1
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Goldner Kabeli R, Zevin S, Abargel A, Zilberberg A, Efroni S. Self-supervised learning of T cell receptor sequences exposes core properties for T cell membership. SCIENCE ADVANCES 2024; 10:eadk4670. [PMID: 38669334 DOI: 10.1126/sciadv.adk4670] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Accepted: 03/26/2024] [Indexed: 04/28/2024]
Abstract
The T cell receptor (TCR) repertoire is an extraordinarily diverse collection of TCRs essential for maintaining the body's homeostasis and response to threats. In this study, we compiled an extensive dataset of more than 4200 bulk TCR repertoire samples, encompassing 221,176,713 sequences, alongside 6,159,652 single-cell TCR sequences from over 400 samples. From this dataset, we then selected a representative subset of 5 million bulk sequences and 4.2 million single-cell sequences to train two specialized Transformer-based language models for bulk (CVC) and single-cell (scCVC) TCR repertoires, respectively. We show that these models successfully capture TCR core qualities, such as sharing, gene composition, and single-cell properties. These qualities are emergent in the encoded TCR latent space and enable classification into TCR-based qualities such as public sequences. These models demonstrate the potential of Transformer-based language models in TCR downstream applications.
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Affiliation(s)
- Romi Goldner Kabeli
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
| | - Sarit Zevin
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
| | - Avital Abargel
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
| | - Alona Zilberberg
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
| | - Sol Efroni
- The Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University, Ramat-Gan, Israel
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2
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Tyrrell DJ, Wragg KM, Chen J, Wang H, Song J, Blin MG, Bolding C, Vardaman D, Giles K, Tidwell H, Ali MA, Janappareddi A, Wood SC, Goldstein DR. Clonally expanded memory CD8 + T cells accumulate in atherosclerotic plaques and are pro-atherogenic in aged mice. NATURE AGING 2023; 3:1576-1590. [PMID: 37996758 DOI: 10.1038/s43587-023-00515-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Accepted: 09/27/2023] [Indexed: 11/25/2023]
Abstract
Aging is a strong risk factor for atherosclerosis and induces accumulation of memory CD8+ T cells in mice and humans. Biological changes that occur with aging lead to enhanced atherosclerosis, yet the role of aging on CD8+ T cells during atherogenesis is unclear. In this study, using femle mice, we found that depletion of CD8+ T cells attenuated atherogenesis in aged, but not young, animals. Furthermore, adoptive transfer of splenic CD8+ T cells from aged wild-type, but not young wild-type, donor mice significantly enhanced atherosclerosis in recipient mice lacking CD8+ T cells. We also characterized T cells in healthy and atherosclerotic young and aged mice by single-cell RNA sequencing. We found specific subsets of age-associated CD8+ T cells, including a Granzyme K+ effector memory subset, that accumulated and was clonally expanded within atherosclerotic plaques. These had transcriptomic signatures of T cell activation, migration, cytotoxicity and exhaustion. Overall, our study identified memory CD8+ T cells as therapeutic targets for atherosclerosis in aging.
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Affiliation(s)
- Daniel J Tyrrell
- Department of Pathology, University of Alabama at Birmingham, Birmingham, AL, USA.
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA.
| | - Kathleen M Wragg
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Judy Chen
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
- Program in Immunology, University of Michigan, Ann Arbor, MI, USA
| | - Hui Wang
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Jianrui Song
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Muriel G Blin
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Chase Bolding
- Department of Pathology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Donald Vardaman
- Department of Pathology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Kara Giles
- Department of Pathology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Harrison Tidwell
- Department of Pathology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Md Akkas Ali
- Department of Pathology, University of Alabama at Birmingham, Birmingham, AL, USA
| | | | - Sherri C Wood
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Daniel R Goldstein
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
- Program in Immunology, University of Michigan, Ann Arbor, MI, USA
- Department of Microbiology and Immunology, University of Michigan, Ann Arbor, MI, USA
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3
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Hey S, Whyte D, Hoang MC, Le N, Natvig J, Wingfield C, Onyeama C, Howrylak J, Toby IT. Analysis of CDR3 Sequences from T-Cell Receptor β in Acute Respiratory Distress Syndrome. Biomolecules 2023; 13:biom13050825. [PMID: 37238695 DOI: 10.3390/biom13050825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Revised: 05/04/2023] [Accepted: 05/06/2023] [Indexed: 05/28/2023] Open
Abstract
Acute Respiratory Distress Syndrome (ARDS) is an illness that typically develops in people who are significantly ill or have serious injuries. ARDS is characterized by fluid build-up that occurs in the alveoli. T-cells are implicated as playing a role in the modulation of the aberrant response leading to excessive tissue damage and, eventually, ARDS. Complementarity Determining Region 3 (CDR3) sequences derived from T-cells are key players in the adaptive immune response. This response is governed by an elaborate specificity for distinct molecules and the ability to recognize and vigorously respond to repeated exposures to the same molecules. Most of the diversity in T-cell receptors (TCRs) is contained in the CDR3 regions of the heterodimeric cell-surface receptors. For this study, we employed the novel technology of immune sequencing to assess lung edema fluid. Our goal was to explore the landscape of CDR3 clonal sequences found within these samples. We obtained more than 3615 CDR3 sequences across samples in the study. Our data demonstrate that: (1) CDR3 sequences from lung edema fluid exhibit distinct clonal populations, and (2) CDR3 sequences can be further characterized based on biochemical features. Analysis of these CDR3 sequences offers insight into the CDR3-driven T-cell repertoire of ARDS. These findings represent the first step towards applications of this technology with these types of biological samples in the context of ARDS.
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Affiliation(s)
- Sara Hey
- Department of Biology, University of Dallas, Irving, TX 75062, USA
| | - Dayjah Whyte
- Department of Biology, University of Dallas, Irving, TX 75062, USA
| | - Minh-Chau Hoang
- Department of Biology, University of Dallas, Irving, TX 75062, USA
| | - Nick Le
- Department of Biology, University of Dallas, Irving, TX 75062, USA
| | - Joseph Natvig
- Department of Biology, University of Dallas, Irving, TX 75062, USA
| | - Claire Wingfield
- Department of Biology, University of Dallas, Irving, TX 75062, USA
| | | | - Judie Howrylak
- Pulmonary, Allergy and Critical Care Division, Penn State Milton S. Hershey Medical Center, Hershey, PA 17033, USA
| | - Inimary T Toby
- Department of Biology, University of Dallas, Irving, TX 75062, USA
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4
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Yin Q, Luo W, Mallajosyula V, Bo Y, Guo J, Xie J, Sun M, Verma R, Li C, Constantz CM, Wagar LE, Li J, Sola E, Gupta N, Wang C, Kask O, Chen X, Yuan X, Wu NC, Rao J, Chien YH, Cheng J, Pulendran B, Davis MM. A TLR7-nanoparticle adjuvant promotes a broad immune response against heterologous strains of influenza and SARS-CoV-2. NATURE MATERIALS 2023; 22:380-390. [PMID: 36717665 PMCID: PMC9981462 DOI: 10.1038/s41563-022-01464-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Accepted: 12/12/2022] [Indexed: 06/01/2023]
Abstract
The ideal vaccine against viruses such as influenza and SARS-CoV-2 must provide a robust, durable and broad immune protection against multiple viral variants. However, antibody responses to current vaccines often lack robust cross-reactivity. Here we describe a polymeric Toll-like receptor 7 agonist nanoparticle (TLR7-NP) adjuvant, which enhances lymph node targeting, and leads to persistent activation of immune cells and broad immune responses. When mixed with alum-adsorbed antigens, this TLR7-NP adjuvant elicits cross-reactive antibodies for both dominant and subdominant epitopes and antigen-specific CD8+ T-cell responses in mice. This TLR7-NP-adjuvanted influenza subunit vaccine successfully protects mice against viral challenge of a different strain. This strategy also enhances the antibody response to a SARS-CoV-2 subunit vaccine against multiple viral variants that have emerged. Moreover, this TLR7-NP augments antigen-specific responses in human tonsil organoids. Overall, we describe a nanoparticle adjuvant to improve immune responses to viral antigens, with promising implications for developing broadly protective vaccines.
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Affiliation(s)
- Qian Yin
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA
| | - Wei Luo
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA
- Department of Microbiology and Immunology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Vamsee Mallajosyula
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA
| | - Yang Bo
- Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Jing Guo
- Department of Microbiology and Immunology, School of Medicine, Stanford University, Stanford, CA, USA
| | - Jinghang Xie
- Molecular Imaging Program at Stanford, Department of Radiology, Stanford University School of Medicine, Stanford, CA, USA
| | - Meng Sun
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA
| | - Rohit Verma
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA
| | - Chunfeng Li
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA
| | - Christian M Constantz
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA
| | - Lisa E Wagar
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA
- Department of Physiology & Biophysics, University of California, Irvine, Irvine, CA, USA
| | - Jing Li
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA
| | - Elsa Sola
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA
| | - Neha Gupta
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA
| | - Chunlin Wang
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA
| | - Oliver Kask
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA
| | - Xin Chen
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA
| | - Xue Yuan
- Department of Otolaryngology-Head & Neck Surgery, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Nicholas C Wu
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Jianghong Rao
- Molecular Imaging Program at Stanford, Department of Radiology, Stanford University School of Medicine, Stanford, CA, USA
- Department of Chemistry, Stanford University, Stanford, CA, USA
| | - Yueh-Hsiu Chien
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA
- Department of Microbiology and Immunology, School of Medicine, Stanford University, Stanford, CA, USA
| | - Jianjun Cheng
- Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Bali Pulendran
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA.
- Department of Microbiology and Immunology, School of Medicine, Stanford University, Stanford, CA, USA.
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA.
| | - Mark M Davis
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, USA.
- Department of Microbiology and Immunology, School of Medicine, Stanford University, Stanford, CA, USA.
- The Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, CA, USA.
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5
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The Presence of PDL-1 on CD8+ Lymphocytes Is Linked to Survival in Neonatal Sepsis. CHILDREN 2022; 9:children9081171. [PMID: 36010061 PMCID: PMC9406495 DOI: 10.3390/children9081171] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 08/01/2022] [Accepted: 08/02/2022] [Indexed: 11/17/2022]
Abstract
Sepsis is life-threatening organ dysfunction caused by a dysregulated host response to infection. Neonatal sepsis is the main cause of death in newborns, especially preterm infants. The pathogenesis of sepsis is based on a hyper-inflammatory syndrome combined with an immunosuppressive mechanism in sepsis. This study aimed to find critical parameters that are associated with the outcome of newborns with suspected sepsis. Understanding the association might have clinical relevance for immuno-monitoring, outcome prediction, and targeted therapy. Methods: A total of 210 newborn infants no older than 4 days with suspected sepsis at admission in Karaganda (Kazakhstan) were prospectively enrolled. Blood cultures were incubated, and pathogens in positive cultures were determined by MALDI-TOF. An immunological assay for blood cell components was conducted by flow cytometry with antibody cocktails. The diagnostic criteria for neonatal sepsis were identified by qualified neonatologists and included both clinical sepsis and/or positive blood culture. The analyzed infants were grouped into non-septic infants, surviving septic infants, and deceased septic infants. The results showed that deceased septic newborns had a lower level of CD8+ lymphocytes and higher PDL-1 expression in comparison with surviving septic newborns. PDL-1 expression on CD8+ T cells might play an immunosuppressive role during neonatal sepsis and might be used as a laboratory biomarker in the future.
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6
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Morton SU, Schnur M, Kerper R, Young V, O’Connell AE. Premature Infants Have Normal Maturation of the T Cell Receptor Repertoire at Term. Front Immunol 2022; 13:854414. [PMID: 35707545 PMCID: PMC9189380 DOI: 10.3389/fimmu.2022.854414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Accepted: 05/05/2022] [Indexed: 11/13/2022] Open
Abstract
Premature infants are known to have immature immune systems compared to term infants; however, the impacts of ex utero immune development are not well characterized. Our previous retrospective clinical review showed prolonged T cell lymphopenia in a subset of extremely premature infants, suggesting that they may have lasting abnormalities in their T cell compartments. We used T cell receptor (TCR) repertoire sequencing to analyze the composition of the T cell compartment in premature and term infants in our NICU. We collected twenty-eight samples from individual subjects and analyzed the number of clonotypes, repertoire diversity, CDR3 length, and V gene usage between groups based on gestational age at birth and postmenstrual age at the time of sample collection. Further, we examined the TCR repertoire in infants with severe bronchopulmonary dysplasia (BPD) and those with abnormal T cell receptor excision circle (TREC) assays. Former extremely premature infants who were corrected to term postmenstrual age had TCR repertoire diversity that was more similar to term born infants than extremely premature infants, supporting normal maturation of the repertoire. Infants with severe BPD did not appear to have increased abnormalities in repertoire diversity. Decreased TCR repertoire diversity was associated with repeatedly abnormal TREC screening, although the diversity was within the normal range for subjects without low TRECs. This study suggests that extremely premature infants demonstrate normal maturation of the T cell repertoire ex utero. Further work is needed to better characterize postnatal T cell development and function in this population.
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Affiliation(s)
- Sarah U. Morton
- Division of Newborn Medicine, Boston Children’s Hospital, Boston, MA, United States
- Department of Pediatrics, Harvard Medical School, Boston, MA, United States
| | - Maureen Schnur
- Division of Newborn Medicine, Boston Children’s Hospital, Boston, MA, United States
| | - Rylee Kerper
- Division of Newborn Medicine, Boston Children’s Hospital, Boston, MA, United States
| | - Vanessa Young
- Division of Newborn Medicine, Boston Children’s Hospital, Boston, MA, United States
| | - Amy E. O’Connell
- Division of Newborn Medicine, Boston Children’s Hospital, Boston, MA, United States
- Department of Pediatrics, Harvard Medical School, Boston, MA, United States
- Manton Center for Orphan Disease Research at Boston Children’s Hospital (BCH), Boston, MA, United States
- *Correspondence: Amy E. O’Connell,
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7
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Reitermaier R, Ayub T, Staller J, Kienzl P, Fortelny N, Vieyra-Garcia PA, Worda C, Fiala C, Staud C, Eppel W, Scharrer A, Krausgruber T, Elbe-Bürger A. The molecular and phenotypic makeup of fetal human skin T lymphocytes. Development 2022; 149:dev199781. [PMID: 34604909 PMCID: PMC8601710 DOI: 10.1242/dev.199781] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Accepted: 09/07/2021] [Indexed: 12/12/2022]
Abstract
The adult human skin contains a vast number of T cells that are essential for skin homeostasis and pathogen defense. T cells are first observed in the skin at the early stages of gestation; however, our understanding of their contribution to early immunity has been limited by their low abundance and lack of comprehensive methodologies for their assessment. Here, we describe a new workflow for isolating and expanding significant amounts of T cells from fetal human skin. Using multiparametric flow cytometry and in situ immunofluorescence, we found a large population with a naive phenotype and small populations with a memory and regulatory phenotype. Their molecular state was characterized using single-cell transcriptomics and TCR repertoire profiling. Importantly, culture of total fetal skin biopsies facilitated T cell expansion without a substantial impact on their phenotype, a major prerequisite for subsequent functional assays. Collectively, our experimental approaches and data advance the understanding of fetal skin immunity and potential use in future therapeutic interventions.
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Affiliation(s)
- René Reitermaier
- Department of Dermatology, Medical University of Vienna, Vienna 1090, Austria
| | - Tanya Ayub
- Department of Dermatology, Medical University of Vienna, Vienna 1090, Austria
| | - Julia Staller
- Department of Dermatology, Medical University of Vienna, Vienna 1090, Austria
| | - Philip Kienzl
- Department of Dermatology, Medical University of Vienna, Vienna 1090, Austria
| | - Nikolaus Fortelny
- Department of Biosciences, University of Salzburg, Salzburg 5020, Austria
| | | | - Christof Worda
- Department of Obstetrics & Gynecology, Medical University of Vienna, Vienna 1090, Austria
| | - Christian Fiala
- Gynmed Clinic, Vienna 1150, Austria
- Department of Women's and Children's Health, Division of Obstetrics and Gynaecology, Karolinska Institute and Karolinska University Hospital, Stockholm 171 77, Sweden
| | - Clement Staud
- Department of Surgery, Division of Plastic and Reconstructive Surgery, Medical University of Vienna, Vienna 1090, Austria
| | - Wolfgang Eppel
- Department of Obstetrics & Gynecology, Medical University of Vienna, Vienna 1090, Austria
| | - Anke Scharrer
- Department of Pathology, Medical University of Vienna, Vienna 1090, Austria
| | - Thomas Krausgruber
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
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8
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Le BL, Sper R, Nielsen SCA, Pineda S, Nguyen QH, Lee JY, Boyd SD, MacKenzie TC, Sirota M. Maternal and Infant Immune Repertoire Sequencing Analysis Identifies Distinct Ig and TCR Development in Term and Preterm Infants. THE JOURNAL OF IMMUNOLOGY 2021; 207:2445-2455. [PMID: 34654689 DOI: 10.4049/jimmunol.2100566] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 09/12/2021] [Indexed: 11/19/2022]
Abstract
Preterm labor (PTL) is the leading cause of neonatal morbidity and mortality worldwide. Whereas many studies have investigated the maternal immune responses that cause PTL, fetal immune cell activation has recently been raised as an important contributor to the pathogenesis of PTL. In this study, we analyzed lymphocyte receptor repertoires in maternal and cord blood from 14 term and 10 preterm deliveries, hypothesizing that the high prevalence of infection in patients with PTL may result in specific changes in the T cell and B cell repertoires. We analyzed TCR β-chain (TCR-β) and IgH diversity, CDR3 lengths, clonal sharing, and preferential usage of variable and joining gene segments. Both TCR-β and IgH repertoires had shorter CDR3s compared with those in maternal blood. In cord blood samples, we found that CDR3 lengths correlated with gestational age, with shorter CDR3s in preterm neonates suggesting a less developed repertoire. Preterm cord blood displayed preferential usage of a number of genes. In preterm pregnancies, we observed significantly higher prevalence of convergent clones between mother/baby pairs than in term pregnancies. Together, our results suggest the repertoire of preterm infants displays a combination of immature features and convergence with maternal TCR-β clones compared with that of term infants. The higher clonal convergence in PTL could represent mother and fetus both responding to a shared stimulus like an infection. These data provide a detailed analysis of the maternal-fetal immune repertoire in term and preterm patients and contribute to a better understanding of neonate immune repertoire development and potential changes associated with PTL.
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Affiliation(s)
- Brian L Le
- Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA.,Department of Pediatrics, University of California, San Francisco, San Francisco, CA
| | - Renan Sper
- Department of Surgery, University of California, San Francisco, San Francisco, CA.,Center for Maternal-Fetal Precision Medicine, University of California, San Francisco, San Francisco, CA
| | | | - Silvia Pineda
- Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA.,Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Centre, Madrid, Spain
| | - Quoc-Hung Nguyen
- Department of Surgery, University of California, San Francisco, San Francisco, CA.,Center for Maternal-Fetal Precision Medicine, University of California, San Francisco, San Francisco, CA
| | - Ji-Yeun Lee
- Department of Pathology, Stanford University, Stanford, CA; and
| | - Scott D Boyd
- Department of Pathology, Stanford University, Stanford, CA; and
| | - Tippi C MacKenzie
- Department of Surgery, University of California, San Francisco, San Francisco, CA.,Center for Maternal-Fetal Precision Medicine, University of California, San Francisco, San Francisco, CA
| | - Marina Sirota
- Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA; .,Department of Pediatrics, University of California, San Francisco, San Francisco, CA
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9
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TCRβ rearrangements without a D segment are common, abundant, and public. Proc Natl Acad Sci U S A 2021; 118:2104367118. [PMID: 34551975 PMCID: PMC8488670 DOI: 10.1073/pnas.2104367118] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/13/2021] [Indexed: 12/12/2022] Open
Abstract
The human body detects foreign pathogens by T cells with specific receptors. These are not directly encoded in the genome but generated in a random process that combines small gene segments into functional subunits of the receptor. The β-chain of the T cell receptor is normally composed of three such gene segments. Here we identify a group of T cells that lack the middle segment in their receptor sequence. We find that such sequences are mostly generated before birth, persist over a human lifetime, and, as a result, are excessively shared between individuals. T cells play an important role in adaptive immunity. An enormous clonal diversity of T cells with a different specificity, encoded by the T cell receptor (TCR), protect the body against infection. Most TCRβ chains are generated from a V, D, and J segment during recombination in the thymus. Although complete absence of the D segment is not easily detectable from sequencing data, we find convincing evidence for a substantial proportion of TCRβ rearrangements lacking a D segment. Additionally, sequences without a D segment are more likely to be abundant within individuals and/or shared between individuals. Our analysis indicates that such sequences are preferentially generated during fetal development and persist within the elderly. Summarizing, TCRβ rearrangements without a D segment are not uncommon, and tend to allow for TCRβ chains with a high abundance in the naive repertoire.
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10
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Zhang Y, Yang X, Zhang Y, Zhang Y, Wang M, Ou JX, Zhu Y, Zeng H, Wu J, Lan C, Zhou HW, Yang W, Zhang Z. Tools for fundamental analysis functions of TCR repertoires: a systematic comparison. Brief Bioinform 2021; 21:1706-1716. [PMID: 31624828 PMCID: PMC7947996 DOI: 10.1093/bib/bbz092] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Revised: 07/02/2019] [Accepted: 07/05/2019] [Indexed: 12/30/2022] Open
Abstract
The full set of T cell receptors (TCRs) in an individual is known as his or her TCR repertoire. Defining TCR repertoires under physiological conditions and in response to a disease or vaccine may lead to a better understanding of adaptive immunity and thus has great biological and clinical value. In the past decade, several high-throughput sequencing-based tools have been developed to assign TCRs to germline genes and to extract complementarity-determining region 3 (CDR3) sequences using different algorithms. Although these tools claim to be able to perform the full range of fundamental TCR repertoire analyses, there is no clear consensus of which tool is best suited to particular projects. Here, we present a systematic analysis of 12 available TCR repertoire analysis tools using simulated data, with an emphasis on fundamental analysis functions. Our results shed light on the detailed functions of TCR repertoire analysis tools and may therefore help researchers in the field to choose the right tools for their particular experimental design.
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Affiliation(s)
- Yanfang Zhang
- State Key Laboratory of Organ Failure Research, National Clinical Research Center for Kidney Disease, Division of Nephrology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China.,Center for Biomedical Informatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China.,Key Laboratory of Mental Health of the Ministry of Education, Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-Inspired Intelligence, Southern Medical University, Guangzhou 510515, China.,Center for Precision Medicine, Shunde Hospital, Southern Medical University, Foshan, Guangdong, 528399, China
| | - Xiujia Yang
- State Key Laboratory of Organ Failure Research, National Clinical Research Center for Kidney Disease, Division of Nephrology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China.,Center for Biomedical Informatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China.,Key Laboratory of Mental Health of the Ministry of Education, Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-Inspired Intelligence, Southern Medical University, Guangzhou 510515, China
| | - Yanxia Zhang
- State Key Laboratory of Organ Failure Research, National Clinical Research Center for Kidney Disease, Division of Nephrology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China.,Center for Biomedical Informatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Yan Zhang
- State Key Laboratory of Organ Failure Research, National Clinical Research Center for Kidney Disease, Division of Nephrology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China.,Center for Biomedical Informatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Minhui Wang
- State Key Laboratory of Organ Failure Research, National Clinical Research Center for Kidney Disease, Division of Nephrology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China
| | - Jin Xia Ou
- Microbiome Medicine Center, Division of Laboratory Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou 510282, China
| | - Yan Zhu
- State Key Laboratory of Organ Failure Research, National Clinical Research Center for Kidney Disease, Division of Nephrology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China.,Center for Biomedical Informatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Huikun Zeng
- State Key Laboratory of Organ Failure Research, National Clinical Research Center for Kidney Disease, Division of Nephrology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China.,Center for Biomedical Informatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Jiaqi Wu
- State Key Laboratory of Organ Failure Research, National Clinical Research Center for Kidney Disease, Division of Nephrology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China.,Center for Biomedical Informatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Chunhong Lan
- State Key Laboratory of Organ Failure Research, National Clinical Research Center for Kidney Disease, Division of Nephrology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China.,Center for Biomedical Informatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China.,Key Laboratory of Mental Health of the Ministry of Education, Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-Inspired Intelligence, Southern Medical University, Guangzhou 510515, China.,Center for Precision Medicine, Shunde Hospital, Southern Medical University, Foshan, Guangdong, 528399, China
| | - Hong-Wei Zhou
- Microbiome Medicine Center, Division of Laboratory Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou 510282, China
| | - Wei Yang
- Department of Pathology, School of Basic Medical Sciences, Southern Medical University, Guangzhou, 510515, China.,Department of Pathology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China
| | - Zhenhai Zhang
- State Key Laboratory of Organ Failure Research, National Clinical Research Center for Kidney Disease, Division of Nephrology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China.,Center for Biomedical Informatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China.,Key Laboratory of Mental Health of the Ministry of Education, Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-Inspired Intelligence, Southern Medical University, Guangzhou 510515, China.,Center for Precision Medicine, Shunde Hospital, Southern Medical University, Foshan, Guangdong, 528399, China
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11
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Wang S, Wang L, Liu Y, Zhu Y, Liu Y. Characteristics of T-cell receptor repertoire of stem cell-like memory CD4+ T cells. PeerJ 2021; 9:e11987. [PMID: 34527440 PMCID: PMC8401816 DOI: 10.7717/peerj.11987] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Accepted: 07/26/2021] [Indexed: 11/20/2022] Open
Abstract
Stem cell-like memory T cells (Tscm) combine phenotypes of naïve and memory. However, it remains unclear how T cell receptor (TCR) characteristics contribute to heterogeneity in Tscm and other memory T cells. We compared the TCR-beta (TRB) repertoire characteristics of CD4+ Tscm with those of naïve and other CD4+ memory (Tm) in 16 human subjects. Compared with Tm, Tscm had an increased diversity across all stretches of TRB repertoire structure, a skewed gene usage, and a shorter length distribution of CDR3 region. These distinctions between Tscm and Tm were enlarged in top1000 abundant clonotypes. Furthermore, top1000 clonotypes in Tscm were more public than those in Tm and grouped in more clusters, implying more epitope types recognized by top1000 clonotypes in Tscm. Importantly, self-reactive clonotypes were public and enriched in Tscm rather than Tm, of type one diabetes patients. Therefore, this study highlights the unique features of Tscm different from those of other memory subsets and provides clues to understand the physiological and pathological functions of Tscm.
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Affiliation(s)
- Shiyu Wang
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China.,BGI-Shenzhen, Shenzhen, China.,China National GeneBank, BGI-Shenzhen, Shenzhen, China
| | - Longlong Wang
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China.,BGI-Shenzhen, Shenzhen, China.,China National GeneBank, BGI-Shenzhen, Shenzhen, China
| | - Yang Liu
- BGI-Shenzhen, Shenzhen, China.,China National GeneBank, BGI-Shenzhen, Shenzhen, China
| | - Yonggang Zhu
- School of Mechanical Engineering and Automation, Harbin Institute of Technology, Shenzhen, Shenzhen, China
| | - Ya Liu
- BGI-Shenzhen, Shenzhen, China.,China National GeneBank, BGI-Shenzhen, Shenzhen, China.,Shenzhen Key Laboratory of Single-Cell Omics, BGI-Shenzhen, Shenzhen, China
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12
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Bhatt D, Kang B, Sawant D, Zheng L, Perez K, Huang Z, Sekirov L, Wolak D, Huang JY, Liu X, DeVoss J, Manzanillo PS, Pierce N, Zhang Z, Symons A, Ouyang W. STARTRAC analyses of scRNAseq data from tumor models reveal T cell dynamics and therapeutic targets. J Exp Med 2021; 218:212026. [PMID: 33900375 PMCID: PMC8077174 DOI: 10.1084/jem.20201329] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2020] [Revised: 01/18/2021] [Accepted: 03/25/2021] [Indexed: 12/23/2022] Open
Abstract
Single-cell RNA sequencing is a powerful tool to examine cellular heterogeneity, novel markers and target genes, and therapeutic mechanisms in human cancers and animal models. Here, we analyzed single-cell RNA sequencing data of T cells obtained from multiple mouse tumor models by PCA-based subclustering coupled with TCR tracking using the STARTRAC algorithm. This approach revealed various differentiated T cell subsets and activation states, and a correspondence of T cell subsets between human and mouse tumors. STARTRAC analyses demonstrated peripheral T cell subsets that were developmentally connected with tumor-infiltrating CD8+ cells, CD4+ Th1 cells, and T reg cells. In addition, large amounts of paired TCRα/β sequences enabled us to identify a specific enrichment of paired public TCR clones in tumor. Finally, we identified CCR8 as a tumor-associated T reg cell marker that could preferentially deplete tumor-associated T reg cells. We showed that CCR8-depleting antibody treatment provided therapeutic benefit in CT26 tumors and synergized with anti–PD-1 treatment in MC38 and B16F10 tumor models.
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Affiliation(s)
- Dev Bhatt
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Boxi Kang
- Beijing Advanced Innovation Centre for Genomics, Peking-Tsinghua Centre for Life Sciences, Peking University, Beijing, China
| | - Deepali Sawant
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Liangtao Zheng
- Beijing Advanced Innovation Centre for Genomics, Peking-Tsinghua Centre for Life Sciences, Peking University, Beijing, China
| | - Kristy Perez
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Zhiyu Huang
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Laura Sekirov
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Dan Wolak
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Julie Y Huang
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Xian Liu
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Jason DeVoss
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Paolo S Manzanillo
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Nathan Pierce
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Zemin Zhang
- Beijing Advanced Innovation Centre for Genomics, Peking-Tsinghua Centre for Life Sciences, Peking University, Beijing, China
| | - Antony Symons
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
| | - Wenjun Ouyang
- Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA
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13
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Mori T, Kumagai K, Nasu K, Yoshizawa T, Kuwano K, Hamada Y, Kanazawa H, Suzuki R. Clonal Expansion of Tumor-Infiltrating T Cells and Analysis of the Tumor Microenvironment within Esophageal Squamous Cell Carcinoma Relapsed after Definitive Chemoradiation Therapy. Int J Mol Sci 2021; 22:ijms22031098. [PMID: 33499345 PMCID: PMC7865796 DOI: 10.3390/ijms22031098] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2020] [Revised: 01/07/2021] [Accepted: 01/19/2021] [Indexed: 12/18/2022] Open
Abstract
(1) Background: Comparable prognoses after definitive chemoradiation therapy (CRT) to surgery alone for esophageal squamous cell carcinoma (ESCC) have been previously reported; however, no robust prognostic markers have been established. The clonality of tumor-infiltrating lymphocytes (TILs) and tumor microenvironments (TMEs) in ESCC relapsed after CRT were examined to explore prognostic markers. (2) Methods: Clonality of TIL and TME were examined in ESCC with and without preceding CRT, as well as oral squamous cell carcinoma (OSCC) and healthy volunteers as controls. The clonality of TIL was assessed by T-cell receptor (TCR) α and β repertoire analyses and evaluated by diversity indices. The TME was assessed by quantitative polymerase chain reaction evaluating PD-L1 and CD8B. (3) Results: The clonal expansion of TIL was significantly induced within ESCCs and OSCCs, when compared to healthy volunteers, and was mostly induced within ESCCs after definitive CRT. Diversity indices of TIL were not associated with the prognosis, but the ratio of PD-L1 mRNA to CD8B mRNA in TME was significantly associated with a poor prognosis after salvage surgery (p = 0.007). (4) Conclusions: The clonal expansion of TIL is induced after definitive CRT for ESCC, and the ratio of PD-L1 mRNA to CD8B mRNA within tumor tissues is a prognostic marker candidate for salvage esophagectomy after CRT.
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Affiliation(s)
- Takahiro Mori
- Departments of Clinical Oncology and Gastroenterological Surgery, National Hospital Organization Sagamihara National Hospital, 18-1 Sakuradai, Minami-ku, Sagamihara 252-0392, Japan
- Department of Rheumatology and Clinical Immunology, Clinical Research Center for Rheumatology and Allergy, National Hospital Organization Sagamihara National Hospital, 18-1 Sakuradai, Minami-ku, Sagamihara 252-0385, Japan; (K.K.); (K.N.); (T.Y.); (K.K.); (R.S.)
- Department of Oral and Maxillofacial Surgery, School of Dental Medicine, Tsurumi University, 2-1-3 Tsurumi, Tsurumi-ku, Yokohama 230-8501, Japan;
- Correspondence:
| | - Kenichi Kumagai
- Department of Rheumatology and Clinical Immunology, Clinical Research Center for Rheumatology and Allergy, National Hospital Organization Sagamihara National Hospital, 18-1 Sakuradai, Minami-ku, Sagamihara 252-0385, Japan; (K.K.); (K.N.); (T.Y.); (K.K.); (R.S.)
- Department of Surgery, National Hospital Organization Sagamihara National Hospital, 18-1 Sakuradai, Minami-ku, Sagamihara 252-0392, Japan;
- Tohoku University Graduate School of Medicine, 1-1 Seiryo-machi, Aobaku, Sendai 980-8574, Japan
| | - Keisuke Nasu
- Department of Rheumatology and Clinical Immunology, Clinical Research Center for Rheumatology and Allergy, National Hospital Organization Sagamihara National Hospital, 18-1 Sakuradai, Minami-ku, Sagamihara 252-0385, Japan; (K.K.); (K.N.); (T.Y.); (K.K.); (R.S.)
- Tohoku University Graduate School of Medicine, 1-1 Seiryo-machi, Aobaku, Sendai 980-8574, Japan
| | - Takamasa Yoshizawa
- Department of Rheumatology and Clinical Immunology, Clinical Research Center for Rheumatology and Allergy, National Hospital Organization Sagamihara National Hospital, 18-1 Sakuradai, Minami-ku, Sagamihara 252-0385, Japan; (K.K.); (K.N.); (T.Y.); (K.K.); (R.S.)
- Tohoku University Graduate School of Medicine, 1-1 Seiryo-machi, Aobaku, Sendai 980-8574, Japan
| | - Koji Kuwano
- Department of Rheumatology and Clinical Immunology, Clinical Research Center for Rheumatology and Allergy, National Hospital Organization Sagamihara National Hospital, 18-1 Sakuradai, Minami-ku, Sagamihara 252-0385, Japan; (K.K.); (K.N.); (T.Y.); (K.K.); (R.S.)
- Department of Oral-Maxillofacial Surgery and Orthodontics, The University of Tokyo Hospital, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-8655, Japan
| | - Yoshiki Hamada
- Tohoku University Graduate School of Medicine, 1-1 Seiryo-machi, Aobaku, Sendai 980-8574, Japan
| | - Hideki Kanazawa
- Department of Oral-Maxillofacial Surgery and Orthodontics, The University of Tokyo Hospital, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-8655, Japan
| | - Ryuji Suzuki
- Department of Rheumatology and Clinical Immunology, Clinical Research Center for Rheumatology and Allergy, National Hospital Organization Sagamihara National Hospital, 18-1 Sakuradai, Minami-ku, Sagamihara 252-0385, Japan; (K.K.); (K.N.); (T.Y.); (K.K.); (R.S.)
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14
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Abstract
T cell-mediated immune tolerance is a state of unresponsiveness of T cells towards specific self or non-self antigens. This is particularly essential during prenatal/neonatal period when T cells are exposed to dramatically changing environment and required to avoid rejection of maternal antigens, limit autoimmune responses, tolerate inert environmental and food antigens and antigens from non-harmful commensal microorganisms, promote maturation of mucosal barrier function, yet mount an appropriate response to pathogenic microorganisms. The cell-intrinsic and cell extrinsic mechanisms promote the generation of prenatal/neonatal T cells with distinct features to meet the complex and dynamic need of tolerance during this period. Reduced exposure or impaired tolerance in early life may have significant impact on allergic or autoimmune diseases in adult life. The uniqueness of conventional and regulatory T cells in human umbilical cord blood (UCB) may also provide certain advantages in UCB transplantation for hematological disorders.
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Affiliation(s)
- Lijun Yang
- Department of Immunology, School of Basic Medical Sciences, Peking University, NHC Key Laboratory of Medical Immunology (Peking University), Beijing, China
| | - Rong Jin
- Department of Immunology, School of Basic Medical Sciences, Peking University, NHC Key Laboratory of Medical Immunology (Peking University), Beijing, China
| | - Dan Lu
- Institute of Systems Biomedicine, Peking University Health Science Center, Beijing, China
| | - Qing Ge
- Department of Immunology, School of Basic Medical Sciences, Peking University, NHC Key Laboratory of Medical Immunology (Peking University), Beijing, China
- Department of Integration of Chinese and Western Medicine, School of Basic Medical Sciences, Peking University, Beijing, China
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15
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Heikkilä N, Vanhanen R, Yohannes DA, Kleino I, Mattila IP, Saramäki J, Arstila TP. Human thymic T cell repertoire is imprinted with strong convergence to shared sequences. Mol Immunol 2020; 127:112-123. [PMID: 32961421 DOI: 10.1016/j.molimm.2020.09.003] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2019] [Revised: 09/01/2020] [Accepted: 09/07/2020] [Indexed: 12/27/2022]
Abstract
A highly diverse repertoire of T cell antigen receptors (TCR) is created in the thymus by recombination of gene segments and the insertion or deletion of nucleotides at the junctions. Using next-generation TCR sequencing we define here the features of recombination and selection in the human TCRα and TCRβ locus, and show that a strikingly high proportion of the repertoire is shared by unrelated individuals. The thymic TCRα nucleotide repertoire was more diverse than TCRβ, with 4.1 × 106 vs. 0.81 × 106 unique clonotypes, and contained nonproductive clonotypes at a higher frequency (69.2% vs. 21.2%). The convergence of distinct nucleotide clonotypes to the same amino acid sequences was higher in TCRα than in TCRβ repertoire (1.45 vs. 1.06 nucleotide sequences per amino acid sequence in thymus). The gene segment usage was biased, and generally all individuals favored the same genes in both TCRα and TCRβ loci. Despite the high diversity, a large fraction of the repertoire was found in more than one donor. The shared fraction was bigger in TCRα than TCRβ repertoire, and more common in in-frame sequences than in nonproductive sequences. Thus, both biases in rearrangement and thymic selection are likely to contribute to the generation of shared repertoire in humans.
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Affiliation(s)
- Nelli Heikkilä
- Research Programs Unit, Translational Immunology and Medicum, Department of Bacteriology and Immunology, University of Helsinki. Haartmaninkatu 3, 00290 Helsinki, Finland.
| | - Reetta Vanhanen
- Research Programs Unit, Translational Immunology and Medicum, Department of Bacteriology and Immunology, University of Helsinki. Haartmaninkatu 3, 00290 Helsinki, Finland.
| | - Dawit A Yohannes
- Research Programs Unit, Translational Immunology and Medicum, Department of Medical and Clinical Genetics, University of Helsinki. Haartmaninkatu 8, 00290 Helsinki, Finland.
| | - Iivari Kleino
- Research Programs Unit, Translational Immunology, University of Helsinki. Haartmaninkatu 3, 00290 Helsinki, Finland.
| | - Ilkka P Mattila
- Department of Pediatric Cardiac and Transplantation Surgery, Hospital for Children and Adolescents, Helsinki University Central Hospital. Stenbäckinkatu 9, 00290 Helsinki, Finland.
| | - Jari Saramäki
- Department of Computer Science, Aalto University. Konemiehentie 2, 02150 Espoo, Finland.
| | - T Petteri Arstila
- Research Programs Unit, Translational Immunology and Medicum, Department of Bacteriology and Immunology, University of Helsinki. Haartmaninkatu 3, 00290 Helsinki, Finland.
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16
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Sato-Kaneko F, Yao S, Lao FS, Shpigelman J, Messer K, Pu M, Shukla NM, Cottam HB, Chan M, Chu PJ, Burkhart D, Schoener R, Matsutani T, Carson DA, Corr M, Hayashi T. A Novel Synthetic Dual Agonistic Liposomal TLR4/7 Adjuvant Promotes Broad Immune Responses in an Influenza Vaccine With Minimal Reactogenicity. Front Immunol 2020; 11:1207. [PMID: 32636840 PMCID: PMC7318308 DOI: 10.3389/fimmu.2020.01207] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2020] [Accepted: 05/14/2020] [Indexed: 12/19/2022] Open
Abstract
The limited efficacy of seasonal influenza vaccines is usually attributed to ongoing variation in the major antigenic targets for protective antibody responses including hemagglutinin (HA) and neuraminidase (NA). Hence, vaccine development has largely focused on broadening antigenic epitopes to generate cross-reactive protection. However, the vaccine adjuvant components which can accelerate, enhance and prolong antigenic immune responses, can also increase the breadth of these responses. We previously demonstrated that the combination of synthetic small-molecule Toll-like receptor 4 (TLR4) and TLR7 ligands is a potent adjuvant for recombinant influenza virus HA, inducing rapid, and sustained antibody responses that are protective against influenza viruses in homologous and heterologous murine challenge models. To further enhance adjuvant efficacy, we performed a structure-activity relationship study for the TLR4 ligand, N-cyclohexyl-2-((5-methyl-4-oxo-3-phenyl-4,5-dihydro-3H-pyrimido[5,4-b]indol-2-yl)thio)acetamide (C25H26N4O2S; 1Z105), and identified the 8-(furan-2-yl) substituted pyrimido[5,4-b]indole analog (C29H28N4O3S; 2B182C) as a derivative with higher potency in activating both human and mouse TLR4-NF-κB reporter cells and primary cells. In a prime-boost immunization model using inactivated influenza A virus [IIAV; A/California/04/2009 (H1N1)pdm09], 2B182C used as adjuvant induced higher serum anti-HA and anti-NA IgG1 levels compared to 1Z105, and also increased the anti-NA IgG2a responses. In combination with a TLR7 ligand, 1V270, 2B182C induced equivalent levels of anti-NA and anti-HA IgG1 to 1V270+1Z105. However, the combination of 1V270+2B182C induced 10-fold higher anti-HA and anti-NA IgG2a levels compared to 1V270+1Z105. A stable liposomal formulation of 1V270+2B182C was developed, which synergistically enhanced anti-HA and anti-NA IgG1 and IgG2a responses without demonstrable reactogenicity after intramuscular injection. Notably, vaccination with IIAV plus the liposomal formulation of 1V270+2B182C protected mice against lethal homologous influenza virus (H1N1)pdm09 challenge and reduced lung viral titers and cytokine levels. The combination adjuvant induced a greater diversity in B cell clonotypes of immunoglobulin heavy chain (IGH) genes in the draining lymph nodes and antibodies against a broad spectrum of HA epitopes encompassing HA head and stalk domains and with cross-reactivity against different subtypes of HA and NA. This novel combination liposomal adjuvant contributes to a more broadly protective vaccine while demonstrating an attractive safety profile.
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Affiliation(s)
- Fumi Sato-Kaneko
- Moores Cancer Center, University of California, San Diego, La Jolla, CA, United States
| | - Shiyin Yao
- Moores Cancer Center, University of California, San Diego, La Jolla, CA, United States
| | - Fitzgerald S. Lao
- Moores Cancer Center, University of California, San Diego, La Jolla, CA, United States
| | - Jonathan Shpigelman
- Moores Cancer Center, University of California, San Diego, La Jolla, CA, United States
| | - Karen Messer
- Division of Biostatistics, University of California, San Diego, La Jolla, CA, United States
| | - Minya Pu
- Division of Biostatistics, University of California, San Diego, La Jolla, CA, United States
| | - Nikunj M. Shukla
- Moores Cancer Center, University of California, San Diego, La Jolla, CA, United States
| | - Howard B. Cottam
- Moores Cancer Center, University of California, San Diego, La Jolla, CA, United States
| | - Michael Chan
- Moores Cancer Center, University of California, San Diego, La Jolla, CA, United States
| | - Paul J. Chu
- Moores Cancer Center, University of California, San Diego, La Jolla, CA, United States
| | | | | | | | - Dennis A. Carson
- Moores Cancer Center, University of California, San Diego, La Jolla, CA, United States
| | - Maripat Corr
- Department of Medicine, University of California, San Diego, La Jolla, CA, United States
| | - Tomoko Hayashi
- Moores Cancer Center, University of California, San Diego, La Jolla, CA, United States
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17
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Davenport MP, Smith NL, Rudd BD. Building a T cell compartment: how immune cell development shapes function. Nat Rev Immunol 2020; 20:499-506. [PMID: 32493982 DOI: 10.1038/s41577-020-0332-3] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/28/2020] [Indexed: 02/06/2023]
Abstract
We are just beginning to understand the diversity of the peripheral T cell compartment, which arises from the specialization of different T cell subsets and the plasticity of individual naive T cells to adopt different fates. Although the progeny of a single T cell can differentiate into many phenotypes following infection, individual T cells are biased towards particular phenotypes. These biases are typically ascribed to random factors that occur during and after antigenic stimulation. However, the T cell compartment does not remain static with age, and shifting immune challenges during ontogeny give rise to T cells with distinct functional properties. Here, we argue that the developmental history of naive T cells creates a 'hidden layer' of diversity that persists into adulthood. Insight into this diversity can provide a new perspective on immunity and immunotherapy across the lifespan.
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Affiliation(s)
- Miles P Davenport
- Kirby Institute for Infection and Immunity, University of New South Wales Australia, Sydney, New South Wales, Australia.
| | - Norah L Smith
- Department of Microbiology and Immunology, Cornell University, Ithaca, NY, USA
| | - Brian D Rudd
- Department of Microbiology and Immunology, Cornell University, Ithaca, NY, USA
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18
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Abstract
Neonatal CD4+ and CD8+ T cells have historically been characterized as immature or defective. However, recent studies prompt a reinterpretation of the functions of neonatal T cells. Rather than a population of cells always falling short of expectations set by their adult counterparts, neonatal T cells are gaining recognition as a distinct population of lymphocytes well suited for the rapidly changing environment in early life. In this review, I will highlight new evidence indicating that neonatal T cells are not inert or less potent versions of adult T cells but instead are a broadly reactive layer of T cells poised to quickly develop into regulatory or effector cells, depending on the needs of the host. In this way, neonatal T cells are well adapted to provide fast-acting immune protection against foreign pathogens, while also sustaining tolerance to self-antigens.
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Affiliation(s)
- Brian D Rudd
- Department of Microbiology and Immunology, Cornell University, Ithaca, New York 14853, USA;
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19
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Gabriel B, Medin C, Alves J, Nduati R, Bosire RK, Wamalwa D, Farquhar C, John-Stewart G, Lohman-Payne BL. Analysis of the TCR Repertoire in HIV-Exposed but Uninfected Infants. Sci Rep 2019; 9:11954. [PMID: 31420576 PMCID: PMC6697688 DOI: 10.1038/s41598-019-48434-4] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2018] [Accepted: 08/02/2019] [Indexed: 01/10/2023] Open
Abstract
Maternal human immunodeficiency virus (HIV) infection has been shown to leave profound and lasting impacts on the HIV-exposed uninfected (HEU) infant, including increased mortality and morbidity, immunological changes, and developmental delays compared to their HIV-unexposed (HU) counterparts. Exposure to HIV or antiretroviral therapy may influence immune development, which could increase morbidity and mortality. However, a direct link between the increased mortality and morbidity and the infant's immune system has not been identified. To provide a global picture of the neonatal T cell repertoire in HEU versus HU infants, the diversity of the T cell receptor beta chain (TRB) expressed in cord blood samples from HEU infants was determined using next-generation sequencing and compared to healthy (HU) infants collected from the same community. While the TRB repertoire of HU infants was broadly diverse, in line with the expected idea of a naïve T cell repertoire, samples of HEU infants showed a significantly reduced TRB diversity. This study is the first to demonstrate differences in TRB diversity between HEU and HU cord blood samples and provides evidence that maternal HIV, in the absence of transmission, influences the adaptive immune system of the unborn child.
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Affiliation(s)
- Benjamin Gabriel
- Institute for Immunology and Informatics, Department of Cell and Molecular Biology, University of Rhode Island, Providence, RI, 02903, USA
| | - Carey Medin
- Institute for Immunology and Informatics, Department of Cell and Molecular Biology, University of Rhode Island, Providence, RI, 02903, USA
| | - Jeremiah Alves
- Institute for Immunology and Informatics, Department of Cell and Molecular Biology, University of Rhode Island, Providence, RI, 02903, USA
| | - Ruth Nduati
- Department of Paediatrics and Child Health, University of Nairobi, Nairobi, 30197, Kenya
| | - Rose Kerubo Bosire
- Department of Medical Epidemiology and Biostatistics, Karolinska Institute, Stockholm, 17177, Sweden
| | - Dalton Wamalwa
- Department of Paediatrics and Child Health, University of Nairobi, Nairobi, 30197, Kenya
| | - Carey Farquhar
- Department of Global Health, University of Washington, Seattle, Washington, 98104, USA
- Departments of Medicine, University of Washington, Seattle, Washington, 98104, USA
- Departments of Epidemiology, University of Washington, Seattle, Washington, 98104, USA
| | - Grace John-Stewart
- Department of Global Health, University of Washington, Seattle, Washington, 98104, USA
- Departments of Medicine, University of Washington, Seattle, Washington, 98104, USA
- Departments of Epidemiology, University of Washington, Seattle, Washington, 98104, USA
- Departments of Pediatrics, University of Washington, Seattle, Washington, 98104, USA
| | - Barbara L Lohman-Payne
- Institute for Immunology and Informatics, Department of Cell and Molecular Biology, University of Rhode Island, Providence, RI, 02903, USA.
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20
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Fike AJ, Kumova OK, Carey AJ. Dissecting the defects in the neonatal CD8 + T-cell response. J Leukoc Biol 2019; 106:1051-1061. [PMID: 31260598 DOI: 10.1002/jlb.5ru0319-105r] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2019] [Revised: 05/24/2019] [Accepted: 06/10/2019] [Indexed: 12/26/2022] Open
Abstract
The neonatal period presents a complex scenario where the threshold of reactivity toward colonizing microbiota, maternal antigens, autoantigens, and pathogens must be carefully moderated and balanced. CD8+ T cells are critical for the response against intracellular bacteria and viruses, but this immune compartment maintains altered function relative to adult counterparts because of the unique challenges which infants face. Here, we review our current understanding of the factors which may promote the attenuation and altered function of the neonatal CD8+ T-cell response and potential avenues for future study. Specifically, we have focused on the neonatal CD8+ T-cell ontogeny, memory formation, TCR structure and repertoire, TCR inhibitory receptors, and the clinical implications of altered neonatal CD8+ T-cell function. Special emphasis has been placed on examining the response of preterm neonates relative to term neonates and adults.
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Affiliation(s)
- Adam J Fike
- Department of Microbiology and Immunology, Drexel University College of Medicine, Philadelphia, Pennsylvania, USA
| | - Ogan K Kumova
- Department of Microbiology and Immunology, Drexel University College of Medicine, Philadelphia, Pennsylvania, USA
| | - Alison J Carey
- Department of Microbiology and Immunology, Drexel University College of Medicine, Philadelphia, Pennsylvania, USA.,Department of Pediatrics, Drexel University College of Medicine, Philadelphia, Pennsylvania, USA
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Hou X, Zeng P, Zhang X, Chen J, Liang Y, Yang J, Yang Y, Liu X, Diao H. Shorter TCR β-Chains Are Highly Enriched During Thymic Selection and Antigen-Driven Selection. Front Immunol 2019; 10:299. [PMID: 30863407 PMCID: PMC6399399 DOI: 10.3389/fimmu.2019.00299] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2018] [Accepted: 02/05/2019] [Indexed: 02/05/2023] Open
Abstract
The adaptive immune system uses several strategies to generate a repertoire of T cell receptors (TCR) with sufficient diversity to recognize the universe of potential pathogens. However, it remains unclear how differences in the T cell receptor (TCR) contribute to heterogeneity in T cell state. In this study, we used polychromatic flow cytometry to isolate highly pure CD4+/CD8+ naive and memory T cells, and applied deep sequencing to characterize corresponding TCR β-chain (TCRβ) complementary-determining region 3 (CDR3) repertoires. We find that shorter TCRβ CDR3s with fewer insertions were highly enriched during thymic selection. Antigen-experienced T cells (memory T cells) harbor shorter CDR3s vs. naive T cells. Moreover, the public TCRβ CDR3 clonotypes within cell subsets or interindividual tend to have shorter CDR3 length and a significantly larger size compared with “private” clonotypes. Taken together, shorter CDR3s highly enriched during thymic selection and antigen-driven selection, and further enriched in public T-cell responses. These results indicated that it may be evolutionary pressures drive short CDR3s to recognize most of antigen in nature.
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Affiliation(s)
- Xianliang Hou
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Ping Zeng
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Xujun Zhang
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Jianing Chen
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Yan Liang
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Jiezuan Yang
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Yida Yang
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Xiangdong Liu
- College of Materials and Textile, Zhejiang Sci-Tech University, Hangzhou, China
| | - Hongyan Diao
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
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