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Fang M, Miao Y, Zhu L, Mei Y, Zeng H, Luo L, Ding Y, Zhou L, Quan X, Zhao Q, Zhao X, An Y. Age-Related Dynamics and Spectral Characteristics of the TCRβ Repertoire in Healthy Children: Implications for Immune Aging. Aging Cell 2025; 24:e14460. [PMID: 39745194 PMCID: PMC11984678 DOI: 10.1111/acel.14460] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2024] [Revised: 11/21/2024] [Accepted: 12/06/2024] [Indexed: 04/12/2025] Open
Abstract
T-cell receptor (TCR) diversity is crucial for adaptive immunity, yet baseline characterizations in pediatric populations remain sparse. We sequenced the TCRβ chain of 325 healthy Chinese children aged 0-18, categorized into six age groups. We also analyzed cellular composition and TCRβ associations using flow cytometry in 81 of these samples. Our results indicate a decrease in TCRβ diversity with age, characterized by an increase in high-frequency clonotypes and notable changes in CDR3 length and V(D)J gene usage. These changes are influenced by early life vaccinations and antigen exposures. Additionally, we found a significant association between reduced TCRβ diversity and a decrease in CD4+ T naïve cells. We also developed a predictive model that identifies specific TCRβ features as potential biomarkers for biological age, validated by their significant correlation with changes in the immune repertoire. These findings enhance our understanding of age-related variations in the TCRβ repertoire among children, providing resourceful information for research on pediatric TCR in health and disease.
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MESH Headings
- Humans
- Child
- Receptors, Antigen, T-Cell, alpha-beta/genetics
- Receptors, Antigen, T-Cell, alpha-beta/immunology
- Receptors, Antigen, T-Cell, alpha-beta/metabolism
- Child, Preschool
- Infant
- Aging/immunology
- Aging/genetics
- Male
- Female
- Adolescent
- Infant, Newborn
- CD4-Positive T-Lymphocytes/immunology
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Affiliation(s)
- Mingyan Fang
- BGI ResearchShenzhenChina
- School of Life SciencesLanzhou UniversityLanzhouGansu ProvinceChina
| | - Yu Miao
- BGI ResearchShenzhenChina
- Henan Academy of SciencesZhengzhouChina
| | | | - Yunpeng Mei
- BGI ResearchShenzhenChina
- College of Life SciencesUniversity of Chinese Academy of SciencesBeijingChina
| | - Hui Zeng
- BGI ResearchShenzhenChina
- College of Life SciencesUniversity of Chinese Academy of SciencesBeijingChina
| | | | - Yuan Ding
- Department of Child Health CareChildren's Hospital of Chongqing Medical UniversityChongqingChina
| | - Lina Zhou
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and DisordersChongqing Key Laboratory of Child Infection and ImmunityChongqingChina
- Department of Rheumatology and ImmunologyChildren's Hospital of Chongqing Medical UniversityChongqingChina
| | - Xueping Quan
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and DisordersChongqing Key Laboratory of Child Infection and ImmunityChongqingChina
- Department of Rheumatology and ImmunologyChildren's Hospital of Chongqing Medical UniversityChongqingChina
| | - Qin Zhao
- Department of EndocrinologyChildren's Hospital of Chongqing Medical UniversityChongqingChina
| | - Xiaodong Zhao
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and DisordersChongqing Key Laboratory of Child Infection and ImmunityChongqingChina
- Department of Rheumatology and ImmunologyChildren's Hospital of Chongqing Medical UniversityChongqingChina
| | - Yunfei An
- National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and DisordersChongqing Key Laboratory of Child Infection and ImmunityChongqingChina
- Department of Rheumatology and ImmunologyChildren's Hospital of Chongqing Medical UniversityChongqingChina
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2
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Schäfer A, Calderin Sollet Z, Hervé MP, Buhler S, Ferrari-Lacraz S, Norman PJ, Kichula KM, Farias TDJ, Masouridi-Levrat S, Mamez AC, Pradier A, Simonetta F, Chalandon Y, Villard J. NK- and T-cell repertoire is established early after allogeneic HSCT and is imprinted by CMV reactivation. Blood Adv 2024; 8:5612-5624. [PMID: 39047210 PMCID: PMC11550366 DOI: 10.1182/bloodadvances.2024013117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2024] [Revised: 06/12/2024] [Accepted: 07/09/2024] [Indexed: 07/27/2024] Open
Abstract
ABSTRACT Besides genetic influences, nongenetic factors such as graft-versus-host disease and viral infections have been shown to be important shapers of the immune reconstitution and diversification processes after hematopoietic stem cell transplantation (HSCT). However, differential susceptibility to immune modulation by nongenetic factors is not fully understood. We determined to follow the reconstitution of the T-cell receptor (TCR) repertoire through immune sequencing of natural killer (NK) cells using a 35-marker spectral flow cytometry panel and in relation to clinical events. A longitudinal investigation was performed on samples derived from 54 HSCT recipients during the first year after HSCT. We confirmed a significant contraction in TCR repertoire diversity, with remarkable stability over time. Cytomegalovirus (CMV) reactivation had the ability to significantly change TCR repertoire clonality and composition, with a long-lasting imprint. Our data further revealed skewing of NK-cell reconstitution in CMV reactivated recipients, with an increased frequency of KIR2DL2L3S2+ adaptive, cytolytic, and functional CD107a+ NK cells, concomitant with a reduced pool of NKG2A+ NK cells. We provided support that CMV might act as an important driver of peripheral homeostatic proliferation of circulating specific T and NK cells, which can be viewed as a compensatory mechanism to establish a new peripheral repertoire.
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Affiliation(s)
- Antonia Schäfer
- Transplantation Immunology Unit and National Reference Laboratory for Histocompatibility, Department of Diagnostic, Geneva Center for Inflammation Research, Geneva University Hospitals, Geneva, Switzerland
| | - Zuleika Calderin Sollet
- Transplantation Immunology Unit and National Reference Laboratory for Histocompatibility, Department of Diagnostic, Geneva Center for Inflammation Research, Geneva University Hospitals, Geneva, Switzerland
| | - Marie-Priscille Hervé
- Transplantation Immunology Unit and National Reference Laboratory for Histocompatibility, Department of Diagnostic, Geneva Center for Inflammation Research, Geneva University Hospitals, Geneva, Switzerland
| | - Stéphane Buhler
- Transplantation Immunology Unit and National Reference Laboratory for Histocompatibility, Department of Diagnostic, Geneva Center for Inflammation Research, Geneva University Hospitals, Geneva, Switzerland
| | - Sylvie Ferrari-Lacraz
- Transplantation Immunology Unit and National Reference Laboratory for Histocompatibility, Department of Diagnostic, Geneva Center for Inflammation Research, Geneva University Hospitals, Geneva, Switzerland
| | - Paul J. Norman
- Department of Biomedical Informatics and Department of Immunology and Microbiology, University of Colorado School of Medicine, Aurora, CO
| | - Katherine M. Kichula
- Department of Biological Sciences, The University of North Carolina at Charlotte, Charlotte, NC
| | - Ticiana D. J. Farias
- Department of Biomedical Informatics and Department of Immunology and Microbiology, University of Colorado School of Medicine, Aurora, CO
| | - Stavroula Masouridi-Levrat
- Service of Haematology, Department of Oncology, Geneva University Hospitals and Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Anne-Claire Mamez
- Service of Haematology, Department of Oncology, Geneva University Hospitals and Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Amandine Pradier
- Service of Haematology, Department of Oncology, Geneva University Hospitals and Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Federico Simonetta
- Service of Haematology, Department of Oncology, Geneva University Hospitals and Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Yves Chalandon
- Service of Haematology, Department of Oncology, Geneva University Hospitals and Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Jean Villard
- Transplantation Immunology Unit and National Reference Laboratory for Histocompatibility, Department of Diagnostic, Geneva Center for Inflammation Research, Geneva University Hospitals, Geneva, Switzerland
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3
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Chen L, Hu Y, Zheng B, Luo L, Su Z. Human TCR repertoire in cancer. Cancer Med 2024; 13:e70164. [PMID: 39240157 PMCID: PMC11378360 DOI: 10.1002/cam4.70164] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Revised: 08/02/2024] [Accepted: 08/19/2024] [Indexed: 09/07/2024] Open
Abstract
BACKGROUND T cells, the "superstar" of the immune system, play a crucial role in antitumor immunity. T-cell receptors (TCR) are crucial molecules that enable T cells to identify antigens and start immunological responses. The body has evolved a unique method for rearrangement, resulting in a vast diversity of TCR repertoires. A healthy TCR repertoire is essential for the particular identification of antigens by T cells. METHODS In this article, we systematically summarized the TCR creation mechanisms and analysis methodologies, particularly focusing on the application of next-generation sequencing (NGS) technology. We explore the TCR repertoire in health and cancer, and discuss the implications of TCR repertoire analysis in understanding carcinogenesis, cancer progression, and treatment. RESULTS The TCR repertoire analysis has enormous potential for monitoring the emergence and progression of malignancies, as well as assessing therapy response and prognosis. The application of NGS has dramatically accelerated our comprehension of TCR diversity and its role in cancer immunity. CONCLUSIONS To substantiate the significance of TCR repertoires as biomarkers, more thorough and exhaustive research should be conducted. The TCR repertoire analysis, enabled by advanced sequencing technologies, is poised to become a crucial tool in the future of cancer diagnosis, monitoring, and therapy evaluation.
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Affiliation(s)
- Lin Chen
- Department of Medical Genetics/Prenatal Diagnostic Center, West China Second University Hospital, Sichuan University, Chengdu, China
- Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Chengdu, China
| | - Yuan Hu
- Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Chengdu, China
- Department of Anesthesia Nursing, West China Second University Hospital, Sichuan University/West China School of Nursing, Sichuan University, Chengdu, China
| | - Bohao Zheng
- Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Chengdu, China
- Department of Obstetrics and Gynecology, West China Second University Hospital, Sichuan University, Chengdu, China
- Wuxi School of Medicine, Jiangnan University, Wuxi, China
| | - Limei Luo
- Department of Laboratory Medicine, West China Hospital of Sichuan University, Chengdu, China
| | - Zhenzhen Su
- Department of Laboratory Medicine, West China Hospital of Sichuan University, Chengdu, China
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4
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Sureshchandra S, Henderson J, Levendosky E, Bhattacharyya S, Kastenschmidt JM, Sorn AM, Mitul MT, Benchorin A, Batucal K, Daugherty A, Murphy SJ, Thakur C, Trask D, Ahuja G, Zhong Q, Moisan A, Tiffeau-Mayer A, Saligrama N, Wagar LE. Tissue determinants of the human T cell receptor repertoire. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.08.17.608295. [PMID: 39229002 PMCID: PMC11370363 DOI: 10.1101/2024.08.17.608295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 09/05/2024]
Abstract
98% of T cells reside in tissues, yet nearly all human T cell analyses are performed from peripheral blood. We single-cell sequenced 5.7 million T cells from ten donors' autologous blood and tonsils and sought to answer key questions about T cell receptor biology previously unanswerable by smaller-scale experiments. We identified distinct clonal expansions and distributions in blood compared to tonsils, with surprisingly low (1-7%) clonal sharing. These few shared clones exhibited divergent phenotypes across bodily sites. Analysis of antigen-specific CD8 T cells revealed location as a main determinant of frequency, phenotype, and immunodominance. Finally, diversity estimates from the tissue recalibrates current repertoire diversity estimates, and we provide a refined estimate of whole-body repertoire. Given the tissue-restricted nature of T cell phenotypes, functions, differentiation, and clonality revealed by this dataset, we conclude that tissue analyses are crucial for accurate repertoire analysis and monitoring changes after perturbing therapies.
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Affiliation(s)
- Suhas Sureshchandra
- Department of Physiology & Biophysics, Institute for Immunology, Center for Virus Research, Vaccine Research & Development Center, and Cancer Research Institute, University of California Irvine, Irvine, CA, USA
| | - James Henderson
- Division of Infection & Immunity, Institute for the Physics of Living Systems, University College London, London, UK
| | - Elizabeth Levendosky
- Department of Neurology Bursky Center for Human Immunology and Immunotherapy Programs; Hope Center for Neurological Disorders; Center for Brain Immunology and Glia (BIG), Siteman Cancer Center, Washington University School of Medicine, St. Louis, 63110, USA
| | - Sankalan Bhattacharyya
- Division of Infection & Immunity, Institute for the Physics of Living Systems, University College London, London, UK
| | - Jenna M Kastenschmidt
- Department of Physiology & Biophysics, Institute for Immunology, Center for Virus Research, Vaccine Research & Development Center, and Cancer Research Institute, University of California Irvine, Irvine, CA, USA
| | - Andrew M Sorn
- Department of Physiology & Biophysics, Institute for Immunology, Center for Virus Research, Vaccine Research & Development Center, and Cancer Research Institute, University of California Irvine, Irvine, CA, USA
| | - Mahina Tabassum Mitul
- Department of Physiology & Biophysics, Institute for Immunology, Center for Virus Research, Vaccine Research & Development Center, and Cancer Research Institute, University of California Irvine, Irvine, CA, USA
| | - Aviv Benchorin
- Department of Physiology & Biophysics, Institute for Immunology, Center for Virus Research, Vaccine Research & Development Center, and Cancer Research Institute, University of California Irvine, Irvine, CA, USA
| | - Kyle Batucal
- Department of Physiology & Biophysics, Institute for Immunology, Center for Virus Research, Vaccine Research & Development Center, and Cancer Research Institute, University of California Irvine, Irvine, CA, USA
| | - Allyssa Daugherty
- Department of Neurology Bursky Center for Human Immunology and Immunotherapy Programs; Hope Center for Neurological Disorders; Center for Brain Immunology and Glia (BIG), Siteman Cancer Center, Washington University School of Medicine, St. Louis, 63110, USA
| | - Samuel Jh Murphy
- Department of Neurology Bursky Center for Human Immunology and Immunotherapy Programs; Hope Center for Neurological Disorders; Center for Brain Immunology and Glia (BIG), Siteman Cancer Center, Washington University School of Medicine, St. Louis, 63110, USA
- Medical Scientist Training Program, Washington University School of Medicine; St. Louis, 63110, USA
| | - Chandrani Thakur
- Department of Neurology Bursky Center for Human Immunology and Immunotherapy Programs; Hope Center for Neurological Disorders; Center for Brain Immunology and Glia (BIG), Siteman Cancer Center, Washington University School of Medicine, St. Louis, 63110, USA
| | - Douglas Trask
- Department of Otolaryngology and Head & Neck Surgery, University of California Irvine, Irvine, CA, USA
| | - Gurpreet Ahuja
- Department of Otolaryngology, Children's Hospital of Orange County, Orange, CA, USA
| | - Qiu Zhong
- Department of Otolaryngology, Children's Hospital of Orange County, Orange, CA, USA
| | - Annie Moisan
- Roche Pharma Research & Early Development (pRED), Basel, Switzerland
| | - Andreas Tiffeau-Mayer
- Division of Infection & Immunity, Institute for the Physics of Living Systems, University College London, London, UK
| | - Naresha Saligrama
- Department of Neurology Bursky Center for Human Immunology and Immunotherapy Programs; Hope Center for Neurological Disorders; Center for Brain Immunology and Glia (BIG), Siteman Cancer Center, Washington University School of Medicine, St. Louis, 63110, USA
| | - Lisa E Wagar
- Department of Physiology & Biophysics, Institute for Immunology, Center for Virus Research, Vaccine Research & Development Center, and Cancer Research Institute, University of California Irvine, Irvine, CA, USA
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5
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Tiffeau-Mayer A. Unbiased estimation of sampling variance for Simpson's diversity index. Phys Rev E 2024; 109:064411. [PMID: 39020976 DOI: 10.1103/physreve.109.064411] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Accepted: 06/03/2024] [Indexed: 07/20/2024]
Abstract
Quantification of measurement uncertainty is crucial for robust scientific inference, yet accurate estimates of this uncertainty remain elusive for ecological measures of diversity. Here, we address this longstanding challenge by deriving a closed-form unbiased estimator for the sampling variance of Simpson's diversity index. In numerical tests the estimator consistently outperforms existing approaches, particularly for applications in which species richness exceeds sample size. We apply the estimator to quantify biodiversity loss in marine ecosystems and to demonstrate ligand-dependent contributions of T-cell-receptor chains to specificity, illustrating its versatility across fields. The novel estimator provides researchers with a reliable method for comparing diversity between samples, essential for quantifying biodiversity trends and making informed conservation decisions.
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6
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Reeves DB, Rigau DN, Romero A, Zhang H, Simonetti FR, Varriale J, Hoh R, Zhang L, Smith KN, Montaner LJ, Rubin LH, Gange SJ, Roan NR, Tien PC, Margolick JB, Peluso MJ, Deeks SG, Schiffer JT, Siliciano JD, Siliciano RF, Antar AAR. Mild HIV-specific selective forces overlaying natural CD4+ T cell dynamics explain the clonality and decay dynamics of HIV reservoir cells. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.02.13.24302704. [PMID: 38405967 PMCID: PMC10888981 DOI: 10.1101/2024.02.13.24302704] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
Abstract
The latent reservoir of HIV persists for decades in people living with HIV (PWH) on antiretroviral therapy (ART). To determine if persistence arises from the natural dynamics of memory CD4+ T cells harboring HIV, we compared the clonal dynamics of HIV proviruses to that of memory CD4+ T cell receptors (TCRβ) from the same PWH and from HIV-seronegative people. We show that clonal dominance of HIV proviruses and antigen-specific CD4+ T cells are similar but that the field's understanding of the persistence of the less clonally dominant reservoir is significantly limited by undersampling. We demonstrate that increasing reservoir clonality over time and differential decay of intact and defective proviruses cannot be explained by mCD4+ T cell kinetics alone. Finally, we develop a stochastic model of TCRβ and proviruses that recapitulates experimental observations and suggests that HIV-specific negative selection mediates approximately 6% of intact and 2% of defective proviral clearance. Thus, HIV persistence is mostly, but not entirely, driven by natural mCD4+ T cell kinetics.
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7
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Luque Duque D, Gaevert JA, Thomas PG, López-García M, Lythe G, Molina-París C. Multi-variate model of T cell clonotype competition and homeostasis. Sci Rep 2023; 13:21995. [PMID: 38081863 PMCID: PMC10713556 DOI: 10.1038/s41598-023-46637-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2022] [Accepted: 11/03/2023] [Indexed: 12/18/2023] Open
Abstract
Diversity of the naive T cell repertoire is maintained by competition for stimuli provided by self-peptides bound to major histocompatibility complexes (self-pMHCs). We extend an existing bi-variate competition model to a multi-variate model of the dynamics of multiple T cell clonotypes which share stimuli. In order to understand the late-time behaviour of the system, we analyse: (i) the dynamics until the extinction of the first clonotype, (ii) the time to the first extinction event, (iii) the probability of extinction of each clonotype, and (iv) the size of the surviving clonotypes when the first extinction event takes place. We also find the probability distribution of the number of cell divisions per clonotype before its extinction. The mean size of a new clonotype at quasi-steady state is an increasing function of the stimulus available to it, and a decreasing function of the fraction of stimuli it shares with other clonotypes. Thus, the probability of, and time to, extinction of a new clonotype entering the pool of T cell clonotypes is determined by the extent of competition for stimuli it experiences and by its initial number of cells.
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Affiliation(s)
- Daniel Luque Duque
- Department of Applied Mathematics, School of Mathematics, University of Leeds, Leeds, LS2 9JT, UK
| | - Jessica A Gaevert
- Department of Immunology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
- St. Jude Graduate School of Biomedical Sciences, Memphis, TN, 38105, USA
| | - Paul G Thomas
- Department of Immunology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
- St. Jude Graduate School of Biomedical Sciences, Memphis, TN, 38105, USA
| | - Martín López-García
- Department of Applied Mathematics, School of Mathematics, University of Leeds, Leeds, LS2 9JT, UK
| | - Grant Lythe
- Department of Applied Mathematics, School of Mathematics, University of Leeds, Leeds, LS2 9JT, UK
| | - Carmen Molina-París
- Department of Applied Mathematics, School of Mathematics, University of Leeds, Leeds, LS2 9JT, UK.
- T-6, Theoretical Biology and Biophysics, Theoretical Division, Los Alamos National Laboratory, Los Alamos, NM, 87545, USA.
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8
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de Boer RJ, Tesselaar K, Borghans JAM. Better safe than sorry: Naive T-cell dynamics in healthy ageing. Semin Immunol 2023; 70:101839. [PMID: 37716048 DOI: 10.1016/j.smim.2023.101839] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Revised: 09/01/2023] [Accepted: 09/02/2023] [Indexed: 09/18/2023]
Abstract
It is well-known that the functioning of the immune system gradually deteriorates with age, and we are increasingly confronted with its consequences as the life expectancy of the human population increases. Changes in the T-cell pool are among the most prominent features of the changing immune system during healthy ageing, and changes in the naive T-cell pool in particular are generally held responsible for its gradual deterioration. These changes in the naive T-cell pool are thought to be due to involution of the thymus. It is commonly believed that the gradual loss of thymic output induces compensatory mechanisms to maintain the number of naive T cells at a relatively constant level, and induces a loss of diversity in the T-cell repertoire. Here we review the studies that support or challenge this widely-held view of immune ageing and discuss the implications for vaccination strategies.
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Affiliation(s)
- Rob J de Boer
- Theoretical Biology and Bioinformatics, Utrecht University, Utrecht, the Netherlands
| | - Kiki Tesselaar
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - José A M Borghans
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht, the Netherlands.
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9
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Yu P, Lian Y, Zuleger CL, Albertini RJ, Albertini MR, Newton MA. SURROGATE SELECTION OVERSAMPLES EXPANDED T CELL CLONOTYPES. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.07.13.548950. [PMID: 37503118 PMCID: PMC10369934 DOI: 10.1101/2023.07.13.548950] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/29/2023]
Abstract
Inference from immunological data on cells in the adaptive immune system may benefit from modeling specifications that describe variation in the sizes of various clonal sub-populations. We develop one such specification in order to quantify the effects of surrogate selection assays, which we confirm may lead to an enrichment for amplified, potentially disease-relevant T cell clones. Our specification couples within-clonotype birth-death processes with an exchangeable model across clonotypes. Beyond enrichment questions about the surrogate selection design, our framework enables a study of sampling properties of elementary sample diversity statistics; it also points to new statistics that may usefully measure the burden of somatic genomic alterations associated with clonal expansion. We examine statistical properties of immunological samples governed by the coupled model specification, and we illustrate calculations in surrogate selection studies of melanoma and in single-cell genomic studies of T cell repertoires.
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Affiliation(s)
- Peng Yu
- Department of Statistics, University of Wisconsin, Madison
| | - Yumin Lian
- Department of Chemistry, Laboratory of Genetics, University of Wisconsin, Madison
| | - Cindy L. Zuleger
- Department of Medicine, School of Medicine and Public Health, University of Wisconsin, Madison
- Carbone Cancer Center, University of Wisconsin, Madison
| | | | - Mark R. Albertini
- Department of Medicine, School of Medicine and Public Health, University of Wisconsin, Madison
- Carbone Cancer Center, University of Wisconsin, Madison
- Medical Service, William S. Middleton Memorial Veterans Hospital, Madison
| | - Michael A. Newton
- Department of Statistics, University of Wisconsin, Madison
- Carbone Cancer Center, University of Wisconsin, Madison
- Department of Biostatistics and Medical Informatics, University of Wisconsin, Madison
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10
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Mayer A, Callan CG. Measures of epitope binding degeneracy from T cell receptor repertoires. Proc Natl Acad Sci U S A 2023; 120:e2213264120. [PMID: 36649423 PMCID: PMC9942805 DOI: 10.1073/pnas.2213264120] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Accepted: 12/13/2022] [Indexed: 01/19/2023] Open
Abstract
Adaptive immunity is driven by specific binding of hypervariable receptors to diverse molecular targets. The sequence diversity of receptors and targets are both individually known but because multiple receptors can recognize the same target, a measure of the effective "functional" diversity of the human immune system has remained elusive. Here, we show that sequence near-coincidences within T cell receptors that bind specific epitopes provide a new window into this problem and allow the quantification of how binding probability covaries with sequence. We find that near-coincidence statistics within epitope-specific repertoires imply a measure of binding degeneracy to amino acid changes in receptor sequence that is consistent across disparate experiments. Paired data on both chains of the heterodimeric receptor are particularly revealing since simultaneous near-coincidences are rare and we show how they can be exploited to estimate the number of epitope responses that created the memory compartment. In addition, we find that paired-chain coincidences are strongly suppressed across donors with different human leukocyte antigens, evidence for a central role of antigen-driven selection in making paired chain receptors public. These results demonstrate the power of coincidence analysis to reveal the sequence determinants of epitope binding in receptor repertoires.
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Affiliation(s)
- Andreas Mayer
- Division of Infection and Immunity, University College London, LondonWC1E 6BT, UK
- Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton08544, NJ
- Institute for the Physics of Living Systems, University College London, LondonWC1E 6BT, UK
| | - Curtis G. Callan
- Department of Physics, Princeton University, Princeton08544, NJ
- Institute for Advanced Study, Princeton08540, NJ
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11
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Bensouda Koraichi M, Ferri S, Walczak AM, Mora T. Inferring the T cell repertoire dynamics of healthy individuals. Proc Natl Acad Sci U S A 2023; 120:e2207516120. [PMID: 36669107 PMCID: PMC9942919 DOI: 10.1073/pnas.2207516120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2022] [Accepted: 12/13/2022] [Indexed: 01/21/2023] Open
Abstract
The adaptive immune system is a diverse ecosystem that responds to pathogens by selecting cells with specific receptors. While clonal expansion in response to particular immune challenges has been extensively studied, we do not know the neutral dynamics that drive the immune system in the absence of strong stimuli. Here, we learn the parameters that underlie the clonal dynamics of the T cell repertoire in healthy individuals of different ages, by applying Bayesian inference to longitudinal immune repertoire sequencing (RepSeq) data. Quantifying the experimental noise accurately for a given RepSeq technique allows us to disentangle real changes in clonal frequencies from noise. We find that the data are consistent with clone sizes following a geometric Brownian motion and show that its predicted steady state is in quantitative agreement with the observed power-law behavior of the clone-size distribution. The inferred turnover time scale of the repertoire increases with patient age and depends on the clone size in some individuals.
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Affiliation(s)
- Meriem Bensouda Koraichi
- Laboratoire de physique de l’École normale supérieure, CNRS, Paris Sciences & Lettres (PSL) University, Sorbonne Université, and Université Paris Cité, Paris75005, France
| | - Silvia Ferri
- Laboratoire de physique de l’École normale supérieure, CNRS, Paris Sciences & Lettres (PSL) University, Sorbonne Université, and Université Paris Cité, Paris75005, France
- Dipartimento di Fisica e Astronomia dell’Università di Bologna, Bologna40126, Italy
| | - Aleksandra M. Walczak
- Laboratoire de physique de l’École normale supérieure, CNRS, Paris Sciences & Lettres (PSL) University, Sorbonne Université, and Université Paris Cité, Paris75005, France
| | - Thierry Mora
- Laboratoire de physique de l’École normale supérieure, CNRS, Paris Sciences & Lettres (PSL) University, Sorbonne Université, and Université Paris Cité, Paris75005, France
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12
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Hervé J, Haurogné K, Buchet A, Bacou E, Mignot G, Allard M, Leblanc-Maridor M, Gavaud S, Lehébel A, Terenina E, Mormède P, Merlot E, Belloc C, Bach JM, Lieubeau B. Pathogen exposure influences immune parameters around weaning in pigs reared in commercial farms. BMC Immunol 2022; 23:61. [PMID: 36496363 PMCID: PMC9737769 DOI: 10.1186/s12865-022-00534-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Accepted: 11/30/2022] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Multiple antigenic stimulations are crucial to immune system training during early post-natal life. These stimulations can be either due to commensals, which accounts for the acquisition and maintenance of tolerance, or to pathogens, which triggers immunity. In pig, only few works previously explored the influence of natural exposition to pathogens upon immune competence. We propose herein the results of a multicentric, field study, conducted on 265 piglets exposed to contrasted pathogen levels in their living environment. Piglets were housed in 15 different commercial farms, sorted in two groups, low (HSLOW)- and high (HSHIGH)-health status farms, depending on their recurrent exposition to five common swine pathogens. RESULTS Using animal-based measures, we compared the immune competence and growth performances of HSLOW and HSHIGH pigs around weaning. As expected, we observed a rise in the number of circulating leucocytes with age, which affected different cell populations. Monocyte, antigen-experienced and cytotoxic lymphocyte subpopulation counts were higher in piglets reared in HSLOW farms as compared to their HSHIGH homologs. Also, the age-dependent evolution in γδ T cell and neutrophil counts was significantly affected by the health status. With age, circulating IFNα level decreased and IgM level increased while being greater in HSLOW piglets at any time. After weaning, LPS-stimulated blood cells derived from HSLOW piglets were more prone to secrete IL-8 than those derived from HSHIGH pigs did. Monocytes and granulocytes issued from HSLOW pigs also exhibited comparable phagocytosis capacity. Altogether our data emphasize the more robust immunophenotype of HSLOW piglets. Finally, piglets raised under higher pathogen pressure grew less than HSHIGH piglets did and exhibited a different metabolic profile. The higher cost of the immune responses associated with the low farm health status may account for lower HSLOW piglet performances. CONCLUSIONS Altogether, our data, obtained in field conditions, provide evidence that early exposure to pathogens shapes the immune competence of piglets. They also document the negative impact of an overstimulation of the immune system on piglets' growth.
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Affiliation(s)
- Julie Hervé
- grid.418682.10000 0001 2175 3974Oniris, INRAE, IECM, Nantes, France
| | - Karine Haurogné
- grid.418682.10000 0001 2175 3974Oniris, INRAE, IECM, Nantes, France
| | - Arnaud Buchet
- grid.463756.50000 0004 0497 3491Institut Agro, INRAE, PEGASE, St Gilles, France ,grid.418682.10000 0001 2175 3974Oniris, INRAE, BIOEPAR, Nantes, France ,Cooperl Innovation, Pôle Sciences Animales, Lamballe, France
| | - Elodie Bacou
- grid.418682.10000 0001 2175 3974Oniris, INRAE, IECM, Nantes, France
| | - Grégoire Mignot
- grid.418682.10000 0001 2175 3974Oniris, INRAE, IECM, Nantes, France
| | - Marie Allard
- grid.418682.10000 0001 2175 3974Oniris, INRAE, IECM, Nantes, France
| | | | - Solenn Gavaud
- grid.418682.10000 0001 2175 3974Oniris, INRAE, IECM, Nantes, France
| | - Anne Lehébel
- grid.418682.10000 0001 2175 3974Oniris, INRAE, BIOEPAR, Nantes, France
| | - Elena Terenina
- grid.508721.9Université de Toulouse, ENVT, INRAE, GenPhySE, Castanet-Tolosan, France
| | - Pierre Mormède
- grid.508721.9Université de Toulouse, ENVT, INRAE, GenPhySE, Castanet-Tolosan, France
| | - Elodie Merlot
- grid.463756.50000 0004 0497 3491Institut Agro, INRAE, PEGASE, St Gilles, France
| | - Catherine Belloc
- grid.418682.10000 0001 2175 3974Oniris, INRAE, BIOEPAR, Nantes, France
| | - Jean-Marie Bach
- grid.418682.10000 0001 2175 3974Oniris, INRAE, IECM, Nantes, France
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13
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McGuire CC, Robert JR. Developmental exposure to thyroid disrupting chemical mixtures alters metamorphosis and post-metamorphic thymocyte differentiation. Curr Res Toxicol 2022; 3:100094. [PMID: 36407672 PMCID: PMC9672424 DOI: 10.1016/j.crtox.2022.100094] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2022] [Revised: 10/29/2022] [Accepted: 11/02/2022] [Indexed: 11/09/2022] Open
Abstract
While there is some evidence to suggest that disruption of the thyroid hormone (TH)-axis during perinatal development may weaken T cell immunity later in life, data are currently lacking on whether environmentally relevant thyroid disrupting chemicals (TDCs) can induce similar outcomes. To fill this gap in knowledge, X. laevis tadpoles were exposed to an environmentally relevant mixture of TDCs, either during early tadpole development, or immediately before and during metamorphosis, to assess T cell differentiation and anti-viral immune response against FV3 infection after metamorphosis. Extending our previous study showing a delay in metamorphosis completion, here we report that TDC exposure prior to metamorphosis reduced the frequency of surface MHC-II + splenic lymphocytes and weakened some aspects of the anti-viral immune response. TDC exposure during metamorphosis slowed post-metamorphic migration of the thymus reduced the renewal of cortical thymocytes and splenic CD8 + T cells. The results indicate that TDC exposure during perinatal development may perturb the formation of T cell immunity later in life.
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Affiliation(s)
- Connor C. McGuire
- University of Rochester Department of Microbiology and Immunology, 601 Elmwood Avenue, Rochester, NY 14642, 2USA
- University of Rochester Department Environmental Medicine, 601 Elmwood Avenue, Rochester, NY 14642, USA
| | - Jacques R. Robert
- University of Rochester Department of Microbiology and Immunology, 601 Elmwood Avenue, Rochester, NY 14642, 2USA
- University of Rochester Department Environmental Medicine, 601 Elmwood Avenue, Rochester, NY 14642, USA
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14
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Swain AC, Borghans JA, de Boer RJ. Effect of cellular aging on memory T-cell homeostasis. Front Immunol 2022; 13:947242. [PMID: 36059495 PMCID: PMC9429809 DOI: 10.3389/fimmu.2022.947242] [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: 05/18/2022] [Accepted: 07/07/2022] [Indexed: 11/23/2022] Open
Abstract
The fact that T-cell numbers remain relatively stable throughout life, and that T-cell proliferation rates increase during lymphopenia, has led to the consensus that T-cell numbers are regulated in a density-dependent manner. Competition for resources among memory T cells has been proposed to underlie this ‘homeostatic’ regulation. We first review how two classic models of resource competition affect the T-cell receptor (TCR) diversity of the memory T-cell pool. First, ‘global’ competition for cytokines leads to a skewed repertoire that tends to be dominated by the very first immune response. Second, additional ‘cognate’ competition for specific antigens results in a very diverse and stable memory T-cell pool, allowing every antigen to be remembered, which we therefore define as the ‘gold-standard’. Because there is limited evidence that memory T cells of the same specificity compete more strongly with each other than with memory T cells of different specificities, i.e., for ‘cognate’ competition, we investigate whether cellular aging could account for a similar level of TCR diversity. We define cellular aging as a declining cellular fitness due to reduced proliferation. We find that the gradual erosion of previous T-cell memories due to cellular aging allows for better establishment of novel memories and for a much higher level of TCR diversity compared to global competition. A small continual source (either from stem-cell-like memory T-cells or from naive T-cells due to repeated antigen exposure) improves the diversity of the memory T-cell pool, but remarkably, only in the cellular aging model. We further show that the presence of a source keeps the inflation of chronic memory responses in check by maintaining the immune memories to non-chronic antigens. We conclude that cellular aging along with a small source provides a novel and immunologically realistic mechanism to achieve and maintain the ‘gold-standard’ level of TCR diversity in the memory T-cell pool.
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Affiliation(s)
- Arpit C. Swain
- Theoretical Biology, Utrecht University, Utrecht, Netherlands
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht, Netherlands
- *Correspondence: Arpit C. Swain,
| | - José A.M. Borghans
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht, Netherlands
| | - Rob J. de Boer
- Theoretical Biology, Utrecht University, Utrecht, Netherlands
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15
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O'Connor D. The omics strategy: the use of systems vaccinology to characterise immune responses to childhood immunisation. Expert Rev Vaccines 2022; 21:1205-1214. [PMID: 35786291 DOI: 10.1080/14760584.2022.2093193] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
INTRODUCTION Vaccines have had a transformative impact on child health. Despite this impact the immunological processes involved in protective responses are not entirely understood and vaccine development has been largely empirical. Recent technological advances offer the opportunity to reveal the immunology underlying vaccine response at an unprecedented resolution. These data could revolutionise the way vaccines are developed and tested and further augment their role in securing the health of children around the world. AREAS COVERED Systems level information and the tools are now being deployed by vaccinologists at all stages of the vaccine development pathway; however, this review will specifically describe some of the key findings that have be gleaned from multi-omics datasets collected in the context of childhood immunisation. EXPERT OPINION Despite the success of vaccines there remains hard-to-target pathogens, refractory to current vaccination strategies. Moreover, zoonotic diseases with pandemic potential are a threat to global health, as recently illustrated by COVID-19. Systems vaccinology holds a great deal of promise in revealing a greater understanding of vaccine responses and consequently modernising vaccinology. However, there is a need for future studies -particularly in vulnerable populations that are targets for vaccination programmes - if this potential is to be fulfilled.
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Affiliation(s)
- Daniel O'Connor
- Oxford Vaccine Group, Department of Paediatrics, University of Oxford, Oxford, UK.,NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
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16
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Chen H, Mayer A, Balasubramanian V. A scaling law in CRISPR repertoire sizes arises from the avoidance of autoimmunity. Curr Biol 2022; 32:2897-2907.e5. [PMID: 35659862 DOI: 10.1016/j.cub.2022.05.021] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Revised: 03/13/2022] [Accepted: 05/09/2022] [Indexed: 12/28/2022]
Abstract
Some prokaryotes possess CRISPR-Cas systems that use DNA segments called spacers, which are acquired from invading phages, to guide immune defense. Here, we propose that cross-reactive CRISPR targeting can, however, lead to "heterologous autoimmunity," whereby foreign spacers guide self-targeting in a spacer-length-dependent fashion. Balancing antiviral defense against autoimmunity predicts a scaling relation between spacer length and CRISPR repertoire size. We find evidence for this scaling through a comparative analysis of sequenced prokaryotic genomes and show that this association also holds at the level of CRISPR types. By contrast, the scaling is absent in strains with nonfunctional CRISPR loci. Finally, we demonstrate that stochastic spacer loss can explain variations around the scaling relation, even between strains of the same species. Our results suggest that heterologous autoimmunity is a selective factor shaping the evolution of CRISPR-Cas systems, analogous to the trade-offs between immune specificity, breadth, and autoimmunity that constrain the diversity of adaptive immune systems in vertebrates.
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Affiliation(s)
- Hanrong Chen
- David Rittenhouse Laboratory, Department of Physics and Astronomy, University of Pennsylvania, Philadelphia, PA 19104, USA; Laboratory of Metagenomic Technologies and Microbial Systems, Genome Institute of Singapore, Singapore 138672, Singapore.
| | - Andreas Mayer
- Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ 08544, USA.
| | - Vijay Balasubramanian
- David Rittenhouse Laboratory, Department of Physics and Astronomy, University of Pennsylvania, Philadelphia, PA 19104, USA; Theoretische Natuurkunde, Vrije Universiteit Brussel, 1050 Brussels, Belgium
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17
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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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18
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Dessalles R, Pan Y, Xia M, Maestrini D, D'Orsogna MR, Chou T. How Naive T-Cell Clone Counts Are Shaped By Heterogeneous Thymic Output and Homeostatic Proliferation. Front Immunol 2022; 12:735135. [PMID: 35250963 PMCID: PMC8891377 DOI: 10.3389/fimmu.2021.735135] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Accepted: 12/06/2021] [Indexed: 11/13/2022] Open
Abstract
The specificity of T cells is that each T cell has only one T cell receptor (TCR). A T cell clone represents a collection of T cells with the same TCR sequence. Thus, the number of different T cell clones in an organism reflects the number of different T cell receptors (TCRs) that arise from recombination of the V(D)J gene segments during T cell development in the thymus. TCR diversity and more specifically, the clone abundance distribution, are important factors in immune functions. Specific recombination patterns occur more frequently than others while subsequent interactions between TCRs and self-antigens are known to trigger proliferation and sustain naive T cell survival. These processes are TCR-dependent, leading to clone-dependent thymic export and naive T cell proliferation rates. We describe the heterogeneous steady-state population of naive T cells (those that have not yet been antigenically triggered) by using a mean-field model of a regulated birth-death-immigration process. After accounting for random sampling, we investigate how TCR-dependent heterogeneities in immigration and proliferation rates affect the shape of clone abundance distributions (the number of different clones that are represented by a specific number of cells, or “clone counts”). By using reasonable physiological parameter values and fitting predicted clone counts to experimentally sampled clone abundances, we show that realistic levels of heterogeneity in immigration rates cause very little change to predicted clone-counts, but that modest heterogeneity in proliferation rates can generate the observed clone abundances. Our analysis provides constraints among physiological parameters that are necessary to yield predictions that qualitatively match the data. Assumptions of the model and potentially other important mechanistic factors are discussed.
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Affiliation(s)
- Renaud Dessalles
- Department of Computational Medicine, University of California at Los Angeles (UCLA), Los Angeles, CA, United States
| | - Yunbei Pan
- Department of Mathematics, California State University at Northridge, Los Angeles, CA, United States
| | - Mingtao Xia
- Department of Mathematics, University of California at Los Angeles (UCLA), Los Angeles, CA, United States
| | - Davide Maestrini
- Department of Computational Medicine, University of California at Los Angeles (UCLA), Los Angeles, CA, United States
| | - Maria R D'Orsogna
- Department of Computational Medicine, University of California at Los Angeles (UCLA), Los Angeles, CA, United States.,Department of Mathematics, California State University at Northridge, Los Angeles, CA, United States
| | - Tom Chou
- Department of Computational Medicine, University of California at Los Angeles (UCLA), Los Angeles, CA, United States.,Department of Mathematics, University of California at Los Angeles (UCLA), Los Angeles, CA, United States
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19
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Affinity maturation for an optimal balance between long-term immune coverage and short-term resource constraints. Proc Natl Acad Sci U S A 2022; 119:2113512119. [PMID: 35177475 PMCID: PMC8872716 DOI: 10.1073/pnas.2113512119] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/07/2022] [Indexed: 12/15/2022] Open
Abstract
Humoral immunity relies on the mutation and selection of B cells to better recognize pathogens. This affinity maturation process produces cells with diverse recognition capabilities. Examining optimal immune strategies that maximize the long-term immune coverage at a minimal metabolic cost, we show when the immune system should mount a de novo response rather than rely on existing memory cells. Our theory recapitulates known modes of the B cell response, predicts the empirical form of the distribution of clone sizes, and rationalizes as a trade-off between metabolic and immune costs the antigenic imprinting effects that limit the efficacy of vaccines (original antigenic sin). Our predictions provide a framework to interpret experimental results that could be used to inform vaccination strategies. In order to target threatening pathogens, the adaptive immune system performs a continuous reorganization of its lymphocyte repertoire. Following an immune challenge, the B cell repertoire can evolve cells of increased specificity for the encountered strain. This process of affinity maturation generates a memory pool whose diversity and size remain difficult to predict. We assume that the immune system follows a strategy that maximizes the long-term immune coverage and minimizes the short-term metabolic costs associated with affinity maturation. This strategy is defined as an optimal decision process on a finite dimensional phenotypic space, where a preexisting population of cells is sequentially challenged with a neutrally evolving strain. We show that the low specificity and high diversity of memory B cells—a key experimental result—can be explained as a strategy to protect against pathogens that evolve fast enough to escape highly potent but narrow memory. This plasticity of the repertoire drives the emergence of distinct regimes for the size and diversity of the memory pool, depending on the density of de novo responding cells and on the mutation rate of the strain. The model predicts power-law distributions of clonotype sizes observed in data and rationalizes antigenic imprinting as a strategy to minimize metabolic costs while keeping good immune protection against future strains.
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20
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Swartz DW, Ottino-Löffler B, Kardar M. Seascape origin of Richards growth. Phys Rev E 2022; 105:014417. [PMID: 35193320 DOI: 10.1103/physreve.105.014417] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Accepted: 12/14/2021] [Indexed: 06/14/2023]
Abstract
First proposed as an empirical rule over half a century ago, the Richards growth equation has been frequently invoked in population modeling and pandemic forecasting. Central to this model is the advent of a fractional exponent γ, typically fitted to the data. While various motivations for this nonanalytical form have been proposed, it is still considered foremost an empirical fitting procedure. Here, we find that Richards-like growth laws emerge naturally from generic analytical growth rules in a distributed population, upon inclusion of (i) migration (spatial diffusion) among different locales, and (ii) stochasticity in the growth rate, also known as "seascape noise." The latter leads to a wide (power law) distribution in local population number that, while smoothened through the former, can still result in a fractional growth law for the overall population. This justification of the Richards growth law thus provides a testable connection to the distribution of constituents of the population.
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Affiliation(s)
- Daniel W Swartz
- Department of Physics, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
| | - Bertrand Ottino-Löffler
- Department of Physics, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
| | - Mehran Kardar
- Department of Physics, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
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21
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Molecular characterization of hypoxanthine guanine phosphoribosyltransferase mutant T cells in human blood: The concept of surrogate selection for immunologically relevant cells. MUTATION RESEARCH. REVIEWS IN MUTATION RESEARCH 2022; 789:108414. [PMID: 35690417 PMCID: PMC9188651 DOI: 10.1016/j.mrrev.2022.108414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Revised: 03/01/2022] [Accepted: 03/08/2022] [Indexed: 11/23/2022]
Abstract
Somatic cell gene mutations arise in vivo due to replication errors during DNA synthesis occurring spontaneously during normal DNA synthesis or as a result of replication on a DNA template damaged by endogenous or exogenous mutagens. In principle, changes in the frequencies of mutant cells in vivo in humans reflect changes in exposures to exogenous or endogenous DNA damaging insults, other factors being equal. It is becoming increasingly evident however, that somatic mutations in humans have a far greater range of interpretations. For example, mutations in lymphocytes provide invaluable probes for in vivo cellular and molecular processes, providing identification of clonal amplifications of these cells in autoimmune and infectious diseases, transplantation recipients, paroxysmal nocturnal hemoglobinuria (PNH), and cancer. The assay for mutations of the X-chromosomal hypoxanthine guanine phosphoribosyltransferase (HPRT) gene has gained popular acceptance for this purpose since viable mutant cells can be recovered for molecular and other analyses. Although the major application of the HPRT T cell assay remains human population monitoring, the enrichment of activated T cells in the mutant fraction in individuals with ongoing immunological processes has demonstrated the utility of surrogate selection, a method that uses somatic mutation as a surrogate marker for the in vivo T cell proliferation that underlies immunological processes to investigate clinical disorders with immunological features. Studies encompassing a wide range of clinical conditions are reviewed. Despite the historical importance of the HPRT mutation system in validating surrogate selection, there are now additional mutational and other methods for identifying immunologically active T cells. These methods are reviewed and provide insights for strategies to extend surrogate selection in future studies.
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22
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Zhang H, Weyand CM, Goronzy JJ. Hallmarks of the aging T-cell system. FEBS J 2021; 288:7123-7142. [PMID: 33590946 PMCID: PMC8364928 DOI: 10.1111/febs.15770] [Citation(s) in RCA: 87] [Impact Index Per Article: 21.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2020] [Revised: 01/24/2021] [Accepted: 02/15/2021] [Indexed: 12/21/2022]
Abstract
The adaptive immune system has the enormous challenge to protect the host through the generation and differentiation of pathogen-specific short-lived effector T cells while in parallel developing long-lived memory cells to control future encounters with the same pathogen. A complex regulatory network is needed to preserve a population of naïve cells over lifetime that exhibit sufficient diversity of antigen receptors to respond to new antigens, while also sustaining immune memory. In parallel, cells need to maintain their proliferative potential and the plasticity to differentiate into different functional lineages. Initial signs of waning immune competence emerge after 50 years of age, with increasing clinical relevance in the 7th-10th decade of life. Morbidity and mortality from infections increase, as drastically exemplified by the current COVID-19 pandemic. Many vaccines, such as for the influenza virus, are poorly effective to generate protective immunity in older individuals. Age-associated changes occur at the level of the T-cell population as well as the functionality of its cellular constituents. The system highly relies on the self-renewal of naïve and memory T cells, which is robust but eventually fails. Genetic and epigenetic modifications contribute to functional differences in responsiveness and differentiation potential. To some extent, these changes arise from defective maintenance; to some, they represent successful, but not universally beneficial adaptations to the aging host. Interventions that can compensate for the age-related defects and improve immune responses in older adults are increasingly within reach.
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Affiliation(s)
- Huimin Zhang
- Division of Immunology and Rheumatology, Department of Medicine, Stanford University, Stanford, CA, USA
- Department of Medicine, Palo Alto Veterans Administration Healthcare System, Palo Alto, CA, USA
| | - Cornelia M. Weyand
- Division of Immunology and Rheumatology, Department of Medicine, Stanford University, Stanford, CA, USA
- Department of Medicine, Palo Alto Veterans Administration Healthcare System, Palo Alto, CA, USA
| | - Jörg J. Goronzy
- Division of Immunology and Rheumatology, Department of Medicine, Stanford University, Stanford, CA, USA
- Department of Medicine, Palo Alto Veterans Administration Healthcare System, Palo Alto, CA, USA
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23
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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: 4] [Impact Index Per Article: 1.0] [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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24
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Shevyrev D, Tereshchenko V, Kozlov V. Immune Equilibrium Depends on the Interaction Between Recognition and Presentation Landscapes. Front Immunol 2021; 12:706136. [PMID: 34394106 PMCID: PMC8362327 DOI: 10.3389/fimmu.2021.706136] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Accepted: 07/12/2021] [Indexed: 12/15/2022] Open
Abstract
In this review, we described the structure and organization of antigen-recognizing repertoires of B and T cells from the standpoint of modern immunology. We summarized the latest advances in bioinformatics analysis of sequencing data from T and B cell repertoires and also presented contemporary ideas about the mechanisms of clonal diversity formation at different stages of organism development. At the same time, we focused on the importance of the allelic variants of the HLA genes and spectra of presented antigens for the formation of T-cell receptors (TCR) landscapes. The main idea of this review is that immune equilibrium and proper functioning of immunity are highly dependent on the interaction between the recognition and the presentation landscapes of antigens. Certain changes in these landscapes can occur during life, which can affect the protective function of adaptive immunity. We described some mechanisms associated with these changes, for example, the conversion of effector cells into regulatory cells and vice versa due to the trans-differentiation or bystander effect, changes in the clonal organization of the general TCR repertoire due to homeostatic proliferation or aging, and the background for the altered presentation of some antigens due to SNP mutations of MHC, or the alteration of the presenting antigens due to post-translational modifications. The authors suggest that such alterations can lead to an increase in the risk of the development of oncological and autoimmune diseases and influence the sensitivity of the organism to different infectious agents.
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Affiliation(s)
- Daniil Shevyrev
- Laboratory of Clinical Immunopathology, Research Institute for Fundamental and Clinical Immunology, Novosibirsk, Russia
| | - Valeriy Tereshchenko
- Laboratory of Molecular Immunology, Research Institute for Fundamental and Clinical Immunology, Novosibirsk, Russia
| | - Vladimir Kozlov
- Laboratory of Clinical Immunopathology, Research Institute for Fundamental and Clinical Immunology, Novosibirsk, Russia
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