51
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Looney TJ, Topacio-Hall D, Lowman G, Conroy J, Morrison C, Oh D, Fong L, Zhang L. TCR Convergence in Individuals Treated With Immune Checkpoint Inhibition for Cancer. Front Immunol 2020; 10:2985. [PMID: 31993050 PMCID: PMC6962348 DOI: 10.3389/fimmu.2019.02985] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2019] [Accepted: 12/05/2019] [Indexed: 01/06/2023] Open
Abstract
Tumor antigen-driven selection may expand T cells having T cell receptors (TCRs) of shared antigen specificity but different amino acid or nucleotide sequence in a process known as TCR convergence. Substitution sequencing errors introduced by TCRβ (TCRB) repertoire sequencing may create artifacts resembling TCR convergence. Given the anticipated differences in substitution error rates across different next-generation sequencing platforms, the choice of platform could be consequential. To test this, we performed TCRB sequencing on the same peripheral blood mononuclear cells (PBMC) from individuals with cancer receiving anti-CTLA-4 or anti-PD-1 using an Illumina-based approach (Sequenta) and an Ion Torrent-based approach (Oncomine TCRB-LR). While both approaches found similar TCR diversity, clonality, and clonal overlap, we found that Illumina-based sequencing resulted in higher TCR convergence than with the Ion Torrent approach. To build upon this initial observation we conducted a systematic comparison of Illumina-based TCRB sequencing assays, including those employing molecular barcodes, with the Oncomine assay, revealing differences in the frequency of convergent events, purportedly artifactual rearrangements, and sensitivity of detection. Finally, we applied the Ion Torrent-based approach to evaluate clonality and convergence in a cohort of individuals receiving anti-CTLA-4 blockade for cancer. We found that clonality and convergence independently predicted response and could be combined to improve the accuracy of a logistic regression classifier. These results demonstrate the importance of the sequencing platform in assessing TCRB convergence.
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Affiliation(s)
| | | | - Geoffrey Lowman
- Thermo Fisher Scientific, South San Francisco, CA, United States
| | - Jeffrey Conroy
- OmniSeq Inc., Buffalo, NY, United States.,Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
| | - Carl Morrison
- OmniSeq Inc., Buffalo, NY, United States.,Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
| | - David Oh
- Division of Hematology and Oncology, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, United States
| | - Lawrence Fong
- Division of Hematology and Oncology, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, United States
| | - Li Zhang
- Division of Hematology and Oncology, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, United States
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52
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Smith CJ, Venturi V, Quigley MF, Turula H, Gostick E, Ladell K, Hill BJ, Himelfarb D, Quinn KM, Greenaway HY, Dang THY, Seder RA, Douek DC, Hill AB, Davenport MP, Price DA, Snyder CM. Stochastic Expansions Maintain the Clonal Stability of CD8 + T Cell Populations Undergoing Memory Inflation Driven by Murine Cytomegalovirus. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2020; 204:112-121. [PMID: 31818981 PMCID: PMC6920548 DOI: 10.4049/jimmunol.1900455] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/23/2019] [Accepted: 10/16/2019] [Indexed: 11/19/2022]
Abstract
CMV is an obligate and persistent intracellular pathogen that continually drives the production of highly differentiated virus-specific CD8+ T cells in an Ag-dependent manner, a phenomenon known as memory inflation. Extensive proliferation is required to generate and maintain inflationary CD8+ T cell populations, which are counterintuitively short-lived and typically exposed to limited amounts of Ag during the chronic phase of infection. An apparent discrepancy therefore exists between the magnitude of expansion and the requirement for ongoing immunogenic stimulation. To address this issue, we explored the clonal dynamics of memory inflation. First, we tracked congenically marked OT-I cell populations in recipient mice infected with murine CMV (MCMV) expressing the cognate Ag OVA. Irrespective of numerical dominance, stochastic expansions were observed in each population, such that dominant and subdominant OT-I cells were maintained at stable frequencies over time. Second, we characterized endogenous CD8+ T cell populations specific for two classic inflationary epitopes, M38 and IE3. Multiple clonotypes simultaneously underwent Ag-driven proliferation during latent infection with MCMV. In addition, the corresponding CD8+ T cell repertoires were stable over time and dominated by persistent clonotypes, many of which also occurred in more than one mouse. Collectively, these data suggest that stochastic encounters with Ag occur frequently enough to maintain oligoclonal populations of inflationary CD8+ T cells, despite intrinsic constraints on epitope display at individual sites of infection with MCMV.
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Affiliation(s)
- Corinne J Smith
- Department of Microbiology and Immunology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, PA 19107
| | - Vanessa Venturi
- Infection Analytics Program, Kirby Institute for Infection and Immunity, UNSW Sydney, Sydney, New South Wales 2052, Australia
| | - Maire F Quigley
- Human Immunology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892
| | - Holly Turula
- Department of Microbiology and Immunology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, PA 19107
| | - Emma Gostick
- Division of Infection and Immunity, Cardiff University School of Medicine, University Hospital of Wales, Cardiff CF14 4XN, United Kingdom
| | - Kristin Ladell
- Division of Infection and Immunity, Cardiff University School of Medicine, University Hospital of Wales, Cardiff CF14 4XN, United Kingdom
| | - Brenna J Hill
- Human Immunology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892
| | - Danielle Himelfarb
- Human Immunology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892
| | - Kylie M Quinn
- Cellular Immunology Laboratory, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892; and
| | - Hui Yee Greenaway
- Infection Analytics Program, Kirby Institute for Infection and Immunity, UNSW Sydney, Sydney, New South Wales 2052, Australia
| | - Thurston H Y Dang
- Infection Analytics Program, Kirby Institute for Infection and Immunity, UNSW Sydney, Sydney, New South Wales 2052, Australia
| | - Robert A Seder
- Cellular Immunology Laboratory, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892; and
| | - Daniel C Douek
- Human Immunology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892
| | - Ann B Hill
- Department of Molecular Microbiology and Immunology, Oregon Health & Science University, Portland, OR 97239
| | - Miles P Davenport
- Infection Analytics Program, Kirby Institute for Infection and Immunity, UNSW Sydney, Sydney, New South Wales 2052, Australia
| | - David A Price
- Human Immunology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892;
- Division of Infection and Immunity, Cardiff University School of Medicine, University Hospital of Wales, Cardiff CF14 4XN, United Kingdom
| | - Christopher M Snyder
- Department of Microbiology and Immunology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, PA 19107;
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53
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Pogorelyy MV, Minervina AA, Shugay M, Chudakov DM, Lebedev YB, Mora T, Walczak AM. Detecting T cell receptors involved in immune responses from single repertoire snapshots. PLoS Biol 2019; 17:e3000314. [PMID: 31194732 PMCID: PMC6592544 DOI: 10.1371/journal.pbio.3000314] [Citation(s) in RCA: 91] [Impact Index Per Article: 15.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2019] [Revised: 06/25/2019] [Accepted: 05/21/2019] [Indexed: 11/19/2022] Open
Abstract
Hypervariable T cell receptors (TCRs) play a key role in adaptive immunity, recognizing a vast diversity of pathogen-derived antigens. Our ability to extract clinically relevant information from large high-throughput sequencing of TCR repertoires (RepSeq) data is limited, because little is known about TCR-disease associations. We present Antigen-specific Lymphocyte Identification by Clustering of Expanded sequences (ALICE), a statistical approach that identifies TCR sequences actively involved in current immune responses from a single RepSeq sample and apply it to repertoires of patients with a variety of disorders - patients with autoimmune disease (ankylosing spondylitis [AS]), under cancer immunotherapy, or subject to an acute infection (live yellow fever [YF] vaccine). We validate the method with independent assays. ALICE requires no longitudinal data collection nor large cohorts, and it is directly applicable to most RepSeq datasets. Its results facilitate the identification of TCR variants associated with diseases and conditions, which can be used for diagnostics and rational vaccine design.
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Affiliation(s)
- Mikhail V. Pogorelyy
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia
- Pirogov Russian National Research Medical University, Moscow, Russia
| | | | - Mikhail Shugay
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia
- Pirogov Russian National Research Medical University, Moscow, Russia
- Privolzhsky Research Medical University, Nizhny Novgorod, Russia
- Center of Life Sciences, Skoltech, Moscow, Russia
- Masaryk University, Central European Institute of Technology, Brno, Czech Republic
| | - Dmitriy M. Chudakov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia
- Pirogov Russian National Research Medical University, Moscow, Russia
- Privolzhsky Research Medical University, Nizhny Novgorod, Russia
- Center of Life Sciences, Skoltech, Moscow, Russia
- Masaryk University, Central European Institute of Technology, Brno, Czech Republic
| | - Yuri B. Lebedev
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia
- Moscow State University, Moscow, Russia
| | - Thierry Mora
- Laboratoire de physique statistique, CNRS, Sorbonne Université, Université Paris-Diderot, and École normale supérieure (PSL University), Paris, France
- * E-mail: (TM); (AW)
| | - Aleksandra M. Walczak
- Laboratoire de physique théorique, CNRS, Sorbonne Université, Université Paris-Diderot, and École normale supérieure (PSL University), Paris, France
- * E-mail: (TM); (AW)
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54
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La Cava A. Human T cell repertoire: what happens in thymus does not stay in thymus. J Clin Invest 2019; 129:2195-2197. [PMID: 31081801 DOI: 10.1172/jci128371] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
The T cell receptor (TCR) repertoire is diverse, thus allowing recognition of a wide range of pathogens by T cells. In humans, the study of the formation of TCR repertoires is problematic because of the difficulty in performing investigations in vivo. In this issue of the JCI, Khosravi-Maharlooei and colleagues describe a new humanized mouse model that allows direct investigations on this topic. Using high-throughput and single-cell TCR-complementarity-determining region 3 β (TCR-CDR3β) sequencing, the authors were able to demonstrate that human thymic selection is a major driver of TCR sequence sharing, also implicating a preferential selection of shared cross-reactive CDR3βs during repertoire formation.
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55
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Schober K, Buchholz VR, Busch DH. TCR repertoire evolution during maintenance of CMV-specific T-cell populations. Immunol Rev 2019; 283:113-128. [PMID: 29664573 DOI: 10.1111/imr.12654] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
During infections and cancer, the composition of the T-cell receptor (TCR) repertoire of antigen-specific CD8+ T cells changes over time. TCR avidity is thought to be a major driver of this process, thereby interacting with several additional regulators of T-cell responses to form a composite immune response architecture. Infections with latent viruses, such as cytomegalovirus (CMV), can lead to large T-cell responses characterized by an oligoclonal TCR repertoire. Here, we review the current status of experimental studies and theoretical models of TCR repertoire evolution during CMV infection. We will particularly discuss the degree to which this process may be determined through structural TCR avidity. As engineered TCR-redirected T cells have moved into the spotlight for providing more effective immunotherapies, it is essential to understand how the key features of a given TCR influence T-cell expansion and maintenance in settings of infection or malignancy. Deeper insights into these mechanisms will improve our basic understanding of T-cell immunology and help to identify optimal TCRs for immunotherapy.
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Affiliation(s)
- Kilian Schober
- Institute for Medical Microbiology, Immunology and Hygiene, Technische Universität München (TUM), Munich, Germany
| | - Veit R Buchholz
- Institute for Medical Microbiology, Immunology and Hygiene, Technische Universität München (TUM), Munich, Germany
| | - Dirk H Busch
- Institute for Medical Microbiology, Immunology and Hygiene, Technische Universität München (TUM), Munich, Germany.,Focus Group 'Clinical Cell Processing and Purification', Institute for Advanced Study, TUM, Munich, Germany.,National Centre for Infection Research (DZIF), Munich, Germany
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56
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Bradley P, Thomas PG. Using T Cell Receptor Repertoires to Understand the Principles of Adaptive Immune Recognition. Annu Rev Immunol 2019; 37:547-570. [PMID: 30699000 DOI: 10.1146/annurev-immunol-042718-041757] [Citation(s) in RCA: 95] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Adaptive immune recognition is mediated by antigen receptors on B and T cells generated by somatic recombination during lineage development. The high level of diversity resulting from this process posed technical limitations that previously limited the comprehensive analysis of adaptive immune recognition. Advances over the last ten years have produced data and approaches allowing insights into how T cells develop, evolutionary signatures of recombination and selection, and the features of T cell receptors that mediate epitope-specific binding and T cell activation. The size and complexity of these data have necessitated the generation of novel computational and analytical approaches, which are transforming how T cell immunology is conducted. Here we review the development and application of novel biological, theoretical, and computational methods for understanding T cell recognition and discuss the potential for improved models of receptor:antigen interactions.
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Affiliation(s)
- Philip Bradley
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington 98109, USA; .,Institute for Protein Design, University of Washington, Seattle, Washington 98195, USA
| | - Paul G Thomas
- Department of Immunology, St. Jude Children's Research Hospital, Memphis, Tennessee 38105, USA;
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57
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Attaf M, Malik A, Severinsen MC, Roider J, Ogongo P, Buus S, Ndung'u T, Leslie A, Kløverpris HN, Matthews PC, Sewell AK, Goulder P. Major TCR Repertoire Perturbation by Immunodominant HLA-B *44:03-Restricted CMV-Specific T Cells. Front Immunol 2018; 9:2539. [PMID: 30487790 PMCID: PMC6246681 DOI: 10.3389/fimmu.2018.02539] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2018] [Accepted: 10/15/2018] [Indexed: 12/12/2022] Open
Abstract
Lack of disease during chronic human cytomegalovirus (CMV) infection depends on the maintenance of a high-frequency CMV-specific T cell response. The composition of the T cell receptor (TCR) repertoire underlying this response remains poorly characterised, especially within African populations in which CMV is endemic from infancy. Here we focus on the immunodominant CD8+ T cell response to the immediate-early 2 (IE-2)-derived epitope NEGVKAAW (NW8) restricted by HLA-B*44:03, a highly prevalent response in African populations, which in some subjects represents >10% of the circulating CD8+ T cells. Using pMHC multimer staining and sorting of NW8-specific T cells, the TCR repertoire raised against NW8 was characterised here using high-throughput sequencing in 20 HLA-B*44:03 subjects. We found that the CD8+ T cell repertoire raised in response to NW8 was highly skewed and featured preferential use of a restricted set of V and J gene segments. Furthermore, as often seen in immunity against ancient viruses like CMV and Epstein-Barr virus (EBV), the response was strongly dominated by identical TCR sequences shared by multiple individuals, or “public” TCRs. Finally, we describe a pair “superdominant” TCR clonotypes, which were germline or nearly germline-encoded and produced at remarkably high frequencies in certain individuals, with a single CMV-specific clonotype representing up to 17% of all CD8+ T cells. Given the magnitude of the NW8 response, we propose that this major skewing of CMV-specific immunity leads to massive perturbations in the overall TCR repertoire in HLA-B*44:03 individuals.
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Affiliation(s)
- Meriem Attaf
- Division of Infection and Immunity, Cardiff University School of Medicine, Cardiff, United Kingdom.,Systems Immunity Research Institute, Cardiff University, Cardiff, United Kingdom
| | - Amna Malik
- Department of Paediatrics, University of Oxford, Oxford, United Kingdom
| | - Mai C Severinsen
- Africa Health Research Institute, Durban, South Africa.,Laboratory of Experimental Immunology, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Julia Roider
- Africa Health Research Institute, Durban, South Africa.,Department of infectious diseases, Medizinische Klinik IV, Ludwig-Maximilians-University Munich, Munich, Germany
| | - Paul Ogongo
- Africa Health Research Institute, Durban, South Africa.,School of Laboratory Medicine and Medical Sciences, University of KwaZulu-Natal, Durban, South Africa.,Department of Tropical and Infectious Diseases, Institute of Primate Research, Nairobi, Kenya
| | - Søren Buus
- Laboratory of Experimental Immunology, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Thumbi Ndung'u
- Africa Health Research Institute, Durban, South Africa.,Department of Infection and Immunity, University College London, London, United Kingdom
| | - Alasdair Leslie
- Africa Health Research Institute, Durban, South Africa.,Department of Infection and Immunity, University College London, London, United Kingdom
| | - Henrik N Kløverpris
- Africa Health Research Institute, Durban, South Africa.,Laboratory of Experimental Immunology, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark.,Department of Infection and Immunity, University College London, London, United Kingdom
| | - Philippa C Matthews
- Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Andrew K Sewell
- Division of Infection and Immunity, Cardiff University School of Medicine, Cardiff, United Kingdom.,Systems Immunity Research Institute, Cardiff University, Cardiff, United Kingdom
| | - Philip Goulder
- Department of Paediatrics, University of Oxford, Oxford, United Kingdom
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58
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Magadan S, Jouneau L, Puelma Touzel M, Marillet S, Chara W, Six A, Quillet E, Mora T, Walczak AM, Cazals F, Sunyer O, Fillatreau S, Boudinot P. Origin of Public Memory B Cell Clones in Fish After Antiviral Vaccination. Front Immunol 2018; 9:2115. [PMID: 30319606 PMCID: PMC6170628 DOI: 10.3389/fimmu.2018.02115] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2018] [Accepted: 08/28/2018] [Indexed: 11/13/2022] Open
Abstract
Vaccination induces “public” antibody clonotypes common to all individuals of a species, that may mediate universal protection against pathogens. Only few studies tried to trace back the origin of these public B-cell clones. Here we used Illumina sequencing and computational modeling to unveil the mechanisms shaping the structure of the fish memory antibody response against an attenuated Viral Hemorrhagic Septicemia rhabdovirus. After vaccination, a persistent memory response with a public VH5JH5 IgM component was composed of dominant antibodies shared among all individuals. The rearrangement model showed that these public junctions occurred with high probability indicating that they were already favored before vaccination due to the recombination process, as shown in mammals. In addition, these clonotypes were in the naïve repertoire associated with larger similarity classes, composed of junctions differing only at one or two positions by amino acids with comparable properties. The model showed that this property was due to selective processes exerted between the recombination and the naive repertoire. Finally, our results showed that public clonotypes greatly expanded after vaccination displayed several VDJ junctions differing only by one or two amino acids with similar properties, highlighting a convergent response. The fish public memory antibody response to a virus is therefore shaped at three levels: by recombination biases, by selection acting on the formation of the pre-vaccination repertoire, and by convergent selection of functionally similar clonotypes during the response. We also show that naive repertoires of IgM and IgT have different structures and sharing between individuals, due to selection biases. In sum, our comparative approach identifies three conserved features of the antibody repertoire associated with public memory responses. These features were already present in the last common ancestors of fish and mammals, while other characteristics may represent species-specific solutions.
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Affiliation(s)
- Susana Magadan
- INRA, Virologie et Immunologie Moléculaires, Université Paris-Saclay, Jouy-en-Josas, France
| | - Luc Jouneau
- INRA, Virologie et Immunologie Moléculaires, Université Paris-Saclay, Jouy-en-Josas, France
| | - Maximilian Puelma Touzel
- Laboratoire de Physique Théorique, CNRS, Sorbonne Université, and École Normale Supérieure (PSL), Paris, France
| | - Simon Marillet
- INRA, Virologie et Immunologie Moléculaires, Université Paris-Saclay, Jouy-en-Josas, France.,Université Côte d'Azur and INRIA, Sophia Antipolis, France
| | - Wahiba Chara
- Sorbonne Université, INSERM, UMR S 959, Immunology-Immunopathology -Immunotherapy (I3), Paris, France
| | - Adrien Six
- Sorbonne Université, INSERM, UMR S 959, Immunology-Immunopathology -Immunotherapy (I3), Paris, France
| | - Edwige Quillet
- INRA, Génétique Animale et Biologie Intégrative, Université Paris-Saclay, Jouy-en-Josas, France
| | - Thierry Mora
- Laboratoire de Physique Statistique, CNRS, UPMC and Ecole Normale Supérieure, PSL, Paris, France
| | - Aleksandra M Walczak
- Laboratoire de Physique Théorique, CNRS, Sorbonne Université, and École Normale Supérieure (PSL), Paris, France
| | | | - Oriol Sunyer
- Department of Pathobiology, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA, United States
| | - Simon Fillatreau
- INEM, INSERM U1151/CNRS UMR8253, Institut Necker-Enfants Malades, Faculté de Médecine Paris Descartes, Paris, France.,Faculté de Médecine, Université Paris Descartes, Sorbonne Paris Cité, Paris, France.,Assistance Publique - Hôpitaux de Paris (AP-HP), Hôpital Necker Enfants Malades, Paris, France
| | - Pierre Boudinot
- INRA, Virologie et Immunologie Moléculaires, Université Paris-Saclay, Jouy-en-Josas, France
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59
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Findly RC, Niagro FD, Sweeney RP, Camus AC, Dickerson HW. Rearranged T Cell Receptor Sequences in the Germline Genome of Channel Catfish Are Preferentially Expressed in Response to Infection. Front Immunol 2018; 9:2117. [PMID: 30319607 PMCID: PMC6170632 DOI: 10.3389/fimmu.2018.02117] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2018] [Accepted: 08/28/2018] [Indexed: 11/27/2022] Open
Abstract
Rearranged V(D)J genes coding for T cell receptor α and β chains are integrated into the germline genome of channel catfish. Previous analysis of expressed TCR Vβ2 repertoires demonstrated that channel catfish express multiple public clonotypes, which were shared among all the fish, following infection with a common protozoan parasite. In each case a single DNA sequence was predominately used to code for a public clonotype. We show here that the rearranged VDJ genes coding for these expressed public Vβ2 clonotypes can be amplified by PCR from germline DNA isolated from oocytes and erythrocytes. Sequencing of the Vβ2 PCR products confirmed that these expressed public Vβ2 clonotypes are integrated into the germline. Moreover, sequencing of PCR products confirmed that all five Vβ gene families and Vα1 have rearranged V(D)J genes with diverse CDR3 sequences integrated into the germline. Germline rearranged Vβ2 and Vβ4 genes retain the intron between the leader and Vβ sequence. This suggests that the germline rearranged TCR Vβ genes arose through VDJ rearrangement in T cells, and subsequently moved into the germline through DNA transposon mediated transposition. These results reveal a new dimension to the adaptive immune system of vertebrates, namely: the expression of evolutionarily conserved, rearranged V(D)J genes from the germline.
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Affiliation(s)
- Robert Craig Findly
- Department of Infectious Diseases, College of Veterinary Medicine, University of Georgia, Athens, GA, United States
| | - Frank D Niagro
- Department of Infectious Diseases, College of Veterinary Medicine, University of Georgia, Athens, GA, United States
| | - Ryan P Sweeney
- Department of Infectious Diseases, College of Veterinary Medicine, University of Georgia, Athens, GA, United States
| | - Alvin C Camus
- Department of Pathology, College of Veterinary Medicine, University of Georgia, Athens, GA, United States
| | - Harry W Dickerson
- Department of Infectious Diseases, College of Veterinary Medicine, University of Georgia, Athens, GA, United States
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60
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Elhanati Y, Sethna Z, Callan CG, Mora T, Walczak AM. Predicting the spectrum of TCR repertoire sharing with a data-driven model of recombination. Immunol Rev 2018; 284:167-179. [PMID: 29944757 PMCID: PMC6033145 DOI: 10.1111/imr.12665] [Citation(s) in RCA: 85] [Impact Index Per Article: 12.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Despite the extreme diversity of T-cell repertoires, many identical T-cell receptor (TCR) sequences are found in a large number of individual mice and humans. These widely shared sequences, often referred to as "public," have been suggested to be over-represented due to their potential immune functionality or their ease of generation by V(D)J recombination. Here, we show that even for large cohorts, the observed degree of sharing of TCR sequences between individuals is well predicted by a model accounting for the known quantitative statistical biases in the generation process, together with a simple model of thymic selection. Whether a sequence is shared by many individuals is predicted to depend on the number of queried individuals and the sampling depth, as well as on the sequence itself, in agreement with the data. We introduce the degree of publicness conditional on the queried cohort size and the size of the sampled repertoires. Based on these observations, we propose a public/private sequence classifier, "PUBLIC" (Public Universal Binary Likelihood Inference Classifier), based on the generation probability, which performs very well even for small cohort sizes.
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Affiliation(s)
- Yuval Elhanati
- Joseph Henry LaboratoriesPrinceton UniversityPrincetonNJUSA
| | - Zachary Sethna
- Joseph Henry LaboratoriesPrinceton UniversityPrincetonNJUSA
| | | | - Thierry Mora
- Laboratoire de physique statistiqueCNRSSorbonne UniversitéUniversité Paris‐Diderot, and École Normale Supérieure (PSL University)ParisFrance
| | - Aleksandra M. Walczak
- Laboratoire de physique théoriqueCNRSSorbonne Université, and École Normale Supérieure (PSL University)ParisFrance
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61
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Sant S, Grzelak L, Wang Z, Pizzolla A, Koutsakos M, Crowe J, Loudovaris T, Mannering SI, Westall GP, Wakim LM, Rossjohn J, Gras S, Richards M, Xu J, Thomas PG, Loh L, Nguyen THO, Kedzierska K. Single-Cell Approach to Influenza-Specific CD8 + T Cell Receptor Repertoires Across Different Age Groups, Tissues, and Following Influenza Virus Infection. Front Immunol 2018; 9:1453. [PMID: 29997621 PMCID: PMC6030351 DOI: 10.3389/fimmu.2018.01453] [Citation(s) in RCA: 47] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2018] [Accepted: 06/12/2018] [Indexed: 11/13/2022] Open
Abstract
CD8+ T cells recognizing antigenic peptides derived from conserved internal viral proteins confer broad protection against distinct influenza viruses. As memory CD8+ T cells change throughout the human lifetime and across tissue compartments, we investigated how T cell receptor (TCR) composition and diversity relate to memory CD8+ T cells across anatomical sites and immunological phases of human life. We used ex vivo peptide-HLA tetramer magnetic enrichment, single-cell multiplex RT-PCR for both the TCR-alpha (TCRα) and TCR-beta (TCRβ) chains, and new TCRdist and grouping of lymphocyte interactions by paratope hotspots (GLIPH) algorithms to compare TCRs directed against the most prominent human influenza epitope, HLA-A*02:01-M158–66 (A2+M158). We dissected memory TCR repertoires directed toward A2+M158 CD8+ T cells within human tissues and compared them to human peripheral blood of young and elderly adults. Furthermore, we compared these memory CD8+ T cell repertoires to A2+M158 CD8+ TCRs during acute influenza disease in patients hospitalized with avian A/H7N9 virus. Our study provides the first ex vivo comparative analysis of paired antigen-specific TCR-α/β clonotypes across different tissues and peripheral blood across different age groups. We show that human A2+M158 CD8+ T cells can be readily detected in human lungs, spleens, and lymph nodes, and that tissue A2+M158 TCRαβ repertoires reflect A2+M158 TCRαβ clonotypes derived from peripheral blood in healthy adults and influenza-infected patients. A2+M158 TCRαβ repertoires displayed distinct features only in elderly adults, with large private TCRαβ clonotypes replacing the prominent and public TRBV19/TRAV27 TCRs. Our study provides novel findings on influenza-specific TCRαβ repertoires within human tissues, raises the question of how we can prevent the loss of optimal TCRαβ signatures with aging, and provides important insights into the rational design of T cell-mediated vaccines and immunotherapies.
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Affiliation(s)
- Sneha Sant
- Department of Microbiology and Immunology, Peter Doherty Institute for Infection and Immunity, University of Melbourne, Melbourne, VIC, Australia
| | - Ludivine Grzelak
- Department of Microbiology and Immunology, Peter Doherty Institute for Infection and Immunity, University of Melbourne, Melbourne, VIC, Australia.,École Normale Supérieure Paris-Saclay, Université Paris-Saclay, Cachan, France
| | - Zhongfang Wang
- Department of Microbiology and Immunology, Peter Doherty Institute for Infection and Immunity, University of Melbourne, Melbourne, VIC, Australia
| | - Angela Pizzolla
- Department of Microbiology and Immunology, Peter Doherty Institute for Infection and Immunity, University of Melbourne, Melbourne, VIC, Australia
| | - Marios Koutsakos
- Department of Microbiology and Immunology, Peter Doherty Institute for Infection and Immunity, University of Melbourne, Melbourne, VIC, Australia
| | - Jane Crowe
- Deepdene Surgery, Deepdene, VIC, Australia
| | - Thomas Loudovaris
- Immunology and Diabetes Unit, St. Vincent's Institute of Medical Research, Fitzroy, VIC, Australia
| | - Stuart I Mannering
- Immunology and Diabetes Unit, St. Vincent's Institute of Medical Research, Fitzroy, VIC, Australia
| | - Glen P Westall
- Lung Transplant Unit, Alfred Hospital, Melbourne, VIC, Australia
| | - Linda M Wakim
- Department of Microbiology and Immunology, Peter Doherty Institute for Infection and Immunity, University of Melbourne, Melbourne, VIC, Australia
| | - Jamie Rossjohn
- Infection and Immunity Program, Department of Biochemistry and Molecular Biology, Biomedicine Discovery Institute, Monash University, Clayton, VIC, Australia.,ARC Centre of Excellence in Advanced Molecular Imaging, Monash University, Clayton, VIC, Australia.,School of Medicine, Institute of Infection and Immunity, Cardiff University, Cardiff, United Kingdom
| | - Stephanie Gras
- Infection and Immunity Program, Department of Biochemistry and Molecular Biology, Biomedicine Discovery Institute, Monash University, Clayton, VIC, Australia.,ARC Centre of Excellence in Advanced Molecular Imaging, Monash University, Clayton, VIC, Australia
| | - Michael Richards
- Victorian Infectious Diseases Service, The Royal Melbourne Hospital, Peter Doherty Institute for Infection and Immunity, Parkville, VIC, Australia
| | - Jianqing Xu
- Shanghai Public Health Clinical Center, Institutes of Biomedical Sciences, Key Laboratory of Medical Molecular Virology of Ministry of Education/Health, Shanghai Medical College, Fudan University, Shanghai, China
| | - Paul G Thomas
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN, United States
| | - Liyen Loh
- Department of Microbiology and Immunology, Peter Doherty Institute for Infection and Immunity, University of Melbourne, Melbourne, VIC, Australia
| | - Thi H O Nguyen
- Department of Microbiology and Immunology, Peter Doherty Institute for Infection and Immunity, University of Melbourne, Melbourne, VIC, Australia
| | - Katherine Kedzierska
- Department of Microbiology and Immunology, Peter Doherty Institute for Infection and Immunity, University of Melbourne, Melbourne, VIC, Australia
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62
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Textor J, Fähnrich A, Meinhardt M, Tune C, Klein S, Pagel R, König P, Kalies K, Westermann J. Deep Sequencing Reveals Transient Segregation of T Cell Repertoires in Splenic T Cell Zones during an Immune Response. THE JOURNAL OF IMMUNOLOGY 2018; 201:350-358. [PMID: 29884700 DOI: 10.4049/jimmunol.1800091] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/24/2018] [Accepted: 05/19/2018] [Indexed: 11/19/2022]
Abstract
Immunological differences between hosts, such as diverse TCR repertoires, are widely credited for reducing the risk of pathogen spread and adaptation in a population. Within-host immunological diversity might likewise be important for robust pathogen control, but to what extent naive TCR repertoires differ across different locations in the same host is unclear. T cell zones (TCZs) in secondary lymphoid organs provide secluded microenvironmental niches. By harboring distinct TCRs, such niches could enhance within-host immunological diversity. In contrast, rapid T cell migration is expected to dilute such diversity. In this study, we combined tissue microdissection and deep sequencing of the TCR β-chain to examine the extent to which TCR repertoires differ between TCZs in murine spleens. In the absence of Ag, we found little evidence for differences between TCZs of the same spleen. Yet, 3 d after immunization with sheep RBCs, we observed a >10-fold rise in the number of clones that appeared to localize to individual zones. Remarkably, these differences largely disappeared at 4 d after immunization, when hallmarks of an ongoing immune response were still observed. These data suggest that in the absence of Ag, any repertoire differences observed between TCZs of the same host can largely be attributed to random clone distribution. Upon Ag challenge, TCR repertoires in TCZs first segregate and then homogenize within days. Such "transient mosaic" dynamics could be an important barrier for pathogen adaptation and spread during an immune response.
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Affiliation(s)
- Johannes Textor
- Department of Tumor Immunology, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, 6525 GA Nijmegen, the Netherlands; and
| | - Anke Fähnrich
- Center for Structural and Cell Biology in Medicine, Institute of Anatomy, University of Lübeck, 23538 Lübeck, Germany
| | - Martin Meinhardt
- Center for Structural and Cell Biology in Medicine, Institute of Anatomy, University of Lübeck, 23538 Lübeck, Germany
| | - Cornelia Tune
- Center for Structural and Cell Biology in Medicine, Institute of Anatomy, University of Lübeck, 23538 Lübeck, Germany
| | - Sebastian Klein
- Center for Structural and Cell Biology in Medicine, Institute of Anatomy, University of Lübeck, 23538 Lübeck, Germany
| | - Rene Pagel
- Center for Structural and Cell Biology in Medicine, Institute of Anatomy, University of Lübeck, 23538 Lübeck, Germany
| | - Peter König
- Center for Structural and Cell Biology in Medicine, Institute of Anatomy, University of Lübeck, 23538 Lübeck, Germany
| | - Kathrin Kalies
- Center for Structural and Cell Biology in Medicine, Institute of Anatomy, University of Lübeck, 23538 Lübeck, Germany
| | - Jürgen Westermann
- Center for Structural and Cell Biology in Medicine, Institute of Anatomy, University of Lübeck, 23538 Lübeck, Germany
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63
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Wirasinha RC, Singh M, Archer SK, Chan A, Harrison PF, Goodnow CC, Daley SR. αβ T-cell receptors with a central CDR3 cysteine are enriched in CD8αα intraepithelial lymphocytes and their thymic precursors. Immunol Cell Biol 2018; 96:553-561. [PMID: 29726044 DOI: 10.1111/imcb.12047] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2018] [Revised: 03/09/2018] [Accepted: 03/23/2018] [Indexed: 01/04/2023]
Abstract
The thymus plays a crucial role in immune tolerance by exposing developing T cells (thymocytes) to a myriad of self-antigens. Strong T-cell receptor (TCR) engagement induces tolerance in self-reactive thymocytes by stimulating apoptosis or selection into specialized T-cell lineages, including intestinal TCRαβ+ CD8αα+ intraepithelial lymphocytes (IEL). TCR-intrinsic amino acid motifs that can be used to predict whether a TCR will be strongly self-reactive remain elusive. Here, a novel TCR sequence alignment approach revealed that T-cell lineages in C57BL/6 mice had divergent usage of cysteine within two positions of the amino acid at the apex of the complementarity-determining region 3 (CDR3) of the TCRα or TCRβ chain. Compared to pre-selection thymocytes, central CDR3 cysteine usage was increased in IEL and Type A IEL precursors (IELp) and markedly decreased in Foxp3+ regulatory T cells (T-reg) and naïve T cells. These findings reveal a TCR-intrinsic motif that distinguishes Type A IELp and IEL from T-reg and naïve T cells.
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Affiliation(s)
- Rushika C Wirasinha
- Infection and Immunity Program, Monash Biomedicine Discovery Institute and Department of Biochemistry and Molecular Biology, Monash University, Melbourne, VIC, 3800, Australia
| | - Mandeep Singh
- Immunology Division, Garvan Institute of Medical Research, Sydney, NSW, 2010, Australia
| | - Stuart K Archer
- Monash Bioinformatics Platform, Monash University, Melbourne, VIC, 3800, Australia
| | - Anna Chan
- Infection and Immunity Program, Monash Biomedicine Discovery Institute and Department of Biochemistry and Molecular Biology, Monash University, Melbourne, VIC, 3800, Australia
| | - Paul F Harrison
- Monash Bioinformatics Platform, Monash University, Melbourne, VIC, 3800, Australia
| | - Christopher C Goodnow
- Immunology Division, Garvan Institute of Medical Research, Sydney, NSW, 2010, Australia.,St Vincent's Clinical School, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Stephen R Daley
- Infection and Immunity Program, Monash Biomedicine Discovery Institute and Department of Biochemistry and Molecular Biology, Monash University, Melbourne, VIC, 3800, Australia
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64
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Fu X, Sun J, Tan E, Shimizu K, Reza MS, Watabe S, Asakawa S. High-Throughput Sequencing of the Expressed Torafugu ( Takifugu rubripes) Antibody Sequences Distinguishes IgM and IgT Repertoires and Reveals Evidence of Convergent Evolution. Front Immunol 2018. [PMID: 29515575 PMCID: PMC5826340 DOI: 10.3389/fimmu.2018.00251] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
Abstract
B-cell antigen receptor (BCR) or antibody diversity arises from somatic recombination of immunoglobulin (Ig) gene segments and is concentrated within the Ig heavy (H) chain complementarity-determining region 3 (CDR-H3). We performed high-throughput sequencing of the expressed antibody heavy-chain repertoire from adult torafugu. We found that torafugu use between 70 and 82% of all possible V (variable), D (diversity), and J (joining) gene segment combinations and that they share a similar frequency distribution of these VDJ combinations. The CDR-H3 sequence repertoire observed in individuals is biased with the preferential use of a small number of VDJ, dominated by sequences containing inserted nucleotides. We uncovered the common CDR-H3 amino-acid (aa) sequences shared by individuals. Common CDR-H3 sequences feature highly convergent nucleic-acid recombination compared with private ones. Finally, we observed differences in repertoires between IgM and IgT, including the unequal usage frequencies of V gene segment and the biased number of nucleotide insertion/deletion at VDJ junction regions that leads to distinct distributions of CDR-H3 lengths.
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Affiliation(s)
- Xi Fu
- State Key Laboratory of Biotherapy, West China Hospital, Collaborative Innovation Center and Sichuan University, Chengdu, China.,Laboratory of Aquatic Molecular Biology and Biotechnology, Department of Aquatic Bioscience, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | - Jianqiang Sun
- Bioinformational Engineering Laboratory, Department of Biotechnology, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | - Engkong Tan
- Laboratory of Aquatic Molecular Biology and Biotechnology, Department of Aquatic Bioscience, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | - Kentaro Shimizu
- Bioinformational Engineering Laboratory, Department of Biotechnology, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | - Md Shaheed Reza
- School of Marine Biosciences, Kitasato University, Kanagawa, Japan.,Department of Fisheries Technology, Bangladesh Agricultural University, Mymensingh, Bangladesh
| | - Shugo Watabe
- School of Marine Biosciences, Kitasato University, Kanagawa, Japan
| | - Shuichi Asakawa
- Laboratory of Aquatic Molecular Biology and Biotechnology, Department of Aquatic Bioscience, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
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65
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Marcou Q, Mora T, Walczak AM. High-throughput immune repertoire analysis with IGoR. Nat Commun 2018; 9:561. [PMID: 29422654 PMCID: PMC5805751 DOI: 10.1038/s41467-018-02832-w] [Citation(s) in RCA: 156] [Impact Index Per Article: 22.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2017] [Accepted: 01/03/2018] [Indexed: 12/21/2022] Open
Abstract
High-throughput immune repertoire sequencing is promising to lead to new statistical diagnostic tools for medicine and biology. Successful implementations of these methods require a correct characterization, analysis, and interpretation of these data sets. We present IGoR (Inference and Generation Of Repertoires)-a comprehensive tool that takes B or T cell receptor sequence reads and quantitatively characterizes the statistics of receptor generation from both cDNA and gDNA. It probabilistically annotates sequences and its modular structure can be used to investigate models of increasing biological complexity for different organisms. For B cells, IGoR returns the hypermutation statistics, which we use to reveal co-localization of hypermutations along the sequence. We demonstrate that IGoR outperforms existing tools in accuracy and estimate the sample sizes needed for reliable repertoire characterization.
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MESH Headings
- B-Lymphocytes/cytology
- B-Lymphocytes/immunology
- Base Sequence
- Benchmarking
- DNA, Complementary/genetics
- DNA, Complementary/immunology
- Gene Expression
- High-Throughput Nucleotide Sequencing
- Humans
- Immunity, Innate
- Molecular Sequence Annotation
- Receptors, Antigen, B-Cell/genetics
- Receptors, Antigen, B-Cell/immunology
- Receptors, Antigen, T-Cell/genetics
- Receptors, Antigen, T-Cell/immunology
- Software
- T-Lymphocytes/cytology
- T-Lymphocytes/immunology
- V(D)J Recombination
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Affiliation(s)
- Quentin Marcou
- Laboratoire de Physique Théorique, CNRS, Sorbonne Université and École Normale Supérieure (PSL), 24, Rue Lhomond, 75005, Paris, France
| | - Thierry Mora
- Laboratoire de Physique Statistique, CNRS, Sorbonne Université, Université Paris-Diderot, and École normale supérieure (PSL), 24, Rue Lhomond, 75005, Paris, France.
| | - Aleksandra M Walczak
- Laboratoire de Physique Théorique, CNRS, Sorbonne Université and École Normale Supérieure (PSL), 24, Rue Lhomond, 75005, Paris, France.
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66
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Izraelson M, Nakonechnaya TO, Moltedo B, Egorov ES, Kasatskaya SA, Putintseva EV, Mamedov IZ, Staroverov DB, Shemiakina II, Zakharova MY, Davydov AN, Bolotin DA, Shugay M, Chudakov DM, Rudensky AY, Britanova OV. Comparative analysis of murine T-cell receptor repertoires. Immunology 2017; 153:133-144. [PMID: 29080364 DOI: 10.1111/imm.12857] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2017] [Revised: 10/06/2017] [Accepted: 10/06/2017] [Indexed: 12/21/2022] Open
Abstract
For understanding the rules and laws of adaptive immunity, high-throughput profiling of T-cell receptor (TCR) repertoires becomes a powerful tool. The structure of TCR repertoires is instructive even before the antigen specificity of each particular receptor becomes available. It embodies information about the thymic and peripheral selection of T cells; the readiness of an adaptive immunity to withstand new challenges; the character, magnitude and memory of immune responses; and the aetiological and functional proximity of T-cell subsets. Here, we describe our current analytical approaches for the comparative analysis of murine TCR repertoires, and show several examples of how these approaches can be applied for particular experimental settings. We analyse the efficiency of different metrics used for estimation of repertoire diversity, repertoire overlap, V-gene and J-gene segments usage similarity, and amino acid composition of CDR3. We discuss basic differences of these metrics and their advantages and limitations in different experimental models, and we provide guidelines for choosing an efficient way to lead a comparative analysis of TCR repertoires. Applied to the various known and newly developed mouse models, such analysis should allow us to disentangle multiple sophisticated puzzles in adaptive immunity.
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Affiliation(s)
- Mark Izraelson
- Nizhny Novgorod State Medical Academy, Nizhny Novgorod, Russia.,Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia.,Pirogov Russian National Research Medical University, Moscow, Russia
| | - Tatiana O Nakonechnaya
- Nizhny Novgorod State Medical Academy, Nizhny Novgorod, Russia.,Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia.,Pirogov Russian National Research Medical University, Moscow, Russia
| | - Bruno Moltedo
- Howard Hughes Medical Institute and Immunology Program, Ludwig Center at Memorial Sloan Kettering Cancer Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Evgeniy S Egorov
- Nizhny Novgorod State Medical Academy, Nizhny Novgorod, Russia.,Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia.,Pirogov Russian National Research Medical University, Moscow, Russia
| | - Sofya A Kasatskaya
- Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia.,Pirogov Russian National Research Medical University, Moscow, Russia
| | | | - Ilgar Z Mamedov
- Nizhny Novgorod State Medical Academy, Nizhny Novgorod, Russia.,Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia.,Pirogov Russian National Research Medical University, Moscow, Russia
| | - Dmitriy B Staroverov
- Nizhny Novgorod State Medical Academy, Nizhny Novgorod, Russia.,Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia.,Pirogov Russian National Research Medical University, Moscow, Russia
| | - Irina I Shemiakina
- Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia
| | - Maria Y Zakharova
- Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia
| | | | - Dmitriy A Bolotin
- Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia.,Pirogov Russian National Research Medical University, Moscow, Russia.,MiLaboratory LLC, Skolkovo Innovation Centre, Moscow, Russia
| | - Mikhail Shugay
- Nizhny Novgorod State Medical Academy, Nizhny Novgorod, Russia.,Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia.,Pirogov Russian National Research Medical University, Moscow, Russia.,Central European Institute of Technology, Brno, Czech Republic.,Centre for Data-Intensive Biomedicine and Biotechnology, Skolkovo Institute of Science and Technology, Skolkovo, Russia
| | - Dmitriy M Chudakov
- Nizhny Novgorod State Medical Academy, Nizhny Novgorod, Russia.,Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia.,Pirogov Russian National Research Medical University, Moscow, Russia.,Central European Institute of Technology, Brno, Czech Republic.,Centre for Data-Intensive Biomedicine and Biotechnology, Skolkovo Institute of Science and Technology, Skolkovo, Russia
| | - Alexander Y Rudensky
- Howard Hughes Medical Institute and Immunology Program, Ludwig Center at Memorial Sloan Kettering Cancer Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Olga V Britanova
- Nizhny Novgorod State Medical Academy, Nizhny Novgorod, Russia.,Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russia.,Pirogov Russian National Research Medical University, Moscow, Russia
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67
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Mukhopadhyay M, Galperin M, Patgaonkar M, Vasan S, Ho DD, Nouël A, Claireaux M, Benati D, Lambotte O, Huang Y, Chakrabarti LA. DNA Vaccination by Electroporation Amplifies Broadly Cross-Restricted Public TCR Clonotypes Shared with HIV Controllers. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2017; 199:3437-3452. [PMID: 28993513 PMCID: PMC5675813 DOI: 10.4049/jimmunol.1700953] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/03/2017] [Accepted: 09/07/2017] [Indexed: 01/20/2023]
Abstract
Rare patients who spontaneously control HIV replication provide a useful model to inform HIV vaccine development. HIV controllers develop particularly efficient antiviral CD4+ T cell responses mediated by shared high-affinity TCRs. To determine whether the candidate DNA vaccine ADVAX could induce similar responses, we analyzed Gag-specific primary CD4+ T cells from healthy volunteers who received ADVAX DNA by electroporation. Vaccinated volunteers had an immunodominant response to the Gag293 epitope with a functional avidity intermediate between that of controllers and treated patients. The TCR repertoire of Gag293-specific CD4+ T cells proved highly biased, with a predominant usage of the TCRβ variable gene 2 (TRBV2) in vaccinees as well as controllers. TCRα variable gene (TRAV) gene usage was more diverse, with the dominance of TRAV29 over TRAV24 genes in vaccinees, whereas TRAV24 predominated in controllers. Sequence analysis revealed an unexpected degree of overlap between the specific repertoires of vaccinees and controllers, with the sharing of TRAV24 and TRBV2 public motifs (>30%) and of public clonotypes characteristic of high-affinity TCRs. MHC class II tetramer binding revealed a broad HLA-DR cross-restriction, explaining how Gag293-specific public clonotypes could be selected in individuals with diverse genetic backgrounds. TRAV29 clonotypes also proved cross-restricted, but conferred responses of lower functional avidity upon TCR transfer. In conclusion, DNA vaccination by electroporation primed for TCR clonotypes that were associated with HIV control, highlighting the potential of this vaccine delivery method. To our knowledge, this study provides the first proof-of-concept that clonotypic analysis may be used as a tool to monitor the quality of vaccine-induced responses and modulate these toward "controller-like" responses.
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Affiliation(s)
- Madhura Mukhopadhyay
- Institut Pasteur, Unité de Pathogénie Virale, 75724 Paris, France
- INSERM U1108, 75015 Paris, France
| | - Moran Galperin
- Institut Pasteur, Unité de Pathogénie Virale, 75724 Paris, France
- INSERM U1108, 75015 Paris, France
| | - Mandar Patgaonkar
- Institut Pasteur, Unité de Pathogénie Virale, 75724 Paris, France
- INSERM U1108, 75015 Paris, France
| | - Sandhya Vasan
- Aaron Diamond AIDS Research Center, New York, NY 10016
| | - David D Ho
- Aaron Diamond AIDS Research Center, New York, NY 10016
| | - Alexandre Nouël
- Institut Pasteur, Unité de Pathogénie Virale, 75724 Paris, France
- INSERM U1108, 75015 Paris, France
| | - Mathieu Claireaux
- Institut Pasteur, Unité de Pathogénie Virale, 75724 Paris, France
- INSERM U1108, 75015 Paris, France
| | - Daniela Benati
- Institut Pasteur, Unité de Pathogénie Virale, 75724 Paris, France
- INSERM U1108, 75015 Paris, France
| | - Olivier Lambotte
- Assistance Publique Hôpitaux de Paris, Hôpital Bicêtre, Service de Médecine Interne et Immunologie Clinique, 94275 Le Kremlin-Bicêtre, France
- Université Paris Sud, UMR 1184, 94276 Le Kremlin-Bicêtre, France
- DSV/iMETI, IDMIT, Commissariat à l'Energie Atomique, 92260 Fontenay-aux-Roses, France; and
- INSERM U1184, Centre d'Immunologie des Infections Virales et Maladies Autoimmunes, 94276 Le Kremlin-Bicêtre, France
| | - Yaoxing Huang
- Aaron Diamond AIDS Research Center, New York, NY 10016
| | - Lisa A Chakrabarti
- Institut Pasteur, Unité de Pathogénie Virale, 75724 Paris, France;
- INSERM U1108, 75015 Paris, France
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68
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Afik S, Yates KB, Bi K, Darko S, Godec J, Gerdemann U, Swadling L, Douek DC, Klenerman P, Barnes EJ, Sharpe AH, Haining WN, Yosef N. Targeted reconstruction of T cell receptor sequence from single cell RNA-seq links CDR3 length to T cell differentiation state. Nucleic Acids Res 2017; 45:e148. [PMID: 28934479 PMCID: PMC5766189 DOI: 10.1093/nar/gkx615] [Citation(s) in RCA: 67] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2017] [Accepted: 07/12/2017] [Indexed: 12/19/2022] Open
Abstract
The T cell compartment must contain diversity in both T cell receptor (TCR) repertoire and cell state to provide effective immunity against pathogens. However, it remains unclear how differences in the TCR contribute to heterogeneity in T cell state. Single cell RNA-sequencing (scRNA-seq) can allow simultaneous measurement of TCR sequence and global transcriptional profile from single cells. However, current methods for TCR inference from scRNA-seq are limited in their sensitivity and require long sequencing reads, thus increasing the cost and decreasing the number of cells that can be feasibly analyzed. Here we present TRAPeS, a publicly available tool that can efficiently extract TCR sequence information from short-read scRNA-seq libraries. We apply it to investigate heterogeneity in the CD8+ T cell response in humans and mice, and show that it is accurate and more sensitive than existing approaches. Coupling TRAPeS with transcriptome analysis of CD8+ T cells specific for a single epitope from Yellow Fever Virus (YFV), we show that the recently described ‘naive-like’ memory population have significantly longer CDR3 regions and greater divergence from germline sequence than do effector-memory phenotype cells. This suggests that TCR usage is associated with the differentiation state of the CD8+ T cell response to YFV.
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Affiliation(s)
- Shaked Afik
- Center for Computational Biology, University of California, Berkeley, Berkeley, CA, USA
| | - Kathleen B Yates
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Kevin Bi
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Samuel Darko
- Human Immunology Section, Vaccine Research Center, NIAID, NIH, Bethesda, MD, USA
| | - Jernej Godec
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.,Department of Microbiology and Immunobiology, Harvard Medical School, Boston, MA, USA.,Evergrande Center for Immunologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA, USA
| | - Ulrike Gerdemann
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Leo Swadling
- Translational Gastroenterology Unit, Peter Medawar Building for Pathogen Research, University of Oxford, Oxford, UK
| | - Daniel C Douek
- Human Immunology Section, Vaccine Research Center, NIAID, NIH, Bethesda, MD, USA
| | - Paul Klenerman
- Translational Gastroenterology Unit, Peter Medawar Building for Pathogen Research, University of Oxford, Oxford, UK.,NIHR Oxford Biomedical Research Centre, John Radcliffe Hospital, Oxford, UK
| | - Eleanor J Barnes
- Translational Gastroenterology Unit, Peter Medawar Building for Pathogen Research, University of Oxford, Oxford, UK.,NIHR Oxford Biomedical Research Centre, John Radcliffe Hospital, Oxford, UK
| | - Arlene H Sharpe
- Department of Microbiology and Immunobiology, Harvard Medical School, Boston, MA, USA.,Evergrande Center for Immunologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA, USA
| | - W Nicholas Haining
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.,Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Division of Hematology/Oncology, Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Nir Yosef
- Department of Electrical Engineering and Computer Science and Center for Computational Biology, University of California, Berkeley, Berkeley, CA, USA.,Ragon Institute of Massachusetts General Hospital, MIT and Harvard, Cambridge, MA, USA.,Chan Zuckerberg Biohub
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69
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Madi A, Poran A, Shifrut E, Reich-Zeliger S, Greenstein E, Zaretsky I, Arnon T, Laethem FV, Singer A, Lu J, Sun PD, Cohen IR, Friedman N. T cell receptor repertoires of mice and humans are clustered in similarity networks around conserved public CDR3 sequences. eLife 2017; 6. [PMID: 28731407 PMCID: PMC5553937 DOI: 10.7554/elife.22057] [Citation(s) in RCA: 106] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2016] [Accepted: 07/14/2017] [Indexed: 01/09/2023] Open
Abstract
Diversity of T cell receptor (TCR) repertoires, generated by somatic DNA rearrangements, is central to immune system function. However, the level of sequence similarity of TCR repertoires within and between species has not been characterized. Using network analysis of high-throughput TCR sequencing data, we found that abundant CDR3-TCRβ sequences were clustered within networks generated by sequence similarity. We discovered a substantial number of public CDR3-TCRβ segments that were identical in mice and humans. These conserved public sequences were central within TCR sequence-similarity networks. Annotated TCR sequences, previously associated with self-specificities such as autoimmunity and cancer, were linked to network clusters. Mechanistically, CDR3 networks were promoted by MHC-mediated selection, and were reduced following immunization, immune checkpoint blockade or aging. Our findings provide a new view of T cell repertoire organization and physiology, and suggest that the immune system distributes its TCR sequences unevenly, attending to specific foci of reactivity. DOI:http://dx.doi.org/10.7554/eLife.22057.001
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Affiliation(s)
- Asaf Madi
- Department of Immunology, Weizmann Institute of Science, Rehovot, Israel
| | - Asaf Poran
- Department of Immunology, Weizmann Institute of Science, Rehovot, Israel
| | - Eric Shifrut
- Department of Immunology, Weizmann Institute of Science, Rehovot, Israel
| | | | - Erez Greenstein
- Department of Immunology, Weizmann Institute of Science, Rehovot, Israel
| | - Irena Zaretsky
- Department of Immunology, Weizmann Institute of Science, Rehovot, Israel
| | - Tomer Arnon
- Department of Immunology, Weizmann Institute of Science, Rehovot, Israel.,Department of Physics and Astronomy, Alfred University, Alfred, United States
| | - Francois Van Laethem
- Experimental Immunology Branch, National Cancer Institute, Bethesda, United States
| | - Alfred Singer
- Experimental Immunology Branch, National Cancer Institute, Bethesda, United States
| | - Jinghua Lu
- Structural Immunology Section, Laboratory of Immunogenetics, National Institute of Allergy and Infectious Diseases, Rockville, United States
| | - Peter D Sun
- Structural Immunology Section, Laboratory of Immunogenetics, National Institute of Allergy and Infectious Diseases, Rockville, United States
| | - Irun R Cohen
- Department of Immunology, Weizmann Institute of Science, Rehovot, Israel
| | - Nir Friedman
- Department of Immunology, Weizmann Institute of Science, Rehovot, Israel
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70
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Pogorelyy MV, Elhanati Y, Marcou Q, Sycheva AL, Komech EA, Nazarov VI, Britanova OV, Chudakov DM, Mamedov IZ, Lebedev YB, Mora T, Walczak AM. Persisting fetal clonotypes influence the structure and overlap of adult human T cell receptor repertoires. PLoS Comput Biol 2017; 13:e1005572. [PMID: 28683116 PMCID: PMC5500008 DOI: 10.1371/journal.pcbi.1005572] [Citation(s) in RCA: 66] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2016] [Accepted: 05/14/2017] [Indexed: 11/30/2022] Open
Abstract
The diversity of T-cell receptors recognizing foreign pathogens is generated through a highly stochastic recombination process, making the independent production of the same sequence rare. Yet unrelated individuals do share receptors, which together constitute a "public" repertoire of abundant clonotypes. The TCR repertoire is initially formed prenatally, when the enzyme inserting random nucleotides is downregulated, producing a limited diversity subset. By statistically analyzing deep sequencing T-cell repertoire data from twins, unrelated individuals of various ages, and cord blood, we show that T-cell clones generated before birth persist and maintain high abundances in adult organisms for decades, slowly decaying with age. Our results suggest that large, low-diversity public clones are created during pre-natal life, and survive over long periods, providing the basis of the public repertoire.
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Affiliation(s)
- Mikhail V. Pogorelyy
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russian Federation
| | - Yuval Elhanati
- Laboratoire de physique théorique, CNRS, UPMC and École normale supérieure, Paris, France
| | - Quentin Marcou
- Laboratoire de physique théorique, CNRS, UPMC and École normale supérieure, Paris, France
| | | | - Ekaterina A. Komech
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russian Federation
| | - Vadim I. Nazarov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russian Federation
| | - Olga V. Britanova
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russian Federation
- Pirogov Russian National Research Medical University, Moscow, Russian Federation
- Masaryk University, Central European Institute of Technology, Brno, Czech Republic
| | - Dmitriy M. Chudakov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russian Federation
- Pirogov Russian National Research Medical University, Moscow, Russian Federation
- Masaryk University, Central European Institute of Technology, Brno, Czech Republic
| | - Ilgar Z. Mamedov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russian Federation
| | - Yury B. Lebedev
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Moscow, Russian Federation
| | - Thierry Mora
- Laboratoire de physique statistique, CNRS, UPMC and École normale supérieure, Paris, France
| | - Aleksandra M. Walczak
- Laboratoire de physique théorique, CNRS, UPMC and École normale supérieure, Paris, France
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71
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Dash P, Fiore-Gartland AJ, Hertz T, Wang GC, Sharma S, Souquette A, Crawford JC, Clemens EB, Nguyen THO, Kedzierska K, La Gruta NL, Bradley P, Thomas PG. Quantifiable predictive features define epitope-specific T cell receptor repertoires. Nature 2017. [PMID: 28636592 DOI: 10.1038/nature22383] [Citation(s) in RCA: 578] [Impact Index Per Article: 72.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
T cells are defined by a heterodimeric surface receptor, the T cell receptor (TCR), that mediates recognition of pathogen-associated epitopes through interactions with peptide and major histocompatibility complexes (pMHCs). TCRs are generated by genomic rearrangement of the germline TCR locus, a process termed V(D)J recombination, that has the potential to generate marked diversity of TCRs (estimated to range from 1015 (ref. 1) to as high as 1061 (ref. 2) possible receptors). Despite this potential diversity, TCRs from T cells that recognize the same pMHC epitope often share conserved sequence features, suggesting that it may be possible to predictively model epitope specificity. Here we report the in-depth characterization of ten epitope-specific TCR repertoires of CD8+ T cells from mice and humans, representing over 4,600 in-frame single-cell-derived TCRαβ sequence pairs from 110 subjects. We developed analytical tools to characterize these epitope-specific repertoires: a distance measure on the space of TCRs that permits clustering and visualization, a robust repertoire diversity metric that accommodates the low number of paired public receptors observed when compared to single-chain analyses, and a distance-based classifier that can assign previously unobserved TCRs to characterized repertoires with robust sensitivity and specificity. Our analyses demonstrate that each epitope-specific repertoire contains a clustered group of receptors that share core sequence similarities, together with a dispersed set of diverse 'outlier' sequences. By identifying shared motifs in core sequences, we were able to highlight key conserved residues driving essential elements of TCR recognition. These analyses provide insights into the generalizable, underlying features of epitope-specific repertoires and adaptive immune recognition.
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Affiliation(s)
- Pradyot Dash
- Department of Immunology, St Jude Children's Research Hospital, Memphis, Tennessee 38105, USA
| | - Andrew J Fiore-Gartland
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, Washington 98109, USA
| | - Tomer Hertz
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, Washington 98109, USA.,The Shraga Segal Department of Microbiology, Immunology and Genetics, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
| | - George C Wang
- Division of Geriatric Medicine and Gerontology, Biology of Healthy Aging Program, Johns Hopkins University School of Medicine, Baltimore, Maryland 21224, USA
| | - Shalini Sharma
- Department of Veterinary Physiology and Biochemistry, Lala Lajpat Rai University of Veterinary and Animal Sciences, Hisar, Haryana 125004, India
| | - Aisha Souquette
- Department of Immunology, St Jude Children's Research Hospital, Memphis, Tennessee 38105, USA
| | - Jeremy Chase Crawford
- Department of Immunology, St Jude Children's Research Hospital, Memphis, Tennessee 38105, USA
| | - E Bridie Clemens
- Department of Microbiology and Immunology, University of Melbourne, Peter Doherty Institute for Infection and Immunity, Parkville, Victoria 3010, Australia
| | - Thi H O Nguyen
- Department of Microbiology and Immunology, University of Melbourne, Peter Doherty Institute for Infection and Immunity, Parkville, Victoria 3010, Australia
| | - Katherine Kedzierska
- Department of Microbiology and Immunology, University of Melbourne, Peter Doherty Institute for Infection and Immunity, Parkville, Victoria 3010, Australia
| | - Nicole L La Gruta
- Department of Microbiology and Immunology, University of Melbourne, Peter Doherty Institute for Infection and Immunity, Parkville, Victoria 3010, Australia.,Infection and Immunity Program and Department of Biochemistry and Molecular Biology, Biomedicine Discovery Institute, Monash University, Clayton, Victoria 3800, Australia
| | - Philip Bradley
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington 98109, USA.,Institute for Protein Design, University of Washington, Seattle, Washington 98195, USA
| | - Paul G Thomas
- Department of Immunology, St Jude Children's Research Hospital, Memphis, Tennessee 38105, USA
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72
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Roy A, Bystry V, Bohn G, Goudevenou K, Reigl T, Papaioannou M, Krejci A, O'Byrne S, Chaidos A, Grioni A, Darzentas N, Roberts IAG, Karadimitris A. High resolution IgH repertoire analysis reveals fetal liver as the likely origin of life-long, innate B lymphopoiesis in humans. Clin Immunol 2017. [PMID: 28645875 PMCID: PMC5678457 DOI: 10.1016/j.clim.2017.06.005] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
The ontogeny of the natural, public IgM repertoire remains incompletely explored. Here, high-resolution immunogenetic analysis of B cells from (unrelated) fetal, child, and adult samples, shows that although fetal liver (FL) and bone marrow (FBM) IgM repertoires are equally diversified, FL is the main source of IgM natural immunity during the 2nd trimester. Strikingly, 0.25% of all prenatal clonotypes, comprising 18.7% of the expressed repertoire, are shared with the postnatal samples, consistent with persisting fetal IgM + B cells being a source of natural IgM repertoire in adult life. Further, the origins of specific stereotypic IgM + B cell receptors associated with chronic lymphocytic leukemia, can be traced back to fetal B cell lymphopoiesis, suggesting that persisting fetal B cells can be subject to malignant transformation late in life. Overall, these novel data provide unique insights into the ontogeny of physiological and malignant B lymphopoiesis that spans the human lifetime. Second trimester human fetal liver and fetal bone marrow B-cells have IgM repertoires that are equally diversified Human fetal liver B-cells are the main source of innate, natural IgM responses CLL-associated, stereotypic B cell receptors are detected in fetal IgM repertoire
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Affiliation(s)
- Anindita Roy
- Department of Paediatrics, University of Oxford, Brno, Czech Republic
| | - Vojtech Bystry
- CEITEC - Central European Institute of Technology, Masaryk University, Brno, Czech Republic
| | - Georg Bohn
- Centre for Haematology, Department of Medicine, Imperial College London, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, UK
| | - Katerina Goudevenou
- Centre for Haematology, Department of Medicine, Imperial College London, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, UK
| | - Tomas Reigl
- CEITEC - Central European Institute of Technology, Masaryk University, Brno, Czech Republic
| | - Maria Papaioannou
- Centre for Haematology, Department of Medicine, Imperial College London, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, UK
| | - Adam Krejci
- Centre for Haematology, Department of Medicine, Imperial College London, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, UK; RECAMO, Masaryk Memorial Cancer Institute, Brno, Czech Republic
| | - Sorcha O'Byrne
- Department of Paediatrics, University of Oxford, Brno, Czech Republic
| | - Aristeidis Chaidos
- Centre for Haematology, Department of Medicine, Imperial College London, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, UK
| | - Andrea Grioni
- Department of Paediatrics, University of Oxford, Brno, Czech Republic; Centro Ricerca Tettamanti, Clinica Pediatrica, Università di Milano-Bicocca, Ospedale San Gerardo/Fondazione MBBM, Monza, Italy
| | - Nikos Darzentas
- CEITEC - Central European Institute of Technology, Masaryk University, Brno, Czech Republic
| | - Irene A G Roberts
- Department of Paediatrics, University of Oxford, Brno, Czech Republic; MRC Molecular Haematology Unit, Weatherall Institute of Molecular Medicine, University of Oxford and BRC Blood Theme, NIHR Oxford Biomedical Centre, Oxford, UK.
| | - Anastasios Karadimitris
- Centre for Haematology, Department of Medicine, Imperial College London, Imperial College Healthcare NHS Trust, Hammersmith Hospital, London, UK.
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73
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Callan CG, Mora T, Walczak AM. Repertoire sequencing and the statistical ensemble approach to adaptive immunity. ACTA ACUST UNITED AC 2017. [DOI: 10.1016/j.coisb.2016.12.014] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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74
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Vardi A, Vlachonikola E, Karypidou M, Stalika E, Bikos V, Gemenetzi K, Maramis C, Siorenta A, Anagnostopoulos A, Pospisilova S, Maglaveras N, Chouvarda I, Stamatopoulos K, Hadzidimitriou A. Restrictions in the T-cell repertoire of chronic lymphocytic leukemia: high-throughput immunoprofiling supports selection by shared antigenic elements. Leukemia 2016; 31:1555-1561. [PMID: 27904140 DOI: 10.1038/leu.2016.362] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2016] [Revised: 10/23/2016] [Accepted: 11/07/2016] [Indexed: 12/14/2022]
Abstract
Immunoglobulin (IG) gene repertoire restrictions strongly support antigen selection in the pathogenesis of chronic lymphocytic leukemia (CLL). Given the emerging multifarious interactions between CLL and bystander T cells, we sought to determine whether antigen(s) are also selecting T cells in CLL. We performed a large-scale, next-generation sequencing (NGS) study of the T-cell repertoire, focusing on major stereotyped subsets representing CLL subgroups with undisputed antigenic drive, but also included patients carrying non-subset IG rearrangements to seek for T-cell immunogenetic signatures ubiquitous in CLL. Considering the inherent limitations of NGS, we deployed bioinformatics algorithms for qualitative curation of T-cell receptor rearrangements, and included multiple types of controls. Overall, we document the clonal architecture of the T-cell repertoire in CLL. These T-cell clones persist and further expand overtime, and can be shared by different patients, most especially patients belonging to the same stereotyped subset. Notably, these shared clonotypes appear to be disease-specific, as they are found in neither public databases nor healthy controls. Altogether, these findings indicate that antigen drive likely underlies T-cell expansions in CLL and may be acting in a CLL subset-specific context. Whether these are the same antigens interacting with the malignant clone or tumor-derived antigens remains to be elucidated.
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Affiliation(s)
- A Vardi
- Institute of Applied Biosciences, CERTH, Thessaloniki, Greece.,Hematology Department and HCT Unit, G. Papanicolaou Hospital, Thessaloniki, Greece.,Medical School, University of Crete, Heraklion, Greece
| | - E Vlachonikola
- Institute of Applied Biosciences, CERTH, Thessaloniki, Greece
| | - M Karypidou
- Institute of Applied Biosciences, CERTH, Thessaloniki, Greece
| | - E Stalika
- Institute of Applied Biosciences, CERTH, Thessaloniki, Greece
| | - V Bikos
- CEITEC, Masaryk University and University Hospital Brno, Brno, Czech Republic
| | - K Gemenetzi
- Institute of Applied Biosciences, CERTH, Thessaloniki, Greece
| | - C Maramis
- Institute of Applied Biosciences, CERTH, Thessaloniki, Greece.,Laboratory of Medical Informatics, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - A Siorenta
- Immunology and National Tissue Typing Center, General Hospital of Athens 'G. Gennimatas', Athens, Thessaloniki, Greece
| | - A Anagnostopoulos
- Hematology Department and HCT Unit, G. Papanicolaou Hospital, Thessaloniki, Greece
| | - S Pospisilova
- CEITEC, Masaryk University and University Hospital Brno, Brno, Czech Republic
| | - N Maglaveras
- Institute of Applied Biosciences, CERTH, Thessaloniki, Greece.,Laboratory of Medical Informatics, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - I Chouvarda
- Institute of Applied Biosciences, CERTH, Thessaloniki, Greece.,Laboratory of Medical Informatics, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - K Stamatopoulos
- Institute of Applied Biosciences, CERTH, Thessaloniki, Greece.,Department of Immunology, Genetics and Pathology, Rudbeck Laboratory, Uppsala University, Uppsala, Sweden
| | - A Hadzidimitriou
- Institute of Applied Biosciences, CERTH, Thessaloniki, Greece.,Department of Immunology, Genetics and Pathology, Rudbeck Laboratory, Uppsala University, Uppsala, Sweden
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75
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Autoimmune susceptibility imposed by public TCRβ chains. Sci Rep 2016; 6:37543. [PMID: 27869234 PMCID: PMC5116635 DOI: 10.1038/srep37543] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2016] [Accepted: 11/01/2016] [Indexed: 11/21/2022] Open
Abstract
Although the TCR repertoire is highly diverse, a small fraction of TCR chains, referred to as public, preferentially form and are shared by most individuals. Prior studies indicated that public TCRβ may be preferentially deployed in autoimmunity. We hypothesized that if these TCRβ modulate the likelihood of a TCRαβ heterodimer productively engaging autoantigen, because they are widely present in the population and often high frequency within individual repertoires, they could also broadly influence repertoire responsiveness to specific autoantigens. We assess this here using a series of public and private TCRβ derived from autoimmune encephalomyelitis-associated TCR. Transgenic expression of public, but not private, disease-associated TCRβ paired with endogenously rearranged TCRα endowed unprimed T cells with autoantigen reactivity. Further, two of six public, but none of five private TCRβ provoked spontaneous early-onset autoimmunity in mice. Our findings indicate that single TCRβ are sufficient to confer on TCRαβ chains reactivity toward disease-associated autoantigens in the context of diverse TCRα. They further suggest that public TCR can skew autoimmune susceptibility, and that subsets of public TCR sequences may serve as disease- specific biomarkers or therapeutic targets.
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76
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Kitaura K, Shini T, Matsutani T, Suzuki R. A new high-throughput sequencing method for determining diversity and similarity of T cell receptor (TCR) α and β repertoires and identifying potential new invariant TCR α chains. BMC Immunol 2016; 17:38. [PMID: 27729009 PMCID: PMC5059964 DOI: 10.1186/s12865-016-0177-5] [Citation(s) in RCA: 68] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2016] [Accepted: 09/27/2016] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND High-throughput sequencing of T cell receptor (TCR) genes is a powerful tool for analyses of antigen specificity, clonality and diversity of T lymphocytes. Here, we developed a new TCR repertoire analysis method using 454 DNA sequencing technology in combination with an adaptor-ligation mediated polymerase chain reaction (PCR). This method allows the amplification of all TCR genes without PCR bias. To compare gene usage, diversity and similarity of expressed TCR repertoires among individuals, we conducted next-generation sequencing (NGS) of TRA and TRB genes in peripheral blood mononuclear cells from 20 healthy human individuals. RESULTS From a total of 267,037 sequence reads from 20 individuals, 149,216 unique sequence reads were identified. Preferential usage of several V and J genes were observed while some recombinations of TRAV with TRAJ appeared to be restricted. The extent of TCR diversity was not significantly different between TRA and TRB, while TRA repertoires were more similar between individuals than TRB repertoires were. The interindividual similarity of TRA depended largely on the frequent presence of shared TCRs among two or more individuals. A publicly available TRA had a near-germline TCR with a shorter CDR3. Notably, shared TRA sequences, especially those shared among a large number of individuals', often contained TCRα related with invariant TCRα derived from invariant natural killer T cells and mucosal-associated invariant T cells. CONCLUSION These results suggest that retrieval of shared TCRs by NGS would be useful for the identification of potential new invariant TCRα chains. This NGS method will enable the comprehensive quantitative analysis of TCR repertoires at a clonal level.
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Affiliation(s)
- Kazutaka Kitaura
- Repertoire Genesis Incorporation, 104 Saito-Bioincubator, 7-7-15, Saito-asagi, Ibaraki, Osaka, 567-0085, Japan
| | - Tadasu Shini
- Department of Rheumatology and Clinical Immunology, Clinical Research Center for Rheumatology and Allergy, Sagamihara National Hospital, National Hospital Organization, Sagamihara, Japan.,BITS. Co., Ltd, Tokyo, Japan
| | - Takaji Matsutani
- Repertoire Genesis Incorporation, 104 Saito-Bioincubator, 7-7-15, Saito-asagi, Ibaraki, Osaka, 567-0085, Japan.
| | - Ryuji Suzuki
- Repertoire Genesis Incorporation, 104 Saito-Bioincubator, 7-7-15, Saito-asagi, Ibaraki, Osaka, 567-0085, Japan.,Department of Rheumatology and Clinical Immunology, Clinical Research Center for Rheumatology and Allergy, Sagamihara National Hospital, National Hospital Organization, Sagamihara, Japan
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77
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Joachims ML, Leehan KM, Lawrence C, Pelikan RC, Moore JS, Pan Z, Rasmussen A, Radfar L, Lewis DM, Grundahl KM, Kelly JA, Wiley GB, Shugay M, Chudakov DM, Lessard CJ, Stone DU, Scofield RH, Montgomery CG, Sivils KL, Thompson LF, Farris AD. Single-cell analysis of glandular T cell receptors in Sjögren's syndrome. JCI Insight 2016; 1. [PMID: 27358913 DOI: 10.1172/jci.insight.85609] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023] Open
Abstract
CD4+ T cells predominate in salivary gland (SG) inflammatory lesions in Sjögren's syndrome (SS). However, their antigen specificity, degree of clonal expansion, and relationship to clinical disease features remain unknown. We used multiplex reverse-transcriptase PCR to amplify paired T cell receptor α (TCRα) and β transcripts of single CD4+CD45RA- T cells from SG and peripheral blood (PB) of 10 individuals with primary SS, 9 of whom shared the HLA DR3/DQ2 risk haplotype. TCRα and β sequences were obtained from a median of 91 SG and 107 PB cells per subject. The degree of clonal expansion and frequency of cells expressing two productively rearranged α genes were increased in SG versus PB. Expanded clones from SG exhibited complementary-determining region 3 (CDR3) sequence similarity both within and among subjects, suggesting antigenic selection and shared antigen recognition. CDR3 similarities were shared among expanded clones from individuals discordant for canonical Ro and La autoantibodies, suggesting recognition of alternative SG antigen(s). The extent of SG clonal expansion correlated with reduced saliva production and increased SG fibrosis, linking expanded SG T cells with glandular dysfunction. Knowledge of paired TCRα and β sequences enables further work toward identification of target antigens and development of novel therapies.
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Affiliation(s)
- Michelle L Joachims
- Arthritis and Clinical Immunology Program, Oklahoma Medical Research Foundation (OMRF), Oklahoma City, Oklahoma, USA
| | - Kerry M Leehan
- Arthritis and Clinical Immunology Program, Oklahoma Medical Research Foundation (OMRF), Oklahoma City, Oklahoma, USA; Department of Pathology, University of Oklahoma Health Sciences Center (OUHSC), Oklahoma City, Oklahoma, USA
| | - Christina Lawrence
- Arthritis and Clinical Immunology Program, Oklahoma Medical Research Foundation (OMRF), Oklahoma City, Oklahoma, USA
| | - Richard C Pelikan
- Arthritis and Clinical Immunology Program, Oklahoma Medical Research Foundation (OMRF), Oklahoma City, Oklahoma, USA
| | - Jacen S Moore
- Arthritis and Clinical Immunology Program, Oklahoma Medical Research Foundation (OMRF), Oklahoma City, Oklahoma, USA
| | - Zijian Pan
- Arthritis and Clinical Immunology Program, Oklahoma Medical Research Foundation (OMRF), Oklahoma City, Oklahoma, USA
| | - Astrid Rasmussen
- Arthritis and Clinical Immunology Program, Oklahoma Medical Research Foundation (OMRF), Oklahoma City, Oklahoma, USA
| | - Lida Radfar
- Department of Oral Diagnosis and Radiology, College of Dentistry, OUHSC, Oklahoma City, Oklahoma, USA
| | - David M Lewis
- Department of Oral and Maxillofacial Pathology, College of Dentistry, OUHSC, Oklahoma City, Oklahoma, USA
| | - Kiely M Grundahl
- Arthritis and Clinical Immunology Program, Oklahoma Medical Research Foundation (OMRF), Oklahoma City, Oklahoma, USA
| | - Jennifer A Kelly
- Arthritis and Clinical Immunology Program, Oklahoma Medical Research Foundation (OMRF), Oklahoma City, Oklahoma, USA
| | - Graham B Wiley
- Arthritis and Clinical Immunology Program, Oklahoma Medical Research Foundation (OMRF), Oklahoma City, Oklahoma, USA
| | - Mikhail Shugay
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry of the Russian Academy of Sciences, Moscow, Russia; Pirogov Russian National Research Medical University, Moscow, Russia; Central European Institute of Technology, Masaryk University, Brno, Czech Republic
| | - Dmitriy M Chudakov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry of the Russian Academy of Sciences, Moscow, Russia; Pirogov Russian National Research Medical University, Moscow, Russia; Central European Institute of Technology, Masaryk University, Brno, Czech Republic
| | - Christopher J Lessard
- Arthritis and Clinical Immunology Program, Oklahoma Medical Research Foundation (OMRF), Oklahoma City, Oklahoma, USA; Department of Pathology, University of Oklahoma Health Sciences Center (OUHSC), Oklahoma City, Oklahoma, USA
| | - Donald U Stone
- Department of Ophthalmology, College of Medicine, OUHSC, Oklahoma City, Oklahoma, USA
| | - R Hal Scofield
- Arthritis and Clinical Immunology Program, Oklahoma Medical Research Foundation (OMRF), Oklahoma City, Oklahoma, USA; Department of Pathology, University of Oklahoma Health Sciences Center (OUHSC), Oklahoma City, Oklahoma, USA; Section of Endocrinology and Diabetes, College of Medicine, OUHSC, Oklahoma City, Oklahoma, USA
| | - Courtney G Montgomery
- Arthritis and Clinical Immunology Program, Oklahoma Medical Research Foundation (OMRF), Oklahoma City, Oklahoma, USA
| | - Kathy L Sivils
- Arthritis and Clinical Immunology Program, Oklahoma Medical Research Foundation (OMRF), Oklahoma City, Oklahoma, USA; Department of Pathology, University of Oklahoma Health Sciences Center (OUHSC), Oklahoma City, Oklahoma, USA
| | - Linda F Thompson
- Arthritis and Clinical Immunology Program, Oklahoma Medical Research Foundation (OMRF), Oklahoma City, Oklahoma, USA
| | - A Darise Farris
- Arthritis and Clinical Immunology Program, Oklahoma Medical Research Foundation (OMRF), Oklahoma City, Oklahoma, USA; Department of Pathology, University of Oklahoma Health Sciences Center (OUHSC), Oklahoma City, Oklahoma, USA
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78
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Zhao Y, Nguyen P, Ma J, Wu T, Jones LL, Pei D, Cheng C, Geiger TL. Preferential Use of Public TCR during Autoimmune Encephalomyelitis. THE JOURNAL OF IMMUNOLOGY 2016; 196:4905-14. [PMID: 27183575 DOI: 10.4049/jimmunol.1501029] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/05/2015] [Accepted: 04/04/2016] [Indexed: 12/21/2022]
Abstract
How the TCR repertoire, in concert with risk-associated MHC, imposes susceptibility for autoimmune diseases is incompletely resolved. Due largely to recombinatorial biases, a small fraction of TCRα or β-chains are shared by most individuals, or public. If public TCR chains modulate a TCRαβ heterodimer's likelihood of productively engaging autoantigen, because they are pervasive and often high frequency, they could also broadly influence disease risk and progression. Prior data, using low-resolution techniques, have identified the heavy use of select public TCR in some autoimmune models. In this study, we assess public repertoire representation in mice with experimental autoimmune encephalomyelitis at high resolution. Saturation sequencing was used to identify >18 × 10(6) TCRβ sequences from the CNSs, periphery, and thymi of mice at different stages of autoimmune encephalomyelitis and healthy controls. Analyses indicated the prominent representation of a highly diverse public TCRβ repertoire in the disease response. Preferential formation of public TCR implicated in autoimmunity was identified in preselection thymocytes, and, consistently, public, disease-associated TCRβ were observed to be commonly oligoclonal. Increased TCR sharing and a focusing of the public TCR response was seen with disease progression. Critically, comparisons of peripheral and CNS repertoires and repertoires from preimmune and diseased mice demonstrated that public TCR were preferentially deployed relative to nonshared, or private, sequences. Our findings implicate public TCR in skewing repertoire response during autoimmunity and suggest that subsets of public TCR sequences may serve as disease-specific biomarkers or influence disease susceptibility or progression.
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Affiliation(s)
- Yunqian Zhao
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN 38105; and
| | - Phuong Nguyen
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN 38105; and
| | - Jing Ma
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN 38105; and
| | - Tianhua Wu
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN 38105; and
| | - Lindsay L Jones
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN 38105; and
| | - Deqing Pei
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN 38105
| | - Cheng Cheng
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN 38105
| | - Terrence L Geiger
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN 38105; and
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79
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Covacu R, Philip H, Jaronen M, Almeida J, Kenison JE, Darko S, Chao CC, Yaari G, Louzoun Y, Carmel L, Douek DC, Efroni S, Quintana FJ. System-wide Analysis of the T Cell Response. Cell Rep 2016; 14:2733-44. [PMID: 26972015 PMCID: PMC4805488 DOI: 10.1016/j.celrep.2016.02.056] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2015] [Revised: 01/12/2016] [Accepted: 02/02/2016] [Indexed: 01/01/2023] Open
Abstract
The T cell receptor (TCR) controls the cellular adaptive immune response to antigens, but our understanding of TCR repertoire diversity and response to challenge is still incomplete. For example, TCR clones shared by different individuals with minimal alteration to germline gene sequences (public clones) are detectable in all vertebrates, but their significance is unknown. Although small in size, the zebrafish TCR repertoire is controlled by processes similar to those operating in mammals. Thus, we studied the zebrafish TCR repertoire and its response to stimulation with self and foreign antigens. We found that cross-reactive public TCRs dominate the T cell response, endowing a limited TCR repertoire with the ability to cope with diverse antigenic challenges. These features of vertebrate public TCRs might provide a mechanism for the rapid generation of protective T cell immunity, allowing a short temporal window for the development of more specific private T cell responses.
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Affiliation(s)
- Ruxandra Covacu
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, 77 Avenue Louis Pasteur, Boston, MA 02115, USA
| | - Hagit Philip
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat Gan 52900, Israel
| | - Merja Jaronen
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, 77 Avenue Louis Pasteur, Boston, MA 02115, USA
| | - Jorge Almeida
- Human Immunology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, US National Institutes of Health, Bethesda, MD 20892, USA
| | - Jessica E Kenison
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, 77 Avenue Louis Pasteur, Boston, MA 02115, USA
| | - Samuel Darko
- Human Immunology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, US National Institutes of Health, Bethesda, MD 20892, USA
| | - Chun-Cheih Chao
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, 77 Avenue Louis Pasteur, Boston, MA 02115, USA
| | - Gur Yaari
- Bioengineering Program, Faculty of Engineering, Bar-Ilan University, Ramat Gan 52900, Israel
| | - Yoram Louzoun
- Department of Mathematics, Bar-Ilan University, Ramat Gan 52900, Israel; Gonda Brain Research Center, Bar-Ilan University, Ramat Gan 52900, Israel
| | - Liran Carmel
- Department of Genetics, The Alexander Silberman Institute of Life Sciences, Faculty of Science, The Hebrew University of Jerusalem, Edmond J. Safra Campus, Givat Ram, Jerusalem 91904, Israel
| | - Daniel C Douek
- Human Immunology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, US National Institutes of Health, Bethesda, MD 20892, USA.
| | - Sol Efroni
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat Gan 52900, Israel.
| | - Francisco J Quintana
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, 77 Avenue Louis Pasteur, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
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80
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Heather JM, Best K, Oakes T, Gray ER, Roe JK, Thomas N, Friedman N, Noursadeghi M, Chain B. Dynamic Perturbations of the T-Cell Receptor Repertoire in Chronic HIV Infection and following Antiretroviral Therapy. Front Immunol 2016; 6:644. [PMID: 26793190 PMCID: PMC4707277 DOI: 10.3389/fimmu.2015.00644] [Citation(s) in RCA: 56] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2015] [Accepted: 12/10/2015] [Indexed: 01/23/2023] Open
Abstract
HIV infection profoundly affects many parameters of the immune system and ultimately leads to AIDS, yet which factors are most important for determining resistance, pathology, and response to antiretroviral treatment – and how best to monitor them – remain unclear. We develop a quantitative high-throughput sequencing pipeline to characterize the TCR repertoires of HIV-infected individuals before and after antiretroviral therapy, working from small, unfractionated samples of peripheral blood. This reveals the TCR repertoires of HIV+ individuals to be highly perturbed, with considerably reduced diversity as a small proportion of sequences are highly overrepresented. HIV also causes specific qualitative changes to the repertoire including an altered distribution of V gene usage, depletion of public TCR sequences, and disruption of TCR networks. Short-term antiretroviral therapy has little impact on most of the global damage to repertoire structure, but is accompanied by rapid changes in the abundance of many individual TCR sequences, decreases in abundance of the most common sequences, and decreases in the majority of HIV-associated CDR3 sequences. Thus, high-throughput repertoire sequencing of small blood samples that are easy to take, store, and process can shed light on various aspects of the T-cell immune compartment and stands to offer insights into patient stratification and immune reconstitution.
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Affiliation(s)
- James M Heather
- Division of Infection and Immunity, University College London , London , UK
| | - Katharine Best
- Division of Infection and Immunity, University College London, London, UK; Centre for Mathematics and Physics in the Life Sciences and Experimental Biology (CoMPLEX), University College London, London, UK
| | - Theres Oakes
- Division of Infection and Immunity, University College London , London , UK
| | - Eleanor R Gray
- Division of Infection and Immunity, University College London , London , UK
| | - Jennifer K Roe
- Division of Infection and Immunity, University College London , London , UK
| | - Niclas Thomas
- Division of Infection and Immunity, University College London , London , UK
| | - Nir Friedman
- Department of Immunology, Weizmann Institute , Rehovot , Israel
| | - Mahdad Noursadeghi
- Division of Infection and Immunity, University College London , London , UK
| | - Benjamin Chain
- Division of Infection and Immunity, University College London , London , UK
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81
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Vincent B, Buntzman A, Hopson B, McEwen C, Cowell L, Akoglu A, Zhang H, Frelinger J. iWAS--A novel approach to analyzing Next Generation Sequence data for immunology. Cell Immunol 2015; 299:6-13. [PMID: 26547365 DOI: 10.1016/j.cellimm.2015.10.012] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2015] [Revised: 10/28/2015] [Accepted: 10/28/2015] [Indexed: 01/12/2023]
Abstract
In this communication we describe a novel way to use Next Generation Sequence from the receptors expressed on T and B cells. This informatics methodology is named iWAS, for immunonome Wide Association Study, where we use the immune receptor sequences derived from T and B cells and the features of those receptors (sequences themselves, V/J gene usage, length and character each of the CDR3 sub-regions) to define biomarkers of health and disease, as well as responses to therapies. Unlike GWAS, which do not provide immediate access to mechanism, the associations with immune receptors immediately suggest possible and plausible entrée's into disease pathogenesis and treatment.
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Affiliation(s)
- Benjamin Vincent
- Department of Medicine, University of North Carolina, Chapel Hill, NC 2714, United States.
| | - Adam Buntzman
- Department of Immunobiology, University of Arizona, Tucson, AZ 85724, United States.
| | - Benjamin Hopson
- School of Engineering, The University of Edinburgh, Edinburgh EH9 3JL, UK; Cambridge Consultants, Science Park, Milton Rd, Cambridge CB4 0DW, UK.
| | - Chris McEwen
- Cambridge Consultants, Science Park, Milton Rd, Cambridge CB4 0DW, UK.
| | - Lindsay Cowell
- Division of Biomedical Informatics, Department of Clinical Sciences, University of Texas Southwestern Medical Center, Dallas, TX 75390, United States.
| | - Ali Akoglu
- Department of Electrical and Computer Engineering, University of Arizona, Tucson, AZ 85721, United States.
| | - Helen Zhang
- Department of Mathematics, University of Arizona, Tucson, AZ 85721, United States.
| | - Jeffrey Frelinger
- Department of Immunobiology, University of Arizona, Tucson, AZ 85724, United States.
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82
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Ruggiero E, Nicolay JP, Fronza R, Arens A, Paruzynski A, Nowrouzi A, Ürenden G, Lulay C, Schneider S, Goerdt S, Glimm H, Krammer PH, Schmidt M, von Kalle C. High-resolution analysis of the human T-cell receptor repertoire. Nat Commun 2015; 6:8081. [PMID: 26324409 PMCID: PMC4569693 DOI: 10.1038/ncomms9081] [Citation(s) in RCA: 87] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2014] [Accepted: 07/15/2015] [Indexed: 02/06/2023] Open
Abstract
Unbiased dissection of T-cell receptor (TCR) repertoire diversity at the nucleotide level could provide important insights into human immunity. Here we show that TCR ligation-anchored-magnetically captured PCR (TCR-LA-MC PCR) identifies TCR α- and β-chain diversity without sequence-associated or quantitative restrictions in healthy and diseased conditions. TCR-LA-MC PCR identifies convergent recombination events, classifies different stages of cutaneous T-cell lymphoma in vivo and demonstrates TCR reactivation after in vitro cytomegalovirus stimulation. TCR-LA-MC PCR allows ultra-deep data access to both physiological TCR diversity and mechanisms influencing clonality in all clinical settings with restricted or distorted TCR repertoires. Immune system diversity is generated by V(D)J recombination, leading to clonal T-cell lineages. Here the authors investigate the events leading to T-cell diversity through the use of a modified PCR technique combined with deep sequencing.
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Affiliation(s)
- Eliana Ruggiero
- Department of Translational Oncology, National Center for Tumor Diseases and German Cancer Research Center, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Jan P Nicolay
- Division of Immunogenetics, German Cancer Research Center, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany.,Department of Dermatology, Venereology and Allergology, University Medical Center, Theodor-Kutzer-Ufer 1-3, 68167 Mannheim, Germany
| | - Raffaele Fronza
- Department of Translational Oncology, National Center for Tumor Diseases and German Cancer Research Center, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Anne Arens
- Department of Translational Oncology, National Center for Tumor Diseases and German Cancer Research Center, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Anna Paruzynski
- Department of Translational Oncology, National Center for Tumor Diseases and German Cancer Research Center, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Ali Nowrouzi
- Department of Translational Oncology, National Center for Tumor Diseases and German Cancer Research Center, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Gökçe Ürenden
- Department of Translational Oncology, National Center for Tumor Diseases and German Cancer Research Center, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Christina Lulay
- Department of Translational Oncology, National Center for Tumor Diseases and German Cancer Research Center, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Sven Schneider
- Institute for Clinical Chemistry, University Medical Center, Ruprecht-Karls-University of Heidelberg, Theodor-Kutzer-Ufer 1-3, 68167 Mannheim, Germany
| | - Sergij Goerdt
- Department of Dermatology, Venereology and Allergology, University Medical Center, Theodor-Kutzer-Ufer 1-3, 68167 Mannheim, Germany
| | - Hanno Glimm
- Department of Translational Oncology, National Center for Tumor Diseases and German Cancer Research Center, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Peter H Krammer
- Division of Immunogenetics, German Cancer Research Center, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Manfred Schmidt
- Department of Translational Oncology, National Center for Tumor Diseases and German Cancer Research Center, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
| | - Christof von Kalle
- Department of Translational Oncology, National Center for Tumor Diseases and German Cancer Research Center, Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
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83
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Laydon DJ, Bangham CRM, Asquith B. Estimating T-cell repertoire diversity: limitations of classical estimators and a new approach. Philos Trans R Soc Lond B Biol Sci 2015; 370:20140291. [PMID: 26150657 PMCID: PMC4528489 DOI: 10.1098/rstb.2014.0291] [Citation(s) in RCA: 125] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/03/2015] [Indexed: 12/26/2022] Open
Abstract
A highly diverse T-cell receptor (TCR) repertoire is a fundamental property of an effective immune system, and is associated with efficient control of viral infections and other pathogens. However, direct measurement of total TCR diversity is impossible. The diversity is high and the frequency distribution of individual TCRs is heavily skewed; the diversity therefore cannot be captured in a blood sample. Consequently, estimators of the total number of TCR clonotypes that are present in the individual, in addition to those observed, are essential. This is analogous to the 'unseen species problem' in ecology. We review the diversity (species richness) estimators that have been applied to T-cell repertoires and the methods used to validate these estimators. We show that existing approaches have significant shortcomings, and frequently underestimate true TCR diversity. We highlight our recently developed estimator, DivE, which can accurately estimate diversity across a range of immunological and biological systems.
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MESH Headings
- Animals
- Gene Rearrangement, T-Lymphocyte
- Genetic Variation
- Host-Pathogen Interactions/genetics
- Host-Pathogen Interactions/immunology
- Humans
- Lymphocyte Count
- Models, Genetic
- Models, Immunological
- Receptors, Antigen, T-Cell/chemistry
- Receptors, Antigen, T-Cell/genetics
- Receptors, Antigen, T-Cell/immunology
- Statistics, Nonparametric
- T-Lymphocytes/immunology
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Affiliation(s)
- Daniel J Laydon
- Section of Immunology, Wright-Fleming Institute, Imperial College School of Medicine, London W2 1PG, UK
| | - Charles R M Bangham
- Section of Immunology, Wright-Fleming Institute, Imperial College School of Medicine, London W2 1PG, UK
| | - Becca Asquith
- Section of Immunology, Wright-Fleming Institute, Imperial College School of Medicine, London W2 1PG, UK
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84
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Cukalac T, Kan WT, Dash P, Guan J, Quinn KM, Gras S, Thomas PG, La Gruta NL. Paired TCRαβ analysis of virus-specific CD8(+) T cells exposes diversity in a previously defined 'narrow' repertoire. Immunol Cell Biol 2015; 93:804-14. [PMID: 25804828 DOI: 10.1038/icb.2015.44] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2015] [Revised: 03/18/2015] [Accepted: 03/19/2015] [Indexed: 02/07/2023]
Abstract
T-cell receptor (TCR) usage has an important role in determining the outcome of CD8(+) cytotoxic T-lymphocyte responses to viruses and other pathogens. However, the characterization of TCR usage from which such conclusions are drawn is based on exclusive analysis of either the TCRα chain or, more commonly, the TCRβ chain. Here, we have used a multiplexed reverse transcription-PCR protocol to analyse the CDR3 regions of both TCRα and β chains from single naive or immune epitope-specific cells to provide a comprehensive picture of epitope-specific TCR usage and selection into the immune response. Analysis of TCR repertoires specific for three influenza-derived epitopes (D(b)NP(366), D(b)PA(224) and D(b)PB1-F2(62)) showed preferential usage of particular TCRαβ proteins in the immune repertoire relative to the naive repertoire, in some cases, resulting in a complete shift in TRBV preference or CDR3 length, and restricted repertoire diversity. The NP(366)-specific TCRαβ repertoire, previously defined as clonally restricted based on TCRβ analysis, was similarly diverse as the PA(224)- and PB1-F2(62)-specific repertoires. Intriguingly, preferred TCR characteristics (variable gene usage, CDR3 length and junctional gene usage) appeared to be able to confer specificity either independently or in concert with one another, depending on the epitope specificity. These data have implications for established correlations between the nature of the TCR repertoire and response outcomes after infection, and suggest that analysis of a subset of cells or a single TCR chain does not accurately depict the nature of the antigen-specific TCRαβ repertoire.
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Affiliation(s)
- Tania Cukalac
- Department of Microbiology and Immunology, University of Melbourne, Peter Doherty Institute of Infection and Immunity, Melbourne, VIC, Australia
| | - Wan-Ting Kan
- Department of Microbiology and Immunology, University of Melbourne, Peter Doherty Institute of Infection and Immunity, Melbourne, VIC, Australia
| | - Pradyot Dash
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Jing Guan
- Department of Microbiology and Immunology, University of Melbourne, Peter Doherty Institute of Infection and Immunity, Melbourne, VIC, Australia
| | - Kylie M Quinn
- Department of Microbiology and Immunology, University of Melbourne, Peter Doherty Institute of Infection and Immunity, Melbourne, VIC, Australia
| | - Stephanie Gras
- Department of Biochemistry and Molecular Biology, Monash University, Clayton, VIC, Australia.,Australian Research Council Centre of Excellence in Advanced Molecular Imaging, Monash University, Clayton, VIC, Australia
| | - Paul G Thomas
- Department of Immunology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Nicole L La Gruta
- Department of Microbiology and Immunology, University of Melbourne, Peter Doherty Institute of Infection and Immunity, Melbourne, VIC, Australia
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85
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Rechavi E, Lev A, Lee YN, Simon AJ, Yinon Y, Lipitz S, Amariglio N, Weisz B, Notarangelo LD, Somech R. Timely and spatially regulated maturation of B and T cell repertoire during human fetal development. Sci Transl Med 2015; 7:276ra25. [DOI: 10.1126/scitranslmed.aaa0072] [Citation(s) in RCA: 119] [Impact Index Per Article: 11.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
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86
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Clemens EB, Doherty PC, La Gruta NL, Turner SJ. Fixed expression of single influenza virus-specific TCR chains demonstrates the capacity for TCR α- and β-chain diversity in the face of peptide-MHC class I specificity. THE JOURNAL OF IMMUNOLOGY 2014; 194:898-910. [PMID: 25535284 DOI: 10.4049/jimmunol.1401792] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
The characteristics of the TCR repertoire expressed by epitope-specific CD8(+) T cells can be an important determinant of the quality of immune protection against virus infection. Most studies of epitope-specific TCR repertoires focus solely on an analysis of TCR β-chains, rather than the combined TCRαβ heterodimers that confer specificity. Hence, the importance of complementary α- and β-chain pairing in determining TCR specificity and T cell function is not well understood. Our earlier study of influenza-specific TCR repertoires in a C57BL/6J mouse model described a structural basis for preferred TCRαβ pairing that determined exquisite specificity for the D(b)PA224 epitope from influenza A virus. We have now extended this analysis using retrogenic mice engineered to express single TCR α- or β-chains specific for the D(b)NP366 or D(b)PA224 epitopes derived from influenza A virus. We found that particular TCRαβ combinations were selected for recognition of these epitopes following infection, indicating that pairing of certain α- and β-chain sequences is key for determining TCR specificity. Furthermore, we demonstrated that some TCRαβ heterodimers were preferentially expanded from the naive repertoire in response to virus infection, suggesting that appropriate αβ pairing confers optimal T cell responsiveness to Ag.
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Affiliation(s)
- E Bridie Clemens
- Department of Microbiology and Immunology, University of Melbourne, Parkville, Victoria 3010, Australia; and
| | - Peter C Doherty
- Department of Microbiology and Immunology, University of Melbourne, Parkville, Victoria 3010, Australia; and Department of Immunology, St. Jude Children's Research Hospital, Memphis, TN 38105
| | - Nicole L La Gruta
- Department of Microbiology and Immunology, University of Melbourne, Parkville, Victoria 3010, Australia; and
| | - Stephen J Turner
- Department of Microbiology and Immunology, University of Melbourne, Parkville, Victoria 3010, Australia; and
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87
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Madi A, Shifrut E, Reich-Zeliger S, Gal H, Best K, Ndifon W, Chain B, Cohen IR, Friedman N. T-cell receptor repertoires share a restricted set of public and abundant CDR3 sequences that are associated with self-related immunity. Genome Res 2014; 24:1603-12. [PMID: 25024161 PMCID: PMC4199372 DOI: 10.1101/gr.170753.113] [Citation(s) in RCA: 127] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
The T-cell receptor (TCR) repertoire is formed by random recombinations of genomic precursor elements; the resulting combinatorial diversity renders unlikely extensive TCR sharing between individuals. Here, we studied CDR3β amino acid sequence sharing in a repertoire-wide manner, using high-throughput TCR-seq in 28 healthy mice. We uncovered hundreds of public sequences shared by most mice. Public CDR3 sequences, relative to private sequences, are two orders of magnitude more abundant on average, express restricted V/J segments, and feature high convergent nucleic acid recombination. Functionally, public sequences are enriched for MHC-diverse CDR3 sequences that were previously associated with autoimmune, allograft, and tumor-related reactions, but not with anti-pathogen-related reactions. Public CDR3 sequences are shared between mice of different MHC haplotypes, but are associated with different, MHC-dependent, V genes. Thus, despite their random generation process, TCR repertoires express a degree of uniformity in their post-genomic organization. These results, together with numerical simulations of TCR genomic rearrangements, suggest that biases and convergence in TCR recombination combine with ongoing selection to generate a restricted subset of self-associated, public CDR3 TCR sequences, and invite reexamination of the basic mechanisms of T-cell repertoire formation.
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Affiliation(s)
- Asaf Madi
- Department of Immunology, Weizmann Institute of Science, Rehovot 76100, Israel
| | - Eric Shifrut
- Department of Immunology, Weizmann Institute of Science, Rehovot 76100, Israel
| | | | - Hilah Gal
- Department of Immunology, Weizmann Institute of Science, Rehovot 76100, Israel
| | - Katharine Best
- Division of Infection and Immunity, The Cruciform Building, UCL, London WC1 6BT, United Kingdom
| | - Wilfred Ndifon
- Department of Immunology, Weizmann Institute of Science, Rehovot 76100, Israel
| | - Benjamin Chain
- Division of Infection and Immunity, The Cruciform Building, UCL, London WC1 6BT, United Kingdom
| | - Irun R Cohen
- Department of Immunology, Weizmann Institute of Science, Rehovot 76100, Israel;
| | - Nir Friedman
- Department of Immunology, Weizmann Institute of Science, Rehovot 76100, Israel;
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88
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Abstract
The efficient recognition of pathogens by the adaptive immune system relies on the diversity of receptors displayed at the surface of immune cells. T-cell receptor diversity results from an initial random DNA editing process, called VDJ recombination, followed by functional selection of cells according to the interaction of their surface receptors with self and foreign antigenic peptides. Using high-throughput sequence data from the β-chain of human T-cell receptors, we infer factors that quantify the overall effect of selection on the elements of receptor sequence composition: the V and J gene choice and the length and amino acid composition of the variable region. We find a significant correlation between biases induced by VDJ recombination and our inferred selection factors together with a reduction of diversity during selection. Both effects suggest that natural selection acting on the recombination process has anticipated the selection pressures experienced during somatic evolution. The inferred selection factors differ little between donors or between naive and memory repertoires. The number of sequences shared between donors is well-predicted by our model, indicating a stochastic origin of such public sequences. Our approach is based on a probabilistic maximum likelihood method, which is necessary to disentangle the effects of selection from biases inherent in the recombination process.
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89
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Distinctive properties of identical twins' TCR repertoires revealed by high-throughput sequencing. Proc Natl Acad Sci U S A 2014; 111:5980-5. [PMID: 24711416 DOI: 10.1073/pnas.1319389111] [Citation(s) in RCA: 86] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Adaptive immunity in humans is provided by hypervariable Ig-like molecules on the surface of B and T cells. The final set of these molecules in each organism is formed under the influence of two forces: individual genetic traits and the environment, which includes the diverse spectra of alien and self-antigens. Here we assess the impact of individual genetic factors on the formation of the adaptive immunity by analyzing the T-cell receptor (TCR) repertoires of three pairs of monozygous twins by next-generation sequencing. Surprisingly, we found that an overlap between the TCR repertoires of monozygous twins is similar to an overlap between the TCR repertoires of nonrelated individuals. However, the number of identical complementary determining region 3 sequences in two individuals is significantly increased for twin pairs in the fraction of highly abundant TCR molecules, which is enriched by the antigen-experienced T cells. We found that the initial recruitment of particular TCR V genes for recombination and subsequent selection in the thymus is strictly determined by individual genetic factors. J genes of TCRs are selected randomly for recombination; however, the subsequent selection in the thymus gives preference to some α but not β J segments. These findings provide a deeper insight into the mechanism of TCR repertoire generation.
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90
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Woodsworth DJ, Castellarin M, Holt RA. Sequence analysis of T-cell repertoires in health and disease. Genome Med 2013; 5:98. [PMID: 24172704 PMCID: PMC3979016 DOI: 10.1186/gm502] [Citation(s) in RCA: 148] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
T-cell antigen receptor (TCR) variability enables the cellular immune system to discriminate between self and non-self. High-throughput TCR sequencing (TCR-seq) involves the use of next generation sequencing platforms to generate large numbers of short DNA sequences covering key regions of the TCR coding sequence, which enables quantification of T-cell diversity at unprecedented resolution. TCR-seq studies have provided new insights into the healthy human T-cell repertoire, such as revised estimates of repertoire size and the understanding that TCR specificities are shared among individuals more frequently than previously anticipated. In the context of disease, TCR-seq has been instrumental in characterizing the recovery of the immune repertoire after hematopoietic stem cell transplantation, and the method has been used to develop biomarkers and diagnostics for various infectious and neoplastic diseases. However, T-cell repertoire sequencing is still in its infancy. It is expected that maturation of the field will involve the introduction of improved, standardized tools for data handling, deposition and statistical analysis, as well as the emergence of new and equivalently large-scale technologies for T-cell functional analysis and antigen discovery. In this review, we introduce this nascent field and TCR-seq methodology, we discuss recent insights into healthy and diseased TCR repertoires, and we examine the applications and challenges for TCR-seq in the clinic.
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Affiliation(s)
- Daniel J Woodsworth
- BC Cancer Agency, Michael Smith Genome Sciences Centre, Vancouver, British Columbia V5Z 1L3, Canada
- Genome Sciences & Technology Program, University of British Columbia, Vancouver, British Columbia V6T 1Z3, Canada
| | - Mauro Castellarin
- BC Cancer Agency, Michael Smith Genome Sciences Centre, Vancouver, British Columbia V5Z 1L3, Canada
- Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Robert A Holt
- BC Cancer Agency, Michael Smith Genome Sciences Centre, Vancouver, British Columbia V5Z 1L3, Canada
- Genome Sciences & Technology Program, University of British Columbia, Vancouver, British Columbia V6T 1Z3, Canada
- Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
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91
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Deep sequencing of the T-cell receptor repertoire in CD8+ T-large granular lymphocyte leukemia identifies signature landscapes. Blood 2013; 122:4077-85. [PMID: 24149287 DOI: 10.1182/blood-2013-05-506386] [Citation(s) in RCA: 63] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
New massively parallel sequencing technology enables, through deep sequencing of rearranged T-cell receptor (TCR) Vβ complementarity-determining region 3 (CDR3) regions, a previously inaccessible level of TCR repertoire analysis. The CDR3 repertoire diversity reflects clonal composition, the potential antigenic recognition spectrum, and the quantity of available T-cell responses. In this context, T-large granular lymphocyte (T-LGL) leukemia is a chronic clonal lymphoproliferation of cytotoxic T cells often associated with autoimmune diseases and various cytopenias. Using CD8(+) T-LGL leukemia as a model disease, we set out to evaluate and compare the TCR deep-sequencing spectra of both patients and healthy controls to better understand how TCR deep sequencing could be used in the diagnosis and monitoring of not only T-LGL leukemia but also reactive processes such as autoimmune disease and infection. Our data demonstrate, with high resolution, significantly decreased diversity of the T-cell repertoire in CD8(+) T-LGL leukemia and suggest that many T-LGL clonotypes may be private to the disease and may not be present in the general public, even at the basal level.
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92
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Jackson KJL, Kidd MJ, Wang Y, Collins AM. The shape of the lymphocyte receptor repertoire: lessons from the B cell receptor. Front Immunol 2013; 4:263. [PMID: 24032032 PMCID: PMC3759170 DOI: 10.3389/fimmu.2013.00263] [Citation(s) in RCA: 81] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2013] [Accepted: 08/19/2013] [Indexed: 11/13/2022] Open
Abstract
Both the B cell receptor (BCR) and the T cell receptor (TCR) repertoires are generated through essentially identical processes of V(D)J recombination, exonuclease trimming of germline genes, and the random addition of non-template encoded nucleotides. The naïve TCR repertoire is constrained by thymic selection, and TCR repertoire studies have therefore focused strongly on the diversity of MHC-binding complementarity determining region (CDR) CDR3. The process of somatic point mutations has given B cell studies a major focus on variable (IGHV, IGLV, and IGKV) genes. This in turn has influenced how both the naïve and memory BCR repertoires have been studied. Diversity (D) genes are also more easily identified in BCR VDJ rearrangements than in TCR VDJ rearrangements, and this has allowed the processes and elements that contribute to the incredible diversity of the immunoglobulin heavy chain CDR3 to be analyzed in detail. This diversity can be contrasted with that of the light chain where a small number of polypeptide sequences dominate the repertoire. Biases in the use of different germline genes, in gene processing, and in the addition of non-template encoded nucleotides appear to be intrinsic to the recombination process, imparting "shape" to the repertoire of rearranged genes as a result of differences spanning many orders of magnitude in the probabilities that different BCRs will be generated. This may function to increase the precursor frequency of naïve B cells with important specificities, and the likely emergence of such B cell lineages upon antigen exposure is discussed with reference to public and private T cell clonotypes.
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Affiliation(s)
- Katherine J. L. Jackson
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, NSW, Australia
| | - Marie J. Kidd
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, NSW, Australia
| | - Yan Wang
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, NSW, Australia
| | - Andrew M. Collins
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, NSW, Australia
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93
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Cairo C, Sagnia B, Cappelli G, Colizzi V, Leke RGF, Leke RJ, Pauza CD. Human cord blood γδ T cells expressing public Vγ2 chains dominate the response to bisphosphonate plus interleukin-15. Immunology 2013. [PMID: 23181340 DOI: 10.1111/imm.12039] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
Compared with adults, the circulating Vγ2Vδ2 T-cell population in cord blood is present at low levels and does not show the strong bias for Vγ2-Jγ1.2 rearrangements. These features may be a result of limited exposure to stimulatory phosphoantigens, lack of T-cell-derived interleukin-2 (IL-2) or both. In cord blood mononuclear cell cultures, a single round of stimulation, using aminobisphosphonates to elevate phosphoantigen levels, resulted in expansion of adult-like Vγ2 chains and accumulation of memory cells with cytotoxic potential. Selection was similar using IL-2 or myeloid-derived IL-15. The Vγ2Vδ2 T cells present in neonates are capable of generating potent immune responses even when relying on IL-15.
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Affiliation(s)
- Cristiana Cairo
- Institute of Human Virology, University of Maryland Baltimore, Baltimore, MD, USA
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94
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Ecological analysis of antigen-specific CTL repertoires defines the relationship between naive and immune T-cell populations. Proc Natl Acad Sci U S A 2013; 110:1839-44. [PMID: 23319654 DOI: 10.1073/pnas.1222149110] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Ecology is typically thought of as the study of interactions organisms have with each other and their environment and is focused on the distribution and abundance of organisms both within and between environments. On a molecular level, the capacity to probe analogous questions in the field of T-cell immunology is imperative as we acquire substantial datasets both on epitope-specific T-cell populations through high-resolution analyses of T-cell receptor (TCR) use and on global T-cell populations analyzed via high-throughput DNA sequencing. Here, we present the innovative application of existing statistical measures (used typically in the field of ecology), together with unique statistical analyses, to comprehensively assess how the naïve epitope-specific CD8(+) cytotoxic T lymphocyte (CTL) repertoire translates to that found following an influenza-virus-specific immune response. Such interrogation of our extensive, cumulated TCR CDR3β sequence datasets, derived from both naïve and immune CD8(+) T-cell populations specific for four different influenza-derived epitopes (D(b)NP(366), influenza nucleoprotein amino acid residues 366-374; D(b)PA(224), influenza acid polymerase amino acid residues 224-233; D(b)PB1-F2(62), influenza polymerase B 1 reading frame 2 amino acid residues 62-70; K(b)NS2(114), and influenza nonstructural protein 2 amino acid residues 114-121), demonstrates that epitope-specific TCR use in an antiviral immune response is the consequence of a complex interplay between the intrinsic characteristics of the naïve cytotoxic T lymphocyte precursor pool and extrinsic (likely antigen driven) influences, the contribution of which varies in an epitope-specific fashion.
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95
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Structural features underlying T-cell receptor sensitivity to concealed MHC class I micropolymorphisms. Proc Natl Acad Sci U S A 2012; 109:E3483-92. [PMID: 23161907 DOI: 10.1073/pnas.1207896109] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Polymorphic differences distinguishing MHC class I subtypes often permit the presentation of shared epitopes in conformationally identical formats but can affect T-cell repertoire selection, differentially impacting autoimmune susceptibilities and viral clearance in vivo. The molecular mechanisms underlying this effect are not well understood. We performed structural, thermodynamic, and functional analyses of a conserved T-cell receptor (TCR) which is frequently expanded in response to a HIV-1 epitope when presented by HLA-B*5701 but is not selected by HLA-B*5703, which differs from HLA-B*5701 by two concealed polymorphisms. Our findings illustrate that although both HLA-B*57 subtypes display the epitope in structurally conserved formats, the impact of their polymorphic differences occurs directly as a consequence of TCR ligation, primarily because of peptide adjustments required for TCR binding, which involves the interplay of polymorphic residues and water molecules. These minor differences culminate in subtype-specific differential TCR-binding kinetics and cellular function. Our data demonstrate a potential mechanism whereby the most subtle MHC class I micropolymorphisms can influence TCR use and highlight their implications for disease outcomes.
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96
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Gras S, Burrows SR, Turner SJ, Sewell AK, McCluskey J, Rossjohn J. A structural voyage toward an understanding of the MHC-I-restricted immune response: lessons learned and much to be learned. Immunol Rev 2012; 250:61-81. [DOI: 10.1111/j.1600-065x.2012.01159.x] [Citation(s) in RCA: 74] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Stephanie Gras
- Department of Biochemistry and Molecular Biology; School of Biomedical Sciences; Monash University; Clayton; Australia
| | - Scott R. Burrows
- Queensland Institute of Medical Research and Australian Centre for Vaccine Development; Brisbane; Australia
| | - Stephen J. Turner
- Department of Microbiology and Immunology; University of Melbourne; Parkville; Australia
| | - Andrew K. Sewell
- Institute of Infection and Immunity; Cardiff University School of Medicine; Cardiff; UK
| | - James McCluskey
- Department of Microbiology and Immunology; University of Melbourne; Parkville; Australia
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97
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The potential role of epitope-specific T-cell receptor diversity in the control of HIV replication. Curr Opin HIV AIDS 2012; 2:177-82. [PMID: 19372884 DOI: 10.1097/coh.0b013e3280ef692f] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
PURPOSE OF REVIEW The purpose of this review is to assess the influence of T-cell receptor clonotype diversity on the recognition and control of chronic viral infections, and specifically in the case of HIV infection. RECENT FINDINGS The latest publications have examined the role of T-cell receptor repertoires specific for dominant epitopes in the ability to recognize variants and control viremia in chronic viral infections. In the hepatitis C virus and SIV models, diverse T-cell receptor repertoires appear to limit immune escape. In HIV infection, circulating clonotypes may have different functional abilities, showing another potential advantage of diverse clonotypic repertoires. A recent study suggests that at times narrow repertoires against a conserved epitope may be effective, perhaps through the ability to cross-recognize potential epitope variants. SUMMARY The studies discussed in this review have identified T-cell receptor diversity as an important factor for understanding the immune recognition of highly variable viruses. Further studies are needed to determine whether T-cell receptor repertoire analysis of HIV epitope-specific immune responses will provide a more accurate correlate for the control of viremia than conventional immune function assays.
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98
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Mehr R, Sternberg-Simon M, Michaeli M, Pickman Y. Models and methods for analysis of lymphocyte repertoire generation, development, selection and evolution. Immunol Lett 2012; 148:11-22. [PMID: 22902400 DOI: 10.1016/j.imlet.2012.08.002] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2011] [Revised: 08/01/2012] [Accepted: 08/03/2012] [Indexed: 01/10/2023]
Abstract
T and B cell receptor repertoires are diversified by variable region gene rearrangement and selected based on functionality and lack of self-reactivity. Repertoires can also be defined based on phenotype and function rather than receptor specificity - such as the diversity of T helper cell subsets. Natural killer (NK) cell repertoires, in which each cell expresses a randomly chosen subset of its inhibitory receptor genes, and is educated based on self-MHC recognition by yet unknown mechanisms, are also phenotypic repertoires. Studying the generation, development and selection of lymphocyte repertoires, and their functions during immune responses, is essential for understanding the function of the immune system in healthy individuals and in immune deficient, autoimmune or cancer patients. The study of lymphocyte repertoires will enable clinical immunologists to develop better therapeutic monoclonal antibodies, vaccines, transplantation donor-recipient matching protocols, and other immune intervention strategies. The recent development of high-throughput methods for repertoire data collection - from multicolor flow cytometry through single-cell imaging to deep sequencing - presents us now, for the first time, with the ability to analyze and compare large samples of lymphocyte repertoires in health, aging and disease. The exponential growth of these datasets, however, challenges the theoretical immunology community to develop methods for data organization and analysis. Furthermore, the need to test hypotheses regarding immune function, and generate predictions regarding the outcomes of medical interventions, necessitates the development of complex mathematical and computational models, covering processes on multiple scales, from the genetic and molecular to the cellular and system scales.
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Affiliation(s)
- Ramit Mehr
- The Mina and Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan 52900, Israel.
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99
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Li H, Ye C, Ji G, Wu X, Xiang Z, Li Y, Cao Y, Liu X, Douek DC, Price DA, Han J. Recombinatorial Biases and Convergent Recombination Determine Interindividual TCRβ Sharing in Murine Thymocytes. THE JOURNAL OF IMMUNOLOGY 2012; 189:2404-13. [DOI: 10.4049/jimmunol.1102087] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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100
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Greenaway HY, Ng B, Price DA, Douek DC, Davenport MP, Venturi V. NKT and MAIT invariant TCRα sequences can be produced efficiently by VJ gene recombination. Immunobiology 2012; 218:213-24. [PMID: 22647874 DOI: 10.1016/j.imbio.2012.04.003] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2012] [Revised: 03/28/2012] [Accepted: 04/24/2012] [Indexed: 01/21/2023]
Abstract
Semi-invariant T cell receptors (TCRs) found on natural killer T (NKT) and mucosal-associated invariant T (MAIT) cells are characterized by the use of invariant variable (V) and joining (J) gene combinations in the TCR α-chain, as well as ubiquitous canonical TCRα amino acid sequences that are dominant in many individuals and similar across species. That they are so prevalent indicates that they occupy an important niche within the immune system. However, these TCRs are produced by a largely random gene recombination process, which seems a risky approach for the immune system to acquire these innate-like cells. We surveyed studies reporting NKT and MAIT TCRα sequences for six and four different species, respectively. Although the germline nature of the canonical human and mouse NKT and mouse MAIT TCRα sequences and an overlap of nucleotides between the mouse MAIT-related Vα and Jα genes have been noted in previous studies, in this study we demonstrate that, for all reported species, the canonical TCRα amino acid sequences can be encoded by at least one germline-derived nucleotide sequence. Moreover, these nucleotide sequences can utilize an overlap between the Vα and Jα genes in their production, which enables them to be produced by a large variety of recombination mechanisms. We investigated the role of these TCRα features in the production of the canonical NKT and MAIT TCRα sequences. In computer simulations of a random recombination process involving the invariant NKT and MAIT TCRα gene combinations for each species, the canonical NKT and MAIT TCRα sequences were the first or second most generated of all sequences with the CDR3α length restrictions associated with NKT and MAIT cells. These results suggest that the immune machinery enables the canonical NKT and MAIT TCRα sequences to be produced with great efficiency through the process of convergent recombination, ensuring their prevalence across individuals and species.
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Affiliation(s)
- Hui Yee Greenaway
- Computational Biology Group, Centre for Vascular Research, University of New South Wales, Kensington, NSW, Australia
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