1
|
Safra M, Tamari Z, Polak P, Shiber S, Matan M, Karameh H, Helviz Y, Levy-Barda A, Yahalom V, Peretz A, Ben-Chetrit E, Brenner B, Tuller T, Gal-Tanamy M, Yaari G. Altered somatic hypermutation patterns in COVID-19 patients classifies disease severity. Front Immunol 2023; 14:1031914. [PMID: 37153628 PMCID: PMC10154551 DOI: 10.3389/fimmu.2023.1031914] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 03/22/2023] [Indexed: 05/10/2023] Open
Abstract
Introduction The success of the human body in fighting SARS-CoV2 infection relies on lymphocytes and their antigen receptors. Identifying and characterizing clinically relevant receptors is of utmost importance. Methods We report here the application of a machine learning approach, utilizing B cell receptor repertoire sequencing data from severely and mildly infected individuals with SARS-CoV2 compared with uninfected controls. Results In contrast to previous studies, our approach successfully stratifies non-infected from infected individuals, as well as disease level of severity. The features that drive this classification are based on somatic hypermutation patterns, and point to alterations in the somatic hypermutation process in COVID-19 patients. Discussion These features may be used to build and adapt therapeutic strategies to COVID-19, in particular to quantitatively assess potential diagnostic and therapeutic antibodies. These results constitute a proof of concept for future epidemiological challenges.
Collapse
Affiliation(s)
- Modi Safra
- Bio-engineering, Faculty of Engineering, Bar Ilan University, Ramat Gan, Israel
- Bar Ilan Institute of Nanotechnologies and Advanced Materials, Bar Ilan University, Ramat Gan, Israel
| | - Zvi Tamari
- Bio-engineering, Faculty of Engineering, Bar Ilan University, Ramat Gan, Israel
- Bar Ilan Institute of Nanotechnologies and Advanced Materials, Bar Ilan University, Ramat Gan, Israel
| | - Pazit Polak
- Bio-engineering, Faculty of Engineering, Bar Ilan University, Ramat Gan, Israel
- Bar Ilan Institute of Nanotechnologies and Advanced Materials, Bar Ilan University, Ramat Gan, Israel
| | - Shachaf Shiber
- Emergency Department, Rabin Medical Center-Belinson Campus, Petah Tikva, Israel
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Moshe Matan
- Clinical Microbiology Laboratory, Baruch Padeh Medical Center, Poriya, Israel
| | - Hani Karameh
- Jesselson Integrated Heart Center, Shaare Zedek Medical Center, Hebrew University School of Medicine, Jerusalem, Israel
| | - Yigal Helviz
- Intensive Care Unit, Shaare Zedek Medical Center, Hebrew University School of Medicine, Jerusalem, Israel
| | - Adva Levy-Barda
- Biobank, Department of Pathology, Rabin Medical Center-Belinson Campus, Petah Tikva, Israel
| | - Vered Yahalom
- Blood Services and Apheresis Institute, Rabin Medical Center, Petah Tikva, Israel
| | - Avi Peretz
- Clinical Microbiology Laboratory, Baruch Padeh Medical Center, Poriya, Israel
- The Azrieli Faculty of Medicine, Bar-Ilan University, Safed, Israel
| | - Eli Ben-Chetrit
- Infectious Diseases Unit, Shaare Zedek Medical Center, Hebrew University School of Medicine, Jerusalem, Israel
| | - Baruch Brenner
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- Institute of Oncology, Rabin Medical Center-Belinson Campus, Petah Tikva, Israel
| | - Tamir Tuller
- Department of Biomedical Engineering and The Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel
| | | | - Gur Yaari
- Bio-engineering, Faculty of Engineering, Bar Ilan University, Ramat Gan, Israel
- Bar Ilan Institute of Nanotechnologies and Advanced Materials, Bar Ilan University, Ramat Gan, Israel
| |
Collapse
|
2
|
Beshnova D, Fang Y, Du M, Sun Y, Du F, Ye J, Chen ZJ, Li B. Computational approach for binding prediction of SARS-CoV-2 with neutralizing antibodies. Comput Struct Biotechnol J 2022; 20:2212-2222. [PMID: 35530743 PMCID: PMC9059344 DOI: 10.1016/j.csbj.2022.04.038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2022] [Revised: 04/27/2022] [Accepted: 04/28/2022] [Indexed: 12/03/2022] Open
Abstract
Coronavirus disease 2019 (COVID-19) caused by a novel severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has spread worldwide as a severe pandemic and caused enormous global health and economical damage. Since December 2019, more than 197 million cases have been reported, causing 4.2 million deaths. In the settings of pandemic it is an urgent necessity for the development of an effective COVID-19 treatment. While in-vitro screening of hundreds of antibodies isolated from convalescent patients is challenging due to its high cost, use of computational methods may provide an attractive solution in selecting the top candidates. Here, we developed a computational approach (SARS-AB) for binding prediction of spike protein SARS-CoV-2 with monoclonal antibodies. We validated our approach using existing structures in the protein data bank (PDB), and demonstrated its prediction power in antibody-spike protein binding prediction. We further tested its performance using antibody sequences from the literature where crystal structure is not available, and observed a high prediction accuracy (AUC = 99.6%). Finally, we demonstrated that SARS-AB can be used to design effective antibodies against novel SARS-CoV-2 mutants that might escape the current antibody protections. We believe that SARS-AB can significantly accelerate the discovery of neutralizing antibodies against SARS-CoV-2 and its mutants.
Collapse
Affiliation(s)
- Daria Beshnova
- Lyda Hill Department of Bioinformatics, UT Southwestern Medical Center, Dallas, TX 75390, USA
| | - Yan Fang
- Department of Molecular Biology, USA
| | | | - Yehui Sun
- Department of Molecular Biology, USA
| | - Fenghe Du
- Department of Molecular Biology, USA
| | - Jianfeng Ye
- Lyda Hill Department of Bioinformatics, UT Southwestern Medical Center, Dallas, TX 75390, USA
| | | | - Bo Li
- Lyda Hill Department of Bioinformatics, UT Southwestern Medical Center, Dallas, TX 75390, USA
| |
Collapse
|
3
|
Rees-Spear C, Muir L, Griffith SA, Heaney J, Aldon Y, Snitselaar JL, Thomas P, Graham C, Seow J, Lee N, Rosa A, Roustan C, Houlihan CF, Sanders RW, Gupta RK, Cherepanov P, Stauss HJ, Nastouli E, Doores KJ, van Gils MJ, McCoy LE. The effect of spike mutations on SARS-CoV-2 neutralization. Cell Rep 2021; 34:108890. [PMID: 33713594 DOI: 10.1101/2021.01.15.426849] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2021] [Revised: 02/17/2021] [Accepted: 03/01/2021] [Indexed: 05/18/2023] Open
Abstract
Multiple severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) vaccines show protective efficacy, which is most likely mediated by neutralizing antibodies recognizing the viral entry protein, spike. Because new SARS-CoV-2 variants are emerging rapidly, as exemplified by the B.1.1.7, B.1.351, and P.1 lineages, it is critical to understand whether antibody responses induced by infection with the original SARS-CoV-2 virus or current vaccines remain effective. In this study, we evaluate neutralization of a series of mutated spike pseudotypes based on divergence from SARS-CoV and then compare neutralization of the B.1.1.7 spike pseudotype and individual mutations. Spike-specific monoclonal antibody neutralization is reduced dramatically; in contrast, polyclonal antibodies from individuals infected in early 2020 remain active against most mutated spike pseudotypes, but potency is reduced in a minority of samples. This work highlights that changes in SARS-CoV-2 spike can alter neutralization sensitivity and underlines the need for effective real-time monitoring of emerging mutations and their effect on vaccine efficacy.
Collapse
Affiliation(s)
- Chloe Rees-Spear
- Institute of Immunity and Transplantation, Division of Infection and Immunity, University College London, London NW3 2PF, UK
| | - Luke Muir
- Institute of Immunity and Transplantation, Division of Infection and Immunity, University College London, London NW3 2PF, UK
| | - Sarah A Griffith
- Institute of Immunity and Transplantation, Division of Infection and Immunity, University College London, London NW3 2PF, UK
| | - Judith Heaney
- Advanced Pathogens Diagnostic Unit, Department of Clinical Virology, University College London Hospitals NHS Foundation Trust, London W1T 4EU, UK
| | - Yoann Aldon
- Amsterdam University Medical Centers, Amsterdam Institute for Infection and Immunity, University of Amsterdam, 1105 AZ Amsterdam, the Netherlands
| | - Jonne L Snitselaar
- Amsterdam University Medical Centers, Amsterdam Institute for Infection and Immunity, University of Amsterdam, 1105 AZ Amsterdam, the Netherlands
| | - Peter Thomas
- Institute of Immunity and Transplantation, Division of Infection and Immunity, University College London, London NW3 2PF, UK
| | - Carl Graham
- School of Immunology and Microbial Sciences, King's College London, London SE1 9RT, UK
| | - Jeffrey Seow
- School of Immunology and Microbial Sciences, King's College London, London SE1 9RT, UK
| | - Nayung Lee
- Institute of Immunity and Transplantation, Division of Infection and Immunity, University College London, London NW3 2PF, UK
| | | | | | - Catherine F Houlihan
- Advanced Pathogens Diagnostic Unit, Department of Clinical Virology, University College London Hospitals NHS Foundation Trust, London W1T 4EU, UK; Research Department of Infection, Division of Infection and Immunity, University College London, London WC1 6BT, UK
| | - Rogier W Sanders
- Amsterdam University Medical Centers, Amsterdam Institute for Infection and Immunity, University of Amsterdam, 1105 AZ Amsterdam, the Netherlands
| | - Ravindra K Gupta
- Department of Medicine, University of Cambridge, Cambridge CB2 0AW, UK
| | | | - Hans J Stauss
- Institute of Immunity and Transplantation, Division of Infection and Immunity, University College London, London NW3 2PF, UK
| | - Eleni Nastouli
- Advanced Pathogens Diagnostic Unit, Department of Clinical Virology, University College London Hospitals NHS Foundation Trust, London W1T 4EU, UK; The Francis Crick Institute, London NW1 1AT, UK; Great Ormond Street Institute for Child Health, Infection, Immunity and Inflammation, University College London, London WC1N 1EH, UK
| | - Katie J Doores
- School of Immunology and Microbial Sciences, King's College London, London SE1 9RT, UK
| | - Marit J van Gils
- Amsterdam University Medical Centers, Amsterdam Institute for Infection and Immunity, University of Amsterdam, 1105 AZ Amsterdam, the Netherlands
| | - Laura E McCoy
- Institute of Immunity and Transplantation, Division of Infection and Immunity, University College London, London NW3 2PF, UK.
| |
Collapse
|
4
|
Yuan M, Huang D, Lee CCD, Wu NC, Jackson AM, Zhu X, Liu H, Peng L, van Gils MJ, Sanders RW, Burton DR, Reincke SM, Prüss H, Kreye J, Nemazee D, Ward AB, Wilson IA. Structural and functional ramifications of antigenic drift in recent SARS-CoV-2 variants. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2021:2021.02.16.430500. [PMID: 33619487 PMCID: PMC7899451 DOI: 10.1101/2021.02.16.430500] [Citation(s) in RCA: 37] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
The protective efficacy of neutralizing antibodies (nAbs) elicited during natural infection with SARS-CoV-2 and by vaccination based on its spike protein has been compromised with emergence of the recent SARS-CoV-2 variants. Residues E484 and K417 in the receptor-binding site (RBS) are both mutated in lineages first described in South Africa (B.1.351) and Brazil (B.1.1.28.1). The nAbs isolated from SARS-CoV-2 patients are preferentially encoded by certain heavy-chain germline genes and the two most frequently elicited antibody families (IGHV3-53/3-66 and IGHV1-2) can each bind the RBS in two different binding modes. However, their binding and neutralization are abrogated by either the E484K or K417N mutation, whereas nAbs to the cross-reactive CR3022 and S309 sites are largely unaffected. This structural and functional analysis illustrates why mutations at E484 and K417 adversely affect major classes of nAbs to SARS-CoV-2 with consequences for next-generation COVID-19 vaccines.
Collapse
Affiliation(s)
- Meng Yuan
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Deli Huang
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Chang-Chun D. Lee
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Nicholas C. Wu
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Abigail M. Jackson
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Xueyong Zhu
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Hejun Liu
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Linghang Peng
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Marit J. van Gils
- Department of Medical Microbiology and Infection Prevention, Amsterdam University Medical Centers, Location AMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Rogier W. Sanders
- Department of Medical Microbiology and Infection Prevention, Amsterdam University Medical Centers, Location AMC, University of Amsterdam, Amsterdam, The Netherlands
- Department of Microbiology and Immunology, Weill Medical College of Cornell University, New York, NY 10021, USA
| | - Dennis R. Burton
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA 92037, USA
- Ragon Institute of MGH, Harvard and MIT, Cambridge, MA 02139, USA
| | - S. Momsen Reincke
- German Center for Neurodegenerative Diseases (DZNE) Berlin, Berlin, Germany
- Department of Neurology and Experimental Neurology, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Harald Prüss
- German Center for Neurodegenerative Diseases (DZNE) Berlin, Berlin, Germany
- Department of Neurology and Experimental Neurology, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Jakob Kreye
- German Center for Neurodegenerative Diseases (DZNE) Berlin, Berlin, Germany
- Department of Neurology and Experimental Neurology, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität Berlin, and Berlin Institute of Health, Berlin, Germany
| | - David Nemazee
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Andrew B. Ward
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Ian A. Wilson
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
- The Skaggs Institute for Chemical Biology, The Scripps Research Institute, La Jolla, CA, 92037, USA
| |
Collapse
|
5
|
Rosenfeld R, Noy-Porat T, Mechaly A, Makdasi E, Levy Y, Alcalay R, Falach R, Aftalion M, Epstein E, Gur D, Chitlaru T, Vitner EB, Melamed S, Politi B, Zauberman A, Lazar S, Beth-Din A, Evgy Y, Yitzhaki S, Shapira SC, Israely T, Mazor O. Post-exposure protection of SARS-CoV-2 lethal infected K18-hACE2 transgenic mice by neutralizing human monoclonal antibody. Nat Commun 2021; 12:944. [PMID: 33574228 PMCID: PMC7878817 DOI: 10.1038/s41467-021-21239-8] [Citation(s) in RCA: 40] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2020] [Accepted: 01/19/2021] [Indexed: 12/11/2022] Open
Abstract
The coronavirus disease 2019 (COVID-19) pandemic, caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), exhibits high levels of mortality and morbidity and has dramatic consequences on human life, sociality and global economy. Neutralizing antibodies constitute a highly promising approach for treating and preventing infection by this novel pathogen. In the present study, we characterize and further evaluate the recently identified human monoclonal MD65 antibody for its ability to provide protection against a lethal SARS-CoV-2 infection of K18-hACE2 transgenic mice. Eighty percent of the untreated mice succumbed 6-9 days post-infection, while administration of the MD65 antibody as late as 3 days after exposure rescued all infected animals. In addition, the efficiency of the treatment is supported by prevention of morbidity and ablation of the load of infective virions in the lungs of treated animals. The data demonstrate the therapeutic value of human monoclonal antibodies as a life-saving treatment for severe COVID-19 infection.
Collapse
MESH Headings
- Animals
- Antibodies, Monoclonal/administration & dosage
- Antibodies, Monoclonal/genetics
- Antibodies, Monoclonal/immunology
- Antibodies, Neutralizing/administration & dosage
- Antibodies, Neutralizing/genetics
- Antibodies, Neutralizing/immunology
- Antibodies, Viral/administration & dosage
- Antibodies, Viral/genetics
- Antibodies, Viral/immunology
- COVID-19/immunology
- Chlorocebus aethiops
- Female
- Immunoglobulin G/administration & dosage
- Immunoglobulin G/genetics
- Immunoglobulin G/immunology
- Lung/pathology
- Lung/virology
- Male
- Mice, Inbred C57BL
- Mice, Transgenic
- SARS-CoV-2/classification
- SARS-CoV-2/physiology
- Seroconversion
- Vero Cells
- Viral Load
- COVID-19 Drug Treatment
- Mice
Collapse
Affiliation(s)
- Ronit Rosenfeld
- Israel Institute for Biological Research, Ness-Ziona, Israel.
| | - Tal Noy-Porat
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | - Adva Mechaly
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | - Efi Makdasi
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | - Yinon Levy
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | - Ron Alcalay
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | - Reut Falach
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | - Moshe Aftalion
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | - Eyal Epstein
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | - David Gur
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | | | - Einat B Vitner
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | - Sharon Melamed
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | - Boaz Politi
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | | | - Shirley Lazar
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | - Adi Beth-Din
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | - Yentl Evgy
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | - Shmuel Yitzhaki
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | | | - Tomer Israely
- Israel Institute for Biological Research, Ness-Ziona, Israel
| | - Ohad Mazor
- Israel Institute for Biological Research, Ness-Ziona, Israel.
| |
Collapse
|
6
|
Watson A, Li H, Ma B, Weiss R, Bendayan D, Abramovitz L, Ben-Shalom N, Mor M, Pinko E, Bar Oz M, Wang Z, Du F, Lu Y, Rybniker J, Dahan R, Huang H, Barkan D, Xiang Y, Javid B, Freund NT. Human antibodies targeting a Mycobacterium transporter protein mediate protection against tuberculosis. Nat Commun 2021; 12:602. [PMID: 33504803 PMCID: PMC7840946 DOI: 10.1038/s41467-021-20930-0] [Citation(s) in RCA: 44] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2020] [Accepted: 01/04/2021] [Indexed: 12/11/2022] Open
Abstract
Mycobacterium tuberculosis (Mtb) exposure drives antibody responses, but whether patients with active tuberculosis elicit protective antibodies, and against which antigens, is still unclear. Here we generate monoclonal antibodies from memory B cells of one patient to investigate the B cell responses during active infection. The antibodies, members of four distinct B cell clones, are directed against the Mtb phosphate transporter subunit PstS1. Antibodies p4-36 and p4-163 reduce Mycobacterium bovis-BCG and Mtb levels in an ex vivo human whole blood growth inhibition assay in an FcR-dependent manner; meanwhile, germline versions of p4-36 and p4-163 do not bind Mtb. Crystal structures of p4-36 and p4-170, complexed to PstS1, are determined at 2.1 Å and 2.4 Å resolution, respectively, to reveal two distinctive PstS1 epitopes. Lastly, a prophylactic p4-36 and p4-163 treatment in Mtb-infected Balb/c mice reduces bacterial lung burden by 50%. Our study shows that inhibitory anti-PstS1 B cell responses arise during active tuberculosis.
Collapse
Affiliation(s)
- Avia Watson
- Department of Clinical Microbiology and Immunology, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv-Yafo, Israel
| | - Hao Li
- Centre for Global Health and Infectious Diseases, Collaborative Innovation Centre for the Diagnosis and Treatment of Infectious Diseases, Tsinghua University School of Medicine, Beijing, China
- College of Veterinary Medicine, China Agricultural University, Beijing, China
| | - Bingting Ma
- Advanced Innovation Center for Structural Biology & Beijing Frontier Research Center for Biological Structure, Tsinghua University School of Medicine, Beijing, China
| | - Ronen Weiss
- Department of Clinical Microbiology and Immunology, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv-Yafo, Israel
| | - Daniele Bendayan
- Pulmonary and Tuberculosis Department, Shmuel Harofe Hospital, Be'er Ya'akov, Israel
| | - Lilach Abramovitz
- Department of Clinical Microbiology and Immunology, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv-Yafo, Israel
| | - Noam Ben-Shalom
- Department of Clinical Microbiology and Immunology, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv-Yafo, Israel
| | - Michael Mor
- Department of Clinical Microbiology and Immunology, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv-Yafo, Israel
| | - Erica Pinko
- Pulmonary and Tuberculosis Department, Shmuel Harofe Hospital, Be'er Ya'akov, Israel
| | - Michal Bar Oz
- Koret School of Veterinary Medicine, The Robert H. Smith Faculty of Agriculture, Food and Environment, The Hebrew University of Jerusalem, Rehovot, Israel
| | - Zhenqi Wang
- Centre for Global Health and Infectious Diseases, Collaborative Innovation Centre for the Diagnosis and Treatment of Infectious Diseases, Tsinghua University School of Medicine, Beijing, China
| | - Fengjiao Du
- Beijing Key Laboratory of Drug Resistance Tuberculosis Research, Department of Pharmacology, Beijing Tuberculosis and Thoracic Tumor Research Institute, Beijing Chest Hospital, Capital Medical University, Beijing, China
| | - Yu Lu
- Beijing Key Laboratory of Drug Resistance Tuberculosis Research, Department of Pharmacology, Beijing Tuberculosis and Thoracic Tumor Research Institute, Beijing Chest Hospital, Capital Medical University, Beijing, China
| | - Jan Rybniker
- Department of Internal Medicine, Division of Infectious Diseases, University of Cologne, Cologne, Germany
- German Center for Infection Research (DZIF), Bonn-Cologne, Germany
| | - Rony Dahan
- Department of Immunology, Weizmann Institute of Science, Rehovot, Israel
| | - Hairong Huang
- National Clinical Laboratory on Tuberculosis, Beijing Key Laboratory for Drug Resistant Tuberculosis Research, Beijing Chest Hospital, Capital Medical University, Beijing Tuberculosis and Thoracic Tumor Institute, Beijing, China
| | - Daniel Barkan
- Koret School of Veterinary Medicine, The Robert H. Smith Faculty of Agriculture, Food and Environment, The Hebrew University of Jerusalem, Rehovot, Israel
| | - Ye Xiang
- Advanced Innovation Center for Structural Biology & Beijing Frontier Research Center for Biological Structure, Tsinghua University School of Medicine, Beijing, China.
| | - Babak Javid
- Centre for Global Health and Infectious Diseases, Collaborative Innovation Centre for the Diagnosis and Treatment of Infectious Diseases, Tsinghua University School of Medicine, Beijing, China.
- Division of Experimental Medicine, University of California, San Francisco, CA, USA.
| | - Natalia T Freund
- Department of Clinical Microbiology and Immunology, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv-Yafo, Israel.
| |
Collapse
|