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Zhu S, Liuni P, Chen T, Houy C, Wilson DJ, James DA. Epitope screening using Hydrogen/Deuterium Exchange Mass Spectrometry (HDX-MS): An accelerated workflow for evaluation of lead monoclonal antibodies. Biotechnol J 2021; 17:e2100358. [PMID: 34747565 DOI: 10.1002/biot.202100358] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2021] [Revised: 11/02/2021] [Accepted: 11/03/2021] [Indexed: 11/07/2022]
Abstract
BACKGROUND Epitope mapping is an increasingly important aspect of biotherapeutic and vaccine development. Recent advances in therapeutic antibody design and production have enabled candidate mAbs to be identified at a rapidly increasing rate, resulting in a significant bottleneck in the characterization of "structural" epitopes, that are challenging to determine using existing high throughput epitope mapping tools. Here, a Hydrogen/Deuterium Exchange Mass Spectrometry (HDX-MS) epitope screening workflow was introduced that is well suited for accelerated characterization of epitopes with a common antigen. MAIN METHODS AND MAJOR RESULTS The method is demonstrated on set of six candidate mAbs targeting Pertactin (PRN). Using this approach, five of the six epitopes were unambiguously determined using two HDX mixing timepoints in 24 h total run time, which is equivalent to the instrument time required to map a single epitope using the conventional workflow. CONCLUSION An accelerated HDX-MS epitope screening workflow was developed. The "screening" workflow successfully characterized five (out of six attempted) novel epitopes on the PRN antigen; information that can be used to support vaccine antigenicity assays.
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Affiliation(s)
- Shaolong Zhu
- Analytical Sciences, Sanofi Pasteur Ltd, Toronto, Ontario, Canada
| | - Peter Liuni
- Centre for Research in Mass Spectrometry, Department of Chemistry, York University, Toronto, Ontario, Canada
| | - Tricia Chen
- Analytical Sciences, Sanofi Pasteur Ltd, Toronto, Ontario, Canada
| | - Camille Houy
- Analytical Sciences, Sanofi Pasteur Ltd, Toronto, Ontario, Canada
| | - Derek J Wilson
- Centre for Research in Mass Spectrometry, Department of Chemistry, York University, Toronto, Ontario, Canada
| | - D Andrew James
- Analytical Sciences, Sanofi Pasteur Ltd, Toronto, Ontario, Canada
- Centre for Research in Mass Spectrometry, Department of Chemistry, York University, Toronto, Ontario, Canada
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2
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Laver JR, Gbesemete D, Dale AP, Pounce ZC, Webb CN, Roche EF, Guy JM, Berreen G, Belogiannis K, Hill AR, Ibrahim MM, Ahmed M, Cleary DW, Pandey AK, Humphries HE, Allen L, de Graaf H, Maiden MC, Faust SN, Gorringe AR, Read RC. A recombinant commensal bacteria elicits heterologous antigen-specific immune responses during pharyngeal carriage. Sci Transl Med 2021; 13:eabe8573. [PMID: 34233953 PMCID: PMC7615050 DOI: 10.1126/scitranslmed.abe8573] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Revised: 03/22/2021] [Accepted: 05/25/2021] [Indexed: 12/25/2022]
Abstract
The human nasopharynx contains a stable microbial ecosystem of commensal and potentially pathogenic bacteria, which can elicit protective primary and secondary immune responses. Experimental intranasal infection of human adults with the commensal Neisseria lactamica produced safe, sustained pharyngeal colonization. This has potential utility as a vehicle for sustained release of antigen to the human mucosa, but commensals in general are thought to be immunologically tolerated. Here, we show that engineered N. lactamica, chromosomally transformed to express a heterologous vaccine antigen, safely induces systemic, antigen-specific immune responses during carriage in humans. When the N. lactamica expressing the meningococcal antigen Neisseria Adhesin A (NadA) was inoculated intranasally into human volunteers, all colonized participants carried the bacteria asymptomatically for at least 28 days, with most (86%) still carrying the bacteria at 90 days. Compared to an otherwise isogenic but phenotypically wild-type strain, colonization with NadA-expressing N. lactamica generated NadA-specific immunoglobulin G (IgG)- and IgA-secreting plasma cells within 14 days of colonization and NadA-specific IgG memory B cells within 28 days of colonization. NadA-specific IgG memory B cells were detected in peripheral blood of colonized participants for at least 90 days. Over the same period, there was seroconversion against NadA and generation of serum bactericidal antibody activity against a NadA-expressing meningococcus. The controlled infection was safe, and there was no transmission to adult bedroom sharers during the 90-day period. Genetically modified N. lactamica could therefore be used to generate beneficial immune responses to heterologous antigens during sustained pharyngeal carriage.
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Affiliation(s)
- Jay R Laver
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK.
- NIHR Southampton Biomedical Research Centre and NIHR Southampton Clinical Research Facility, University Hospital Southampton NHS Foundation Trust, Southampton SO16 6YD, UK
| | - Diane Gbesemete
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK
- NIHR Southampton Biomedical Research Centre and NIHR Southampton Clinical Research Facility, University Hospital Southampton NHS Foundation Trust, Southampton SO16 6YD, UK
| | - Adam P Dale
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK
- NIHR Southampton Biomedical Research Centre and NIHR Southampton Clinical Research Facility, University Hospital Southampton NHS Foundation Trust, Southampton SO16 6YD, UK
| | - Zoe C Pounce
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK
| | - Carl N Webb
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK
- NIHR Southampton Biomedical Research Centre and NIHR Southampton Clinical Research Facility, University Hospital Southampton NHS Foundation Trust, Southampton SO16 6YD, UK
| | - Eleanor F Roche
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK
| | - Jonathan M Guy
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK
| | - Graham Berreen
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK
| | - Konstantinos Belogiannis
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK
| | - Alison R Hill
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK
- NIHR Southampton Biomedical Research Centre and NIHR Southampton Clinical Research Facility, University Hospital Southampton NHS Foundation Trust, Southampton SO16 6YD, UK
| | - Muktar M Ibrahim
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK
| | - Muhammad Ahmed
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK
| | - David W Cleary
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK
- NIHR Southampton Biomedical Research Centre and NIHR Southampton Clinical Research Facility, University Hospital Southampton NHS Foundation Trust, Southampton SO16 6YD, UK
| | - Anish K Pandey
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK
- NIHR Southampton Biomedical Research Centre and NIHR Southampton Clinical Research Facility, University Hospital Southampton NHS Foundation Trust, Southampton SO16 6YD, UK
| | | | - Lauren Allen
- Public Health England, Porton Down, Salisbury SP4 0JG, UK
| | - Hans de Graaf
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK
- NIHR Southampton Biomedical Research Centre and NIHR Southampton Clinical Research Facility, University Hospital Southampton NHS Foundation Trust, Southampton SO16 6YD, UK
| | - Martin C Maiden
- Department of Zoology, University of Oxford, Oxford OX1 3SZ, UK
| | - Saul N Faust
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK
- NIHR Southampton Biomedical Research Centre and NIHR Southampton Clinical Research Facility, University Hospital Southampton NHS Foundation Trust, Southampton SO16 6YD, UK
| | | | - Robert C Read
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton SO17 1BJ, UK
- NIHR Southampton Biomedical Research Centre and NIHR Southampton Clinical Research Facility, University Hospital Southampton NHS Foundation Trust, Southampton SO16 6YD, UK
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3
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Sun H, Ma L, Wang L, Xiao P, Li H, Zhou M, Song D. Research advances in hydrogen-deuterium exchange mass spectrometry for protein epitope mapping. Anal Bioanal Chem 2021; 413:2345-2359. [PMID: 33404742 DOI: 10.1007/s00216-020-03091-9] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Revised: 11/19/2020] [Accepted: 11/23/2020] [Indexed: 12/01/2022]
Abstract
With the development of biomedical technology, epitope mapping of proteins has become critical for developing and evaluating new protein drugs. The application of hydrogen-deuterium exchange for protein epitope mapping holds great potential. Although several reviews addressed the hydrogen-deuterium exchange, to date, only a few systematic reviews have focused on epitope mapping using this technology. Here, we introduce the basic principles, development history, and review research progress in hydrogen-deuterium exchange epitope mapping technology and discuss its advantages. We summarize the main hurdles in applying hydrogen-deuterium exchange epitope mapping technology, combined with relevant examples to provide specific solutions. We describe the epitope mapping of virus assemblies, disease-associated proteins, and polyclonal antibodies as examples of pattern introduction. Finally, we discuss the outlook of hydrogen-deuterium exchange epitope mapping technology. This review will help researchers studying protein epitopes to gain a more comprehensive understanding of this technology.
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Affiliation(s)
- Haofeng Sun
- National Institute of Metrology, Beijing, 100029, China
- College of Chemistry, Beijing University of Chemical Technology, Beijing, 100029, China
| | - Lingyun Ma
- National Institute of Metrology, Beijing, 100029, China
| | - Leyu Wang
- College of Chemistry, Beijing University of Chemical Technology, Beijing, 100029, China
| | - Peng Xiao
- National Institute of Metrology, Beijing, 100029, China
| | - Hongmei Li
- National Institute of Metrology, Beijing, 100029, China
| | - Min Zhou
- School of Chemical and Engineering, Nanjing University of Science and Technology, Jiangsu, 210094, China.
| | - Dewei Song
- National Institute of Metrology, Beijing, 100029, China.
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4
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Immunological fingerprint of 4CMenB recombinant antigens via protein microarray reveals key immunosignatures correlating with bactericidal activity. Nat Commun 2020; 11:4994. [PMID: 33020485 PMCID: PMC7536418 DOI: 10.1038/s41467-020-18791-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2019] [Accepted: 09/10/2020] [Indexed: 11/08/2022] Open
Abstract
Serogroup B meningococcus (MenB) is a leading cause of meningitis and sepsis across the world and vaccination is the most effective way to protect against this disease. 4CMenB is a multi-component vaccine against MenB, which is now licensed for use in subjects >2 months of age in several countries. In this study, we describe the development and use of an ad hoc protein microarray to study the immune response induced by the three major 4CMenB antigenic components (fHbp, NHBA and NadA) in individual sera from vaccinated infants, adolescents and adults. The resulting 4CMenB protein antigen fingerprinting allowed the identification of specific human antibody repertoire correlating with the bactericidal response elicited in each subject. This work represents an example of epitope mapping of the immune response induced by a multicomponent vaccine in different age groups with the identification of protective signatures. It shows the high flexibility of this microarray based methodology in terms of high-throughput information and minimal volume of biological samples needed. 4CMenB is an approved multi-component vaccine against Serogroup B meningococcus. Here the authors develop a protein microarray for three major 4CMenB antigenic components (fHbp, NHBA and NadA) and describe antibody repertoires in sera from vaccinated infants, adolescents and adults correlating with bactericidal response.
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5
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Thibau A, Dichter AA, Vaca DJ, Linke D, Goldman A, Kempf VAJ. Immunogenicity of trimeric autotransporter adhesins and their potential as vaccine targets. Med Microbiol Immunol 2020; 209:243-263. [PMID: 31788746 PMCID: PMC7247748 DOI: 10.1007/s00430-019-00649-y] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2019] [Accepted: 11/19/2019] [Indexed: 12/15/2022]
Abstract
The current problem of increasing antibiotic resistance and the resurgence of numerous infections indicate the need for novel vaccination strategies more than ever. In vaccine development, the search for and the selection of adequate vaccine antigens is the first important step. In recent years, bacterial outer membrane proteins have become of major interest, as they are the main proteins interacting with the extracellular environment. Trimeric autotransporter adhesins (TAAs) are important virulence factors in many Gram-negative bacteria, are localised on the bacterial surface, and mediate the first adherence to host cells in the course of infection. One example is the Neisseria adhesin A (NadA), which is currently used as a subunit in a licensed vaccine against Neisseria meningitidis. Other TAAs that seem promising vaccine candidates are the Acinetobacter trimeric autotransporter (Ata), the Haemophilus influenzae adhesin (Hia), and TAAs of the genus Bartonella. Here, we review the suitability of various TAAs as vaccine candidates.
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Affiliation(s)
- Arno Thibau
- Institute for Medical Microbiology and Infection Control, University Hospital, Goethe-University, Paul-Ehrlich-Str. 40, 60596 Frankfurt am Main, Germany
| | - Alexander A. Dichter
- Institute for Medical Microbiology and Infection Control, University Hospital, Goethe-University, Paul-Ehrlich-Str. 40, 60596 Frankfurt am Main, Germany
| | - Diana J. Vaca
- Institute for Medical Microbiology and Infection Control, University Hospital, Goethe-University, Paul-Ehrlich-Str. 40, 60596 Frankfurt am Main, Germany
| | - Dirk Linke
- Section for Genetics and Evolutionary Biology, Department of Biosciences, University of Oslo, Oslo, Norway
| | - Adrian Goldman
- Astbury Centre for Structural Molecular Biology, School of Biomedical Sciences, University of Leeds, Leeds, UK
- Molecular and Integrative Biosciences Program, University of Helsinki, Helsinki, Finland
| | - Volkhard A. J. Kempf
- Institute for Medical Microbiology and Infection Control, University Hospital, Goethe-University, Paul-Ehrlich-Str. 40, 60596 Frankfurt am Main, Germany
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6
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Liguori A, Dello Iacono L, Maruggi G, Benucci B, Merola M, Lo Surdo P, López-Sagaseta J, Pizza M, Malito E, Bottomley MJ. NadA3 Structures Reveal Undecad Coiled Coils and LOX1 Binding Regions Competed by Meningococcus B Vaccine-Elicited Human Antibodies. mBio 2018; 9:e01914-18. [PMID: 30327444 PMCID: PMC6191539 DOI: 10.1128/mbio.01914-18] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2018] [Accepted: 09/11/2018] [Indexed: 12/22/2022] Open
Abstract
Neisseria meningitidis serogroup B (MenB) is a major cause of sepsis and invasive meningococcal disease. A multicomponent vaccine, 4CMenB, is approved for protection against MenB. Neisserial adhesin A (NadA) is one of the main vaccine antigens, acts in host cell adhesion, and may influence colonization and invasion. Six major genetic variants of NadA exist and can be classified into immunologically distinct groups I and II. Knowledge of the crystal structure of the 4CMenB vaccine component NadA3 (group I) would improve understanding of its immunogenicity, folding, and functional properties and might aid antigen design. Here, X-ray crystallography, biochemical, and cellular studies were used to deeply characterize NadA3. The NadA3 crystal structure is reported; it revealed two unexpected regions of undecad coiled-coil motifs and other conformational differences from NadA5 (group II) not predicted by previous analyses. Structure-guided engineering was performed to increase NadA3 thermostability, and a second crystal structure confirmed the improved packing. Functional NadA3 residues mediating interactions with human receptor LOX-1 were identified. Also, for two protective vaccine-elicited human monoclonal antibodies (5D11, 12H11), we mapped key NadA3 epitopes. These vaccine-elicited human MAbs competed binding of NadA3 to LOX-1, suggesting their potential to inhibit host-pathogen colonizing interactions. The data presented provide a significant advance in the understanding of the structure, immunogenicity and function of NadA, one of the main antigens of the multicomponent meningococcus B vaccine.IMPORTANCE The bacterial microbe Neisseria meningitidis serogroup B (MenB) is a major cause of devastating meningococcal disease. An approved multicomponent vaccine, 4CMenB, protects against MenB. Neisserial adhesin A (NadA) is a key vaccine antigen and acts in host cell-pathogen interactions. We investigated the 4CMenB vaccine component NadA3 in order to improve the understanding of its immunogenicity, structure, and function and to aid antigen design. We report crystal structures of NadA3, revealing unexpected structural motifs, and other conformational differences from the NadA5 orthologue studied previously. We performed structure-based antigen design to engineer increased NadA3 thermostability. Functional NadA3 residues mediating interactions with the human receptor LOX-1 and vaccine-elicited human antibodies were identified. These antibodies competed binding of NadA3 to LOX-1, suggesting their potential to inhibit host-pathogen colonizing interactions. Our data provide a significant advance in the overall understanding of the 4CMenB vaccine antigen NadA.
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Affiliation(s)
| | | | | | | | - Marcello Merola
- GSK, Siena, Italy
- Department of Biology, University of Naples Federico II, Naples, Italy
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7
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Haks MC, Bottazzi B, Cecchinato V, De Gregorio C, Del Giudice G, Kaufmann SHE, Lanzavecchia A, Lewis DJM, Maertzdorf J, Mantovani A, Sallusto F, Sironi M, Uguccioni M, Ottenhoff THM. Molecular Signatures of Immunity and Immunogenicity in Infection and Vaccination. Front Immunol 2017; 8:1563. [PMID: 29204145 PMCID: PMC5699440 DOI: 10.3389/fimmu.2017.01563] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2017] [Accepted: 10/31/2017] [Indexed: 01/28/2023] Open
Abstract
Vaccinology aims to understand what factors drive vaccine-induced immunity and protection. For many vaccines, however, the mechanisms underlying immunity and protection remain incompletely characterized at best, and except for neutralizing antibodies induced by viral vaccines, few correlates of protection exist. Recent omics and systems biology big data platforms have yielded valuable insights in these areas, particularly for viral vaccines, but in the case of more complex vaccines against bacterial infectious diseases, understanding is fragmented and limited. To fill this gap, the EC supported ADITEC project (http://www.aditecproject.eu/; http://stm.sciencemag.org/content/4/128/128cm4.full) featured a work package on “Molecular signatures of immunity and immunogenicity,” aimed to identify key molecular mechanisms of innate and adaptive immunity during effector and memory stages of immune responses following vaccination. Specifically, technologies were developed to assess the human immune response to vaccination and infection at the level of the transcriptomic and proteomic response, T-cell and B-cell memory formation, cellular trafficking, and key molecular pathways of innate immunity, with emphasis on underlying mechanisms of protective immunity. This work intersected with other efforts in the ADITEC project. This review summarizes the main achievements of the work package.
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Affiliation(s)
- Mariëlle C Haks
- Department of Infectious Diseases, Leiden University Medical Center, Leiden, Netherlands
| | | | - Valentina Cecchinato
- Institute for Research in Biomedicine, Università della Svizzera italiana, Bellinzona, Switzerland
| | - Corinne De Gregorio
- Institute for Research in Biomedicine, Università della Svizzera italiana, Bellinzona, Switzerland
| | | | - Stefan H E Kaufmann
- Department of Immunology, Max Planck Institute for Infection Biology, Berlin, Germany
| | - Antonio Lanzavecchia
- Institute for Research in Biomedicine, Università della Svizzera italiana, Bellinzona, Switzerland
| | | | - Jeroen Maertzdorf
- Department of Immunology, Max Planck Institute for Infection Biology, Berlin, Germany
| | - Alberto Mantovani
- Humanitas Clinical and Research Center, Rozzano, Italy.,Humanitas University, Department of Biomedical Sciences, Pieve Emanuele-Milan, Italy
| | - Federica Sallusto
- Institute for Research in Biomedicine, Università della Svizzera italiana, Bellinzona, Switzerland.,Institute of Microbiology, ETH Zurich, Zurich, Switzerland
| | - Marina Sironi
- Humanitas Clinical and Research Center, Rozzano, Italy
| | - Mariagrazia Uguccioni
- Institute for Research in Biomedicine, Università della Svizzera italiana, Bellinzona, Switzerland.,Humanitas University, Department of Biomedical Sciences, Pieve Emanuele-Milan, Italy
| | - Tom H M Ottenhoff
- Department of Infectious Diseases, Leiden University Medical Center, Leiden, Netherlands
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Terral G, Champion T, Debaene F, Colas O, Bourguet M, Wagner-Rousset E, Corvaia N, Beck A, Cianferani S. Epitope characterization of anti-JAM-A antibodies using orthogonal mass spectrometry and surface plasmon resonance approaches. MAbs 2017; 9:1317-1326. [PMID: 28933642 DOI: 10.1080/19420862.2017.1380762] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022] Open
Abstract
Junctional adhesion molecule-A (JAM-A) is an adherens and tight junction protein expressed by endothelial and epithelial cells and associated with cancer progression. We present here the extensive characterization of immune complexes involving JAM-A antigen and three monoclonal antibodies (mAbs), including hz6F4-2, a humanized version of anti-tumoral 6F4 mAb identified by a functional and proteomic approach in our laboratory. A specific workflow that combines orthogonal approaches has been designed to determine binding stoichiometries along with JAM-A epitope mapping determination at high resolution for these three mAbs. Native mass spectrometry experiments revealed different binding stoichiometries and affinities, with two molecules of JAM-A being able to bind to hz6F4-2 and F11 Fab, while only one JAM-A was bound to J10.4. Surface plasmon resonance indirect competitive binding assays suggested epitopes located in close proximity for hz6F4-2 and F11. Finally, hydrogen-deuterium exchange mass spectrometry was used to precisely identify epitopes for all mAbs. The results obtained by orthogonal biophysical approaches showed a clear correlation between the determined epitopes and JAM-A binding characteristics, allowing the basis for molecular recognition of JAM-A by hz6F4-2 to be definitively established for the first time. Taken together, our results highlight the power of MS-based structural approaches for epitope mapping and mAb conformational characterization.
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Affiliation(s)
- Guillaume Terral
- a Laboratoire de Spectrométrie de Masse BioOrganique, Université de Strasbourg, CNRS, IPHC UMR 7178 , Strasbourg , France
| | - Thierry Champion
- b Centre d'Immunologie Pierre-Fabre (CIPF) , Saint-Julien-en-Genevois , France
| | - François Debaene
- a Laboratoire de Spectrométrie de Masse BioOrganique, Université de Strasbourg, CNRS, IPHC UMR 7178 , Strasbourg , France
| | - Olivier Colas
- b Centre d'Immunologie Pierre-Fabre (CIPF) , Saint-Julien-en-Genevois , France
| | - Maxime Bourguet
- a Laboratoire de Spectrométrie de Masse BioOrganique, Université de Strasbourg, CNRS, IPHC UMR 7178 , Strasbourg , France
| | - Elsa Wagner-Rousset
- b Centre d'Immunologie Pierre-Fabre (CIPF) , Saint-Julien-en-Genevois , France
| | - Nathalie Corvaia
- b Centre d'Immunologie Pierre-Fabre (CIPF) , Saint-Julien-en-Genevois , France
| | - Alain Beck
- b Centre d'Immunologie Pierre-Fabre (CIPF) , Saint-Julien-en-Genevois , France
| | - Sarah Cianferani
- a Laboratoire de Spectrométrie de Masse BioOrganique, Université de Strasbourg, CNRS, IPHC UMR 7178 , Strasbourg , France
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9
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Hourdel V, Volant S, O'Brien DP, Chenal A, Chamot-Rooke J, Dillies MA, Brier S. MEMHDX: an interactive tool to expedite the statistical validation and visualization of large HDX-MS datasets. Bioinformatics 2016; 32:3413-3419. [PMID: 27412089 PMCID: PMC5181559 DOI: 10.1093/bioinformatics/btw420] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2016] [Revised: 06/21/2016] [Accepted: 06/27/2016] [Indexed: 11/17/2022] Open
Abstract
Motivation: With the continued improvement of requisite mass spectrometers and UHPLC systems, Hydrogen/Deuterium eXchange Mass Spectrometry (HDX-MS) workflows are rapidly evolving towards the investigation of more challenging biological systems, including large protein complexes and membrane proteins. The analysis of such extensive systems results in very large HDX-MS datasets for which specific analysis tools are required to speed up data validation and interpretation. Results: We introduce a web application and a new R-package named ‘MEMHDX’ to help users analyze, validate and visualize large HDX-MS datasets. MEMHDX is composed of two elements. A statistical tool aids in the validation of the results by applying a mixed-effects model for each peptide, in each experimental condition, and at each time point, taking into account the time dependency of the HDX reaction and number of independent replicates. Two adjusted P-values are generated per peptide, one for the ‘Change in dynamics’ and one for the ‘Magnitude of ΔD’, and are used to classify the data by means of a ‘Logit’ representation. A user-friendly interface developed with Shiny by RStudio facilitates the use of the package. This interactive tool allows the user to easily and rapidly validate, visualize and compare the relative deuterium incorporation on the amino acid sequence and 3D structure, providing both spatial and temporal information. Availability and Implementation: MEMHDX is freely available as a web tool at the project home page http://memhdx.c3bi.pasteur.fr Contact:marie-agnes.dillies@pasteur.fr or sebastien.brier@pasteur.fr Supplementary information:Supplementary data is available at Bioinformatics online.
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Affiliation(s)
- Véronique Hourdel
- Department of Chemistry and Structural Biology, Institut Pasteur, UMR CNRS, Paris 3528, France
| | - Stevenn Volant
- Hub Bioinformatique Et Biostatistique, Institut Pasteur, C3bi, USR 3756 IP CNRS Paris 3528, France
| | - Darragh P O'Brien
- Department of Chemistry and Structural Biology, Institut Pasteur, UMR CNRS, Paris 3528, France
| | - Alexandre Chenal
- Department of Chemistry and Structural Biology, Institut Pasteur, UMR CNRS, Paris 3528, France
| | - Julia Chamot-Rooke
- Department of Chemistry and Structural Biology, Institut Pasteur, UMR CNRS, Paris 3528, France
| | - Marie-Agnès Dillies
- Hub Bioinformatique Et Biostatistique, Institut Pasteur, C3bi, USR 3756 IP CNRS Paris 3528, France
| | - Sébastien Brier
- Department of Chemistry and Structural Biology, Institut Pasteur, UMR CNRS, Paris 3528, France
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