong, China
- Department of Computer Science, City University of Hong Kong Shenzhen Research Institute, Shenzhen, China
| | - Ruo Han Wang
- Department of Computer Science, City University of Hong Kong, Hong Kong, China
- Department of Computer Science, City University of Hong Kong Shenzhen Research Institute, Shenzhen, China
| | - Shuai Cheng Li
- Department of Computer Science, City University of Hong Kong, Hong Kong, China.
- Department of Computer Science, City University of Hong Kong Shenzhen Research Institute, Shenzhen, China.
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2
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Postovskaya A, Vercauteren K, Meysman P, Laukens K. tcrBLOSUM: an amino acid substitution matrix for sensitive alignment of distant epitope-specific TCRs. Brief Bioinform 2024; 26:bbae602. [PMID: 39576224 PMCID: PMC11583439 DOI: 10.1093/bib/bbae602] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Revised: 10/07/2024] [Accepted: 11/05/2024] [Indexed: 11/24/2024] Open
Abstract
Deciphering the specificity of T-cell receptor (TCR) repertoires is crucial for monitoring adaptive immune responses and developing targeted immunotherapies and vaccines. To elucidate the specificity of previously unseen TCRs, many methods employ the BLOSUM62 matrix to find TCRs with similar amino acid (AA) sequences. However, while BLOSUM62 reflects the AA substitutions within conserved regions of proteins with similar functions, the remarkable diversity of TCRs means that both TCRs with similar and dissimilar sequences can bind the same epitope. Therefore, reliance on BLOSUM62 may bias detection towards epitope-specific TCRs with similar biochemical properties, overlooking those with more diverse AA compositions. In this study, we introduce tcrBLOSUMa and tcrBLOSUMb, specialized AA substitution matrices for CDR3 alpha and CDR3 beta TCR chains, respectively. The matrices reflect AA frequencies and variations occurring within TCRs that bind the same epitope, revealing that both CDR3 alpha and CDR3 beta display tolerance to a wide range of AA substitutions and differ noticeably from the standard BLOSUM62. By accurately aligning distant TCRs employing tcrBLOSUMb, we were able to improve clustering performance and capture a large number of epitope-specific TCRs with diverse AA compositions and physicochemical profiles overlooked by BLOSUM62. Utilizing both the general BLOSUM62 and specialized tcrBLOSUM matrices in existing computational tools will broaden the range of TCRs that can be associated with their cognate epitopes, thereby enhancing TCR repertoire analysis.
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MESH Headings
- Receptors, Antigen, T-Cell/immunology
- Receptors, Antigen, T-Cell/genetics
- Receptors, Antigen, T-Cell/chemistry
- Amino Acid Substitution
- Humans
- Amino Acid Sequence
- Epitopes, T-Lymphocyte/immunology
- Epitopes, T-Lymphocyte/chemistry
- Sequence Alignment
- Complementarity Determining Regions/genetics
- Complementarity Determining Regions/immunology
- Complementarity Determining Regions/chemistry
- Computational Biology/methods
- Epitopes/immunology
- Epitopes/chemistry
- Algorithms
- Receptors, Antigen, T-Cell, alpha-beta/genetics
- Receptors, Antigen, T-Cell, alpha-beta/immunology
- Receptors, Antigen, T-Cell, alpha-beta/chemistry
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Affiliation(s)
- Anna Postovskaya
- Adrem Data Lab, Department of Computer Science, University of Antwerp, Antwerp, Belgium
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium
- Clinical Virology Unit, Department of Clinical Sciences, Institute of Tropical Medicine, Antwerp, Belgium
| | - Koen Vercauteren
- Clinical Virology Unit, Department of Clinical Sciences, Institute of Tropical Medicine, Antwerp, Belgium
| | - Pieter Meysman
- Adrem Data Lab, Department of Computer Science, University of Antwerp, Antwerp, Belgium
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium
| | - Kris Laukens
- Adrem Data Lab, Department of Computer Science, University of Antwerp, Antwerp, Belgium
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium
- Biomedical Informatics Research Network Antwerp (BIOMINA), University of Antwerp, Antwerp, Belgium
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3
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Tippalagama R, Chihab LY, Kearns K, Lewis S, Panda S, Willemsen L, Burel JG, Lindestam Arlehamn CS. Antigen-specificity measurements are the key to understanding T cell responses. Front Immunol 2023; 14:1127470. [PMID: 37122719 PMCID: PMC10140422 DOI: 10.3389/fimmu.2023.1127470] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Accepted: 03/30/2023] [Indexed: 05/02/2023] Open
Abstract
Antigen-specific T cells play a central role in the adaptive immune response and come in a wide range of phenotypes. T cell receptors (TCRs) mediate the antigen-specificities found in T cells. Importantly, high-throughput TCR sequencing provides a fingerprint which allows tracking of specific T cells and their clonal expansion in response to particular antigens. As a result, many studies have leveraged TCR sequencing in an attempt to elucidate the role of antigen-specific T cells in various contexts. Here, we discuss the published approaches to studying antigen-specific T cells and their specific TCR repertoire. Further, we discuss how these methods have been applied to study the TCR repertoire in various diseases in order to characterize the antigen-specific T cells involved in the immune control of disease.
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4
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Lozano-Ojalvo D, Tyler SR, Aranda CJ, Wang J, Sicherer S, Sampson HA, Wood RA, Burks AW, Jones SM, Leung DYM, de Lafaille MC, Berin MC. Allergen recognition by specific effector Th2 cells enables IL-2-dependent activation of regulatory T-cell responses in humans. Allergy 2023; 78:697-713. [PMID: 36089900 PMCID: PMC10111618 DOI: 10.1111/all.15512] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 08/11/2022] [Accepted: 08/28/2022] [Indexed: 11/29/2022]
Abstract
Type 2 allergen-specific T cells are essential for the induction and maintenance of allergies to foods, and Tregs specific for these allergens are assumed to be involved in their resolution. However, it has not been convincingly demonstrated whether allergen-specific Treg responses are responsible for the generation of oral tolerance in humans. We observed that sustained food allergen exposure in the form of oral immunotherapy resulted in increased frequency of Tregs only in individuals with lasting clinical tolerance. We sought to identify regulatory components of the CD4+ T-cell response to food allergens by studying their functional activation over time in vitro and in vivo. Two subsets of Tregs expressing CD137 or CD25/OX40 were identified with a delayed kinetics of activation compared with clonally enriched pathogenic effector Th2 cells. Treg activation was dependent on IL-2 derived from effector T cells. In vivo exposure to peanut in the form of an oral food challenge of allergic subjects induced a delayed and persistent activation of Tregs after initiation of the allergen-specific Th2 response. The novel finding of our work is that a sustained wave of Treg activation is induced by the release of IL-2 from Th2 effector cells, with the implication that therapeutic administration of IL-2 could improve current OIT approaches.
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Affiliation(s)
- Daniel Lozano-Ojalvo
- Icahn School of Medicine at Mount Sinai, Jaffe Food Allergy Institute, New York, New York, USA
- Icahn School of Medicine at Mount Sinai, Precision Immunology Institute, New York, New York, USA
| | - Scott R Tyler
- Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Carlos J Aranda
- Icahn School of Medicine at Mount Sinai, Jaffe Food Allergy Institute, New York, New York, USA
- Icahn School of Medicine at Mount Sinai, Precision Immunology Institute, New York, New York, USA
| | - Julie Wang
- Icahn School of Medicine at Mount Sinai, Jaffe Food Allergy Institute, New York, New York, USA
| | - Scott Sicherer
- Icahn School of Medicine at Mount Sinai, Jaffe Food Allergy Institute, New York, New York, USA
| | - Hugh A Sampson
- Icahn School of Medicine at Mount Sinai, Jaffe Food Allergy Institute, New York, New York, USA
- Icahn School of Medicine at Mount Sinai, Precision Immunology Institute, New York, New York, USA
| | - Robert A Wood
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - A Wesley Burks
- Department of Medicine and Pediatrics, University of North Carolina School of Medicine, Chapel Hill, North Carolina, USA
| | - Stacie M Jones
- Department of Pediatrics, University of Arkansas for Medical Sciences and Arkansas Children’s Hospital, Little Rock, Arkansas, USA
| | - Donald Y M Leung
- Department of Pediatrics, National Jewish Health, Denver, Colorado, USA
| | - Maria Curotto de Lafaille
- Icahn School of Medicine at Mount Sinai, Jaffe Food Allergy Institute, New York, New York, USA
- Icahn School of Medicine at Mount Sinai, Precision Immunology Institute, New York, New York, USA
| | - M Cecilia Berin
- Icahn School of Medicine at Mount Sinai, Jaffe Food Allergy Institute, New York, New York, USA
- Icahn School of Medicine at Mount Sinai, Precision Immunology Institute, New York, New York, USA
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5
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Baloh CH, Huffaker MF, Laidlaw T. Biomarkers and mechanisms of tolerance induction in food allergic patients drive new therapeutic approaches. Front Immunol 2022; 13:972103. [PMID: 36263023 PMCID: PMC9574092 DOI: 10.3389/fimmu.2022.972103] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Accepted: 09/12/2022] [Indexed: 12/01/2022] Open
Abstract
Immunotherapy for food-allergic patients has been effective in inducing desensitization in some populations, but long-term tolerance has remained an elusive target. A challenge facing our field is how to differentiate immune markers that are impacted by immunotherapy from those that are critical biomarkers of tolerance. Data from recent clinical trials have identified several biomarkers and mechanisms for achieving tolerance. These biomarkers include younger age, lower food-specific IgE, lower food component-specific IgE, specific linear epitope profiles, and subsets of food-specific CD4+ T cells. Additional biomarkers under investigation for their relevance in tolerance induction include TCR repertoires, gastrointestinal and skin microbiome, and local tissue immunity. This mini-review highlights recent advances in understanding biomarkers and mechanisms of tolerance induction in food immunotherapy and how these are influencing clinical trial development.
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Affiliation(s)
- Carolyn H. Baloh
- Immune Tolerance Network, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
- Department of Medicine, Harvard Medical School, the Division of Allergy and Clinical Immunology, Brigham and Women’s Hospital, Boston, MA, United States
- *Correspondence: Carolyn H. Baloh,
| | - Michelle F. Huffaker
- Immune Tolerance Network, University of California San Francisco, San Francisco, CA, United States
| | - Tanya Laidlaw
- Immune Tolerance Network, Benaroya Research Institute at Virginia Mason, Seattle, WA, United States
- Department of Medicine, Harvard Medical School, the Division of Allergy and Clinical Immunology, Brigham and Women’s Hospital, Boston, MA, United States
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6
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Morgan DM, Shreffler WG, Love JC. Revealing the heterogeneity of CD4+ T cells through single-cell transcriptomics. J Allergy Clin Immunol 2022; 150:748-755. [DOI: 10.1016/j.jaci.2022.08.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2022] [Revised: 08/15/2022] [Accepted: 08/19/2022] [Indexed: 11/07/2022]
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7
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Mcbreairty B, Chobrutskiy B, Chobrutskiy A, Gozlan E, Diaz M, Blanck G. Immune receptor CDR3 chemical features that preserve sequence information are highly efficient in reflecting survival distinctions: A pan‑cancer analysis. Biomed Rep 2022; 17:68. [DOI: 10.3892/br.2022.1551] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Accepted: 05/09/2022] [Indexed: 11/06/2022] Open
Affiliation(s)
- Brooke Mcbreairty
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA
| | - Boris Chobrutskiy
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA
| | - Andrea Chobrutskiy
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA
| | - Etienne Gozlan
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA
| | - Michael Diaz
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA
| | - George Blanck
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA
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8
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Chen C, Liu SYM, Chen Y, Ou Q, Bao H, Xu L, Zhang Y, Zhong W, Zhou Q, Yang XN, Shao Y, Wu YL, Liu SY, Li Y. Predictive value of TCR Vβ-Jβ profile for adjuvant gefitinib in EGFR mutant NSCLC from ADJUVANT-CTONG 1104 trial. JCI Insight 2022; 7:e152631. [PMID: 35014626 PMCID: PMC8765044 DOI: 10.1172/jci.insight.152631] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Accepted: 11/17/2021] [Indexed: 12/21/2022] Open
Abstract
Herein, we characterize the landscape and prognostic significance of the T cell receptor (TCR) repertoire of early-stage non-small cell lung cancer (NSCLC) for patients with an epidermal growth factor receptor (EGFR) mutation. β Chain TCR sequencing was used to characterize the TCR repertoires of paraffin-preserved pretreatment tumor and tumor-adjacent tissues from 57 and 44 patients with stage II/III NSCLC with an EGFR mutation treated with gefitinib or chemotherapy in the ADJUVANT-CTONG 1104 trial. The TCR diversity was significantly decreased in patients with an EGFR mutation, and patients with high TCR diversity had a favorable overall survival (OS). A total of 10 TCR Vβ-Jβ rearrangements were significantly associated with OS. Patients with a higher frequency of Vβ5-6Jβ2-1, Vβ20-1Jβ2-1, Vβ24-1Jβ2-1, and Vβ29-1Jβ2-7 had significantly longer OS. Weighted combinations of the 4 TCRs were significantly associated with OS and disease-free survival (DFS) of patients, which could further stratify the high and low TCR diversity groups. Importantly, Vβ5-6Jβ2-1, Vβ20-1Jβ2-1, and Vβ24-1Jβ2-1 had a significant relationship with gefitinib treatment, while Vβ29-1Jβ2-7 was associated with chemotherapy. Four TCR Vβ-Jβ rearrangements related to favorable OS and DFS for adjuvant gefitinib and chemotherapy in patients with an EGFR mutation with stage II/III NSCLC; this may provide a novel perspective for the adjuvant setting for resectable NSCLC.
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Affiliation(s)
- Cunte Chen
- Key Laboratory for Regenerative Medicine of Ministry of Education, Institute of Hematology, School of Medicine, and
| | - Si-Yang Maggie Liu
- Key Laboratory for Regenerative Medicine of Ministry of Education, Institute of Hematology, School of Medicine, and
- Department of Hematology, First Affiliated Hospital, Clinical Medicine Postdoctoral Research Station, Jinan University, Guangzhou, China
- Chinese Thoracic Oncology Group (CTONG), Guangzhou, China
| | - Yedan Chen
- Geneseeq Research Institute, Nanjing Geneseeq Technology Inc., Nanjing, China
| | - Qiuxiang Ou
- Geneseeq Research Institute, Nanjing Geneseeq Technology Inc., Nanjing, China
| | - Hua Bao
- Geneseeq Research Institute, Nanjing Geneseeq Technology Inc., Nanjing, China
| | - Ling Xu
- Key Laboratory for Regenerative Medicine of Ministry of Education, Institute of Hematology, School of Medicine, and
| | - Yikai Zhang
- Key Laboratory for Regenerative Medicine of Ministry of Education, Institute of Hematology, School of Medicine, and
| | - Wenzhao Zhong
- Guangdong Lung Cancer Institute, Guangdong Provincial Key Laboratory of Translational Medicine in Lung Cancer, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Qing Zhou
- Guangdong Lung Cancer Institute, Guangdong Provincial Key Laboratory of Translational Medicine in Lung Cancer, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Xue-Ning Yang
- Guangdong Lung Cancer Institute, Guangdong Provincial Key Laboratory of Translational Medicine in Lung Cancer, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Yang Shao
- Geneseeq Research Institute, Nanjing Geneseeq Technology Inc., Nanjing, China
- School of Public Health, Nanjing Medical University, Nanjing, China
| | - Yi-Long Wu
- Guangdong Lung Cancer Institute, Guangdong Provincial Key Laboratory of Translational Medicine in Lung Cancer, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Si-Yang Liu
- Guangdong Lung Cancer Institute, Guangdong Provincial Key Laboratory of Translational Medicine in Lung Cancer, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Yangqiu Li
- Key Laboratory for Regenerative Medicine of Ministry of Education, Institute of Hematology, School of Medicine, and
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9
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Monian B, Tu AA, Ruiter B, Morgan DM, Petrossian PM, Smith NP, Gierahn TM, Ginder JH, Shreffler WG, Love JC. Peanut oral immunotherapy differentially suppresses clonally distinct subsets of T helper cells. J Clin Invest 2021; 132:150634. [PMID: 34813505 PMCID: PMC8759778 DOI: 10.1172/jci150634] [Citation(s) in RCA: 53] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2021] [Accepted: 11/18/2021] [Indexed: 11/18/2022] Open
Abstract
Food allergy affects an estimated 8% of children in the United States. Oral immunotherapy (OIT) is a recently approved treatment, with outcomes ranging from sustained tolerance to food allergens to no apparent benefit. The immunological underpinnings that influence clinical outcomes of OIT remain largely unresolved. Using single-cell RNA-Seq and paired T cell receptor α/β (TCRα/β) sequencing, we assessed the transcriptomes of CD154+ and CD137+ peanut-reactive T helper (Th) cells from 12 patients with peanut allergy longitudinally throughout OIT. We observed expanded populations of cells expressing Th1, Th2, and Th17 signatures that further separated into 6 clonally distinct subsets. Four of these subsets demonstrated a convergence of TCR sequences, suggesting antigen-driven T cell fates. Over the course of OIT, we observed suppression of Th2 and Th1 gene signatures in effector clonotypes but not T follicular helper–like (Tfh-like) clonotypes. Positive outcomes were associated with stronger suppression of Th2 signatures in Th2A-like cells, while treatment failure was associated with the expression of baseline inflammatory gene signatures that were present in Th1 and Th17 cell populations and unmodulated by OIT. These results demonstrate that differential clinical responses to OIT are associated with both preexisting characteristics of peanut-reactive CD4+ T cells and suppression of a subset of Th2 cells.
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Affiliation(s)
- Brinda Monian
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, United States of America
| | - Ang A Tu
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, United States of America
| | - Bert Ruiter
- Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, United States of America
| | - Duncan M Morgan
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, United States of America
| | - Patrick M Petrossian
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, United States of America
| | - Neal P Smith
- Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, United States of America
| | - Todd M Gierahn
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, United States of America
| | - Julia H Ginder
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, United States of America
| | - Wayne G Shreffler
- Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, United States of America
| | - J Christopher Love
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, United States of America
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