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O’Toole Á, Hill V, Jackson B, Dewar R, Sahadeo N, Colquhoun R, Rooke S, McCrone JT, Duggan K, McHugh MP, Nicholls SM, Poplawski R, Aanensen D, Holden M, Connor T, Loman N, Goodfellow I, Carrington CVF, Templeton K, Rambaut A. Genomics-informed outbreak investigations of SARS-CoV-2 using civet. PLOS Glob Public Health 2022; 2:e0000704. [PMID: 36962792 PMCID: PMC10021969 DOI: 10.1371/journal.pgph.0000704] [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] [Received: 01/07/2022] [Accepted: 11/08/2022] [Indexed: 12/14/2022]
Abstract
The scale of data produced during the SARS-CoV-2 pandemic has been unprecedented, with more than 13 million sequences shared publicly at the time of writing. This wealth of sequence data provides important context for interpreting local outbreaks. However, placing sequences of interest into national and international context is difficult given the size of the global dataset. Often outbreak investigations and genomic surveillance efforts require running similar analyses again and again on the latest dataset and producing reports. We developed civet (cluster investigation and virus epidemiology tool) to aid these routine analyses and facilitate virus outbreak investigation and surveillance. Civet can place sequences of interest in the local context of background diversity, resolving the query into different 'catchments' and presenting the phylogenetic results alongside metadata in an interactive, distributable report. Civet can be used on a fine scale for clinical outbreak investigation, for local surveillance and cluster discovery, and to routinely summarise the virus diversity circulating on a national level. Civet reports have helped researchers and public health bodies feedback genomic information in the appropriate context within a timeframe that is useful for public health.
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Affiliation(s)
- Áine O’Toole
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, United Kingdom
| | - Verity Hill
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, United Kingdom
| | - Ben Jackson
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, United Kingdom
| | - Rebecca Dewar
- Department of Clinical Microbiology, NHS Lothian, Edinburgh, United Kingdom
| | - Nikita Sahadeo
- Department of Preclinical Sciences, The University of the West Indies, St. Augustine, Trinidad & Tobago
| | - Rachel Colquhoun
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, United Kingdom
| | | | - J. T. McCrone
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, United Kingdom
| | - Kate Duggan
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, United Kingdom
| | - Martin P. McHugh
- Department of Clinical Microbiology, NHS Lothian, Edinburgh, United Kingdom
- School of Medicine, University of St Andrews, St Andrews, United Kingdom
| | - Samuel M. Nicholls
- Institute of Microbiology and Infection, University of Birmingham, Birmingham, United Kingdom
| | - Radoslaw Poplawski
- Institute of Microbiology and Infection, University of Birmingham, Birmingham, United Kingdom
| | | | | | - David Aanensen
- The Centre for Genomic Pathogen Surveillance, Big Data Institute, University of Oxford, Oxford, United Kingdom
| | - Matt Holden
- Public Health Scotland, Glasgow, United Kingdom
- School of Medicine, University of St Andrews, St Andrews, United Kingdom
| | - Tom Connor
- Pathogen Genomics Unit, Public Health Wales NHS Trust, Cardiff, United Kingdom
- School of Biosciences, The Sir Martin Evans Building, Cardiff University, Cardiff, United Kingdom
- Quadram Institute, Norwich, United Kingdom
| | - Nick Loman
- Institute of Microbiology and Infection, University of Birmingham, Birmingham, United Kingdom
| | - Ian Goodfellow
- Department of Pathology, University of Cambridge, Cambridge, United Kingdom
| | | | - Kate Templeton
- Department of Clinical Microbiology, NHS Lothian, Edinburgh, United Kingdom
| | - Andrew Rambaut
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, United Kingdom
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2
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O'Toole Á, Hill V, Pybus OG, Watts A, Bogoch II, Khan K, Messina JP, Tegally H, Lessells RR, Giandhari J, Pillay S, Tumedi KA, Nyepetsi G, Kebabonye M, Matsheka M, Mine M, Tokajian S, Hassan H, Salloum T, Merhi G, Koweyes J, Geoghegan JL, de Ligt J, Ren X, Storey M, Freed NE, Pattabiraman C, Prasad P, Desai AS, Vasanthapuram R, Schulz TF, Steinbrück L, Stadler T, Parisi A, Bianco A, García de Viedma D, Buenestado-Serrano S, Borges V, Isidro J, Duarte S, Gomes JP, Zuckerman NS, Mandelboim M, Mor O, Seemann T, Arnott A, Draper J, Gall M, Rawlinson W, Deveson I, Schlebusch S, McMahon J, Leong L, Lim CK, Chironna M, Loconsole D, Bal A, Josset L, Holmes E, St. George K, Lasek-Nesselquist E, Sikkema RS, Oude Munnink B, Koopmans M, Brytting M, Sudha rani V, Pavani S, Smura T, Heim A, Kurkela S, Umair M, Salman M, Bartolini B, Rueca M, Drosten C, Wolff T, Silander O, Eggink D, Reusken C, Vennema H, Park A, Carrington C, Sahadeo N, Carr M, Gonzalez G, de Oliveira T, Faria N, Rambaut A, Kraemer MUG. Tracking the international spread of SARS-CoV-2 lineages B.1.1.7 and B.1.351/501Y-V2 with grinch. Wellcome Open Res 2021; 6:121. [PMID: 34095513 PMCID: PMC8176267 DOI: 10.12688/wellcomeopenres.16661.2] [Citation(s) in RCA: 70] [Impact Index Per Article: 23.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/10/2021] [Indexed: 11/20/2022] Open
Abstract
Late in 2020, two genetically-distinct clusters of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) with mutations of biological concern were reported, one in the United Kingdom and one in South Africa. Using a combination of data from routine surveillance, genomic sequencing and international travel we track the international dispersal of lineages B.1.1.7 and B.1.351 (variant 501Y-V2). We account for potential biases in genomic surveillance efforts by including passenger volumes from location of where the lineage was first reported, London and South Africa respectively. Using the software tool grinch (global report investigating novel coronavirus haplotypes), we track the international spread of lineages of concern with automated daily reports, Further, we have built a custom tracking website (cov-lineages.org/global_report.html) which hosts this daily report and will continue to include novel SARS-CoV-2 lineages of concern as they are detected.
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Affiliation(s)
- Áine O'Toole
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
| | - Verity Hill
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
| | | | - Alexander Watts
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
| | - Issac I. Bogoch
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
| | - Kamran Khan
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
| | | | - The COVID-19 Genomics UK (COG-UK) consortium
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Network for Genomic Surveillance in South Africa (NGS-SA)
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Brazil-UK CADDE Genomic Network
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Houriiyah Tegally
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
| | - Richard R. Lessells
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
| | - Jennifer Giandhari
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
| | - Sureshnee Pillay
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
| | | | | | | | | | - Madisa Mine
- National Health Laboratory, Gaborone, Botswana
| | - Sima Tokajian
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
| | - Hamad Hassan
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
| | - Tamara Salloum
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
| | - Georgi Merhi
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
| | - Jad Koweyes
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
| | - Jemma L. Geoghegan
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
| | - Joep de Ligt
- Institute of Environmental Science and Research, Wellington, New Zealand
| | - Xiaoyun Ren
- Institute of Environmental Science and Research, Wellington, New Zealand
| | - Matthew Storey
- Institute of Environmental Science and Research, Wellington, New Zealand
| | - Nikki E. Freed
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
| | - Chitra Pattabiraman
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Pramada Prasad
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Anita S. Desai
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Ravi Vasanthapuram
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Thomas F. Schulz
- Institute of Virology, Hannover Medical School, Hannover, Germany
| | - Lars Steinbrück
- Institute of Virology, Hannover Medical School, Hannover, Germany
| | - Tanja Stadler
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
| | - Swiss Viollier Sequencing Consortium
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Antonio Parisi
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
| | - Angelica Bianco
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
| | - Darío García de Viedma
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
| | - Sergio Buenestado-Serrano
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
| | - Vítor Borges
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - Joana Isidro
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - Sílvia Duarte
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - João Paulo Gomes
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - Neta S. Zuckerman
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
| | - Michal Mandelboim
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
| | - Orna Mor
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
| | - Torsten Seemann
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
| | - Alicia Arnott
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
| | - Jenny Draper
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
| | - Mailie Gall
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
| | - William Rawlinson
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
| | - Ira Deveson
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
| | - Sanmarié Schlebusch
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
| | - Jamie McMahon
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
| | - Lex Leong
- South Australia Pathology, Adelaide, Australia
| | | | - Maria Chironna
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
| | - Daniela Loconsole
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
| | - Antonin Bal
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
| | - Laurence Josset
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
| | | | - Kirsten St. George
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
| | | | - Reina S. Sikkema
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
| | - Bas Oude Munnink
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
| | - Marion Koopmans
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
| | - Mia Brytting
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
| | - V. Sudha rani
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
| | - S. Pavani
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
| | - Teemu Smura
- Department of Virology, University of Helsinki, Helsinki, Finland
| | - Albert Heim
- Institute of Virology, Hannover Medical School, Hannover, Germany
| | - Satu Kurkela
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Massab Umair
- Department of Virology, National Institute of Health, Islamabad, Pakistan
| | - Muhammad Salman
- Department of Virology, National Institute of Health, Islamabad, Pakistan
| | - Barbara Bartolini
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
| | - Martina Rueca
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
| | - Christian Drosten
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
| | - Thorsten Wolff
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
| | - Olin Silander
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
| | - Dirk Eggink
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
| | - Chantal Reusken
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
| | - Harry Vennema
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
| | - Aekyung Park
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
| | | | - Nikita Sahadeo
- University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Michael Carr
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
| | - Gabo Gonzalez
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
| | - SEARCH Alliance San Diego
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - National Virus Reference Laboratory
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - SeqCOVID-Spain
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Danish Covid-19 Genome Consortium (DCGC)
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Communicable Diseases Genomic Network (CDGN)
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Dutch National SARS-CoV-2 surveillance program
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Division of Emerging Infectious Diseases (KDCA)
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Tulio de Oliveira
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
| | - Nuno Faria
- Department of Zoology, University of Oxford, Oxford, UK
- Imperial College London, London, UK
| | - Andrew Rambaut
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
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3
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O'Toole Á, Hill V, Pybus OG, Watts A, Bogoch II, Khan K, Messina JP, Tegally H, Lessells RR, Giandhari J, Pillay S, Tumedi KA, Nyepetsi G, Kebabonye M, Matsheka M, Mine M, Tokajian S, Hassan H, Salloum T, Merhi G, Koweyes J, Geoghegan JL, de Ligt J, Ren X, Storey M, Freed NE, Pattabiraman C, Prasad P, Desai AS, Vasanthapuram R, Schulz TF, Steinbrück L, Stadler T, Parisi A, Bianco A, García de Viedma D, Buenestado-Serrano S, Borges V, Isidro J, Duarte S, Gomes JP, Zuckerman NS, Mandelboim M, Mor O, Seemann T, Arnott A, Draper J, Gall M, Rawlinson W, Deveson I, Schlebusch S, McMahon J, Leong L, Lim CK, Chironna M, Loconsole D, Bal A, Josset L, Holmes E, St. George K, Lasek-Nesselquist E, Sikkema RS, Oude Munnink B, Koopmans M, Brytting M, Sudha rani V, Pavani S, Smura T, Heim A, Kurkela S, Umair M, Salman M, Bartolini B, Rueca M, Drosten C, Wolff T, Silander O, Eggink D, Reusken C, Vennema H, Park A, Carrington C, Sahadeo N, Carr M, Gonzalez G, de Oliveira T, Faria N, Rambaut A, Kraemer MUG. Tracking the international spread of SARS-CoV-2 lineages B.1.1.7 and B.1.351/501Y-V2. Wellcome Open Res 2021; 6:121. [PMID: 34095513 PMCID: PMC8176267 DOI: 10.12688/wellcomeopenres.16661.1] [Citation(s) in RCA: 35] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/08/2021] [Indexed: 12/13/2022] Open
Abstract
Late in 2020, two genetically-distinct clusters of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) with mutations of biological concern were reported, one in the United Kingdom and one in South Africa. Using a combination of data from routine surveillance, genomic sequencing and international travel we track the international dispersal of lineages B.1.1.7 and B.1.351 (variant 501Y-V2). We account for potential biases in genomic surveillance efforts by including passenger volumes from location of where the lineage was first reported, London and South Africa respectively. Using the software tool grinch (global report investigating novel coronavirus haplotypes), we track the international spread of lineages of concern with automated daily reports, Further, we have built a custom tracking website (cov-lineages.org/global_report.html) which hosts this daily report and will continue to include novel SARS-CoV-2 lineages of concern as they are detected.
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Affiliation(s)
- Áine O'Toole
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
| | - Verity Hill
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
| | | | - Alexander Watts
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
| | - Issac I. Bogoch
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
| | - Kamran Khan
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
| | | | - The COVID-19 Genomics UK (COG-UK) consortium
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Network for Genomic Surveillance in South Africa (NGS-SA)
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Brazil-UK CADDE Genomic Network
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Houriiyah Tegally
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
| | - Richard R. Lessells
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
| | - Jennifer Giandhari
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
| | - Sureshnee Pillay
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
| | | | | | | | | | - Madisa Mine
- National Health Laboratory, Gaborone, Botswana
| | - Sima Tokajian
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
| | - Hamad Hassan
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
| | - Tamara Salloum
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
| | - Georgi Merhi
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
| | - Jad Koweyes
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
| | - Jemma L. Geoghegan
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
| | - Joep de Ligt
- Institute of Environmental Science and Research, Wellington, New Zealand
| | - Xiaoyun Ren
- Institute of Environmental Science and Research, Wellington, New Zealand
| | - Matthew Storey
- Institute of Environmental Science and Research, Wellington, New Zealand
| | - Nikki E. Freed
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
| | - Chitra Pattabiraman
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Pramada Prasad
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Anita S. Desai
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Ravi Vasanthapuram
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Thomas F. Schulz
- Institute of Virology, Hannover Medical School, Hannover, Germany
| | - Lars Steinbrück
- Institute of Virology, Hannover Medical School, Hannover, Germany
| | - Tanja Stadler
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
| | - Swiss Viollier Sequencing Consortium
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Antonio Parisi
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
| | - Angelica Bianco
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
| | - Darío García de Viedma
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
| | - Sergio Buenestado-Serrano
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
| | - Vítor Borges
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - Joana Isidro
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - Sílvia Duarte
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - João Paulo Gomes
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - Neta S. Zuckerman
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
| | - Michal Mandelboim
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
| | - Orna Mor
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
| | - Torsten Seemann
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
| | - Alicia Arnott
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
| | - Jenny Draper
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
| | - Mailie Gall
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
| | - William Rawlinson
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
| | - Ira Deveson
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
| | - Sanmarié Schlebusch
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
| | - Jamie McMahon
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
| | - Lex Leong
- South Australia Pathology, Adelaide, Australia
| | | | - Maria Chironna
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
| | - Daniela Loconsole
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
| | - Antonin Bal
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
| | - Laurence Josset
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
| | | | - Kirsten St. George
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
| | | | - Reina S. Sikkema
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
| | - Bas Oude Munnink
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
| | - Marion Koopmans
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
| | - Mia Brytting
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
| | - V. Sudha rani
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
| | - S. Pavani
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
| | - Teemu Smura
- Department of Virology, University of Helsinki, Helsinki, Finland
| | - Albert Heim
- Institute of Virology, Hannover Medical School, Hannover, Germany
| | - Satu Kurkela
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Massab Umair
- Department of Virology, National Institute of Health, Islamabad, Pakistan
| | - Muhammad Salman
- Department of Virology, National Institute of Health, Islamabad, Pakistan
| | - Barbara Bartolini
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
| | - Martina Rueca
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
| | - Christian Drosten
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
| | - Thorsten Wolff
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
| | - Olin Silander
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
| | - Dirk Eggink
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
| | - Chantal Reusken
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
| | - Harry Vennema
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
| | - Aekyung Park
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
| | | | - Nikita Sahadeo
- University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Michael Carr
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
| | - Gabo Gonzalez
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
| | - SEARCH Alliance San Diego
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - National Virus Reference Laboratory
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - SeqCOVID-Spain
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Danish Covid-19 Genome Consortium (DCGC)
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Communicable Diseases Genomic Network (CDGN)
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Dutch National SARS-CoV-2 surveillance program
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Division of Emerging Infectious Diseases (KDCA)
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
- Department of Zoology, University of Oxford, Oxford, UK
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada
- BlueDot, Toronto, Canada
- Department of Medicine, University of Toronto, Toronto, Canada
- Divisions of General Internal Medicine and Infectious Diseases, University Health Network, Toronto, Canada
- Department of Geography, University of Oxford, Oxford, UK
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
- Botswana Institute for Technology Research and Innovation, Gaborone, Botswana
- National Health Laboratory, Gaborone, Botswana
- Ministry of Health and Wellness, Gaborone, Botswana
- Department of Natural Sciences, Lebanese American University, Beirut, Lebanon
- Faculty of Public Health, Lebanese University, Beirut, Lebanon
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
- Institute of Environmental Science and Research, Wellington, New Zealand
- School of Natural and Computational Sciences, Massey University, Auckland, New Zealand
- Department of Neurovirology, National Institute of Mental Health and Neurosciences, Bengaluru, India
- Institute of Virology, Hannover Medical School, Hannover, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Zurich, Switzerland
- Istituto Zooprofilattico sperimentale della Puglia e della Basilicata, Puglia, Italy
- Hospital General Universitario Gregorio Marañón; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
- CIBER Enfermedades Respiratorias CIBERES, Madrid, Spain
- Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Innovation and Technology Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Central Virology Laboratory, Israel Ministry of Health, Sheba Medical Center, Ramat Gan, Israel
- Microbiological Diagnostic Unit Public Health Laboratory, Department of Microbiology & Immunology, University of Melbourne at the Peter Doherty Institute for Infection & Immunity, Melbourne, Australia
- New South Wales Health Pathology - Institute of Clinical Pathology and Medical Research, Sydney, Australia
- New South Wales Health Pathology Randwick, Prince of Wales Hospital, Sydney, Australia
- Kinghorn Centre for Clinical Genomics, Sydney, Australia
- Queensland Reference Centre for Microbial and Public Health Genomics, Forensic and Scientific Services, Health Support Queensland, Queensland Health South Australia Pathology, Adelaide, Australia
- South Australia Pathology, Adelaide, Australia
- Department of Biomedical Sciences and Human Oncology, University of Bari, Bari, Italy
- Centre National de Référence des virus des infections respiratoires, Hospices Civils de Lyon, Lyon, France
- University of Sydney, Sydney, Australia
- Wadsworth Center, New York State Department of Health, Albany, New York, USA
- ErasmusMC, Department of Viroscience, WHO collaborating centre for arbovirus and viral hemorrhagic fever Reference and Research, Rotterdam, The Netherlands
- The Public Health Agency of Sweden, Department of Microbiology, Solna, Sweden
- Upgraded Department of Microbiology, Osmania Medical College, Hyderabad, Telangana, India
- Department of Virology, University of Helsinki, Helsinki, Finland
- HUS Diagnostic Center, HUSLAB, Clinical Microbiology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Virology, National Institute of Health, Islamabad, Pakistan
- National Institute for Infectious Diseases "L. Spallanzani", Rome, Italy
- Institute for Virology, Charité Universitätsmedizin, Berlin, Germany
- Robert Koch-Institut, , Head, Unit 17, Influenza and other Respiratory Viruses, Seestr. 10, Berlin, Germany
- WHO COVID-19 reference laboratory, Centre for Infectious Disease Control-National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Division of Emerging Infectious Diseases, Bureau of Infectious Disease Diagnosis Control, Korea Disease Control and Prevention Agency, Cheongju-si, Chungcheongbuk-do, South Korea
- University of the West Indies, St. Augustine, Trinidad and Tobago
- National Virus Reference Laboratory, University College Dublin, Dublin, Ireland
- Imperial College London, London, UK
| | - Tulio de Oliveira
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
| | - Nuno Faria
- Department of Zoology, University of Oxford, Oxford, UK
- Imperial College London, London, UK
| | - Andrew Rambaut
- Institute of Evolutionary Biology, University of Edinburgh, Edinburgh, UK
| | | |
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4
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Abstract
Dengue viruses (DENVs) are classified into four serotypes, each of which contains multiple genotypes. DENV genotypes introduced into the Americas over the past five decades have exhibited different rates and patterns of spatial dispersal. In order to understand factors underlying these patterns, we utilized a statistical framework that allows for the integration of ecological, socioeconomic, and air transport mobility data as predictors of viral diffusion while inferring the phylogeographic history. Predictors describing spatial diffusion based on several covariates were compared using a generalized linear model approach, where the support for each scenario and its contribution is estimated simultaneously from the data set. Although different predictors were identified for different serotypes, our analysis suggests that overall diffusion of DENV-1, -2, and -3 in the Americas was associated with airline traffic. The other significant predictors included human population size, the geographical distance between countries and between urban centers and the density of people living in urban environments.
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Affiliation(s)
- Orchid M Allicock
- Department of Preclinical Sciences, Faculty of Medical Sciences, University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Nikita Sahadeo
- Department of Preclinical Sciences, Faculty of Medical Sciences, University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Philippe Lemey
- KU Leuven, Department of Microbiology, Immunology and Transplantation, Rega Institute for Medical Research, Laboratory for Clinical and Epidemiological Virology, Leuven, Belgium
| | - Albert J Auguste
- Department of Entomology, Fralin Life Science Institute, Virginia Polytechnic Institute and State University, Blacksburg, VA 24061, USA
| | - Marc A Suchard
- Department of Biomathematics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Andrew Rambaut
- Institute of Evolutionary Biology, School of Biological Sciences, University of Edinburgh, Charlotte Auerbach Road, The Kings Buildings, Edinburgh, EH9 3FL, UK
| | - Christine V F Carrington
- Department of Preclinical Sciences, Faculty of Medical Sciences, University of the West Indies, St. Augustine, Trinidad and Tobago
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5
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Mishra N, Ng J, Rakeman JL, Perry MJ, Centurioni DA, Dean AB, Price A, Thakkar R, Angus AG, Williamson P, Delwart E, Carrington C, Sahadeo N, Che X, Briese T, Tokarz R, Lipkin WI. One-step pentaplex real-time polymerase chain reaction assay for detection of zika, dengue, chikungunya, West nile viruses and a human housekeeping gene. J Clin Virol 2019; 120:44-50. [PMID: 31557664 DOI: 10.1016/j.jcv.2019.08.011] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [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: 06/14/2019] [Revised: 08/19/2019] [Accepted: 08/23/2019] [Indexed: 12/27/2022]
Abstract
BACKGROUND Recent emergence of Zika virus (ZIKV), and the global spread of dengue (DENV), chikungunya (CHIKV) and West Nile viruses (WNV) raised urgent need of accurate and affordable molecular diagnosis of these clinically indistinguishable arboviral infections. OBJECTIVES We established a pentaplex real-time reverse transcription PCR (rRT-PCR) assay (CII-ArboViroPlex rRT-PCR) for specific and sensitive detection of the African and American genotypes of ZIKV, all four serotypes of DENV, CHIKV, WNV and a housekeeping gene as internal control in single reaction. STUDY DESIGN Specific primers and probe sets were designed for ZIKV, DENV, CHIKV, WNV and RNase P (housekeeping gene) and tested for in-vitro transcribed RNA standards, virus cultures, clinical samples positive for ZIKV, DENV, CHIKV and WNV and limit of detection (LOD) were determined for each. Results Using ten-fold serially diluted in-vitro transcribed RNA, CII- ArboViroPlex rRT-PCR assay has LOD of 100 RNA copies/reaction (Rn) for ZIKV in serum or urine, 100 RNA copies/Rn for DENV in serum, and 10 RNA copies/Rn for CHIKV and WNV in serum. LODs from sera spiked with quantitated viral stocks were 2.6 × 102 GEQ/Rn for ZIKV, 2.2 × 101 GEQ/Rn for DENV-1, 9.4 × 100 GEQ/Rn for DENV-2, 2.3 × 102 GEQ/Rn for DENV-3, 1.4 × 103 GEQ/Rn for DENV-4, 2.7 × 102 GEQ/Rn for CHIKV, and 1.05 × 101 GEQ/Rn for WNV. CONCLUSIONS The CII-ArboViroPlex rRT-PCR assay is a quantitative one-step pentaplex rRT-PCR assay for the molecular detection and differential diagnosis of ZIKV, DENV, CHIKV, WNV and a human housekeeping gene control in a single- PCR reaction.
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Affiliation(s)
- Nischay Mishra
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA.
| | - James Ng
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Jennifer L Rakeman
- Public Health Laboratory, New York City Department of Health and Mental Hygiene, New York, NY, USA
| | - Michael J Perry
- Biodefense Laboratory, Wadsworth Center, New York State Department of Health, Albany, NY, USA
| | - Dominick A Centurioni
- Biodefense Laboratory, Wadsworth Center, New York State Department of Health, Albany, NY, USA
| | - Amy B Dean
- Virology Laboratory, Wadsworth Center, New York State Department of Health, Albany, NY, USA
| | - Adam Price
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Riddhi Thakkar
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Andreina Garcia Angus
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA
| | | | - Eric Delwart
- Department of Laboratory Medicine, University of California at San Francisco, San Francisco, CA, USA
| | - Christine Carrington
- Department of Preclinical Sciences, Faculty of Medical Sciences, The University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Nikita Sahadeo
- Department of Preclinical Sciences, Faculty of Medical Sciences, The University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Xiaoyu Che
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Thomas Briese
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Rafal Tokarz
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - W Ian Lipkin
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, USA
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6
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Brown-Joseph T, Rajko-Nenow P, Hicks H, Sahadeo N, Harrup LE, Carrington CV, Batten C, Oura CAL. Identification and characterization of epizootic hemorrhagic disease virus serotype 6 in cattle co-infected with bluetongue virus in Trinidad, West Indies. Vet Microbiol 2018; 229:1-6. [PMID: 30642583 PMCID: PMC6340808 DOI: 10.1016/j.vetmic.2018.12.009] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2018] [Revised: 12/06/2018] [Accepted: 12/11/2018] [Indexed: 12/11/2022]
Abstract
Epizootic haemorrhagic disease virus serotype 6 (EHDV-6) is circulating in Trinidad. EHDV is infecting cattle at a slower rate than BTV. EHDV appears to have a faster viral evolution rate than BTV. The EHDV-6 Trinidad strain (VP-2) falls within the eastern topotype clade that is likely to have originated from Australia.
Epizootic hemorrhagic disease virus (EHDV) is an economically important virus that can cause severe clinical disease in deer and to a lesser extent cattle. This study set out to determine and characterize which EHDV serotypes were circulating in Trinidad. Serum and whole blood samples were collected monthly for six months from a cohort of cattle imported to Trinidad from the USA. Results revealed that all the cattle seroconverted to EHDV within six months of their arrival, with EHDV RNA being detected in the samples just prior to antibodies, as expected. Serotyping assays revealed that a single serotype (EHDV-6) was circulating in the cattle. Sequencing of the surface viral protein (VP2) of EHDV-6, followed by phylogenetic analysis, revealed that the Trinidad EHDV-6 strain was closely related to EHDV-6 viruses found in Guadeloupe (2010), Martinique (2010) and USA (2006), with 96–97.2% nucleotide identity. The Trinidad EHDV-6 VP-2 shared 97.2% identity with the Australian EHDV-6 prototype strain, classifying it within the eastern topotype clade. Bayesian coalescent analysis support Australia as the most probable source for the EHDV-6 VP2 sequences in the Americas and Caribbean region and suggests that the they diverged from the Australian prototype strain around 1966 (95% HPD 1941–1979).
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Affiliation(s)
- Tamiko Brown-Joseph
- Department of Pre-Clinical Sciences, Faculty of Medical Sciences, The University of the West Indies, St. Augustine, Trinidad, West Indies.
| | - Paulina Rajko-Nenow
- Non-vesicular reference laboratory, The Pirbright Institute, Woking, Surrey, GU24 0NF, UK
| | - Hayley Hicks
- Non-vesicular reference laboratory, The Pirbright Institute, Woking, Surrey, GU24 0NF, UK
| | - Nikita Sahadeo
- Department of Pre-Clinical Sciences, Faculty of Medical Sciences, The University of the West Indies, St. Augustine, Trinidad, West Indies
| | - Lara E Harrup
- Entomology Group, The Pirbright Institute, Woking, Surrey, GU24 0NF, UK
| | - Christine V Carrington
- Department of Pre-Clinical Sciences, Faculty of Medical Sciences, The University of the West Indies, St. Augustine, Trinidad, West Indies
| | - Carrie Batten
- Non-vesicular reference laboratory, The Pirbright Institute, Woking, Surrey, GU24 0NF, UK
| | - Christopher A L Oura
- School of Veterinary Medicine, Faculty of Medical Sciences, The University of theWest Indies, St. Augustine, Trinidad, West Indies
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7
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Sahadeo N, Mohammed H, Allicock OM, Auguste AJ, Widen SG, Badal K, Pulchan K, Foster JE, Weaver SC, Carrington CVF. Molecular Characterisation of Chikungunya Virus Infections in Trinidad and Comparison of Clinical and Laboratory Features with Dengue and Other Acute Febrile Cases. PLoS Negl Trop Dis 2015; 9:e0004199. [PMID: 26580074 PMCID: PMC4651505 DOI: 10.1371/journal.pntd.0004199] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.8] [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: 03/14/2015] [Accepted: 10/06/2015] [Indexed: 01/01/2023] Open
Abstract
Local transmission of Chikungunya virus (CHIKV) was first documented in Trinidad and Tobago (T&T) in July 2014 preceding a large epidemic. At initial presentation, it is difficult to distinguish chikungunya fever (CHIKF) from other acute undifferentiated febrile illnesses (AUFIs), including life-threatening dengue disease. We characterised and compared dengue virus (DENV) and CHIKV infections in 158 patients presenting with suspected dengue fever (DF) and CHIKF at a major hospital in T&T, and performed phylogenetic analyses on CHIKV genomic sequences recovered from 8 individuals. The characteristics of patients with and without PCR-confirmed CHIKV were compared using Pearson’s χ2 and student’s t-tests, and adjusted odds ratios (aORs) and 95% confidence intervals (CIs) were determined using logistic regression. We then compared signs and symptoms of people with RT-qPCR-confirmed CHIKV and DENV infections using the Mann-Whitney U, Pearson’s χ2 and Fisher’s exact tests. Among the 158 persons there were 8 (6%) RT-qPCR-confirmed DENV and 30 (22%) RT-qPCR-confirmed CHIKV infections. Phylogenetic analyses showed that the CHIKV strains belonged to the Asian genotype and were most closely related to a British Virgin Islands strain isolated at the beginning of the 2013/14 outbreak in the Americas. Compared to persons who were RT-qPCR-negative for CHIKV, RT-qPCR-positive individuals were significantly more likely to have joint pain (aOR: 4.52 [95% CI: 1.28–16.00]), less likely to be interviewed at a later stage of illness (days post onset of fever—aOR: 0.56 [0.40–0.78]) and had a lower white blood cell count (aOR: 0.83 [0.71–0.96]). Among the 38 patients with RT-qPCR-confirmed CHIKV or DENV, there were no significant differences in symptomatic presentation. However when individuals with serological evidence of recent DENV or CHIKV infection were included in the analyses, there were key differences in clinical presentation between CHIKF and other AUFIs including DF, which can be used to triage patients for appropriate care in the clinical setting. Chikungunya virus (CHIKV) recently emerged in the Americas and caused a major epidemic of chikungunya fever (CHIKF). While not usually life threatening, CHIKF is a debilitating and often chronic illness resulting in major morbidity and economic losses. It is difficult to distinguish CHIKF from other viral illnesses that cause acute fevers including dengue fever (DF), an important consideration since DF can be life-threatening and early identification and treatment of cases is key to reducing mortality. In this study we investigated individuals presenting to a major hospital in Trinidad and Tobago (T&T) with suspected DF or CHIKF, and identified signs and symptoms that distinguish these two illnesses. We also recovered complete genome sequences for CHIKV and show that the etiologic strain in T&T is a closely related descendent of the strain first isolated from the British Virgin Islands at the beginning of the outbreak in the Americas.
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Affiliation(s)
- Nikita Sahadeo
- Department of Preclinical Sciences, Faculty of Medical Sciences, The University of the West Indies, St. Augustine, Republic of Trinidad and Tobago
| | - Hamish Mohammed
- Public Health England, HIV & STI Department, London, United Kingdom
| | - Orchid M Allicock
- Department of Preclinical Sciences, Faculty of Medical Sciences, The University of the West Indies, St. Augustine, Republic of Trinidad and Tobago
| | - Albert J Auguste
- Institute for Human Infections and Immunity and Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, Texas, United States of America
| | - Steven G Widen
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, Texas, United States of America
| | - Kimberly Badal
- Department of Preclinical Sciences, Faculty of Medical Sciences, The University of the West Indies, St. Augustine, Republic of Trinidad and Tobago
| | - Krishna Pulchan
- Adult Emergency Department, Eric Williams Medical Sciences Complex, Mt. Hope, Republic of Trinidad and Tobago
| | - Jerome E Foster
- Department of Preclinical Sciences, Faculty of Medical Sciences, The University of the West Indies, St. Augustine, Republic of Trinidad and Tobago
| | - Scott C Weaver
- Institute for Human Infections and Immunity and Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, Texas, United States of America
| | - Christine V F Carrington
- Department of Preclinical Sciences, Faculty of Medical Sciences, The University of the West Indies, St. Augustine, Republic of Trinidad and Tobago
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