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Chen W, Hong SH, Jenks SA, Anam FA, Tipton CM, Woodruff MC, Hom JR, Cashman KS, Faliti CE, Wang X, Kyu S, Wei C, Scharer CD, Mi T, Hicks S, Hartson L, Nguyen DC, Khosroshahi A, Lee S, Wang Y, Bugrovsky R, Ishii Y, Lee FEH, Sanz I. Distinct transcriptomes and autocrine cytokines underpin maturation and survival of antibody-secreting cells in systemic lupus erythematosus. Nat Commun 2024; 15:1899. [PMID: 38429276 PMCID: PMC10907730 DOI: 10.1038/s41467-024-46053-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Accepted: 02/09/2024] [Indexed: 03/03/2024] Open
Abstract
Systemic lupus erythematosus (SLE) is an autoimmune disease characterized by multiple autoantibody types, some of which are produced by long-lived plasma cells (LLPC). Active SLE generates increased circulating antibody-secreting cells (ASC). Here, we examine the phenotypic, molecular, structural, and functional features of ASC in SLE. Relative to post-vaccination ASC in healthy controls, circulating blood ASC from patients with active SLE are enriched with newly generated mature CD19-CD138+ ASC, similar to bone marrow LLPC. ASC from patients with SLE displayed morphological features of premature maturation and a transcriptome epigenetically initiated in SLE B cells. ASC from patients with SLE exhibited elevated protein levels of CXCR4, CXCR3 and CD138, along with molecular programs that promote survival. Furthermore, they demonstrate autocrine production of APRIL and IL-10, which contributed to their prolonged in vitro survival. Our work provides insight into the mechanisms of generation, expansion, maturation and survival of SLE ASC.
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Affiliation(s)
- Weirong Chen
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - So-Hee Hong
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
- Department of Microbiology, Ewha Womans University, Seoul, Republic of Korea
| | - Scott A Jenks
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Fabliha A Anam
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Christopher M Tipton
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Matthew C Woodruff
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Jennifer R Hom
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Kevin S Cashman
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Caterina Elisa Faliti
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Xiaoqian Wang
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Shuya Kyu
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, School of Medicine, Emory University, Atlanta, GA, USA
| | - Chungwen Wei
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Christopher D Scharer
- Department of Microbiology and Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Tian Mi
- Department of Microbiology and Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Sakeenah Hicks
- Department of Microbiology and Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Louise Hartson
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Doan C Nguyen
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, School of Medicine, Emory University, Atlanta, GA, USA
| | - Arezou Khosroshahi
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Saeyun Lee
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Youliang Wang
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Regina Bugrovsky
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Yusho Ishii
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - F Eun-Hyung Lee
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, School of Medicine, Emory University, Atlanta, GA, USA.
| | - Ignacio Sanz
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA.
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Chen W, Hong SH, Jenks SA, Anam FA, Tipton CM, Woodruff MC, Hom JR, Cashman KS, Faliti CE, Wang X, Kyu S, Wei C, Scharer CD, Mi T, Hicks S, Hartson L, Nguyen DC, Khosroshahi A, Lee S, Wang Y, Bugrovsky R, Ishii Y, Lee FEH, Sanz I. SLE Antibody-Secreting Cells Are Characterized by Enhanced Peripheral Maturation and Survival Programs. Res Sq 2023:rs.3.rs-3016327. [PMID: 37461641 PMCID: PMC10350208 DOI: 10.21203/rs.3.rs-3016327/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/23/2023]
Abstract
Systemic Lupus Erythematosus (SLE) is an autoimmune disease characterized by multiple autoantibodies, some of which are present in high titers in a sustained, B cell-independent fashion consistent with their generation from long-lived plasma cells (LLPC). Active SLE displays high numbers of circulating antibody-secreting cells (ASC). Understanding the mechanisms of generation and survival of SLE ASC would contribute important insight into disease pathogenesis and novel targeted therapies. We studied the properties of SLE ASC through a systematic analysis of their phenotypic, molecular, structural, and functional features. Our results indicate that in active SLE, relative to healthy post-immunization responses, blood ASC contain a much larger fraction of newly generated mature CD19- CD138+ ASC similar to bone marrow (BM) LLPC. SLE ASC were characterized by morphological and structural features of premature maturation. Additionally, SLE ASC express high levels of CXCR4 and CD138, and molecular programs consistent with increased longevity based on pro-survival and attenuated pro-apoptotic pathways. Notably, SLE ASC demonstrate autocrine production of APRIL and IL-10 and experience prolonged in vitro survival. Combined, our findings indicate that SLE ASC are endowed with enhanced peripheral maturation, survival and BM homing potential suggesting that these features likely underlie BM expansion of autoreactive PC.
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Affiliation(s)
- Weirong Chen
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - So-Hee Hong
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Scott A. Jenks
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Fabliha A. Anam
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Christopher M. Tipton
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Matthew C. Woodruff
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Jennifer R. Hom
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Kevin S. Cashman
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Caterina Elisa Faliti
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Xiaoqian Wang
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Shuya Kyu
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, School of Medicine, Emory University, Atlanta, GA, USA
| | - Chungwen Wei
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Christopher D. Scharer
- Department of Microbiology and Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Tian Mi
- Department of Microbiology and Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Sakeenah Hicks
- Department of Microbiology and Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Louise Hartson
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Doan C. Nguyen
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, School of Medicine, Emory University, Atlanta, GA, USA
| | - Arezou Khosroshahi
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Saeyun Lee
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Youliang Wang
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Regina Bugrovsky
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - Yusho Ishii
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
| | - F. Eun-Hyung Lee
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, School of Medicine, Emory University, Atlanta, GA, USA
| | - Ignacio Sanz
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, School of Medicine, Emory University, Atlanta, GA, USA
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Faliti CE, Anam FA, Cheedarla N, Woodruff MC, Usman SY, Runnstrom MC, Van TT, Kyu S, Ahmed H, Morrison-Porter A, Quehl H, Haddad NS, Chen W, Cheedarla S, Neish AS, Roback JD, Antia R, Khosroshahi A, Lee FEH, Sanz I. Poor immunogenicity upon SARS-CoV-2 mRNA vaccinations in autoimmune SLE patients is associated with pronounced EF-mediated responses and anti-BAFF/Belimumab treatment. medRxiv 2023:2023.06.08.23291159. [PMID: 37398319 PMCID: PMC10312827 DOI: 10.1101/2023.06.08.23291159] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
Novel mRNA vaccines have resulted in a reduced number of SARS-CoV-2 infections and hospitalizations. Yet, there is a paucity of studies regarding their effectiveness on immunocompromised autoimmune subjects. In this study, we enrolled subjects naïve to SARS-CoV-2 infections from two cohorts of healthy donors (HD, n=56) and systemic lupus erythematosus (SLE, n=69). Serological assessments of their circulating antibodies revealed a significant reduction of potency and breadth of neutralization in the SLE group, only partially rescued by a 3rd booster dose. Immunological memory responses in the SLE cohort were characterized by a reduced magnitude of spike-reactive B and T cell responses that were strongly associated with poor seroconversion. Vaccinated SLE subjects were defined by a distinct expansion and persistence of a DN2 spike-reactive memory B cell pool and a contraction of spike-specific memory cTfh cells, contrasting with the sustained germinal center (GC)-driven activity mediated by mRNA vaccination in the healthy population. Among the SLE-associated factors that dampened the vaccine responses, treatment with the monoclonal antibody anti-BAFF/Belimumab (a lupus FDA-approved B cell targeting agent) profoundly affected the vaccine responsiveness by restricting the de novo B cell responses and promoting stronger extra-follicular (EF)-mediated responses that were associated with poor immunogenicity and impaired immunological memory. In summary, this study interrogates antigen-specific responses and characterized the immune cell landscape associated with mRNA vaccination in SLE. The identification of factors associated with reduced vaccine efficacy illustrates the impact of SLE B cell biology on mRNA vaccine responses and provides guidance for the management of boosters and recall vaccinations in SLE patients according to their disease endotype and modality of treatment.
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Affiliation(s)
- Caterina E. Faliti
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
- Emory Autoimmunity Center of Excellence, Emory University, Atlanta, GA, USA
| | - Fabliha A. Anam
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
- Emory Autoimmunity Center of Excellence, Emory University, Atlanta, GA, USA
| | - Narayanaiah Cheedarla
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Matthew C. Woodruff
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
- Emory Autoimmunity Center of Excellence, Emory University, Atlanta, GA, USA
| | - Sabeena Y. Usman
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
- Emory Autoimmunity Center of Excellence, Emory University, Atlanta, GA, USA
| | - Martin C. Runnstrom
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
| | - Trinh T.P. Van
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
- Emory Autoimmunity Center of Excellence, Emory University, Atlanta, GA, USA
| | - Shuya Kyu
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
| | - Hasan Ahmed
- Department of Biology, Emory University, Atlanta, GA 30322, USA
| | - Andrea Morrison-Porter
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Hannah Quehl
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
| | - Natalie S. Haddad
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
- MicroB-plex, Atlanta, GA, USA
| | | | - Suneethamma Cheedarla
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Andrew S. Neish
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - John D. Roback
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Rustom Antia
- Department of Biology, Emory University, Atlanta, GA 30322, USA
| | - Arezou Khosroshahi
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
- Emory Autoimmunity Center of Excellence, Emory University, Atlanta, GA, USA
| | - F. Eun-Hyung Lee
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
| | - Ignacio Sanz
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
- Emory Autoimmunity Center of Excellence, Emory University, Atlanta, GA, USA
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4
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Ramonell RP, Brown M, Woodruff MC, Levy JM, Wise SK, DelGaudio J, Duan M, Saney CL, Kyu S, Cashman KS, Hom JR, Fucile CF, Rosenberg AF, Tipton CM, Sanz I, Gibson GC, Lee FEH. Single-cell analysis of human nasal mucosal IgE antibody secreting cells reveals a newly minted phenotype. Mucosal Immunol 2023; 16:287-301. [PMID: 36931600 DOI: 10.1016/j.mucimm.2023.02.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Revised: 12/27/2022] [Accepted: 02/24/2023] [Indexed: 03/17/2023]
Abstract
Immunoglobulin (Ig) E is central to the pathogenesis of allergic conditions, including allergic fungal rhinosinusitis. However, little is known about IgE antibody secreting cells (ASCs). We performed single-cell RNA sequencing from cluster of differentiation (CD)19+ and CD19- ASCs of nasal polyps from patients with allergic fungal rhinosinusitis (n = 3). Nasal polyps were highly enriched in CD19+ ASCs. Class-switched IgG and IgA ASCs were dominant (95.8%), whereas IgE ASCs were rare (2%) and found only in the CD19+ compartment. Through Ig gene repertoire analysis, IgE ASCs shared clones with IgD-CD27- "double-negative" B cells, IgD+CD27+ unswitched memory B cells, and IgD-CD27+ switched memory B cells, suggesting ontogeny from both IgD+ and memory B cells. Transcriptionally, mucosal IgE ASCs upregulate pathways related to antigen presentation, chemotaxis, B cell receptor stimulation, and survival compared with non-IgE ASCs. Additionally, IgE ASCs have a higher expression of genes encoding lysosomal-associated protein transmembrane 5 (LAPTM5) and CD23, as well as upregulation of CD74 (receptor for macrophage inhibitory factor), store-operated Calcium entry-associated regulatory factor (SARAF), and B cell activating factor receptor (BAFFR), which resemble an early minted ASC phenotype. Overall, these findings reinforce the paradigm that human ex vivo mucosal IgE ASCs have a more immature plasma cell phenotype than other class-switched mucosal ASCs and suggest unique functional roles for mucosal IgE ASCs in concert with Ig secretion.
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Affiliation(s)
- Richard P Ramonell
- Department of Medicine, Division of Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | | | - Matthew C Woodruff
- Emory Autoimmunity Center of Excellence, Emory University, Atlanta, Georgia, USA; Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, Georgia, USA
| | - Joshua M Levy
- Department of Otolaryngology - Head and Neck Surgery, Emory University, Atlanta, Georgia, USA
| | - Sarah K Wise
- Department of Otolaryngology - Head and Neck Surgery, Emory University, Atlanta, Georgia, USA
| | - John DelGaudio
- Department of Otolaryngology - Head and Neck Surgery, Emory University, Atlanta, Georgia, USA
| | - Meixue Duan
- Georgia Institute of Technology, Atlanta, Georgia, USA
| | - Celia L Saney
- College of Veterinary Medicine, University of Georgia, Athens, Georgia, USA
| | - Shuya Kyu
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, Georgia, USA
| | - Kevin S Cashman
- Emory Autoimmunity Center of Excellence, Emory University, Atlanta, Georgia, USA; Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, Georgia, USA
| | - Jennifer R Hom
- Emory Autoimmunity Center of Excellence, Emory University, Atlanta, Georgia, USA; Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, Georgia, USA
| | - Christopher F Fucile
- Department of Microbiology, University of Alabama at Birmingham, Birmingham, Alabama, USA; Informatics Institute, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Alexander F Rosenberg
- Department of Microbiology, University of Alabama at Birmingham, Birmingham, Alabama, USA; Informatics Institute, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Christopher M Tipton
- Emory Autoimmunity Center of Excellence, Emory University, Atlanta, Georgia, USA; Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, Georgia, USA
| | - Ignacio Sanz
- Emory Autoimmunity Center of Excellence, Emory University, Atlanta, Georgia, USA; Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, Georgia, USA
| | | | - F Eun-Hyung Lee
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, Georgia, USA.
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Kyu S, Ramonell RP, Kuruvilla M, Kraft CS, Wang YF, Falsey AR, Walsh EE, Daiss JL, Paulos S, Rajam G, Wu H, Velusamy S, Lee FEH. Diagnosis of Streptococcus pneumoniae infection using circulating antibody secreting cells. PLoS One 2021; 16:e0259644. [PMID: 34767590 PMCID: PMC8589192 DOI: 10.1371/journal.pone.0259644] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2021] [Accepted: 10/22/2021] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND Streptococcus pneumoniae infections cause morbidity and mortality worldwide. A rapid, simple diagnostic method could reduce the time needed to introduce definitive therapy potentially improving patient outcomes. METHODS We introduce two new methods for diagnosing S. pneumoniae infections by measuring the presence of newly activated, pathogen-specific, circulating Antibody Secreting Cells (ASC). First, ASC were detected by ELISpot assays that measure cells secreting antibodies specific for signature antigens. Second, the antibodies secreted by isolated ASC were collected in vitro in a novel matrix, MENSA (media enriched with newly synthesized antibodies) and antibodies against S. pneumoniae antigens were measured using Luminex immunoassays. Each assay was evaluated using blood from S. pneumoniae and non-S. pneumoniae-infected adult patients. RESULTS We enrolled 23 patients with culture-confirmed S. pneumoniae infections and 24 controls consisting of 12 non-S. pneumoniae infections, 10 healthy donors and two colonized with S. pneumoniae. By ELISpot assays, twenty-one of 23 infected patients were positive, and all 24 controls were negative. Using MENSA samples, four of five S. pneumoniae-infected patients were positive by Luminex immunoassays while all five non-S. pneumoniae-infected patients were negative. CONCLUSION Specific antibodies produced by activated ASC may provide a simple diagnostic for ongoing S. pneumoniae infections. This method has the potential to diagnose acute bacterial infections.
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Affiliation(s)
- Shuya Kyu
- Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, United States of America
| | - Richard P. Ramonell
- Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, United States of America
| | - Merin Kuruvilla
- Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, United States of America
| | - Colleen S. Kraft
- Division of Infectious Diseases, Department of Medicine, Emory University, Atlanta, Georgia, United States of America
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia, United States of America
| | - Yun F. Wang
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia, United States of America
| | - Ann R. Falsey
- Division of Infectious Diseases, Department of Medicine, University of Rochester Medical Center, Rochester, New York, United States of America
- Rochester General Hospital, Rochester, New York, United States of America
| | - Edward E. Walsh
- Division of Infectious Diseases, Department of Medicine, University of Rochester Medical Center, Rochester, New York, United States of America
- Rochester General Hospital, Rochester, New York, United States of America
| | - John L. Daiss
- Center for Musculoskeletal Research and Department of Orthopaedics, University of Rochester Medical Center, Rochester, New York, United States of America
- MicroB-plex, Inc., Atlanta, Georgia, United States of America
| | - Simon Paulos
- Merck & Co., Inc., Kenilworth, New Jersey, United States of America
| | | | - Hao Wu
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, Georgia, United States of America
| | - Srinivasan Velusamy
- Division of Bacterial Diseases, National Center for Infectious Diseases, Centers for Disease Control and Prevention, Atlanta, Georgia, United States of America
| | - F. Eun-Hyung Lee
- Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, United States of America
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6
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Ramirez K, Kyu S, Nguyen D, Han SY, Lee YL, Bradley J, Randall T, Sanz I, Lee FEH, Sulchek T. Heterofunctional Particles as Single Cell Sensors to Capture Secreted Immunoglobulins and Isolate Antigen-Specific Antibody Secreting Cells. Adv Healthc Mater 2021; 10:e2001947. [PMID: 34160143 DOI: 10.1002/adhm.202001947] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2020] [Revised: 04/05/2021] [Indexed: 01/13/2023]
Abstract
Isolating cells based on their secreted proteins remain a challenge. The authors demonstrate a capacity for high throughput single-cell protein secretion analysis and isolation based on heterofunctional particles combined with fluorescence activated cell sorting (FACS). The workflow shows that antibody secreting cells (ASCs) specific for the H1 protein from influenza virus can be isolated from B cells. The workflow consists of incubating anti-CD27 particles with the ASCs, capturing locally secreted immunoglobulins with Protein G on the particles, and identifying immunoglobulins specific to H1 via fluorescent labeled antigens followed by FACS to enrich antigen-specific ASCs. Two particles designs, Janus and mixed, are tested with hybridoma cells. Mixed particles are found to improve antibody collection, while Janus particles are found to bind target cells more effectively. Targeted hybridoma cells in coculture with non-specific hybridoma cells are identified with a sensitivity of 96% and specificity of 98%. Heterofunctional particles are used to capture ASCs that secrete antibodies specific for influenza virus from B cells from healthy adults isolated from blood after vaccination. Positive H1-tetramer sorted ASCs are validated using single ASC cultures and identify 23/56 cells specific for H1 demonstrating 164-fold enrichment from total B cells and 14.6-fold enrichment from total ASCs.
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Affiliation(s)
- Katily Ramirez
- Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, GA, 30332, USA
| | - Shuya Kyu
- Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, GA, 30332, USA
| | - Doan Nguyen
- Lowance Center for Human Immunology, Emory University, Atlanta, GA, 30332, USA
| | - So-Yun Han
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, 30332, USA
| | - Ye Lim Lee
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, 30332, USA
| | - John Bradley
- Division of Clinical Immunology and Rheumatology, University of Alabama at Birmingham, Birmingham, AL, 35487, USA
| | - Troy Randall
- Division of Clinical Immunology and Rheumatology, University of Alabama at Birmingham, Birmingham, AL, 35487, USA
| | - Ignacio Sanz
- Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, GA, 30332, USA
| | - Frances Eun-Hyung Lee
- Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, GA, 30332, USA
| | - Todd Sulchek
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, 30332, USA
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, 30332, USA
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7
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Woodruff MC, Ramonell RP, Saini AS, Haddad NS, Anam FA, Rudolph ME, Bugrovsky R, Hom J, Cashman KS, Nguyen DC, Kyu S, Piazza M, Tipton CM, Jenks SA, Lee FEH, Sanz I. Relaxed peripheral tolerance drives broad de novo autoreactivity in severe COVID-19. medRxiv 2021. [PMID: 33106819 DOI: 10.1101/2020.10.21.20216192] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
An emerging feature of COVID-19 is the identification of autoreactivity in patients with severe disease that may contribute to disease pathology, however the origin and resolution of these responses remain unclear. Previously, we identified strong extrafollicular B cell activation as a shared immune response feature between both severe COVID-19 and patients with advanced rheumatic disease. In autoimmune settings, this pathway is associated with relaxed peripheral tolerance in the antibody secreting cell compartment and the generation of de novo autoreactive responses. Investigating these responses in COVID-19, we performed single-cell repertoire analysis on 7 patients with severe disease. In these patients, we identify the expansion of a low-mutation IgG1 fraction of the antibody secreting cell compartment that are not memory derived, display low levels of selective pressure, and are enriched for autoreactivity-prone IGHV4-34 expression. Within this compartment, we identify B cell lineages that display specificity to both SARS-CoV-2 and autoantigens, including pathogenic autoantibodies against glomerular basement membrane, and describe progressive, broad, clinically relevant autoreactivity within these patients correlated with disease severity. Importantly, we identify anti-carbamylated protein responses as a common hallmark and candidate biomarker of broken peripheral tolerance in severe COVID-19. Finally, we identify the contraction of this pathway upon recovery, and re-establishment of tolerance standards coupled with a concomitant loss of acute-derived ASCs irrespective of antigen specificity. In total, this study reveals the origins, breadth, and resolution of acute-phase autoreactivity in severe COVID-19, with significant implications in both early interventions and potential treatment of patients with post-COVID sequelae.
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8
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Haddad NS, Nguyen DC, Kuruvilla ME, Morrison-Porter A, Anam F, Cashman KS, Ramonell RP, Kyu S, Saini AS, Cabrera-Mora M, Derrico A, Alter D, Roback JD, Horwath M, O’Keefe JB, Wu HM, Wong AKI, Dretler AW, Gripaldo R, Lane AN, Wu H, Chu HY, Lee S, Hernandez M, Engineer V, Varghese J, Patel R, Jalal A, French V, Guysenov I, Lane CE, Mengistsu T, Normile KE, Mnzava O, Le S, Sanz I, Daiss JL, Lee FEH. One-Stop Serum Assay Identifies COVID-19 Disease Severity and Vaccination Responses. Immunohorizons 2021; 5:322-335. [PMID: 34001652 PMCID: PMC9190970 DOI: 10.4049/immunohorizons.2100011] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Accepted: 02/26/2021] [Indexed: 01/13/2023] Open
Abstract
SARS-CoV-2 has caused over 100,000,000 cases and almost 2,500,000 deaths globally. Comprehensive assessment of the multifaceted antiviral Ab response is critical for diagnosis, differentiation of severity, and characterization of long-term immunity, especially as COVID-19 vaccines become available. Severe disease is associated with early, massive plasmablast responses. We developed a multiplex immunoassay from serum/plasma of acutely infected and convalescent COVID-19 patients and prepandemic and postpandemic healthy adults. We measured IgA, IgG, and/or IgM against SARS-CoV-2 nucleocapsid (N), spike domain 1 (S1), S1-receptor binding domain (RBD) and S1-N-terminal domain. For diagnosis, the combined [IgA + IgG + IgM] or IgG levels measured for N, S1, and S1-RBD yielded area under the curve values ≥0.90. Virus-specific Ig levels were higher in patients with severe/critical compared with mild/moderate infections. A strong prozone effect was observed in sera from severe/critical patients-a possible source of underestimated Ab concentrations in previous studies. Mild/moderate patients displayed a slower rise and lower peak in anti-N and anti-S1 IgG levels compared with severe/critical patients, but anti-RBD IgG and neutralization responses reached similar levels at 2-4 mo after symptom onset. Measurement of the Ab responses in sera from 18 COVID-19-vaccinated patients revealed specific responses for the S1-RBD Ag and none against the N protein. This highly sensitive, SARS-CoV-2-specific, multiplex immunoassay measures the magnitude, complexity, and kinetics of the Ab response and can distinguish serum Ab responses from natural SARS-CoV-2 infections (mild or severe) and mRNA COVID-19 vaccines.
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Affiliation(s)
- Natalie S. Haddad
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA;,MicroB-plex, Inc., Atlanta, GA
| | - Doan C. Nguyen
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA
| | - Merin E. Kuruvilla
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA
| | - Andrea Morrison-Porter
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA;,MicroB-plex, Inc., Atlanta, GA
| | - Fabliha Anam
- Division of Rheumatology, Department of Medicine, Emory University, Atlanta, GA
| | - Kevin S. Cashman
- Division of Rheumatology, Department of Medicine, Emory University, Atlanta, GA;,Lowance Center for Human Immunology, Emory University, Atlanta, GA
| | - Richard P. Ramonell
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA
| | - Shuya Kyu
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA
| | - Ankur Singh Saini
- Division of Rheumatology, Department of Medicine, Emory University, Atlanta, GA;,Lowance Center for Human Immunology, Emory University, Atlanta, GA
| | - Monica Cabrera-Mora
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA
| | - Andrew Derrico
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA
| | - David Alter
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA
| | - John D. Roback
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA
| | - Michael Horwath
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA
| | - James B. O’Keefe
- Division of Primary Care, Department of Medicine, Emory University, Atlanta, GA
| | - Henry M. Wu
- Division of Infectious Diseases, Department of Medicine, Emory University, Atlanta, GA
| | - An-Kwok Ian Wong
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA
| | | | - Ria Gripaldo
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA
| | - Andrea N. Lane
- Department of Biostatistics and Bioinformatics, Emory University Atlanta, GA
| | - Hao Wu
- Department of Biostatistics and Bioinformatics, Emory University Atlanta, GA
| | - Helen Y. Chu
- Department of Medicine, University of Washington, Seattle, WA
| | - Saeyun Lee
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA;,Division of Rheumatology, Department of Medicine, Emory University, Atlanta, GA
| | - Mindy Hernandez
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA;,Division of Rheumatology, Department of Medicine, Emory University, Atlanta, GA
| | - Vanessa Engineer
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA;,Division of Rheumatology, Department of Medicine, Emory University, Atlanta, GA
| | - John Varghese
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA;,Division of Rheumatology, Department of Medicine, Emory University, Atlanta, GA
| | - Rahul Patel
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA;,Division of Rheumatology, Department of Medicine, Emory University, Atlanta, GA
| | - Anum Jalal
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA;,Division of Rheumatology, Department of Medicine, Emory University, Atlanta, GA
| | - Victoria French
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA
| | - Ilya Guysenov
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA
| | - Christopher E. Lane
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA
| | - Tesfaye Mengistsu
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA
| | | | - Onike Mnzava
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA
| | - Sang Le
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA;,Division of Rheumatology, Department of Medicine, Emory University, Atlanta, GA;,Lowance Center for Human Immunology, Emory University, Atlanta, GA
| | - Ignacio Sanz
- Division of Rheumatology, Department of Medicine, Emory University, Atlanta, GA;,Lowance Center for Human Immunology, Emory University, Atlanta, GA
| | | | - F. Eun-Hyung Lee
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, GA;,Lowance Center for Human Immunology, Emory University, Atlanta, GA
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9
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Haddad NS, Nguyen DC, Kuruvilla ME, Morrison-Porter A, Anam F, Cashman KS, Ramonell RP, Kyu S, Saini AS, Cabrera-Mora M, Derrico A, Alter D, Roback JD, Horwath M, O'Keefe JB, Wu HM, Ian Wong AK, Dretler AW, Gripaldo R, Lane AN, Wu H, Lee S, Hernandez M, Engineer V, Varghese J, Le S, Sanz I, Daiss JL, Eun-Hyung Lee F. Elevated SARS-CoV-2 Antibodies Distinguish Severe Disease in Early COVID-19 Infection. bioRxiv 2020. [PMID: 33299998 DOI: 10.1101/2020.12.04.410589] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Background SARS-CoV-2 has caused over 36,000,000 cases and 1,000,000 deaths globally. Comprehensive assessment of the multifaceted anti-viral antibody response is critical for diagnosis, differentiation of severe disease, and characterization of long-term immunity. Initial observations suggest that severe disease is associated with higher antibody levels and greater B cell/plasmablast responses. A multi-antigen immunoassay to define the complex serological landscape and clinical associations is essential. Methods We developed a multiplex immunoassay and evaluated serum/plasma from adults with RT-PCR-confirmed SARS-CoV-2 infections during acute illness (N=52) and convalescence (N=69); and pre-pandemic (N=106) and post-pandemic (N=137) healthy adults. We measured IgA, IgG, and/or IgM against SARS-CoV-2 Nucleocapsid (N), Spike domain 1 (S1), receptor binding domain (S1-RBD) and S1-N-terminal domain (S1-NTD). Results To diagnose infection, the combined [IgA+IgG+IgM] or IgG for N, S1, and S1-RBD yielded AUC values -0.90 by ROC curves. From days 6-30 post-symptom onset, the levels of antigen-specific IgG, IgA or [IgA+IgG+IgM] were higher in patients with severe/critical compared to mild/moderate infections. Consistent with excessive concentrations of antibodies, a strong prozone effect was observed in sera from severe/critical patients. Notably, mild/moderate patients displayed a slower rise and lower peak in anti-N and anti-S1 IgG levels compared to severe/critical patients, but anti-RBD IgG and neutralization responses reached similar levels at 2-4 months. Conclusion This SARS-CoV-2 multiplex immunoassay measures the magnitude, complexity and kinetics of the antibody response against multiple viral antigens. The IgG and combined-isotype SARS-CoV-2 multiplex assay is highly diagnostic of acute and convalescent disease and may prognosticate severity early in illness. One Sentence Summary In contrast to patients with moderate infections, those with severe COVID-19 develop prominent, early antibody responses to S1 and N proteins.
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10
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Woodruff MC, Ramonell RP, Nguyen DC, Cashman KS, Saini AS, Haddad NS, Ley AM, Kyu S, Howell JC, Ozturk T, Lee S, Suryadevara N, Case JB, Bugrovsky R, Chen W, Estrada J, Morrison-Porter A, Derrico A, Anam FA, Sharma M, Wu HM, Le SN, Jenks SA, Tipton CM, Staitieh B, Daiss JL, Ghosn E, Diamond MS, Carnahan RH, Crowe JE, Hu WT, Lee FEH, Sanz I. Extrafollicular B cell responses correlate with neutralizing antibodies and morbidity in COVID-19. Nat Immunol 2020; 21:1506-1516. [PMID: 33028979 PMCID: PMC7739702 DOI: 10.1038/s41590-020-00814-z] [Citation(s) in RCA: 448] [Impact Index Per Article: 112.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Accepted: 09/16/2020] [Indexed: 12/15/2022]
Abstract
A wide spectrum of clinical manifestations has become a hallmark of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) COVID-19 pandemic, although the immunological underpinnings of diverse disease outcomes remain to be defined. We performed detailed characterization of B cell responses through high-dimensional flow cytometry to reveal substantial heterogeneity in both effector and immature populations. More notably, critically ill patients displayed hallmarks of extrafollicular B cell activation and shared B cell repertoire features previously described in autoimmune settings. Extrafollicular activation correlated strongly with large antibody-secreting cell expansion and early production of high concentrations of SARS-CoV-2-specific neutralizing antibodies. Yet, these patients had severe disease with elevated inflammatory biomarkers, multiorgan failure and death. Overall, these findings strongly suggest a pathogenic role for immune activation in subsets of patients with COVID-19. Our study provides further evidence that targeted immunomodulatory therapy may be beneficial in specific patient subpopulations and can be informed by careful immune profiling.
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Affiliation(s)
- Matthew C Woodruff
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
- Emory Autoimmunity Center of Excellence, Emory University, Atlanta, GA, USA
| | - Richard P Ramonell
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
| | - Doan C Nguyen
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
| | - Kevin S Cashman
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
| | - Ankur Singh Saini
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
| | - Natalie S Haddad
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
- MicroB-plex, Atlanta, GA, USA
| | - Ariel M Ley
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
| | - Shuya Kyu
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
| | | | - Tugba Ozturk
- Department of Neurology, Emory University, Atlanta, GA, USA
| | - Saeyun Lee
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
| | | | - James Brett Case
- Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Regina Bugrovsky
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
| | - Weirong Chen
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
| | - Jacob Estrada
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
| | - Andrea Morrison-Porter
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
| | - Andrew Derrico
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
| | - Fabliha A Anam
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
| | - Monika Sharma
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
| | - Henry M Wu
- Department of Medicine, Division of Infectious Diseases, Emory University, Atlanta, GA, USA
| | - Sang N Le
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
| | - Scott A Jenks
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
- Emory Autoimmunity Center of Excellence, Emory University, Atlanta, GA, USA
| | - Christopher M Tipton
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
- Emory Autoimmunity Center of Excellence, Emory University, Atlanta, GA, USA
| | - Bashar Staitieh
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
| | | | - Eliver Ghosn
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
| | - Michael S Diamond
- Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
- Department of Molecular Microbiology, Washington University School of Medicine, St. Louis, MO, USA
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, USA
- Andrew M. and Jane M. Bursky Center for Human Immunology and Immunotherapy Programs, Washington University School of Medicine, St. Louis, MO, USA
| | - Robert H Carnahan
- Vanderbilt Vaccine Center, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - James E Crowe
- Vanderbilt Vaccine Center, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - William T Hu
- Department of Neurology, Emory University, Atlanta, GA, USA
| | - F Eun-Hyung Lee
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA.
| | - Ignacio Sanz
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA.
- Emory Autoimmunity Center of Excellence, Emory University, Atlanta, GA, USA.
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11
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Woodruff M, Ramonell R, Cashman K, Nguyen D, Saini A, Haddad N, Ley A, Kyu S, Howell JC, Ozturk T, Lee S, Chen W, Estrada J, Morrison-Porter A, Derrico A, Anam F, Sharma M, Wu H, Le S, Jenks S, Tipton CM, Hu W, Lee FEH, Sanz I. Dominant extrafollicular B cell responses in severe COVID-19 disease correlate with robust viral-specific antibody production but poor clinical outcomes. medRxiv 2020. [PMID: 32511635 DOI: 10.1101/2020.04.29.20083717] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
A wide clinical spectrum has become a hallmark of the SARS-CoV-2 (COVID-19) pandemic, although its immunologic underpinnings remain to be defined. We have performed deep characterization of B cell responses through high-dimensional flow cytometry to reveal substantial heterogeneity in both effector and immature populations. More notably, critically ill patients displayed hallmarks of extrafollicular B cell activation as previously described in autoimmune settings. Extrafollicular activation correlated strongly with large antibody secreting cell expansion and early production of high levels of SARS-CoV-2-specific antibodies. Yet, these patients fared poorly with elevated inflammatory biomarkers, multi-organ failure, and death. Combined, the findings strongly indicate a major pathogenic role for immune activation in subsets of COVID-19 patients. Our study suggests that, as in autoimmunity, targeted immunomodulatory therapy may be beneficial in specific patient subpopulations that can be identified by careful immune profiling.
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12
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Garimalla S, Nguyen DC, Halliley JL, Tipton C, Rosenberg AF, Fucile CF, Saney CL, Kyu S, Kaminski D, Qian Y, Scheuermann RH, Gibson G, Sanz I, Lee FEH. Differential transcriptome and development of human peripheral plasma cell subsets. JCI Insight 2019; 4:126732. [PMID: 31045577 DOI: 10.1172/jci.insight.126732] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2018] [Accepted: 03/27/2019] [Indexed: 01/02/2023] Open
Abstract
Human antibody-secreting cells (ASCs) triggered by immunization are globally recognized as CD19loCD38hiCD27hi. Yet, different vaccines give rise to antibody responses of different longevity, suggesting ASC populations are heterogeneous. We define circulating-ASC heterogeneity in vaccine responses using multicolor flow cytometry, morphology, VH repertoire, and RNA transcriptome analysis. We also tested differential survival using a human cell-free system that mimics the bone marrow (BM) microniche. In peripheral blood, we identified 3 CD19+ and 2 CD19- ASC subsets. All subsets contributed to the vaccine-specific responses and were characterized by in vivo proliferation and activation. The VH repertoire demonstrated strong oligoclonality with extensive interconnectivity among the 5 subsets and switched memory B cells. Transcriptome analysis showed separation of CD19+ and CD19- subsets that included pathways such as cell cycle, hypoxia, TNF-α, and unfolded protein response. They also demonstrated similar long-term in vitro survival after 48 days. In summary, vaccine-induced ASCs with different surface markers (CD19 and CD138) are derived from shared proliferative precursors yet express distinctive transcriptomes. Equal survival indicates that all ASC compartments are endowed with long-lived potential. Accordingly, in vivo survival of peripheral long-lived plasma cells may be determined in part by their homing and residence in the BM microniche.
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Affiliation(s)
- Swetha Garimalla
- School of Biological Sciences, Georgia Institute of Technology, and
| | - Doan C Nguyen
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Emory University, Department of Medicine, Atlanta, Georgia, USA
| | | | - Christopher Tipton
- Division of Rheumatology, Emory University, and.,Lowance Center for Human Immunology in the Departments of Medicine and Pediatrics at Emory University, Atlanta, Georgia, USA
| | - Alexander F Rosenberg
- Department of Microbiology and Informatics Institute, University of Alabama, Birmingham, Alabama, USA
| | | | - Celia L Saney
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Emory University, Department of Medicine, Atlanta, Georgia, USA
| | - Shuya Kyu
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Emory University, Department of Medicine, Atlanta, Georgia, USA
| | | | - Yu Qian
- J. Craig Venter Institute, La Jolla, California, USA
| | | | - Greg Gibson
- School of Biological Sciences, Georgia Institute of Technology, and
| | - Iñaki Sanz
- Division of Rheumatology, Emory University, and.,Lowance Center for Human Immunology in the Departments of Medicine and Pediatrics at Emory University, Atlanta, Georgia, USA
| | - F Eun-Hyung Lee
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Emory University, Department of Medicine, Atlanta, Georgia, USA.,Lowance Center for Human Immunology in the Departments of Medicine and Pediatrics at Emory University, Atlanta, Georgia, USA
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13
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Nguyen DC, Garimalla S, Xiao H, Kyu S, Albizua I, Galipeau J, Chiang KY, Waller EK, Wu R, Gibson G, Roberson J, Lund FE, Randall TD, Sanz I, Lee FEH. Factors of the bone marrow microniche that support human plasma cell survival and immunoglobulin secretion. Nat Commun 2018; 9:3698. [PMID: 30209264 PMCID: PMC6135805 DOI: 10.1038/s41467-018-05853-7] [Citation(s) in RCA: 77] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2017] [Accepted: 07/12/2018] [Indexed: 01/10/2023] Open
Abstract
Human antibody-secreting cells (ASC) in peripheral blood are found after vaccination or infection but rapidly apoptose unless they migrate to the bone marrow (BM). Yet, elements of the BM microenvironment required to sustain long-lived plasma cells (LLPC) remain elusive. Here, we identify BM factors that maintain human ASC > 50 days in vitro. The critical components of the cell-free in vitro BM mimic consist of products from primary BM mesenchymal stromal cells (MSC), a proliferation-inducing ligand (APRIL), and hypoxic conditions. Comparative analysis of protein-protein interactions between BM-MSC proteomics with differential RNA transcriptomics of blood ASC and BM LLPC identify two major survival factors, fibronectin and YWHAZ. The MSC secretome proteins and hypoxic conditions play a role in LLPC survival utilizing mechanisms that downregulate mTORC1 signaling and upregulate hypoxia signatures. In summary, we identify elements of the BM survival niche critical for maturation of blood ASC to BM LLPC.
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Affiliation(s)
- Doan C Nguyen
- Division of Pulmonary, Allergy, Critical Care & Sleep Medicine, Emory University, Atlanta, GA, USA
| | - Swetha Garimalla
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA
| | - Haopeng Xiao
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, GA, USA
| | - Shuya Kyu
- Division of Pulmonary, Allergy, Critical Care & Sleep Medicine, Emory University, Atlanta, GA, USA
| | - Igor Albizua
- Department of Human Genetics, Emory University, Atlanta, GA, USA
| | - Jacques Galipeau
- Department of Medicine & University of Wisconsin Carbone Cancer Center, University of Wisconsin in Madison, Madison, WI, USA
| | - Kuang-Yueh Chiang
- Division of Hematology & Oncology, University of Toronto, Toronto, ON, Canada
| | - Edmund K Waller
- Pediatrics & Hematology/Oncology, Emory University, Atlanta, GA, USA
| | - Ronghu Wu
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, GA, USA
| | - Greg Gibson
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA
| | - James Roberson
- Department of Orthopedics, Emory University, Atlanta, GA, USA
| | - Frances E Lund
- Department of Microbiology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Troy D Randall
- Division of Clinical Immunology & Rheumatology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Iñaki Sanz
- Division of Rheumatology, Emory University, Atlanta, GA, USA
- Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA
| | - F Eun-Hyung Lee
- Division of Pulmonary, Allergy, Critical Care & Sleep Medicine, Emory University, Atlanta, GA, USA.
- Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA.
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14
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Yu C, Liu Y, Chan JTH, Tong J, Li Z, Shi M, Davani D, Parsons M, Khan S, Zhan W, Kyu S, Grunebaum E, Campisi P, Propst EJ, Jaye DL, Trudel S, Moran MF, Ostrowski M, Herrin BR, Lee FEH, Sanz I, Cooper MD, Ehrhardt GR. Identification of human plasma cells with a lamprey monoclonal antibody. JCI Insight 2016; 1:84738. [PMID: 27152361 DOI: 10.1172/jci.insight.84738] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
Abstract
Ab-producing plasma cells (PCs) serve as key participants in countering pathogenic challenges as well as being contributors to autoimmune and malignant disorders. Thus far, only a limited number of PC-specific markers have been identified. The characterization of the unique variable lymphocyte receptor (VLR) Abs that are made by evolutionarily distant jawless vertebrates prompted us to investigate whether VLR Abs could detect novel PC antigens that have not been recognized by conventional Abs. Here, we describe a monoclonal lamprey Ab, VLRB MM3, that was raised against primary multiple myeloma cells. VLRB MM3 recognizes a unique epitope of the CD38 ectoenzyme that is present on plasmablasts and PCs from healthy individuals and on most, but not all, multiple myelomas. Binding by the VLRB MM3 Ab coincides with CD38 dimerization and NAD glycohydrolase activity. Our data demonstrate that the lamprey VLRB MM3 Ab is a unique reagent for the identification of plasmablasts and PCs, with potential applications in the diagnosis and therapeutic intervention of PC or autoimmune disorders.
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Affiliation(s)
- Cuiling Yu
- Department of Pathology and Laboratory Medicine, Emory Vaccine Center and the Winship Cancer Institute, Emory University Hospital, Atlanta, Georgia, USA
| | - Yanling Liu
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Justin Tze Ho Chan
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Jiefei Tong
- Department of Molecular Genetics, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Zhihua Li
- Department of Medical Oncology and Haematology, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Mengyao Shi
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Dariush Davani
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Marion Parsons
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Srijit Khan
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Wei Zhan
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Shuya Kyu
- Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University Hospital, Atlanta, Georgia, USA
| | | | - Paolo Campisi
- Department of Otolaryngology - Head and Neck Surgery, Hospital for Sick Children and University of Toronto, Toronto, Ontario, Canada
| | - Evan J Propst
- Department of Otolaryngology - Head and Neck Surgery, Hospital for Sick Children and University of Toronto, Toronto, Ontario, Canada
| | - David L Jaye
- Department of Pathology and Laboratory Medicine, Emory Vaccine Center and the Winship Cancer Institute, Emory University Hospital, Atlanta, Georgia, USA
| | - Suzanne Trudel
- Department of Medical Oncology and Haematology, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Michael F Moran
- Department of Molecular Genetics, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Mario Ostrowski
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Brantley R Herrin
- Department of Pathology and Laboratory Medicine, Emory Vaccine Center and the Winship Cancer Institute, Emory University Hospital, Atlanta, Georgia, USA
| | - F Eun-Hyung Lee
- Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University Hospital, Atlanta, Georgia, USA
| | - Ignacio Sanz
- Division of Rheumatology, Lowance Center, Emory University Hospital, Atlanta, Georgia, USA
| | - Max D Cooper
- Department of Pathology and Laboratory Medicine, Emory Vaccine Center and the Winship Cancer Institute, Emory University Hospital, Atlanta, Georgia, USA
| | - Götz Ra Ehrhardt
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada
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15
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Halliley JL, Tipton CM, Liesveld J, Rosenberg AF, Darce J, Gregoretti IV, Popova L, Kaminiski D, Fucile CF, Albizua I, Kyu S, Chiang KY, Bradley KT, Burack R, Slifka M, Hammarlund E, Wu H, Zhao L, Walsh EE, Falsey AR, Randall TD, Cheung WC, Sanz I, Lee FEH. Long-Lived Plasma Cells Are Contained within the CD19(-)CD38(hi)CD138(+) Subset in Human Bone Marrow. Immunity 2015; 43:132-45. [PMID: 26187412 DOI: 10.1016/j.immuni.2015.06.016] [Citation(s) in RCA: 324] [Impact Index Per Article: 36.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2014] [Revised: 01/16/2015] [Accepted: 04/28/2015] [Indexed: 01/09/2023]
Abstract
Antibody responses to viral infections are sustained for decades by long-lived plasma cells (LLPCs). However, LLPCs have yet to be characterized in humans. Here we used CD19, CD38, and CD138 to identify four PC subsets in human bone marrow (BM). We found that the CD19(-)CD38(hi)CD138(+) subset was morphologically distinct, differentially expressed PC-associated genes, and exclusively contained PCs specific for viral antigens to which the subjects had not been exposed for more than 40 years. Protein sequences of measles- and mumps-specific circulating antibodies were encoded for by CD19(-)CD38(hi)CD138(+) PCs in the BM. Finally, we found that CD19(-)CD38(hi)CD138(+) PCs had a distinct RNA transcriptome signature and human immunoglobulin heavy chain (VH) repertoire that was relatively uncoupled from other BM PC subsets and probably represents the B cell response's "historical record" of antigenic exposure. Thus, our studies define human LLPCs and provide a mechanism for the life-long maintenance of anti-viral antibodies in the serum.
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Affiliation(s)
- Jessica L Halliley
- Divisions of Pulmonary, Allergy, & Critical Care Medicine, Emory University, Atlanta, GA 30322, USA; Pulmonary & Critical Care Medicine, University of Rochester Medical Center, Rochester, NY 14642, USA
| | - Christopher M Tipton
- Division of Rheumatology, Emory University, Atlanta, GA 30322, USA; Lowance Center for Human Immunology in the Departments of Medicine and Pediatrics, Emory University, Atlanta, GA 30322, USA
| | - Jane Liesveld
- Divisions of Hematology/Oncology/James P. Wilmot Cancer Institute, University of Rochester Medical Center, Rochester, NY 14642, USA
| | - Alexander F Rosenberg
- Division of Allergy, Immunology, and Rheumatology, University of Rochester Medical Center, Rochester, NY 14642, USA
| | - Jaime Darce
- Cell Signaling Technology, Inc., Danvers, MA 01923, USA
| | | | - Lana Popova
- Cell Signaling Technology, Inc., Danvers, MA 01923, USA
| | - Denise Kaminiski
- Division of Allergy, Immunology, and Rheumatology, University of Rochester Medical Center, Rochester, NY 14642, USA
| | - Christopher F Fucile
- Division of Allergy, Immunology, and Rheumatology, University of Rochester Medical Center, Rochester, NY 14642, USA
| | - Igor Albizua
- Divisions of Pulmonary, Allergy, & Critical Care Medicine, Emory University, Atlanta, GA 30322, USA
| | - Shuya Kyu
- Divisions of Pulmonary, Allergy, & Critical Care Medicine, Emory University, Atlanta, GA 30322, USA
| | - Kuang-Yueh Chiang
- Department of Pediatrics, Aflac Cancer and Blood Disorders Center, Emory University, Atlanta, GA 30322, USA
| | - Kyle T Bradley
- Department of Pathology & Laboratory Medicine, Emory University, Atlanta, GA 30322, USA
| | - Richard Burack
- Department of Pathology, University of Rochester Medical Center, Rochester, NY 14642, USA
| | - Mark Slifka
- Oregon Health & Sciences University, Beaverton, OR 97006, USA
| | | | - Hao Wu
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA 30322, USA
| | - Liping Zhao
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA 30322, USA
| | - Edward E Walsh
- Division of Infectious Diseases, University of Rochester Medical Center & Rochester General Hospital, Rochester, NY 14621, USA
| | - Ann R Falsey
- Division of Infectious Diseases, University of Rochester Medical Center & Rochester General Hospital, Rochester, NY 14621, USA
| | - Troy D Randall
- Division of Clinical Immunology and Rheumatology, University of Alabama at Birmingham, Birmingham, AL 35294, USA
| | | | - Iñaki Sanz
- Division of Rheumatology, Emory University, Atlanta, GA 30322, USA; Lowance Center for Human Immunology in the Departments of Medicine and Pediatrics, Emory University, Atlanta, GA 30322, USA
| | - F Eun-Hyung Lee
- Divisions of Pulmonary, Allergy, & Critical Care Medicine, Emory University, Atlanta, GA 30322, USA; Lowance Center for Human Immunology in the Departments of Medicine and Pediatrics, Emory University, Atlanta, GA 30322, USA.
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16
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Halliley JL, Kyu S, Kobie JJ, Walsh EE, Falsey AR, Randall TD, Treanor J, Feng C, Sanz I, Lee FEH. Peak frequencies of circulating human influenza-specific antibody secreting cells correlate with serum antibody response after immunization. Vaccine 2010; 28:3582-7. [PMID: 20298818 DOI: 10.1016/j.vaccine.2010.02.088] [Citation(s) in RCA: 94] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2009] [Revised: 01/22/2010] [Accepted: 02/17/2010] [Indexed: 11/28/2022]
Abstract
UNLABELLED Upon vaccination, B cells differentiate into antibody secreting cells (ASCs) that migrate via the circulation to tissues. The kinetics of this response and the relationship of circulating ASCs to protective antibody titers have not been completely explored. METHODS Influenza-specific and total-IgG ASCs were enumerated by Elispot and flow cytometry daily in the blood in 6 healthy adults after trivalent influenza vaccination (TIV). RESULTS Peak H1-specific IgG ASC frequencies occurred variably from day 5 to 8 and correlated with the fold-rise rise in hemagglutination inhibition (HAI titers); r=0.91, p=0.006. H3-specific IgG ASC frequencies correlated less well, perhaps due to a mismatch of the H3 protein in the vaccine and that used in the Elispot assay. Peak frequencies of vaccine-specific and total-IgG ASCs were 0.3% and 0.8%, respectively, of peripheral blood mononuclear cells (PBMC). Peak TIV-, H1-, H3-, and total-IgG ASC frequencies were 1736+/-1133, 626+/-520, 592+/-463, and 4091+/-2019 spots/10(6) PBMC, respectively. Peak TIV-, H1-, and H3-specific IgG ASC of total-IgG ASC frequencies constituted 63%+/-21, 26%+/-10, 22%+/-17, respectively. CONCLUSION After immunization with inactivated influenza vaccine the peak in influenza-specific ASC frequencies is variable but correlates well with the magnitude of protective HAI responses.
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Affiliation(s)
- Jessica L Halliley
- Division of Pulmonary & Critical Care Medicine, University of Rochester Medical Center, Rochester, NY 14642, USA
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