1
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Murphy QM, Lewis GK, Sajadi MM, Forde JE, Ciupe SM. Understanding antibody magnitude and durability following vaccination against SARS-CoV-2. Math Biosci 2024; 376:109274. [PMID: 39218212 DOI: 10.1016/j.mbs.2024.109274] [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: 05/11/2024] [Revised: 07/14/2024] [Accepted: 08/05/2024] [Indexed: 09/04/2024]
Abstract
Vaccination against severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) results in transient antibody response against the spike protein. The individual immune status at the time of vaccination influences the response. Using mathematical models of antibody decay, we determined the dynamics of serum immunoglobulin G (IgG) and serum immunoglobulin A (IgA) over time. Data fitting to longitudinal IgG and IgA titers was used to quantify differences in antibody magnitude and antibody duration among infection-naïve and infection-positive vaccinees. We found that prior infections result in more durable serum IgG and serum IgA responses, with prior symptomatic infections resulting in the most durable serum IgG response and prior asymptomatic infections resulting in the most durable serum IgA response. These findings can guide vaccine boosting schedules.
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Affiliation(s)
- Quiyana M Murphy
- Department of Mathematics, Virginia Polytechnic Institute and State University, 225 Stanger Street, Blacksburg, 24060, VA, USA; Virginia Tech Center for the Mathematics of Biosystems, Virginia Tech, Blacksburg, VA, USA
| | - George K Lewis
- Institute of Human Virology, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Mohammad M Sajadi
- Institute of Human Virology, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Jonathan E Forde
- Department of Mathematics and Computer Sciences, Hobart and William Smith Colleges, Geneva, NY, USA
| | - Stanca M Ciupe
- Department of Mathematics, Virginia Polytechnic Institute and State University, 225 Stanger Street, Blacksburg, 24060, VA, USA; Virginia Tech Center for the Mathematics of Biosystems, Virginia Tech, Blacksburg, VA, USA.
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2
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Bullock ME, Hogan T, Williams C, Morris S, Nowicka M, Sharjeel M, van Dorp C, Yates AJ, Seddon B. The dynamics and longevity of circulating CD4+ memory T cells depend on cell age and not the chronological age of the host. PLoS Biol 2024; 22:e3002380. [PMID: 39137219 PMCID: PMC11321570 DOI: 10.1371/journal.pbio.3002380] [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: 09/26/2023] [Accepted: 06/24/2024] [Indexed: 08/15/2024] Open
Abstract
Quantifying the kinetics with which memory T cell populations are generated and maintained is essential for identifying the determinants of the duration of immunity. The quality and persistence of circulating CD4 effector memory (TEM) and central memory (TCM) T cells in mice appear to shift with age, but it is unclear whether these changes are driven by the aging host environment, by cell age effects, or both. Here, we address these issues by combining DNA labelling methods, established fate-mapping systems, a novel reporter mouse strain, and mathematical models. Together, these allow us to quantify the dynamics of both young and established circulating memory CD4 T cell subsets, within both young and old mice. We show that that these cells and their descendents become more persistent the longer they reside within the TCM and TEM pools. This behaviour may limit memory CD4 T cell diversity by skewing TCR repertoires towards clones generated early in life, but may also compensate for functional defects in new memory cells generated in old age.
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Affiliation(s)
- M. Elise Bullock
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, New York, United States of America
| | - Thea Hogan
- Institute of Immunity and Transplantation, Division of Infection and Immunity, UCL, Royal Free Hospital, London, United Kingdom
| | - Cayman Williams
- Institute of Immunity and Transplantation, Division of Infection and Immunity, UCL, Royal Free Hospital, London, United Kingdom
| | - Sinead Morris
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, New York, United States of America
| | - Maria Nowicka
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, New York, United States of America
| | - Minahil Sharjeel
- Institute of Immunity and Transplantation, Division of Infection and Immunity, UCL, Royal Free Hospital, London, United Kingdom
| | - Christiaan van Dorp
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, New York, United States of America
| | - Andrew J. Yates
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, New York, United States of America
| | - Benedict Seddon
- Institute of Immunity and Transplantation, Division of Infection and Immunity, UCL, Royal Free Hospital, London, United Kingdom
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3
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Bullock ME, Hogan T, Williams C, Morris S, Nowicka M, Sharjeel M, van Dorp C, Yates AJ, Seddon B. The dynamics and longevity of circulating CD4 + memory T cells depend on cell age and not the chronological age of the host. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.10.16.562650. [PMID: 38948729 PMCID: PMC11212895 DOI: 10.1101/2023.10.16.562650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/02/2024]
Abstract
Quantifying the kinetics with which memory T cell populations are generated and maintained is essential for identifying the determinants of the duration of immunity. The quality and persistence of circulating CD4+ effector memory (TEM) and central memory (TCM) T cells in mice appear to shift with age, but it is unclear whether these changes are driven by the aging host environment, by cell age effects, or both. Here we address these issues by combining DNA labelling methods, established fate-mapping systems, a novel reporter mouse strain, and mathematical models. Together, these allow us to quantify the dynamics of both young and established circulating memory CD4+ T cell subsets, within both young and old mice. We show that that these cells and their descendents become more persistent the longer they reside within the TCM and TEM pools. This behaviour may limit memory CD4 T cell diversity by skewing TCR repertoires towards clones generated early in life, but may also compensate for functional defects in new memory cells generated in old age.
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Affiliation(s)
- M. Elise Bullock
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, 630 West 168th Street, New York, NY 10032, USA
| | - Thea Hogan
- Institute of Immunity and Transplantation, Division of Infection and Immunity, UCL, Royal Free Hospital, Rowland Hill Street, London NW3 2PF, United Kingdom
| | - Cayman Williams
- Institute of Immunity and Transplantation, Division of Infection and Immunity, UCL, Royal Free Hospital, Rowland Hill Street, London NW3 2PF, United Kingdom
| | - Sinead Morris
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, 630 West 168th Street, New York, NY 10032, USA
| | - Maria Nowicka
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, 630 West 168th Street, New York, NY 10032, USA
| | - Minahil Sharjeel
- Institute of Immunity and Transplantation, Division of Infection and Immunity, UCL, Royal Free Hospital, Rowland Hill Street, London NW3 2PF, United Kingdom
| | - Christiaan van Dorp
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, 630 West 168th Street, New York, NY 10032, USA
| | - Andrew J. Yates
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, 630 West 168th Street, New York, NY 10032, USA
| | - Benedict Seddon
- Institute of Immunity and Transplantation, Division of Infection and Immunity, UCL, Royal Free Hospital, Rowland Hill Street, London NW3 2PF, United Kingdom
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4
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Simons BD, Karin O. Tuning of plasma cell lifespan by competition explains the longevity and heterogeneity of antibody persistence. Immunity 2024; 57:600-611.e6. [PMID: 38447570 DOI: 10.1016/j.immuni.2024.02.005] [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: 07/07/2023] [Revised: 01/12/2024] [Accepted: 02/07/2024] [Indexed: 03/08/2024]
Abstract
Plasma cells that emerge after infection or vaccination exhibit heterogeneous lifespans; most survive for days to months, whereas others persist for decades, providing antigen-specific long-term protection. We developed a mathematical framework to explore the dynamics of plasma cell removal and its regulation by survival factors. Analyses of antibody persistence following hepatitis A and B and HPV vaccination revealed specific patterns of longevity and heterogeneity within and between responses, implying that this process is fine-tuned near a critical "flat" state between two dynamic regimes. This critical state reflects the tuning of rates of the underlying regulatory network and is highly sensitive to variation in parameters, which amplifies lifespan differences between cells. We propose that fine-tuning is the generic outcome of competition over shared survival signals, with a competition-based mechanism providing a unifying explanation for a wide range of experimental observations, including the dynamics of plasma cell accumulation and the effects of survival factor deletion. Our theory is testable, and we provide specific predictions.
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Affiliation(s)
- Benjamin D Simons
- Department of Applied Mathematics and Theoretical Physics, Centre for Mathematical Sciences, University of Cambridge, Cambridge CB3 0WA, UK; Wellcome Trust, Cancer Research UK Gurdon Institute, University of Cambridge, Cambridge CB2 1QN, UK; Wellcome Trust-MRC Cambridge Stem Cell Institute, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge CB2 0AW, UK
| | - Omer Karin
- Department of Mathematics, Imperial College London, London SW7 2AZ, UK.
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5
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Kuhn RJ, Barrett ADT, Desilva AM, Harris E, Kramer LD, Montgomery RR, Pierson TC, Sette A, Diamond MS. A Prototype-Pathogen Approach for the Development of Flavivirus Countermeasures. J Infect Dis 2023; 228:S398-S413. [PMID: 37849402 PMCID: PMC10582523 DOI: 10.1093/infdis/jiad193] [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: 02/22/2023] [Accepted: 05/28/2023] [Indexed: 10/19/2023] Open
Abstract
Flaviviruses are a genus within the Flaviviridae family of positive-strand RNA viruses and are transmitted principally through mosquito and tick vectors. These viruses are responsible for hundreds of millions of human infections worldwide per year that result in a range of illnesses from self-limiting febrile syndromes to severe neurotropic and viscerotropic diseases and, in some cases, death. A vaccine against the prototype flavivirus, yellow fever virus, has been deployed for 85 years and is highly effective. While vaccines against some medically important flaviviruses are available, others have proven challenging to develop. The emergence and spread of flaviviruses, including dengue virus and Zika virus, demonstrate their pandemic potential. This review highlights the gaps in knowledge that need to be addressed to allow for the rapid development of vaccines against emerging flaviviruses in the future.
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Affiliation(s)
- Richard J Kuhn
- Department of Biological Sciences, Purdue University, West Lafayette, Indiana, USA
- Purdue Institute of Inflammation, Immunology, and Infectious Disease, Purdue University, West Lafayette, Indiana, USA
| | - Alan D T Barrett
- Department of Pathology, University of Texas Medical Branch, Galveston, Texas, USA
- Sealy Institute for Vaccine Sciences, University of Texas Medical Branch, Galveston, Texas, USA
| | - Aravinda M Desilva
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Eva Harris
- Division of Infectious Diseases and Vaccinology, School of Public Health, University of California Berkeley, Berkeley, California, USA
| | - Laura D Kramer
- School of Public Health, State University of New York at Albany, Albany, New York, USA
| | - Ruth R Montgomery
- Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut, USA
| | - Theodore C Pierson
- Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland, USA
| | - Alessandro Sette
- Division of Vaccine Discovery, La Jolla Institute for Immunology, La Jolla, California, USA
- Department of Medicine, University of California in San Diego, San Diego, California, USA
| | - Michael S Diamond
- Department of Medicine, Washington University School of Medicine, St Louis, Missouri, USA
- Department of Molecular Microbiology and Pathology and Immunology, Washington University School of Medicine, St Louis, Missouri, USA
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6
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Jain A, Sturmlechner I, Weyand CM, Goronzy JJ. Heterogeneity of memory T cells in aging. Front Immunol 2023; 14:1250916. [PMID: 37662959 PMCID: PMC10471982 DOI: 10.3389/fimmu.2023.1250916] [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: 06/30/2023] [Accepted: 08/07/2023] [Indexed: 09/05/2023] Open
Abstract
Immune memory is a requisite and remarkable property of the immune system and is the biological foundation of the success of vaccinations in reducing morbidity from infectious diseases. Some vaccines and infections induce long-lasting protection, but immunity to other vaccines and particularly in older adults rarely persists over long time periods. Failed induction of an immune response and accelerated waning of immune memory both contribute to the immuno-compromised state of the older population. Here we review how T cell memory is influenced by age. T cell memory is maintained by a dynamic population of T cells that are heterogeneous in their kinetic parameters under homeostatic condition and their function. Durability of T cell memory can be influenced not only by the loss of a clonal progeny, but also by broader changes in the composition of functional states and transition of T cells to a dysfunctional state. Genome-wide single cell studies on total T cells have started to provide insights on the influence of age on cell heterogeneity over time. The most striking findings were a trend to progressive effector differentiation and the activation of pro-inflammatory pathways, including the emergence of CD4+ and CD8+ cytotoxic subsets. Genome-wide data on antigen-specific memory T cells are currently limited but can be expected to provide insights on how changes in T cell subset heterogeneity and transcriptome relate to durability of immune protection.
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Affiliation(s)
- Abhinav Jain
- Department of Immunology, Mayo Clinic College of Medicine and Science, Rochester, MN, United States
| | - Ines Sturmlechner
- Department of Immunology, Mayo Clinic College of Medicine and Science, Rochester, MN, United States
| | - Cornelia M. Weyand
- Department of Immunology, Mayo Clinic College of Medicine and Science, Rochester, MN, United States
- Department of Medicine, Division of Rheumatology, Mayo Clinic College of Medicine and Science, Rochester, MN, United States
| | - Jörg J. Goronzy
- Department of Immunology, Mayo Clinic College of Medicine and Science, Rochester, MN, United States
- Department of Medicine, Division of Rheumatology, Mayo Clinic College of Medicine and Science, Rochester, MN, United States
- Robert and Arlene Kogod Center on Aging, Mayo Clinic College of Medicine and Science, Rochester, MN, United States
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7
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Nizharadze T, Becker NB, Höfer T. Quantitating CD8 + T cell memory development. Trends Immunol 2023; 44:519-529. [PMID: 37277233 DOI: 10.1016/j.it.2023.05.004] [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: 04/17/2023] [Revised: 05/03/2023] [Accepted: 05/04/2023] [Indexed: 06/07/2023]
Abstract
In acute immune responses to infection, memory T cells develop that can spawn recall responses. This process has not been observable directly in vivo. Here we highlight the utility of mathematical inference to derive quantitatively testable models of mammalian CD8+ T cell memory development from complex experimental data. Previous inference studies suggested that precursors of memory T cells arise early during the immune response. Recent work has both validated a crucial prediction of this T cell diversification model and refined the model. While multiple developmental routes to distinct memory subsets might exist, a branch point occurs early in proliferating T cell blasts, from which separate differentiation pathways emerge for slowly dividing precursors of re-expandable memory cells and rapidly dividing effectors.
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Affiliation(s)
- Tamar Nizharadze
- Division of Theoretical Systems Biology, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany; Faculty of Biosciences, Heidelberg University, 69120 Heidelberg, Germany
| | - Nils B Becker
- Division of Theoretical Systems Biology, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Thomas Höfer
- Division of Theoretical Systems Biology, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany; Faculty of Biosciences, Heidelberg University, 69120 Heidelberg, Germany.
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8
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Nikas A, Ahmed H, Zarnitsyna VI. Competing Heterogeneities in Vaccine Effectiveness Estimation. ARXIV 2023:arXiv:2305.01737v2. [PMID: 37205263 PMCID: PMC10187365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Understanding waning of vaccine-induced protection is important for both immunology and public health. Population heterogeneities in underlying (pre-vaccination) susceptibility and vaccine response can cause measured vaccine effectiveness (mVE) to change over time even in the absence of pathogen evolution and any actual waning of immune responses. We use a multi-scale agent-based models parameterized using epidemiological and immunological data, to investigate the effect of these heterogeneities on mVE as measured by the hazard ratio. Based on our previous work, we consider waning of antibodies according to a power law and link it to protection in two ways: 1) motivated by correlates of risk data and 2) using a within-host model of stochastic viral extinction. The effect of the heterogeneities is given by concise and understandable formulas, one of which is essentially a generalization of Fisher's fundamental theorem of natural selection to include higher derivatives. Heterogeneity in underlying susceptibility accelerates apparent waning, whereas heterogeneity in vaccine response slows down apparent waning. Our models suggest that heterogeneity in underlying susceptibility is likely to dominate. However, heterogeneity in vaccine response offsets <10% to >100% (median of 29%) of this effect in our simulations. Our methodology and results may be helpful in understanding competing heterogeneities and waning of immunity and vaccine-induced protection. Our study suggests heterogeneity is more likely to 'bias' mVE downwards towards faster waning of immunity but a subtle bias in the opposite direction is also plausible.
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Affiliation(s)
- Ariel Nikas
- Emory University School of Medicine, Department of Microbiology and Immunology, Atlanta, Georgia, United States of America
| | - Hasan Ahmed
- Emory University, Department of Biology, Atlanta, Georgia, United States of America
| | - Veronika I. Zarnitsyna
- Emory University School of Medicine, Department of Microbiology and Immunology, Atlanta, Georgia, United States of America
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9
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De Boer RJ, Yates AJ. Modeling T Cell Fate. Annu Rev Immunol 2023; 41:513-532. [PMID: 37126420 PMCID: PMC11100019 DOI: 10.1146/annurev-immunol-101721-040924] [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] [Indexed: 05/02/2023]
Abstract
Many of the pathways that underlie the diversification of naive T cells into effector and memory subsets, and the maintenance of these populations, remain controversial. In recent years a variety of experimental tools have been developed that allow us to follow the fates of cells and their descendants. In this review we describe how mathematical models provide a natural language for describing the growth, loss, and differentiation of cell populations. By encoding mechanistic descriptions of cell behavior, models can help us interpret these new datasets and reveal the rules underpinning T cell fate decisions, both at steady state and during immune responses.
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Affiliation(s)
- Rob J De Boer
- Theoretical Biology and Bioinformatics, Department of Biology, Utrecht University, Utrecht, The Netherlands;
| | - Andrew J Yates
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA;
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10
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Li J, Reinke S, Shen Y, Schollmeyer L, Liu YC, Wang Z, Hardt S, Hipfl C, Hoffmann U, Frischbutter S, Chang HD, Alexander T, Perka C, Radbruch H, Qin Z, Radbruch A, Dong J. A ubiquitous bone marrow reservoir of preexisting SARS-CoV-2-reactive memory CD4+ T lymphocytes in unexposed individuals. Front Immunol 2022; 13:1004656. [PMID: 36268016 PMCID: PMC9576920 DOI: 10.3389/fimmu.2022.1004656] [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: 07/27/2022] [Accepted: 09/20/2022] [Indexed: 11/23/2022] Open
Abstract
Circulating, blood-borne SARS-CoV-2-reactive memory T cells in persons so far unexposed to SARS-CoV-2 or the vaccines have been described in 20-100% of the adult population. They are credited with determining the efficacy of the immune response in COVID-19. Here, we demonstrate the presence of preexisting memory CD4+ T cells reacting to peptides of the spike, membrane, or nucleocapsid proteins of SARS-CoV-2 in the bone marrow of all 17 persons investigated that had previously not been exposed to SARS-CoV-2 or one of the vaccines targeting it, with only 15 of these persons also having such cells detectable circulating in the blood. The preexisting SARS-CoV-2-reactive memory CD4+ T cells of the bone marrow are abundant and polyfunctional, with the phenotype of central memory T cells. They are tissue-resident, at least in those persons who do not have such cells in the blood, and about 30% of them express CD69. Bone marrow resident SARS-CoV-2-reactive memory CD4+ memory T cells are also abundant in vaccinated persons analyzed 10-168 days after 1°-4° vaccination. Apart from securing the bone marrow, preexisting cross-reactive memory CD4+ T cells may play an important role in shaping the systemic immune response to SARS-CoV-2 and the vaccines, and contribute essentially to the rapid establishment of long-lasting immunity provided by memory plasma cells, already upon primary infection.
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Affiliation(s)
- Jinchan Li
- Cell Biology, Deutsches Rheuma-Forschungszentrum Berlin (DRFZ), Institute of the Leibniz Association, Berlin, Germany
| | - Simon Reinke
- Berlin Brandenburg Center for Regenerative Therapies (BCRT), Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Yu Shen
- Cell Biology, Deutsches Rheuma-Forschungszentrum Berlin (DRFZ), Institute of the Leibniz Association, Berlin, Germany
| | - Lena Schollmeyer
- Cell Biology, Deutsches Rheuma-Forschungszentrum Berlin (DRFZ), Institute of the Leibniz Association, Berlin, Germany
| | - Yuk-Chien Liu
- Cell Biology, Deutsches Rheuma-Forschungszentrum Berlin (DRFZ), Institute of the Leibniz Association, Berlin, Germany
| | - Zixu Wang
- Cell Biology, Deutsches Rheuma-Forschungszentrum Berlin (DRFZ), Institute of the Leibniz Association, Berlin, Germany
| | - Sebastian Hardt
- Center for Musculoskeletal Surgery, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Christian Hipfl
- Center for Musculoskeletal Surgery, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Ute Hoffmann
- Cell Biology, Deutsches Rheuma-Forschungszentrum Berlin (DRFZ), Institute of the Leibniz Association, Berlin, Germany
- Schwiete-Laboratory for Microbiota and Inflammation, Deutsches Rheuma-Forschungszentrum Berlin (DRFZ), Institute of the Leibniz Association, Berlin, Germany
| | - Stefan Frischbutter
- Institute of Allergology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
- Allergology and Immunology, Fraunhofer Institute for Translational Medicine and Pharmacology (ITMP), Berlin, Germany
| | - Hyun-Dong Chang
- Schwiete-Laboratory for Microbiota and Inflammation, Deutsches Rheuma-Forschungszentrum Berlin (DRFZ), Institute of the Leibniz Association, Berlin, Germany
| | - Tobias Alexander
- Department of Rheumatology and Clinical Immunology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Carsten Perka
- Center for Musculoskeletal Surgery, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Helena Radbruch
- Institute of Neuropathology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Zhihai Qin
- Medical Research Center, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Andreas Radbruch
- Cell Biology, Deutsches Rheuma-Forschungszentrum Berlin (DRFZ), Institute of the Leibniz Association, Berlin, Germany
| | - Jun Dong
- Cell Biology, Deutsches Rheuma-Forschungszentrum Berlin (DRFZ), Institute of the Leibniz Association, Berlin, Germany
- *Correspondence: Jun Dong,
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11
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Chang A, Akhtar A, Linderman SL, Lai L, Orellana-Noia VM, Valanparambil R, Ahmed H, Zarnitsyna VI, McCook-Veal AA, Switchenko JM, Koff JL, Blum KA, Ayers AA, O'Leary CB, Churnetski MC, Sulaiman S, Kives M, Sheng P, Davis CW, Nooka AK, Antia R, Dhodapkar MV, Suthar MS, Cohen JB, Ahmed R. Humoral Responses Against SARS-CoV-2 and Variants of Concern After mRNA Vaccines in Patients With Non-Hodgkin Lymphoma and Chronic Lymphocytic Leukemia. J Clin Oncol 2022; 40:3020-3031. [PMID: 35436146 PMCID: PMC9470134 DOI: 10.1200/jco.22.00088] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 02/22/2022] [Accepted: 03/25/2022] [Indexed: 01/12/2023] Open
Abstract
PURPOSE Patients with non-Hodgkin lymphoma including chronic lymphocytic leukemia (NHL/CLL) are at higher risk of severe SARS-CoV-2 infection. We investigated vaccine-induced antibody responses in patients with NHL/CLL against the original SARS-CoV-2 strain and variants of concern including B.1.167.2 (Delta) and B.1.1.529 (Omicron). MATERIALS AND METHODS Blood from 121 patients with NHL/CLL receiving two doses of vaccine were collected longitudinally. Antibody binding against the full-length spike protein, the receptor-binding, and N-terminal domains of the original strain and of variants was measured using a multiplex assay. Live-virus neutralization against Delta, Omicron, and the early WA1/2020 strains was measured using a focus reduction neutralization test. B cells were measured by flow cytometry. Correlation between vaccine response and clinical factors was determined. RESULTS Mean anti-SARS-CoV-2 spike immunoglobulin G-binding titers were 85-fold lower in patients with NHL/CLL compared with healthy controls, with seroconversion occurring in only 67% of patients. Neutralization titers were also lower and correlated with binding titers (P < .0001). Treatment with anti-CD20-directed therapies within 1 year resulted in 136-fold lower binding titers. Peripheral blood B-cell count also correlated with vaccine response. At 3 months from last anti-CD20-directed therapy, B-cell count ≥ 4.31/μL blood around the time of vaccination predicted response (OR 7.46, P = .04). Antibody responses also correlated with age. Importantly, neutralization titers against Delta and Omicron were reduced six- and 42-fold, respectively, with 67% of patients seropositive for WA1/2020 exhibiting seronegativity for Omicron. CONCLUSION Antibody binding and live-virus neutralization against SARS-CoV-2 and its variants of concern including Delta and Omicron were substantially lower in patients with NHL/CLL compared with healthy vaccinees. Anti-CD20-directed therapy < 1 year before vaccination and number of circulating B cells strongly predict vaccine response.
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Affiliation(s)
- Andres Chang
- Department of Hematology and Medical Oncology, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA
- Emory Vaccine Center, Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, GA
| | - Akil Akhtar
- Emory Vaccine Center, Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, GA
| | - Susanne L. Linderman
- Emory Vaccine Center, Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, GA
| | - Lilin Lai
- Emory Vaccine Center, Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, GA
- Department of Pediatrics, Emory University Schools of Medicine, Atlanta, GA
- Yerkes National Primate Research Center, Atlanta, GA
| | - Victor M. Orellana-Noia
- Department of Hematology and Medical Oncology, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA
| | - Rajesh Valanparambil
- Emory Vaccine Center, Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, GA
| | - Hasan Ahmed
- Emory Vaccine Center, Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, GA
- Department of Biology, Emory University, Atlanta, GA
| | - Veronika I. Zarnitsyna
- Emory Vaccine Center, Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, GA
- Department of Biology, Emory University, Atlanta, GA
| | - Ashley A. McCook-Veal
- Department of Biostatistics and Bioinformatics, Rollins School of Public Health, Emory University, Atlanta, GA
| | - Jeffrey M. Switchenko
- Department of Biostatistics and Bioinformatics, Rollins School of Public Health, Emory University, Atlanta, GA
| | - Jean L. Koff
- Department of Hematology and Medical Oncology, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA
| | - Kristie A. Blum
- Department of Hematology and Medical Oncology, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA
| | - Amy A. Ayers
- Department of Hematology and Medical Oncology, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA
- Department of Lymphoma and Myeloma, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Colin B. O'Leary
- Department of Hematology and Medical Oncology, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA
| | - Michael C. Churnetski
- Department of Hematology and Medical Oncology, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA
| | - Shahana Sulaiman
- Department of Hematology and Medical Oncology, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA
| | - Melissa Kives
- Department of Hematology and Medical Oncology, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA
| | - Preston Sheng
- Emory Vaccine Center, Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, GA
| | - Carl W. Davis
- Emory Vaccine Center, Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, GA
| | - Ajay K. Nooka
- Department of Hematology and Medical Oncology, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA
| | - Rustom Antia
- Emory Vaccine Center, Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, GA
- Department of Biology, Emory University, Atlanta, GA
| | - Madhav V. Dhodapkar
- Department of Hematology and Medical Oncology, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA
| | - Mehul S. Suthar
- Emory Vaccine Center, Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, GA
- Department of Pediatrics, Emory University Schools of Medicine, Atlanta, GA
| | - Jonathon B. Cohen
- Department of Hematology and Medical Oncology, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA
| | - Rafi Ahmed
- Emory Vaccine Center, Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, GA
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