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Li SL, Prete CA, Zarebski AE, de Souza Santos AA, Sabino EC, Nascimento VH, Wu CH, Messina JP. The Brazilian COVID-19 vaccination campaign: a modelling analysis of sociodemographic factors on uptake. BMJ Open 2024; 14:e076354. [PMID: 38233051 PMCID: PMC10806735 DOI: 10.1136/bmjopen-2023-076354] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Accepted: 11/15/2023] [Indexed: 01/19/2024] Open
Abstract
OBJECTIVE Dose shortages delayed access to COVID-19 vaccination. We aim to characterise inequality in two-dose vaccination by sociodemographic group across Brazil. DESIGN This is a cross-sectional study. SETTING We used data retrieved from the Brazilian Ministry of Health databases published between 17 January 2021 and 6 September 2021. METHODS We assessed geographical inequalities in full vaccination coverage and dose by age, sex, race and socioeconomic status. We developed a Campaign Optimality Index to characterise inequality in vaccination access due to premature vaccination towards younger populations before older and vulnerable populations were fully vaccinated. Generalised linear regression was used to investigate the risk of death and hospitalisation by age group, socioeconomic status and vaccination coverage. RESULTS Vaccination coverage is higher in the wealthier South and Southeast. Men, people of colour and low-income groups were more likely to be only partially vaccinated due to missing or delaying a second dose. Vaccination started prematurely for age groups under 50 years which may have hindered uptake in older age groups. Vaccination coverage was associated with a lower risk of death, especially in older age groups (ORs 9.7 to 29.0, 95% CI 9. 4 to 29.9). Risk of hospitalisation was greater in areas with higher vaccination rates due to higher access to care and reporting. CONCLUSIONS Vaccination inequality persists between states, age and demographic groups despite increasing uptake. The association between hospitalisation rates and vaccination is attributed to preferential delivery to areas of greater transmission and access to healthcare.
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Affiliation(s)
- Sabrina L Li
- School of Geography, University of Nottingham, Nottingham, UK
- School of Geography and the Environment, University of Oxford, Oxford, UK
| | - Carlos A Prete
- Department of Electronic Systems Engineering, University of São Paulo, São Paulo, Brazil
| | - Alexander E Zarebski
- School of Mathematics and Statistics, The University of Melbourne, Melbourne, Victoria, Australia
- Department of Zoology, University of Oxford, Oxford, UK
| | - Andreza Aruska de Souza Santos
- Oxford School of Global and Area Studies and Latin American Centre, University of Oxford, Oxford, UK
- King's Brazil Institute, King's College London, London, UK
| | - Ester C Sabino
- Departamento de Molestias Infecciosas e Parasitarias & Instituto de Medicina Tropical da Faculdade de Medicina, University of São Paulo, São Paulo, Brazil
| | - Vitor H Nascimento
- Department of Electronic Systems Engineering, University of São Paulo, São Paulo, Brazil
| | - Chieh-Hsi Wu
- School of Mathematical Sciences, University of Southhampton, Southhampton, UK
| | - Jane P Messina
- School of Geography and the Environment, University of Oxford, Oxford, UK
- Oxford School of Global and Area Studies, University of Oxford, Oxford, UK
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Lemyre A, Messina JP. Greenspace use during the COVID-19 pandemic: A longitudinal population mobility study in the United Kingdom. Environ Res 2023; 239:117360. [PMID: 37852457 DOI: 10.1016/j.envres.2023.117360] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 07/13/2023] [Accepted: 10/07/2023] [Indexed: 10/20/2023]
Abstract
BACKGROUND The coronavirus pandemic greatly disrupted the lives of people. Restrictions introduced worldwide to limit the spread of infection included stay-at-home orders, closure of venues, restrictions to travel and limits to social contacts. During this time, parks and outdoor greenspaces gained prominent attention as alternative location for respite. Population mobility data offers a unique opportunity to understand the impact of the pandemic on outdoor behaviour. We examine the role of the restrictions on park use throughout the full span of the pandemic while controlling for weather and region. METHODS This study provides a longitudinal population analysis of park visitation using Google COVID-19 Community Mobility Reports data in the UK. Daily park visitation was plotted and ANOVA analyses tested season and year effects in visitation. Then, regressions examined park visitation beyond weather (temperature and rain), according to COVID-19 restrictions, while controlling for region specificities through unit fixed effect models. RESULTS Time series and ANOVA analyses documented the significant decrease in park visitation in the spring of 2020, the seasonal pattern in visitation, and an overall sustained and elevated use over nearly three years. Regressions confirmed park visitation increased significantly when temperature was greater and when it rained less. More visitation was also seen when there were fewer COVID-19 cases and when the stringency level of restrictions was lower. Of special interest, a significant interaction effect was found between temperature and stringency, with stringency significantly supressing the effect of higher temperature on visitation. CONCLUSIONS COVID-19 restrictions negatively impacted park visitation on warm days. Given the general health, social, and wellbeing benefits of greenspace use, one should consider the collateral negative impact of restrictions on park visitation. When social distancing of contacts is required, the few remaining locations where it can safely occur should instead be promoted.
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Affiliation(s)
- Anaïs Lemyre
- School of Geography and the Environment, University of Oxford, S Parks Rd, Oxford, OX1 3QY, United Kingdom.
| | - Jane P Messina
- School of Geography and the Environment, University of Oxford, S Parks Rd, Oxford, OX1 3QY, United Kingdom.
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Lim AY, Jafari Y, Caldwell JM, Clapham HE, Gaythorpe KAM, Hussain-Alkhateeb L, Johansson MA, Kraemer MUG, Maude RJ, McCormack CP, Messina JP, Mordecai EA, Rabe IB, Reiner RC, Ryan SJ, Salje H, Semenza JC, Rojas DP, Brady OJ. A systematic review of the data, methods and environmental covariates used to map Aedes-borne arbovirus transmission risk. BMC Infect Dis 2023; 23:708. [PMID: 37864153 PMCID: PMC10588093 DOI: 10.1186/s12879-023-08717-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Accepted: 10/16/2023] [Indexed: 10/22/2023] Open
Abstract
BACKGROUND Aedes (Stegomyia)-borne diseases are an expanding global threat, but gaps in surveillance make comprehensive and comparable risk assessments challenging. Geostatistical models combine data from multiple locations and use links with environmental and socioeconomic factors to make predictive risk maps. Here we systematically review past approaches to map risk for different Aedes-borne arboviruses from local to global scales, identifying differences and similarities in the data types, covariates, and modelling approaches used. METHODS We searched on-line databases for predictive risk mapping studies for dengue, Zika, chikungunya, and yellow fever with no geographical or date restrictions. We included studies that needed to parameterise or fit their model to real-world epidemiological data and make predictions to new spatial locations of some measure of population-level risk of viral transmission (e.g. incidence, occurrence, suitability, etc.). RESULTS We found a growing number of arbovirus risk mapping studies across all endemic regions and arboviral diseases, with a total of 176 papers published 2002-2022 with the largest increases shortly following major epidemics. Three dominant use cases emerged: (i) global maps to identify limits of transmission, estimate burden and assess impacts of future global change, (ii) regional models used to predict the spread of major epidemics between countries and (iii) national and sub-national models that use local datasets to better understand transmission dynamics to improve outbreak detection and response. Temperature and rainfall were the most popular choice of covariates (included in 50% and 40% of studies respectively) but variables such as human mobility are increasingly being included. Surprisingly, few studies (22%, 31/144) robustly tested combinations of covariates from different domains (e.g. climatic, sociodemographic, ecological, etc.) and only 49% of studies assessed predictive performance via out-of-sample validation procedures. CONCLUSIONS Here we show that approaches to map risk for different arboviruses have diversified in response to changing use cases, epidemiology and data availability. We identify key differences in mapping approaches between different arboviral diseases, discuss future research needs and outline specific recommendations for future arbovirus mapping.
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Affiliation(s)
- Ah-Young Lim
- Department of Infectious Disease Epidemiology and Dynamics, Faculty of Epidemiology and Population Health, London School of Hygiene & Tropical Medicine, London, UK.
- Centre for Mathematical Modelling of Infectious Diseases, Faculty of Epidemiology and Population Health, London School of Hygiene & Tropical Medicine, London, UK.
| | - Yalda Jafari
- Mahidol Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, Thailand
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Jamie M Caldwell
- High Meadows Environmental Institute, Princeton University, Princeton, NJ, USA
| | - Hannah E Clapham
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore
| | - Katy A M Gaythorpe
- MRC Centre for Global Infectious Disease Analysis, School of Public Health, Imperial College London, London, UK
| | - Laith Hussain-Alkhateeb
- School of Public Health and Community Medicine, Sahlgrenska Academy, Institute of Medicine, Global Health, University of Gothenburg, Gothenburg, Sweden
- Population Health Research Section, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
| | - Michael A Johansson
- Dengue Branch, Division of Vector-Borne Diseases, Centers for Disease Control and Prevention, San Juan, Puerto Rico, USA
| | | | - Richard J Maude
- Mahidol Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, Thailand
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Clare P McCormack
- MRC Centre for Global Infectious Disease Analysis, School of Public Health, Imperial College London, London, UK
| | - Jane P Messina
- School of Geography and the Environment, University of Oxford, Oxford, UK
- Oxford School of Global and Area Studies, University of Oxford, Oxford, UK
| | - Erin A Mordecai
- Department of Biology, Stanford University, Stanford, CA, USA
| | - Ingrid B Rabe
- Department of Epidemic and Pandemic Preparedness and Prevention, World Health Organization, Geneva, Switzerland
| | - Robert C Reiner
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
- Department of Health Metrics Sciences, School of Medicine, University of Washington, Seattle, WA, USA
| | - Sadie J Ryan
- Department of Geography and Emerging Pathogens Institute, University of Florida, Gainesville, FL, USA
| | - Henrik Salje
- Department of Genetics, University of Cambridge, Cambridge, UK
| | - Jan C Semenza
- Department of Public Health and Clinical Medicine, Section of Sustainable Health, Umeå University, Umeå, Sweden
| | - Diana P Rojas
- Department of Epidemic and Pandemic Preparedness and Prevention, World Health Organization, Geneva, Switzerland
| | - Oliver J Brady
- Department of Infectious Disease Epidemiology and Dynamics, Faculty of Epidemiology and Population Health, London School of Hygiene & Tropical Medicine, London, UK
- Centre for Mathematical Modelling of Infectious Diseases, Faculty of Epidemiology and Population Health, London School of Hygiene & Tropical Medicine, London, UK
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Lemyre A, Palmer-Cooper E, Messina JP. Wellbeing among university students during the COVID-19 pandemic: a systematic review of longitudinal studies. Public Health 2023; 222:125-133. [PMID: 37542997 DOI: 10.1016/j.puhe.2023.07.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Revised: 05/19/2023] [Accepted: 07/04/2023] [Indexed: 08/07/2023]
Abstract
OBJECTIVES The objectives of this study were to investigate the wellbeing trajectories of university students during the COVID-19 pandemic and identify associated protective factors. Results from the study aimed to inform wellbeing-promotion strategies and crisis-response plans in university settings. STUDY DESIGN Systematic review. METHODS A review of articles published in English language was conducted in PubMed, PsycINFO, Scopus, Web of Science, and ERIC databases from 1 December 2019 to 15 December 2022. Longitudinal and repeated cross-sectional studies that assessed wellbeing among university students during the COVID-19 pandemic using a validated instrument were included. Article and data extraction were performed by the primary reviewer, with a random subset verified by a second reviewer. Study quality was assessed using the National Institutes of Health 'Quality Assessment Tool for Observational Cohort and Cross-Sectional Studies'. RESULTS Of 6651 titles screened without duplicates, 181 underwent full-text review, of which 19 were included in the current study (15 longitudinal and 4 repeated cross-sectional studies, with a total of 19,206 participants). A significant decrease in the wellbeing of university students was observed across studies during the early stages of the pandemic compared to prepandemic times; however, mixed findings were found in later phases of the pandemic, with some studies presenting an improvement in wellbeing, others no change, and two studies finding impairments. Overall, wellbeing was greater among males and was also associated with socioeconomic status, more sleep and physical activity, greater social connectedness, less alcohol use, and less social media activity. CONCLUSION The study showed varying wellbeing trajectories across different periods of the COVID-19 pandemic. Results provide relevant information for researchers, public health professionals, and higher education institutions in charge of promoting student wellbeing and crisis preparedness. PROSPERO REGISTRATION CRD42022383941.
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Affiliation(s)
- Anaïs Lemyre
- School of Geography and the Environment, University of Oxford, OX1 3QY, United Kingdom.
| | - Emma Palmer-Cooper
- Centre for Innovation in Mental Health, School of Psychology, University of Southampton, SO17 1PS, United Kingdom.
| | - Jane P Messina
- School of Geography and the Environment, University of Oxford, OX1 3QY, United Kingdom.
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Li SL, Acosta AL, Hill SC, Brady OJ, de Almeida MAB, Cardoso JDC, Hamlet A, Mucci LF, Telles de Deus J, Iani FCM, Alexander NS, Wint GRW, Pybus OG, Kraemer MUG, Faria NR, Messina JP. Mapping environmental suitability of Haemagogus and Sabethes spp. mosquitoes to understand sylvatic transmission risk of yellow fever virus in Brazil. PLoS Negl Trop Dis 2022; 16:e0010019. [PMID: 34995277 PMCID: PMC8797211 DOI: 10.1371/journal.pntd.0010019] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2021] [Revised: 01/28/2022] [Accepted: 11/23/2021] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Yellow fever (YF) is an arboviral disease which is endemic to Brazil due to a sylvatic transmission cycle maintained by infected mosquito vectors, non-human primate (NHP) hosts, and humans. Despite the existence of an effective vaccine, recent sporadic YF epidemics have underscored concerns about sylvatic vector surveillance, as very little is known about their spatial distribution. Here, we model and map the environmental suitability of YF's main vectors in Brazil, Haemagogus spp. and Sabethes spp., and use human population and NHP data to identify locations prone to transmission and spillover risk. METHODOLOGY/PRINCIPAL FINDINGS We compiled a comprehensive set of occurrence records on Hg. janthinomys, Hg. leucocelaenus, and Sabethes spp. from 1991-2019 using primary and secondary data sources. Linking these data with selected environmental and land-cover variables, we adopted a stacked regression ensemble modelling approach (elastic-net regularized GLM, extreme gradient boosted regression trees, and random forest) to predict the environmental suitability of these species across Brazil at a 1 km x 1 km resolution. We show that while suitability for each species varies spatially, high suitability for all species was predicted in the Southeastern region where recent outbreaks have occurred. By integrating data on NHP host reservoirs and human populations, our risk maps further highlight municipalities within the region that are prone to transmission and spillover. CONCLUSIONS/SIGNIFICANCE Our maps of sylvatic vector suitability can help elucidate potential locations of sylvatic reservoirs and be used as a tool to help mitigate risk of future YF outbreaks and assist in vector surveillance. Furthermore, at-risk regions identified from our work could help disease control and elucidate gaps in vaccination coverage and NHP host surveillance.
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Affiliation(s)
- Sabrina L. Li
- School of Geography and the Environment, University of Oxford, Oxford, United Kingdom
- * E-mail: (SLL); (JPM)
| | - André L. Acosta
- Departamento de Ecologia, Instituto de Biociências, Laboratório de Ecologia de Paisagens e Conservação—LEPAC, Universidade de São Paulo, São Paulo, Brazil
| | - Sarah C. Hill
- Department of Pathobiology and Population Sciences, Royal Veterinary College London, London, United Kingdom
| | - Oliver J. Brady
- Centre for the Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine, London, United Kingdom
- Department of Infectious Disease Epidemiology, Faculty of Epidemiology and Population Health, London School of Hygiene & Tropical Medicine, London, United Kingdom
| | - Marco A. B. de Almeida
- State Centre of Health Surveillance, Rio Grande do Sul State Health Secretariat, Rio Grande do Sul, Brazil
| | - Jader da C. Cardoso
- State Centre of Health Surveillance, Rio Grande do Sul State Health Secretariat, Rio Grande do Sul, Brazil
| | - Arran Hamlet
- MRC Centre for Global Infectious Disease Analysis, Department of Infectious Disease Epidemiology, Imperial College London, London, United Kingdom
| | - Luis F. Mucci
- Superintendence for Endemic Diseases Control, São Paulo State Health Secretariat, São Paulo, Brazil
| | - Juliana Telles de Deus
- Superintendence for Endemic Diseases Control, São Paulo State Health Secretariat, São Paulo, Brazil
| | | | - Neil S. Alexander
- Environmental Research Group Oxford, c/o Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - G. R. William Wint
- Environmental Research Group Oxford, c/o Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - Oliver G. Pybus
- Department of Pathobiology and Population Sciences, Royal Veterinary College London, London, United Kingdom
- Department of Zoology, University of Oxford, Oxford, United Kingdom
| | | | - Nuno R. Faria
- MRC Centre for Global Infectious Disease Analysis, Department of Infectious Disease Epidemiology, Imperial College London, London, United Kingdom
- Department of Zoology, University of Oxford, Oxford, United Kingdom
- Departamento de Molestias Infecciosas e Parasitarias & Instituto de Medicina Tropical da Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil
| | - Jane P. Messina
- School of Geography and the Environment, University of Oxford, Oxford, United Kingdom
- Oxford School of Global and Area Studies, University of Oxford, Oxford, United Kingdom
- * E-mail: (SLL); (JPM)
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Andraus M, Thorpe J, Tai XY, Ashby S, Hallab A, Ding D, Dugan P, Perucca P, Costello D, French JA, O'Brien TJ, Depondt C, Andrade DM, Sengupta R, Delanty N, Jette N, Newton CR, Brodie MJ, Devinsky O, Helen Cross J, Li LM, Silvado C, Moura L, Cosenza H, Messina JP, Hanna J, Sander JW, Sen A. Impact of the COVID-19 pandemic on people with epilepsy: Findings from the Brazilian arm of the COV-E study. Epilepsy Behav 2021; 123:108261. [PMID: 34481281 PMCID: PMC8457887 DOI: 10.1016/j.yebeh.2021.108261] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2021] [Revised: 08/01/2021] [Accepted: 08/02/2021] [Indexed: 12/13/2022]
Abstract
UNLABELLED The COVID-19 pandemic has had an unprecedented impact on people and healthcare services. The disruption to chronic illnesses, such as epilepsy, may relate to several factors ranging from direct infection to secondary effects from healthcare reorganization and social distancing measures. OBJECTIVES As part of the COVID-19 and Epilepsy (COV-E) global study, we ascertained the effects of COVID-19 on people with epilepsy in Brazil, based on their perspectives and those of their caregivers. We also evaluated the impact of COVID-19 on the care delivered to people with epilepsy by healthcare workers. METHODS We designed separate online surveys for people with epilepsy and their caregivers. A further survey for healthcare workers contained additional assessments of changes to working patterns, productivity, and concerns for those with epilepsy under their care. The Brazilian arm of COV-E initially collected data from May to November 2020 during the country's first wave. We also examined national data to identify the Brazilian states with the highest COVID-19 incidence and related mortality. Lastly, we applied this geographic grouping to our data to explore whether local disease burden played a direct role in difficulties faced by people with epilepsy. RESULTS Two hundred and forty-one people returned the survey, 20% were individuals with epilepsy (n = 48); 22% were caregivers (n = 53), and 58% were healthcare workers (n = 140). Just under half (43%) of people with epilepsy reported health changes during the pandemic, including worsening seizure control, with specific issues related to stress and impaired mental health. Of respondents prescribed antiseizure medication, 11% reported difficulty taking medication on time due to problems acquiring prescriptions and delayed or canceled medical appointments. Only a small proportion of respondents reported discussing significant epilepsy-related risks in the previous 12 months. Analysis of national COVID-19 data showed a higher disease burden in the states of Sao Paulo and Rio de Janeiro compared to Brazil as a whole. There were, however, no geographic differences observed in survey responses despite variability in the incidence of COVID-19. CONCLUSION Our findings suggest that Brazilians with epilepsy have been adversely affected by COVID-19 by factors beyond infection or mortality. Mental health issues and the importance of optimal communication are critical during these difficult times. Healthcare services need to find nuanced approaches and learn from shared international experiences to provide optimal care for people with epilepsy as the direct burden of COVID-19 improves in some countries. In contrast, others face resurgent waves of the pandemic.
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Affiliation(s)
- Maria Andraus
- Department of Internal Medicine, Faculty of Medicine, Neurology Service, Epilepsy Program, Clementino Fraga Filho University Hospital, Federal University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil
| | - Jennifer Thorpe
- Oxford Epilepsy Research Group, NIHR Biomedical Research Centre, Nuffield Department of Clinical Neurosciences, John Radcliffe Hospital, Oxford OX3 9DU, UK; SUDEP Action, 18 Newbury Street, Wantage, Oxfordshire OX12 8DA, UK
| | - Xin You Tai
- Oxford Epilepsy Research Group, NIHR Biomedical Research Centre, Nuffield Department of Clinical Neurosciences, John Radcliffe Hospital, Oxford OX3 9DU, UK
| | - Samantha Ashby
- SUDEP Action, 18 Newbury Street, Wantage, Oxfordshire OX12 8DA, UK
| | - Asma Hallab
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health. Department of Psychiatry and Psychotherapy, Campus Benjamin Franklin, Berlin, Germany
| | - Ding Ding
- Institute of Neurology, Fudan University Huashan Hospital, Shanghai, China
| | - Patricia Dugan
- Department of Neurology, NYU Grossman School of Medicine, USA
| | - Piero Perucca
- Department of Neuroscience, Central Clinical School, The Alfred Hospital, Monash University, Melbourne, Australia & Departments of Medicine and Neurology, The Royal Melbourne Hospital, The University of Melbourne, Melbourne, Australia
| | - Daniel Costello
- Epilepsy Service, Cork University Hospital & College of Medicine and Health, University College Cork, Ireland
| | | | - Terence J O'Brien
- Department of Neuroscience, Central Clinical School, The Alfred Hospital, Monash University, Melbourne, Australia & Departments of Medicine and Neurology, The Royal Melbourne Hospital, The University of Melbourne, Melbourne, Australia
| | - Chantal Depondt
- Department of Neurology, Hôpital Erasme - Université Libre de Bruxelles, Brussels, Belgium
| | - Danielle M Andrade
- Adult Epilepsy Genetics Program, Toronto Western Hospital, University of Toronto, Toronto, Canada
| | | | - Norman Delanty
- Beaumont Hospital, and School of Pharmacy and Biomolecular Sciences, FutureNeuro Research Centre, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Nathalie Jette
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, USA
| | - Charles R Newton
- Oxford Epilepsy Research Group, NIHR Biomedical Research Centre, Nuffield Department of Clinical Neurosciences, John Radcliffe Hospital, Oxford OX3 9DU, UK; University Department of Psychiatry, University of Oxford, UK
| | - Martin J Brodie
- Epilepsy Unit, West Glasgow Ambulatory Care Hospital-Yorkhill, Glasgow, UK
| | - Orrin Devinsky
- Department of Neurology, NYU Grossman School of Medicine, USA
| | - J Helen Cross
- UCL NIHR BRC Great Ormond Street Institute of Child Health, London, UK; Young Epilepsy, St Pier's Lane, Dormansland, Lingfield RH7 6P, UK
| | - Li M Li
- Brazilian Institute of Neuroscience and Neurotechnology, Department of Neurology of School of Medical Sciences, Unicamp, Campinas, SP, Brazil
| | - Carlos Silvado
- Comprehensive Epilepsy Program - EEG - Epilepsy Unit - Hospital de Clinicas, Federal University of Parana, Curitiba, PR, Brazil
| | - Luis Moura
- Production Engineering Program, Fuzzy Logic Laboratory - Labfuzzy, Coordination of Post Graduate Engineering Programs - COPPE, Federal University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil
| | - Harvey Cosenza
- Production Engineering Program, Fuzzy Logic Laboratory - Labfuzzy, Coordination of Post Graduate Engineering Programs - COPPE, Federal University of Rio de Janeiro, Rio de Janeiro, RJ, Brazil; Department of Engineering - REG, Science and Technology Institute - ICT, Fluminense Federal University - UFF, Campus Rio das Ostras, RJ, Brazil
| | - Jane P Messina
- School of Geography and the Environment, University of Oxford, UK; Oxford School of Global and Area Studies, University of Oxford, Oxford, UK
| | - Jane Hanna
- SUDEP Action, 18 Newbury Street, Wantage, Oxfordshire OX12 8DA, UK
| | - Josemir W Sander
- UCL Queen Square Institute of Neurology, Queen Square, London WC1N 3BG & Chalfont Centre for Epilepsy, Chalfont St Peter SL9 0RJ, UK; Stichting Epilepsie Instellingen Nederland (SEIN), Heemstede, Netherlands
| | - Arjune Sen
- Oxford Epilepsy Research Group, NIHR Biomedical Research Centre, Nuffield Department of Clinical Neurosciences, John Radcliffe Hospital, Oxford OX3 9DU, UK.
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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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8
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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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9
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Olson MF, Juarez JG, Kraemer MUG, Messina JP, Hamer GL. Global patterns of aegyptism without arbovirus. PLoS Negl Trop Dis 2021; 15:e0009397. [PMID: 33951038 PMCID: PMC8128236 DOI: 10.1371/journal.pntd.0009397] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Revised: 05/17/2021] [Accepted: 04/19/2021] [Indexed: 12/14/2022] Open
Abstract
The world's most important mosquito vector of viruses, Aedes aegypti, is found around the world in tropical, subtropical and even some temperate locations. While climate change may limit populations of Ae. aegypti in some regions, increasing temperatures will likely expand its territory thus increasing risk of human exposure to arboviruses in places like Europe, Northern Australia and North America, among many others. Most studies of Ae. aegypti biology and virus transmission focus on locations with high endemicity or severe outbreaks of human amplified urban arboviruses, such as dengue, Zika, and chikungunya viruses, but rarely on areas at the margins of endemicity. The objective in this study is to explore previously published global patterns in the environmental suitability for Ae. aegypti and dengue virus to reveal deviations in the probability of the vector and human disease occurring. We developed a map showing one end of the gradient being higher suitability of Ae. aegypti with low suitability of dengue and the other end of the spectrum being equal and higher environmental suitability for both Ae. aegypti and dengue. The regions of the world with Ae. aegypti environmental suitability and no endemic dengue transmission exhibits a phenomenon we term 'aegyptism without arbovirus'. We then tested what environmental and socioeconomic variables influence this deviation map revealing a significant association with human population density, suggesting that locations with lower human population density were more likely to have a higher probability of aegyptism without arbovirus. Characterizing regions of the world with established populations of Ae. aegypti but little to no autochthonous transmission of human-amplified arboviruses is an important step in understanding and achieving aegyptism without arbovirus.
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Affiliation(s)
- Mark F. Olson
- Department of Entomology, Texas A&M University, College Station, Texas, United States of America
| | - Jose G. Juarez
- Department of Entomology, Texas A&M University, College Station, Texas, United States of America
| | | | - Jane P. Messina
- School of Geography and the Environment, and Oxford School of Global and Area Studies, University of Oxford, Oxford, United Kingdom
| | - Gabriel L. Hamer
- Department of Entomology, Texas A&M University, College Station, Texas, United States of America
- * E-mail:
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10
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Li SL, Pereira RHM, Prete CA, Zarebski AE, Emanuel L, Alves PJH, Peixoto PS, Braga CKV, de Souza Santos AA, de Souza WM, Barbosa RJ, Buss LF, Mendrone A, de Almeida-Neto C, Ferreira SC, Salles NA, Marcilio I, Wu CH, Gouveia N, Nascimento VH, Sabino EC, Faria NR, Messina JP. Higher risk of death from COVID-19 in low-income and non-White populations of São Paulo, Brazil. BMJ Glob Health 2021; 6:e004959. [PMID: 33926892 PMCID: PMC8094342 DOI: 10.1136/bmjgh-2021-004959] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2021] [Revised: 03/08/2021] [Accepted: 04/06/2021] [Indexed: 12/23/2022] Open
Abstract
INTRODUCTION Little evidence exists on the differential health effects of COVID-19 on disadvantaged population groups. Here we characterise the differential risk of hospitalisation and death in São Paulo state, Brazil, and show how vulnerability to COVID-19 is shaped by socioeconomic inequalities. METHODS We conducted a cross-sectional study using hospitalised severe acute respiratory infections notified from March to August 2020 in the Sistema de Monitoramento Inteligente de São Paulo database. We examined the risk of hospitalisation and death by race and socioeconomic status using multiple data sets for individual-level and spatiotemporal analyses. We explained these inequalities according to differences in daily mobility from mobile phone data, teleworking behaviour and comorbidities. RESULTS Throughout the study period, patients living in the 40% poorest areas were more likely to die when compared with patients living in the 5% wealthiest areas (OR: 1.60, 95% CI 1.48 to 1.74) and were more likely to be hospitalised between April and July 2020 (OR: 1.08, 95% CI 1.04 to 1.12). Black and Pardo individuals were more likely to be hospitalised when compared with White individuals (OR: 1.41, 95% CI 1.37 to 1.46; OR: 1.26, 95% CI 1.23 to 1.28, respectively), and were more likely to die (OR: 1.13, 95% CI 1.07 to 1.19; 1.07, 95% CI 1.04 to 1.10, respectively) between April and July 2020. Once hospitalised, patients treated in public hospitals were more likely to die than patients in private hospitals (OR: 1.40%, 95% CI 1.34% to 1.46%). Black individuals and those with low education attainment were more likely to have one or more comorbidities, respectively (OR: 1.29, 95% CI 1.19 to 1.39; 1.36, 95% CI 1.27 to 1.45). CONCLUSIONS Low-income and Black and Pardo communities are more likely to die with COVID-19. This is associated with differential access to quality healthcare, ability to self-isolate and the higher prevalence of comorbidities.
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Affiliation(s)
- Sabrina L Li
- School of Geography and the Environment, University of Oxford, Oxford, UK
| | | | - Carlos A Prete
- Department of Electronic Systems Engineering, University of São Paulo, São Paulo, Brazil
| | | | - Lucas Emanuel
- Institute of Applied Economic Research, Brasília, Brazil
| | | | - Pedro S Peixoto
- Department of Applied Mathematics, Institute of Mathematics and Statistics, University of São Paulo, São Paulo, Brazil
| | | | | | - William M de Souza
- Department of Zoology, University of Oxford, Oxford, UK
- Virology Research Center, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil
| | - Rogerio J Barbosa
- Institute of Social and Political Studies (IESP), State University of Rio de Janeiro (UERJ), Rio de Janeiro, Brazil
| | - Lewis F Buss
- Departamento de Molestias Infecciosas e Parasitarias andInstituto de Medicina Tropical, Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil
| | | | - Cesar de Almeida-Neto
- Fundação Pró-Sangue Hemocentro de São Paulo, São Paulo, Brazil
- Disciplina de Ciências Médicas, Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil
| | - Suzete C Ferreira
- Fundação Pró-Sangue Hemocentro de São Paulo, São Paulo, Brazil
- Laboratory of Medical Investigation in Pathogenesis and Directed Therapy in Onco - Immuno - Hematology (LIM-31) HCFMUSP, University of São Paulo Medical School, São Paulo, Brazil
| | - Nanci A Salles
- Fundação Pró-Sangue Hemocentro de São Paulo, São Paulo, Brazil
- Laboratory of Medical Investigation in Pathogenesis and Directed Therapy in Onco - Immuno - Hematology (LIM-31) HCFMUSP, University of São Paulo Medical School, São Paulo, Brazil
| | - Izabel Marcilio
- Hospital das Clinicas da Faculdade de Medicina da Universidade de São Paulo, University of São Paulo, São Paulo, Brazil
| | - Chieh-Hsi Wu
- Mathematical Sciences, University of Southampton, Southampton, UK
| | - Nelson Gouveia
- Department of Preventive Medicine, University of São Paulo Medical School, São Paulo, Brazil
| | - Vitor H Nascimento
- Department of Electronic Systems Engineering, University of São Paulo, São Paulo, Brazil
| | - Ester C Sabino
- Departamento de Molestias Infecciosas e Parasitarias andInstituto de Medicina Tropical, Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil
| | - Nuno R Faria
- Department of Zoology, University of Oxford, Oxford, UK
- Departamento de Molestias Infecciosas e Parasitarias andInstituto de Medicina Tropical, Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil
- MRC Centre for Global Infectious Disease Analysis; and the Abdul Latif Jameel Institute for Disease and Emergency Analytics (J-IDEA), School of Public Health, Imperial College London, London, UK
| | - Jane P Messina
- School of Geography and the Environment, University of Oxford, Oxford, UK
- Oxford School of Global and Area Studies, University of Oxford, Oxford, UK
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11
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Li SL, Messina JP, Pybus OG, Kraemer MUG, Gardner L. A review of models applied to the geographic spread of Zika virus. Trans R Soc Trop Med Hyg 2021; 115:956-964. [PMID: 33570155 PMCID: PMC8417088 DOI: 10.1093/trstmh/trab009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Revised: 12/13/2020] [Accepted: 01/08/2021] [Indexed: 11/13/2022] Open
Abstract
In recent years, Zika virus (ZIKV) has expanded its geographic range and in 2015–2016 caused a substantial epidemic linked to a surge in developmental and neurological complications in newborns. Mathematical models are powerful tools for assessing ZIKV spread and can reveal important information for preventing future outbreaks. We reviewed the literature and retrieved modelling studies that were developed to understand the spatial epidemiology of ZIKV spread and risk. We classified studies by type, scale, aim and applications and discussed their characteristics, strengths and limitations. We examined the main objectives of these models and evaluated the effectiveness of integrating epidemiological and phylogeographic data, along with socioenvironmental risk factors that are known to contribute to vector–human transmission. We also assessed the promising application of human mobility data as a real-time indicator of ZIKV spread. Lastly, we summarised model validation methods used in studies to ensure accuracy in models and modelled outcomes. Models are helpful for understanding ZIKV spread and their characteristics should be carefully considered when developing future modelling studies to improve arbovirus surveillance.
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Affiliation(s)
- Sabrina L Li
- School of Geography and the Environment, University of Oxford, South Parks Road, Oxford, OX1 3QY, UK
| | - Jane P Messina
- School of Geography and the Environment, University of Oxford, South Parks Road, Oxford, OX1 3QY, UK.,School of Global and Area Studies, University of Oxford, 12 Bevington Road, Oxford, OX2 6LH, UK
| | - Oliver G Pybus
- Department of Zoology, University of Oxford, 11a Mansfield Rd, Oxford, OX1 3SZ, UK
| | - Moritz U G Kraemer
- Department of Zoology, University of Oxford, 11a Mansfield Rd, Oxford, OX1 3SZ, UK
| | - Lauren Gardner
- Department of Civil and Systems Engineering, Johns Hopkins University, 3400 North Charles Street, Baltimore, MD, 21218-2682, USA.,Center for Systems Science and Engineering, Johns Hopkins University, 3400 North Charles Street, Baltimore, MD, 21218-2682, USA
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12
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Messina JP, Brady OJ, Golding N, Kraemer MUG, Wint GRW, Ray SE, Pigott DM, Shearer FM, Johnson K, Earl L, Marczak LB, Shirude S, Davis Weaver N, Gilbert M, Velayudhan R, Jones P, Jaenisch T, Scott TW, Reiner RC, Hay SI. The current and future global distribution and population at risk of dengue. Nat Microbiol 2019; 4:1508-1515. [PMID: 31182801 PMCID: PMC6784886 DOI: 10.1038/s41564-019-0476-8] [Citation(s) in RCA: 471] [Impact Index Per Article: 94.2] [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: 12/20/2018] [Accepted: 05/01/2019] [Indexed: 01/17/2023]
Abstract
Dengue is a mosquito-borne viral infection that has spread throughout the tropical world over the past 60 years and now affects over half the world’s population. The geographical range of dengue is expected to further expand due to ongoing global phenomena including climate change and urbanization. We applied statistical mapping techniques to the most extensive database of case locations to date to predict global environmental suitability for the virus as of 2015. We then made use of climate, population and socioeconomic projections for the years 2020, 2050 and 2080 to project future changes in virus suitability and human population at risk. This study is the first to consider the spread of Aedes mosquito vectors to project dengue suitability. Our projections provide a key missing piece of evidence for the changing global threat of vector-borne disease and will help decision-makers worldwide to better prepare for and respond to future changes in dengue risk. Statistical mapping techniques provide insights into the current geographical spread of the mosquito-borne dengue virus infection and predict changes in the areas that will be environmentally suitable to the virus for the years 2020, 2050 and 2080.
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Affiliation(s)
- Jane P Messina
- School of Geography and the Environment, University of Oxford, Oxford, UK. .,School of Interdisciplinary Area Studies, University of Oxford, Oxford, UK.
| | - Oliver J Brady
- Centre for the Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine, London, UK.,Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK
| | - Nick Golding
- School of BioSciences, University of Melbourne, Parkville, VIC, Australia
| | - Moritz U G Kraemer
- Harvard Medical School, Harvard University, Boston, MA, USA.,Boston Children's Hospital, Boston, MA, USA.,Department of Zoology, University of Oxford, Oxford, UK
| | - G R William Wint
- Environmental Research Group Oxford, c/o Department of Zoology, University of Oxford, Oxford, UK
| | - Sarah E Ray
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - David M Pigott
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Freya M Shearer
- Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
| | - Kimberly Johnson
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Lucas Earl
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Laurie B Marczak
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Shreya Shirude
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Nicole Davis Weaver
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | | | | | - Peter Jones
- Waen Associates Ltd, Y Waen, Islaw'r Dref, Dolgellau, Gwynedd, UK
| | - Thomas Jaenisch
- Department of Infectious Diseases, Section Clinical Tropical Medicine, Heidelberg University Hospital, Heidelberg, Germany
| | - Thomas W Scott
- Department of Entomology and Nematology, University of California, Davis, USA
| | - Robert C Reiner
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Simon I Hay
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA.
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13
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Kraemer MUG, Reiner RC, Brady OJ, Messina JP, Gilbert M, Pigott DM, Yi D, Johnson K, Earl L, Marczak LB, Shirude S, Weaver ND, Bisanzio D, Perkins TA, Lai S, Lu X, Jones P, Coelho GE, Carvalho RG, Van Bortel W, Marsboom C, Hendrickx G, Schaffner F, Moore CG, Nax HH, Bengtsson L, Wetter E, Tatem AJ, Brownstein JS, Smith DL, Lambrechts L, Cauchemez S, Linard C, Faria NR, Pybus OG, Scott TW, Liu Q, Yu H, Wint GRW, Hay SI, Golding N. Publisher Correction: Past and future spread of the arbovirus vectors Aedes aegypti and Aedes albopictus. Nat Microbiol 2019; 4:901. [PMID: 30962571 PMCID: PMC7609323 DOI: 10.1038/s41564-019-0440-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
This Article was mistakenly not made Open Access when originally published; this has now been amended, and information about the Creative Commons Attribution 4.0 International License has been added into the 'Additional information' section.
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Affiliation(s)
- Moritz U G Kraemer
- Department of Zoology, University of Oxford, Oxford, UK.
- Harvard Medical School, Harvard University, Boston, MA, USA.
- Boston Children's Hospital, Boston, MA, USA.
| | - Robert C Reiner
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Oliver J Brady
- Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene and Tropical Medicine, London, UK
- Department of Infectious Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK
| | - Jane P Messina
- School of Geography and the Environment, University of Oxford, Oxford, UK
- Oxford School of Global and Area Studies, University of Oxford, Oxford, UK
| | - Marius Gilbert
- Spatial Epidemiology Lab (SpELL), Universite Libre de Bruxelles, Brussels, Belgium
- Fonds National de la Recherche Scientifique, Brussels, Belgium
| | - David M Pigott
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Dingdong Yi
- Department of Statistics, Harvard University, Cambridge, MA, USA
| | - Kimberly Johnson
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Lucas Earl
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Laurie B Marczak
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Shreya Shirude
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Nicole Davis Weaver
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Donal Bisanzio
- RTI International, Washington, DC, USA
- Epidemiology and Public Health Division, School of Medicine, University of Nottingham, Nottingham, UK
| | - T Alex Perkins
- Department of Biological Sciences and Eck Institute for Global Health, University of Notre Dame, Notre Dame, IN, USA
| | - Shengjie Lai
- School of Health, Fudan University, Key Laboratory of Public Health Safety, Ministry of Education, Shanghai, China
- Department of Geography and Environment, University of Southampton, Southampton, UK
- Flowminder Foundation, Stockholm, Sweden
| | - Xin Lu
- School of Business, Central South University, Changsha, China
- College of Systems Engineering, National University of Defense Technology, Changsha, China
- School of Business Administration, Southwestern University of Finance and Economics, Chengdu, China
| | - Peter Jones
- Waen Associates Ltd, Y Waen, Islaw'r Dref, Dolgellau, Gwynedd, UK
| | | | | | - Wim Van Bortel
- European Centre for Disease Prevention and Control, Stockholm, Sweden
- Institute of Tropical Medicine, Antwerp, Belgium
| | | | | | | | - Chester G Moore
- Department of Microbiology, Immunology, and Pathology, Colorado State University, Fort Collins, CO, USA
| | - Heinrich H Nax
- Computational Social Science, ETH Zurich, Zurich, Switzerland
| | - Linus Bengtsson
- Flowminder Foundation, Stockholm, Sweden
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | - Erik Wetter
- Flowminder Foundation, Stockholm, Sweden
- Stockholm School of Economics, Stockholm, Sweden
| | - Andrew J Tatem
- Department of Geography and Environment, University of Southampton, Southampton, UK
- Flowminder Foundation, Stockholm, Sweden
| | - John S Brownstein
- Harvard Medical School, Harvard University, Boston, MA, USA
- Boston Children's Hospital, Boston, MA, USA
| | - David L Smith
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Louis Lambrechts
- Insect-Virus Interactions Unit, Institut Pasteur, CNRS, UMR2000, Paris, France
| | - Simon Cauchemez
- Mathematical Modelling of Infectious Diseases Unit, Institut Pasteur, CNRS, UMR2000, Paris, France
| | - Catherine Linard
- Spatial Epidemiology Lab (SpELL), Universite Libre de Bruxelles, Brussels, Belgium
- Department of Geography, Universite de Namur, Namur, Belgium
| | - Nuno R Faria
- Department of Zoology, University of Oxford, Oxford, UK
| | | | - Thomas W Scott
- Department of Entomology and Nematology, , University of California, Davis, Davis, CA, USA
| | - Qiyong Liu
- State Key Laboratory of Infectious Disease Prevention and Control, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, National Institute for Communicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Changping, Beijing, China
- Shandong University Climate Change and Health Center, School of Public Health, Shandong University, Jinan, Shandong, China
- WHO Collaborating Centre for Vector Surveillance and Management, Beijing, China
- Chongqing Centre for Disease Control and Prevention, Chongqing, China
| | - Hongjie Yu
- School of Health, Fudan University, Key Laboratory of Public Health Safety, Ministry of Education, Shanghai, China
| | - G R William Wint
- Department of Zoology, University of Oxford, Oxford, UK
- Environmental Research Group Oxford (ERGO), Department of Zoology, Oxford University, Oxford, UK
| | - Simon I Hay
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA.
| | - Nick Golding
- School of BioSciences, University of Melbourne, Parkville, Victoria, Australia.
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14
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Kraemer MUG, Reiner RC, Brady OJ, Messina JP, Gilbert M, Pigott DM, Yi D, Johnson K, Earl L, Marczak LB, Shirude S, Weaver ND, Bisanzio D, Perkins TA, Lai S, Lu X, Jones P, Coelho GE, Carvalho RG, Van Bortel W, Marsboom C, Hendrickx G, Schaffner F, Moore CG, Nax HH, Bengtsson L, Wetter E, Tatem AJ, Brownstein JS, Smith DL, Lambrechts L, Cauchemez S, Linard C, Faria NR, Pybus OG, Scott TW, Liu Q, Yu H, Wint GRW, Hay SI, Golding N. Publisher Correction: Past and future spread of the arbovirus vectors Aedes aegypti and Aedes albopictus. Nat Microbiol 2019; 4:900. [PMID: 30903094 PMCID: PMC7608402 DOI: 10.1038/s41564-019-0429-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
In the version of this Article originally published, the affiliation for author Catherine Linard was incorrectly stated as '6Department of Infectious Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK'. The correct affiliation is '9Spatial Epidemiology Lab (SpELL), Universite Libre de Bruxelles, Brussels, Belgium'. The affiliation for author Hongjie Yu was also incorrectly stated as '11Department of Statistics, Harvard University, Cambridge, MA, USA'. The correct affiliation is '15School of Health, Fudan University, Key Laboratory of Public Health Safety, Ministry of Education, Shanghai, China'. This has now been amended in all versions of the Article.
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Affiliation(s)
- Moritz U G Kraemer
- Department of Zoology, University of Oxford, Oxford, UK. .,Harvard Medical School, Harvard University, Boston, MA, USA. .,Boston Children's Hospital, Boston, MA, USA.
| | - Robert C Reiner
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Oliver J Brady
- Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene and Tropical Medicine, London, UK.,Department of Infectious Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK
| | - Jane P Messina
- School of Geography and the Environment, University of Oxford, Oxford, UK.,Oxford School of Global and Area Studies, University of Oxford, Oxford, UK
| | - Marius Gilbert
- Spatial Epidemiology Lab (SpELL), Universite Libre de Bruxelles, Brussels, Belgium.,Fonds National de la Recherche Scientifique, Brussels, Belgium
| | - David M Pigott
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Dingdong Yi
- Department of Statistics, Harvard University, Cambridge, MA, USA
| | - Kimberly Johnson
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Lucas Earl
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Laurie B Marczak
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Shreya Shirude
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Nicole Davis Weaver
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Donal Bisanzio
- RTI International, Washington, DC, USA.,Epidemiology and Public Health Division, School of Medicine, University of Nottingham, Nottingham, UK
| | - T Alex Perkins
- Department of Biological Sciences and Eck Institute for Global Health, University of Notre Dame, Notre Dame, IN, USA
| | - Shengjie Lai
- School of Health, Fudan University, Key Laboratory of Public Health Safety, Ministry of Education, Shanghai, China.,Department of Geography and Environment, University of Southampton, Southampton, UK.,Flowminder Foundation, Stockholm, Sweden
| | - Xin Lu
- School of Business, Central South University, Changsha, China.,College of Systems Engineering, National University of Defense Technology, Changsha, China.,School of Business Administration, Southwestern University of Finance and Economics, Chengdu, China
| | - Peter Jones
- Waen Associates Ltd, Y Waen, Islaw'r Dref, Dolgellau, Gwynedd, UK
| | | | | | - Wim Van Bortel
- European Centre for Disease Prevention and Control, Stockholm, Sweden.,Institute of Tropical Medicine, Antwerp, Belgium
| | | | | | | | - Chester G Moore
- Department of Microbiology, Immunology, and Pathology, Colorado State University, Fort Collins, CO, USA
| | - Heinrich H Nax
- Computational Social Science, ETH Zurich, Zurich, Switzerland
| | - Linus Bengtsson
- Flowminder Foundation, Stockholm, Sweden.,Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | - Erik Wetter
- Flowminder Foundation, Stockholm, Sweden.,Stockholm School of Economics, Stockholm, Sweden
| | - Andrew J Tatem
- Department of Geography and Environment, University of Southampton, Southampton, UK.,Flowminder Foundation, Stockholm, Sweden
| | - John S Brownstein
- Harvard Medical School, Harvard University, Boston, MA, USA.,Boston Children's Hospital, Boston, MA, USA
| | - David L Smith
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Louis Lambrechts
- Insect-Virus Interactions Unit, Institut Pasteur, CNRS, UMR2000, Paris, France
| | - Simon Cauchemez
- Mathematical Modelling of Infectious Diseases Unit, Institut Pasteur, CNRS, UMR2000, Paris, France
| | - Catherine Linard
- Spatial Epidemiology Lab (SpELL), Universite Libre de Bruxelles, Brussels, Belgium.,Department of Geography, Universite de Namur, Namur, Belgium
| | - Nuno R Faria
- Department of Zoology, University of Oxford, Oxford, UK
| | | | - Thomas W Scott
- Department of Entomology and Nematology, University of California, Davis, Davis, CA, USA
| | - Qiyong Liu
- State Key Laboratory of Infectious Disease Prevention and Control, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, National Institute for Communicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Changping, Beijing, China.,Shandong University Climate Change and Health Center, School of Public Health, Shandong University, Jinan, Shandong, China.,WHO Collaborating Centre for Vector Surveillance and Management, Beijing, China.,Chongqing Centre for Disease Control and Prevention, Chongqing, China
| | - Hongjie Yu
- School of Health, Fudan University, Key Laboratory of Public Health Safety, Ministry of Education, Shanghai, China
| | - G R William Wint
- Department of Zoology, University of Oxford, Oxford, UK.,Environmental Research Group Oxford (ERGO), Department of Zoology, Oxford University, Oxford, UK
| | - Simon I Hay
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA.
| | - Nick Golding
- School of BioSciences, University of Melbourne, Parkville, Victoria, Australia.
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15
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Pigott DM, Deshpande A, Letourneau I, Morozoff C, Reiner RC, Kraemer MUG, Brent SE, Bogoch II, Khan K, Biehl MH, Burstein R, Earl L, Fullman N, Messina JP, Mylne AQN, Moyes CL, Shearer FM, Bhatt S, Brady OJ, Gething PW, Weiss DJ, Tatem AJ, Caley L, De Groeve T, Vernaccini L, Golding N, Horby P, Kuhn JH, Laney SJ, Ng E, Piot P, Sankoh O, Murray CJL, Hay SI. Local, national, and regional viral haemorrhagic fever pandemic potential in Africa: a multistage analysis. Lancet 2017; 390:2662-2672. [PMID: 29031848 PMCID: PMC5735217 DOI: 10.1016/s0140-6736(17)32092-5] [Citation(s) in RCA: 65] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/15/2017] [Revised: 07/18/2017] [Accepted: 07/20/2017] [Indexed: 01/03/2023]
Abstract
BACKGROUND Predicting when and where pathogens will emerge is difficult, yet, as shown by the recent Ebola and Zika epidemics, effective and timely responses are key. It is therefore crucial to transition from reactive to proactive responses for these pathogens. To better identify priorities for outbreak mitigation and prevention, we developed a cohesive framework combining disparate methods and data sources, and assessed subnational pandemic potential for four viral haemorrhagic fevers in Africa, Crimean-Congo haemorrhagic fever, Ebola virus disease, Lassa fever, and Marburg virus disease. METHODS In this multistage analysis, we quantified three stages underlying the potential of widespread viral haemorrhagic fever epidemics. Environmental suitability maps were used to define stage 1, index-case potential, which assesses populations at risk of infection due to spillover from zoonotic hosts or vectors, identifying where index cases could present. Stage 2, outbreak potential, iterates upon an existing framework, the Index for Risk Management, to measure potential for secondary spread in people within specific communities. For stage 3, epidemic potential, we combined local and international scale connectivity assessments with stage 2 to evaluate possible spread of local outbreaks nationally, regionally, and internationally. FINDINGS We found epidemic potential to vary within Africa, with regions where viral haemorrhagic fever outbreaks have previously occurred (eg, western Africa) and areas currently considered non-endemic (eg, Cameroon and Ethiopia) both ranking highly. Tracking transitions between stages showed how an index case can escalate into a widespread epidemic in the absence of intervention (eg, Nigeria and Guinea). Our analysis showed Chad, Somalia, and South Sudan to be highly susceptible to any outbreak at subnational levels. INTERPRETATION Our analysis provides a unified assessment of potential epidemic trajectories, with the aim of allowing national and international agencies to pre-emptively evaluate needs and target resources. Within each country, our framework identifies at-risk subnational locations in which to improve surveillance, diagnostic capabilities, and health systems in parallel with the design of policies for optimal responses at each stage. In conjunction with pandemic preparedness activities, assessments such as ours can identify regions where needs and provisions do not align, and thus should be targeted for future strengthening and support. FUNDING Paul G Allen Family Foundation, Bill & Melinda Gates Foundation, Wellcome Trust, UK Department for International Development.
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Affiliation(s)
- David M Pigott
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Aniruddha Deshpande
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Ian Letourneau
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Chloe Morozoff
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Robert C Reiner
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Moritz U G Kraemer
- Department of Zoology, University of Oxford, Oxford, UK; Harvard Medical School, Harvard University, Boston, MA, USA; Boston Children's Hospital, Boston, MA, USA
| | - Shannon E Brent
- Li Ka Shing Knowledge Institute, St Michael's Hospital, Toronto, ON, Canada
| | - Isaac I Bogoch
- Divisions of General Internal Medicine and Infectious Diseases, Toronto General Hospital, Toronto, ON, Canada; Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Kamran Khan
- Li Ka Shing Knowledge Institute, St Michael's Hospital, Toronto, ON, Canada
| | - Molly H Biehl
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Roy Burstein
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Lucas Earl
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Nancy Fullman
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
| | - Jane P Messina
- School of Geography and the Environment, University of Oxford, Oxford, UK; School of Interdisciplinary Area Studies, University of Oxford, Oxford, UK
| | | | - Catherine L Moyes
- Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
| | - Freya M Shearer
- Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
| | - Samir Bhatt
- Department of Infectious Disease Epidemiology, Imperial College London, London, UK
| | - Oliver J Brady
- Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK
| | - Peter W Gething
- Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
| | - Daniel J Weiss
- Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
| | - Andrew J Tatem
- WorldPop, Department of Geography and Environment, University of Southampton, Southampton, UK; Flowminder Foundation, Stockholm Sweden
| | | | - Tom De Groeve
- European Commission, Joint Research Centre, Ispra, Italy
| | | | - Nick Golding
- Quantitative and Applied Ecology Group, School of BioSciences, University of Melbourne, Parkville, VIC, Australia
| | - Peter Horby
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Jens H Kuhn
- Integrated Research Facility at Fort Detrick, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Frederick, MD, USA
| | | | - Edmond Ng
- Director's Office, London School of Hygiene & Tropical Medicine, London, UK
| | - Peter Piot
- Director's Office, London School of Hygiene & Tropical Medicine, London, UK
| | | | | | - Simon I Hay
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA; Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK.
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16
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Messina JP, Kraemer MU, Brady OJ, Pigott DM, Shearer FM, Weiss DJ, Golding N, Ruktanonchai CW, Gething PW, Cohn E, Brownstein JS, Khan K, Tatem AJ, Jaenisch T, Murray CJ, Marinho F, Scott TW, Hay SI. Mapping global environmental suitability for Zika virus. eLife 2016; 5. [PMID: 27090089 PMCID: PMC4889326 DOI: 10.7554/elife.15272] [Citation(s) in RCA: 235] [Impact Index Per Article: 29.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2016] [Accepted: 04/10/2016] [Indexed: 01/07/2023] Open
Abstract
Zika virus was discovered in Uganda in 1947 and is transmitted by Aedes mosquitoes, which also act as vectors for dengue and chikungunya viruses throughout much of the tropical world. In 2007, an outbreak in the Federated States of Micronesia sparked public health concern. In 2013, the virus began to spread across other parts of Oceania and in 2015, a large outbreak in Latin America began in Brazil. Possible associations with microcephaly and Guillain-Barré syndrome observed in this outbreak have raised concerns about continued global spread of Zika virus, prompting its declaration as a Public Health Emergency of International Concern by the World Health Organization. We conducted species distribution modelling to map environmental suitability for Zika. We show a large portion of tropical and sub-tropical regions globally have suitable environmental conditions with over 2.17 billion people inhabiting these areas. DOI:http://dx.doi.org/10.7554/eLife.15272.001 Zika virus is transmitted between humans by mosquitoes. The majority of infections cause mild flu-like symptoms, but neurological complications in adults and infants have been found in recent outbreaks. Although it was discovered in Uganda in 1947, Zika only caused sporadic infections in humans until 2007, when it caused a large outbreak in the Federated States of Micronesia. The virus later spread across Oceania, was first reported in Brazil in 2015 and has since rapidly spread across Latin America. This has led many people to question how far it will continue to spread. There was therefore a need to define the areas where the virus could be transmitted, including the human populations that might be risk in these areas. Messina et al. have now mapped the areas that provide conditions that are highly suitable for the spread of the Zika virus. These areas occur in many tropical and sub-tropical regions around the globe. The largest areas of risk in the Americas lie in Brazil, Colombia and Venezuela. Although Zika has yet to be reported in the USA, a large portion of the southeast region from Texas through to Florida is highly suitable for transmission. Much of sub-Saharan Africa (where several sporadic cases have been reported since the 1950s) also presents an environment that is highly suitable for the Zika virus. While no cases have yet been reported in India, a large portion of the subcontinent is also suitable for Zika transmission. Over 2 billion people live in Zika-suitable areas globally, and in the Americas alone, over 5.4 million births occurred in 2015 within such areas. It is important, however, to recognize that not all individuals living in suitable areas will necessarily be exposed to Zika. We still lack a great deal of basic epidemiological information about Zika. More needs to be known about the species of mosquito that spreads the disease and how the Zika virus interacts with related viruses such as dengue. As such information becomes available and clinical cases become routinely diagnosed, the global evidence base will be strengthened, which will improve the accuracy of future maps. DOI:http://dx.doi.org/10.7554/eLife.15272.002
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Affiliation(s)
- Jane P Messina
- Department of Zoology, University of Oxford, Oxford, United Kingdom
| | | | - Oliver J Brady
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - David M Pigott
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom.,Institute for Health Metrics and Evaluation, University of Washington, Seattle, United States
| | - Freya M Shearer
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Daniel J Weiss
- Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - Nick Golding
- Department of BioSciences, University of Melbourne, Parkville, United Kingdom
| | - Corrine W Ruktanonchai
- WorldPop project, Department of Geography and Environment, University of Southampton, Southampton, United Kingdom
| | - Peter W Gething
- Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - Emily Cohn
- Boston Children's Hospital, Harvard Medical School, Boston, United Kingdom
| | - John S Brownstein
- Boston Children's Hospital, Harvard Medical School, Boston, United Kingdom
| | - Kamran Khan
- Department of Medicine, Division of Infectious Diseases, University of Toronto, Toronto, Canada.,Li Ka Shing Knowledge Institute, St Michael's Hospital, Toronto, Canada
| | - Andrew J Tatem
- WorldPop project, Department of Geography and Environment, University of Southampton, Southampton, United Kingdom.,Flowminder Foundation, Stockholm, Sweden
| | - Thomas Jaenisch
- Section Clinical Tropical Medicine, Department for Infectious Diseases, Heidelberg University Hospital, Heidelberg, Germany.,German Centre for Infection Research (DZIF), Heidelberg partner site, Heidelberg, Germany
| | - Christopher Jl Murray
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, United States
| | - Fatima Marinho
- Secretariat of Health Surveillance, Ministry of Health Brazil, Brasilia, Brazil
| | - Thomas W Scott
- Department of Entomology and Nematology, University of California Davis, Davis, United States
| | - Simon I Hay
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom.,Institute for Health Metrics and Evaluation, University of Washington, Seattle, United States
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17
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Faria NR, Azevedo RDSDS, Kraemer MUG, Souza R, Cunha MS, Hill SC, Thézé J, Bonsall MB, Bowden TA, Rissanen I, Rocco IM, Nogueira JS, Maeda AY, Vasami FGDS, Macedo FLDL, Suzuki A, Rodrigues SG, Cruz ACR, Nunes BT, Medeiros DBDA, Rodrigues DSG, Queiroz ALN, da Silva EVP, Henriques DF, da Rosa EST, de Oliveira CS, Martins LC, Vasconcelos HB, Casseb LMN, Simith DDB, Messina JP, Abade L, Lourenço J, Alcantara LCJ, de Lima MM, Giovanetti M, Hay SI, de Oliveira RS, Lemos PDS, de Oliveira LF, de Lima CPS, da Silva SP, de Vasconcelos JM, Franco L, Cardoso JF, Vianez-Júnior JLDSG, Mir D, Bello G, Delatorre E, Khan K, Creatore M, Coelho GE, de Oliveira WK, Tesh R, Pybus OG, Nunes MRT, Vasconcelos PFC. Zika virus in the Americas: Early epidemiological and genetic findings. Science 2016; 352:345-349. [PMID: 27013429 DOI: 10.1126/science.aaf5036] [Citation(s) in RCA: 742] [Impact Index Per Article: 92.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2016] [Accepted: 03/16/2016] [Indexed: 12/16/2022]
Abstract
Brazil has experienced an unprecedented epidemic of Zika virus (ZIKV), with ~30,000 cases reported to date. ZIKV was first detected in Brazil in May 2015, and cases of microcephaly potentially associated with ZIKV infection were identified in November 2015. We performed next-generation sequencing to generate seven Brazilian ZIKV genomes sampled from four self-limited cases, one blood donor, one fatal adult case, and one newborn with microcephaly and congenital malformations. Results of phylogenetic and molecular clock analyses show a single introduction of ZIKV into the Americas, which we estimated to have occurred between May and December 2013, more than 12 months before the detection of ZIKV in Brazil. The estimated date of origin coincides with an increase in air passengers to Brazil from ZIKV-endemic areas, as well as with reported outbreaks in the Pacific Islands. ZIKV genomes from Brazil are phylogenetically interspersed with those from other South American and Caribbean countries. Mapping mutations onto existing structural models revealed the context of viral amino acid changes present in the outbreak lineage; however, no shared amino acid changes were found among the three currently available virus genomes from microcephaly cases. Municipality-level incidence data indicate that reports of suspected microcephaly in Brazil best correlate with ZIKV incidence around week 17 of pregnancy, although this correlation does not demonstrate causation. Our genetic description and analysis of ZIKV isolates in Brazil provide a baseline for future studies of the evolution and molecular epidemiology of this emerging virus in the Americas.
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Affiliation(s)
- Nuno Rodrigues Faria
- Center for Technological Innovation, Evandro Chagas Institute, Ministry of Health, Ananindeua, PA, 67030-000, Brazil.,Department of Zoology, University of Oxford, South Parks Road, Oxford, OX1 3PS UK
| | | | - Moritz U G Kraemer
- Department of Zoology, University of Oxford, South Parks Road, Oxford, OX1 3PS UK
| | - Renato Souza
- Instituto Adolfo Lutz, University of São Paulo, Brazil
| | | | - Sarah C Hill
- Department of Zoology, University of Oxford, South Parks Road, Oxford, OX1 3PS UK
| | - Julien Thézé
- Department of Zoology, University of Oxford, South Parks Road, Oxford, OX1 3PS UK
| | - Michael B Bonsall
- Department of Zoology, University of Oxford, South Parks Road, Oxford, OX1 3PS UK
| | - Thomas A Bowden
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Ilona Rissanen
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | | | | | | | | | | | - Akemi Suzuki
- Instituto Adolfo Lutz, University of São Paulo, Brazil
| | - Sueli Guerreiro Rodrigues
- Department of Arbovirology and Hemorrhagic Fevers, Evandro Chagas Institute, Ministry of Health, Ananindeua, Pará State, Brazil
| | - Ana Cecilia Ribeiro Cruz
- Department of Arbovirology and Hemorrhagic Fevers, Evandro Chagas Institute, Ministry of Health, Ananindeua, Pará State, Brazil
| | - Bruno Tardeli Nunes
- Department of Arbovirology and Hemorrhagic Fevers, Evandro Chagas Institute, Ministry of Health, Ananindeua, Pará State, Brazil
| | | | | | - Alice Louize Nunes Queiroz
- Department of Arbovirology and Hemorrhagic Fevers, Evandro Chagas Institute, Ministry of Health, Ananindeua, Pará State, Brazil
| | - Eliana Vieira Pinto da Silva
- Department of Arbovirology and Hemorrhagic Fevers, Evandro Chagas Institute, Ministry of Health, Ananindeua, Pará State, Brazil
| | - Daniele Freitas Henriques
- Department of Arbovirology and Hemorrhagic Fevers, Evandro Chagas Institute, Ministry of Health, Ananindeua, Pará State, Brazil
| | | | - Consuelo Silva de Oliveira
- Department of Arbovirology and Hemorrhagic Fevers, Evandro Chagas Institute, Ministry of Health, Ananindeua, Pará State, Brazil
| | - Livia Caricio Martins
- Department of Arbovirology and Hemorrhagic Fevers, Evandro Chagas Institute, Ministry of Health, Ananindeua, Pará State, Brazil
| | - Helena Baldez Vasconcelos
- Department of Arbovirology and Hemorrhagic Fevers, Evandro Chagas Institute, Ministry of Health, Ananindeua, Pará State, Brazil
| | - Livia Medeiros Neves Casseb
- Department of Arbovirology and Hemorrhagic Fevers, Evandro Chagas Institute, Ministry of Health, Ananindeua, Pará State, Brazil
| | - Darlene de Brito Simith
- Department of Arbovirology and Hemorrhagic Fevers, Evandro Chagas Institute, Ministry of Health, Ananindeua, Pará State, Brazil
| | - Jane P Messina
- Department of Zoology, University of Oxford, South Parks Road, Oxford, OX1 3PS UK.,Metabiota, San Francisco, California 94104, USA
| | - Leandro Abade
- Department of Zoology, University of Oxford, South Parks Road, Oxford, OX1 3PS UK
| | - José Lourenço
- Department of Zoology, University of Oxford, South Parks Road, Oxford, OX1 3PS UK
| | | | - Maricélia Maia de Lima
- Centre of Post Graduation in Collective Health, Department of Health, Universidade Estadual de Feira de Santana, Feira de Santana, Bahia, Brazil
| | | | - Simon I Hay
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA.,Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Rodrigo Santos de Oliveira
- Center for Technological Innovation, Evandro Chagas Institute, Ministry of Health, Ananindeua, PA, 67030-000, Brazil
| | - Poliana da Silva Lemos
- Center for Technological Innovation, Evandro Chagas Institute, Ministry of Health, Ananindeua, PA, 67030-000, Brazil
| | - Layanna Freitas de Oliveira
- Center for Technological Innovation, Evandro Chagas Institute, Ministry of Health, Ananindeua, PA, 67030-000, Brazil
| | - Clayton Pereira Silva de Lima
- Center for Technological Innovation, Evandro Chagas Institute, Ministry of Health, Ananindeua, PA, 67030-000, Brazil
| | - Sandro Patroca da Silva
- Center for Technological Innovation, Evandro Chagas Institute, Ministry of Health, Ananindeua, PA, 67030-000, Brazil
| | - Janaina Mota de Vasconcelos
- Center for Technological Innovation, Evandro Chagas Institute, Ministry of Health, Ananindeua, PA, 67030-000, Brazil
| | - Luciano Franco
- Center for Technological Innovation, Evandro Chagas Institute, Ministry of Health, Ananindeua, PA, 67030-000, Brazil
| | - Jedson Ferreira Cardoso
- Center for Technological Innovation, Evandro Chagas Institute, Ministry of Health, Ananindeua, PA, 67030-000, Brazil
| | | | - Daiana Mir
- Laboratório de AIDS and Imunologia Molecular, Instituto Oswaldo Cruz, FIOCRUZ, Rio de Janeiro, Brazil
| | - Gonzalo Bello
- Laboratório de AIDS and Imunologia Molecular, Instituto Oswaldo Cruz, FIOCRUZ, Rio de Janeiro, Brazil
| | - Edson Delatorre
- Laboratório de AIDS and Imunologia Molecular, Instituto Oswaldo Cruz, FIOCRUZ, Rio de Janeiro, Brazil
| | - Kamran Khan
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, Canada.,Department of Medicine, Division of Infectious Diseases, University of Toronto, Canada
| | - Marisa Creatore
- Dalla Lana School of Public Health, University of Toronto, Canada
| | | | | | - Robert Tesh
- Department of Pathology, University of Texas Medical Branch, Galveston, TX, USA
| | - Oliver G Pybus
- Department of Zoology, University of Oxford, South Parks Road, Oxford, OX1 3PS UK.,Metabiota, San Francisco, California 94104, USA
| | - Marcio R T Nunes
- Center for Technological Innovation, Evandro Chagas Institute, Ministry of Health, Ananindeua, PA, 67030-000, Brazil.,Department of Pathology, University of Texas Medical Branch, Galveston, TX, USA
| | - Pedro F C Vasconcelos
- Department of Arbovirology and Hemorrhagic Fevers, Evandro Chagas Institute, Ministry of Health, Ananindeua, Pará State, Brazil
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18
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Limmathurotsakul D, Golding N, Dance DA, Messina JP, Pigott DM, Moyes CL, Rolim DB, Bertherat E, Day NP, Peacock SJ, Hay SI. Predicted global distribution of Burkholderia pseudomallei and burden of melioidosis. Nat Microbiol 2016; 1:15008. [PMID: 26877885 PMCID: PMC4746747 DOI: 10.1038/nmicrobiol.2015.8] [Citation(s) in RCA: 582] [Impact Index Per Article: 72.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2015] [Accepted: 10/19/2015] [Indexed: 12/20/2022]
Abstract
Burkholderia pseudomallei, a highly pathogenic bacterium that causes melioidosis, is commonly found in soil in Southeast Asia and Northern Australia1,2. Melioidosis can be difficult to diagnose due to its diverse clinical manifestations and the inadequacy of conventional bacterial identification methods3. The bacterium is intrinsically resistant to a wide range of antimicrobials, and treatment with ineffective antimicrobials may result in case fatality rates (CFRs) exceeding 70%4,5. The importation of infected animals has, in the past, spread melioidosis to non-endemic areas6,7. The global distribution of B. pseudomallei and burden of melioidosis, however, remain poorly understood. Here, we map documented human and animal cases, and the presence of environmental B. pseudomallei, and combine this in a formal modelling framework8-10 to estimate the global burden of melioidosis. We estimate there to be 165,000 (95% credible interval 68,000-412,000) human melioidosis cases per year worldwide, of which 89,000 (36,000-227,000) die. Our estimates suggest that melioidosis is severely underreported in the 45 countries in which it is known to be endemic and that melioidosis is likely endemic in a further 34 countries which have never reported the disease. The large numbers of estimated cases and fatalities emphasise that the disease warrants renewed attention from public health officials and policy makers.
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Affiliation(s)
- Direk Limmathurotsakul
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, United Kingdom ; Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, 10400, Thailand ; Department of Tropical Hygiene, Faculty of Tropical Medicine, Mahidol University, Bangkok, 10400, Thailand
| | - Nick Golding
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, United Kingdom
| | - David Ab Dance
- Lao-Oxford-Mahosot Hospital-Wellcome Trust Research Unit, Vientiane, Lao PDR ; Centre for Tropical Medicine and Global Health, University of Oxford, Old Road Campus, Oxford, OX3 7FZ, United Kingdom
| | - Jane P Messina
- Department of Zoology, University of Oxford, South Parks Road, Oxford, OX1 3PS, United Kingdom
| | - David M Pigott
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, United Kingdom
| | - Catherine L Moyes
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, United Kingdom
| | | | - Eric Bertherat
- Department of Pandemic and Epidemic Diseases, World Health Organization, Geneva, 27, Switzerland
| | - Nicholas Pj Day
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, 10400, Thailand ; Centre for Tropical Medicine and Global Health, University of Oxford, Old Road Campus, Oxford, OX3 7FZ, United Kingdom
| | - Sharon J Peacock
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, 10400, Thailand ; Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, CB2 0QQ, United Kingdom ; London School of Hygiene and Tropical Medicine, London, WC1E 7HT, United Kingdom
| | - Simon I Hay
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, United Kingdom ; Institute of Health Metrics and Evaluation, University of Washington, Seattle, WA 98121, USA ; Fogarty International Center, National Institutes of Health, Bethesda, MD 20892-2220, USA
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19
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Messina JP, Pigott DM, Golding N, Duda KA, Brownstein JS, Weiss DJ, Gibson H, Robinson TP, Gilbert M, William Wint GR, Nuttall PA, Gething PW, Myers MF, George DB, Hay SI. The global distribution of Crimean-Congo hemorrhagic fever. Trans R Soc Trop Med Hyg 2015; 109:503-13. [PMID: 26142451 PMCID: PMC4501401 DOI: 10.1093/trstmh/trv050] [Citation(s) in RCA: 148] [Impact Index Per Article: 16.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2015] [Revised: 05/19/2015] [Accepted: 05/20/2015] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND Crimean-Congo hemorrhagic fever (CCHF) is a tick-borne infection caused by a virus (CCHFV) from the Bunyaviridae family. Domestic and wild vertebrates are asymptomatic reservoirs for the virus, putting animal handlers, slaughter-house workers and agricultural labourers at highest risk in endemic areas, with secondary transmission possible through contact with infected blood and other bodily fluids. Human infection is characterized by severe symptoms that often result in death. While it is known that CCHFV transmission is limited to Africa, Asia and Europe, definitive global extents and risk patterns within these limits have not been well described. METHODS We used an exhaustive database of human CCHF occurrence records and a niche modeling framework to map the global distribution of risk for human CCHF occurrence. RESULTS A greater proportion of shrub or grass land cover was the most important contributor to our model, which predicts highest levels of risk around the Black Sea, Turkey, and some parts of central Asia. Sub-Saharan Africa shows more focalized areas of risk throughout the Sahel and the Cape region. CONCLUSIONS These new risk maps provide a valuable starting point for understanding the zoonotic niche of CCHF, its extent and the risk it poses to humans.
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Affiliation(s)
| | | | - Nick Golding
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | | | - John S Brownstein
- Department of Pediatrics, Harvard Medical School and Children's Hospital Informatics Program, Boston Children's Hospital, Boston, MA, USA
| | | | - Harry Gibson
- Department of Zoology, University of Oxford, Oxford, UK
| | - Timothy P Robinson
- Livestock Systems and Environment (LSE), International Livestock Research Institute (ILRI),Nairobi, Kenya
| | - Marius Gilbert
- Biological Control and Spatial Ecology, Université Libre de Bruxelles, Brussels, Belgium Fonds National de la Recherche Scientifique, Brussels, Belgium
| | | | | | | | | | - Dylan B George
- Fogarty International Center, National Institutes of Health, Bethesda, MD, USA
| | - Simon I Hay
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK Fogarty International Center, National Institutes of Health, Bethesda, MD, USA Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA, USA
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20
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Kraemer MUG, Sinka ME, Duda KA, Mylne A, Shearer FM, Brady OJ, Messina JP, Barker CM, Moore CG, Carvalho RG, Coelho GE, Van Bortel W, Hendrickx G, Schaffner F, Wint GRW, Elyazar IRF, Teng HJ, Hay SI. The global compendium of Aedes aegypti and Ae. albopictus occurrence. Sci Data 2015; 2:150035. [PMID: 26175912 PMCID: PMC4493829 DOI: 10.1038/sdata.2015.35] [Citation(s) in RCA: 213] [Impact Index Per Article: 23.7] [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: 03/30/2015] [Accepted: 06/23/2015] [Indexed: 01/21/2023] Open
Abstract
Aedes aegypti and Ae. albopictus are the main vectors transmitting dengue and chikungunya viruses. Despite being pathogens of global public health importance, knowledge of their vectors’ global distribution remains patchy and sparse. A global geographic database of known occurrences of Ae. aegypti and Ae. albopictus between 1960 and 2014 was compiled. Herein we present the database, which comprises occurrence data linked to point or polygon locations, derived from peer-reviewed literature and unpublished studies including national entomological surveys and expert networks. We describe all data collection processes, as well as geo-positioning methods, database management and quality-control procedures. This is the first comprehensive global database of Ae. aegypti and Ae. albopictus occurrence, consisting of 19,930 and 22,137 geo-positioned occurrence records respectively. Both datasets can be used for a variety of mapping and spatial analyses of the vectors and, by inference, the diseases they transmit.
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Affiliation(s)
- Moritz U G Kraemer
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford , South Parks Road, Oxford OX1 3PS, UK
| | - Marianne E Sinka
- Wellcome Trust Centre for Human Genetics,University of Oxford , Oxford, UK ; Institute for Health Metrics and Evaluation, University of Washington , Seattle, USA
| | - Kirsten A Duda
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford , South Parks Road, Oxford OX1 3PS, UK
| | - Adrian Mylne
- Wellcome Trust Centre for Human Genetics,University of Oxford , Oxford, UK ; Institute for Health Metrics and Evaluation, University of Washington , Seattle, USA
| | - Freya M Shearer
- Wellcome Trust Centre for Human Genetics,University of Oxford , Oxford, UK ; Institute for Health Metrics and Evaluation, University of Washington , Seattle, USA
| | - Oliver J Brady
- Wellcome Trust Centre for Human Genetics,University of Oxford , Oxford, UK ; Institute for Health Metrics and Evaluation, University of Washington , Seattle, USA
| | - Jane P Messina
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford , South Parks Road, Oxford OX1 3PS, UK
| | - Christopher M Barker
- Department of Pathology, Microbiology, and Immunology, School of Veterinary Medicine, University of California , Davis, CA, USA ; Center for Vectorborne Diseases, University of California , Davis, CA, USA ; Fogarty International Center, National Institutes of Health , Bethesda, Maryland 20892, USA
| | - Chester G Moore
- Department of Microbiology, Immunology and Pathology, Colorado State University , Fort Collins, CO, USA
| | - Roberta G Carvalho
- National Dengue Control Program, Ministry of Health , Brasilia, DF, Brazil
| | - Giovanini E Coelho
- National Dengue Control Program, Ministry of Health , Brasilia, DF, Brazil
| | - Wim Van Bortel
- European Centre for Disease Prevention and Control , Stockholm, Sweden
| | | | | | - G R William Wint
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford , South Parks Road, Oxford OX1 3PS, UK ; Environmental Research Group Oxford Ltd, Department of Zoology , South Parks Road, Oxford OX1 3PS, UK
| | | | - Hwa-Jen Teng
- Center for Research, Diagnostics and Vaccine Development, Centers for Disease Control , Taipei, Taiwan (ROC)
| | - Simon I Hay
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford , South Parks Road, Oxford OX1 3PS, UK ; Fogarty International Center, National Institutes of Health , Bethesda, Maryland 20892, USA
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21
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Kraemer MUG, Sinka ME, Duda KA, Mylne AQN, Shearer FM, Barker CM, Moore CG, Carvalho RG, Coelho GE, Van Bortel W, Hendrickx G, Schaffner F, Elyazar IRF, Teng HJ, Brady OJ, Messina JP, Pigott DM, Scott TW, Smith DL, Wint GRW, Golding N, Hay SI. The global distribution of the arbovirus vectors Aedes aegypti and Ae. albopictus. eLife 2015; 4:e08347. [PMID: 26126267 PMCID: PMC4493616 DOI: 10.7554/elife.08347] [Citation(s) in RCA: 1125] [Impact Index Per Article: 125.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2015] [Accepted: 06/18/2015] [Indexed: 02/06/2023] Open
Abstract
Dengue and chikungunya are increasing global public health concerns due to their rapid geographical spread and increasing disease burden. Knowledge of the contemporary distribution of their shared vectors, Aedes aegypti and Aedes albopictus remains incomplete and is complicated by an ongoing range expansion fuelled by increased global trade and travel. Mapping the global distribution of these vectors and the geographical determinants of their ranges is essential for public health planning. Here we compile the largest contemporary database for both species and pair it with relevant environmental variables predicting their global distribution. We show Aedes distributions to be the widest ever recorded; now extensive in all continents, including North America and Europe. These maps will help define the spatial limits of current autochthonous transmission of dengue and chikungunya viruses. It is only with this kind of rigorous entomological baseline that we can hope to project future health impacts of these viruses.
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Affiliation(s)
- Moritz UG Kraemer
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - Marianne E Sinka
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - Kirsten A Duda
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - Adrian QN Mylne
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Freya M Shearer
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Christopher M Barker
- Department of Pathology, Microbiology, and Immunology, School of Veterinary Medicine, University of California, Davis, Davis, United States
| | - Chester G Moore
- Department of Microbiology, Immunology and Pathology, Colorado State University, Fort Collins, United States
| | | | | | - Wim Van Bortel
- European Centre for Disease Prevention and Control, Stockholm, Sweden
| | | | | | | | - Hwa-Jen Teng
- Center for Research, Diagnostics and Vaccine Development, Centers for Disease Control, Taipei, Taiwan
| | - Oliver J Brady
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Jane P Messina
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - David M Pigott
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Oxford, United Kingdom
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Thomas W Scott
- Fogarty International Center, National Institutes of Health, Bethesda, United States
- Department of Entomology and Nematology, University of California, Davis, Davis, United States
| | - David L Smith
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Oxford, United Kingdom
- Fogarty International Center, National Institutes of Health, Bethesda, United States
- Sanaria Institute for Global Health and Tropical Medicine, Rockville, United States
| | - GR William Wint
- Environmental Research Group Oxford, Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - Nick Golding
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Simon I Hay
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Fogarty International Center, National Institutes of Health, Bethesda, United States
- Institute for Health Metrics and Evaluation, University of Washington, Seattle, United States
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22
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Jaenisch T, Junghanss T, Wills B, Brady OJ, Eckerle I, Farlow A, Hay SI, McCall PJ, Messina JP, Ofula V, Sall AA, Sakuntabhai A, Velayudhan R, Wint GRW, Zeller H, Margolis HS, Sankoh O. Dengue expansion in Africa-not recognized or not happening? Emerg Infect Dis 2015; 20. [PMID: 25271370 PMCID: PMC4193177 DOI: 10.3201/eid2010.140487] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023] Open
Abstract
Addressing this expansion is essential before control and prevention of dengue are implemented. An expert conference on Dengue in Africa was held in Accra, Ghana, in February 2013 to consider key questions regarding the possible expansion of dengue in Africa. Four key action points were highlighted to advance our understanding of the epidemiology of dengue in Africa. First, dengue diagnostic tools must be made more widely available in the healthcare setting in Africa. Second, representative data need to be collected across Africa to uncover the true burden of dengue. Third, established networks should collaborate to produce these types of data. Fourth, policy needs to be informed so the necessary steps can be taken to provide dengue vector control and health services.
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23
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Mylne AQN, Pigott DM, Longbottom J, Shearer F, Duda KA, Messina JP, Weiss DJ, Moyes CL, Golding N, Hay SI. Mapping the zoonotic niche of Lassa fever in Africa. Trans R Soc Trop Med Hyg 2015; 109:483-92. [PMID: 26085474 PMCID: PMC4501400 DOI: 10.1093/trstmh/trv047] [Citation(s) in RCA: 85] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2015] [Accepted: 05/29/2015] [Indexed: 02/05/2023] Open
Abstract
Background Lassa fever is a viral haemorrhagic illness responsible for disease outbreaks across West Africa. It is a zoonosis, with the primary reservoir species identified as the Natal multimammate mouse, Mastomys natalensis. The host is distributed across sub-Saharan Africa while the virus' range appears to be restricted to West Africa. The majority of infections result from interactions between the animal reservoir and human populations, although secondary transmission between humans can occur, particularly in hospital settings. Methods Using a species distribution model, the locations of confirmed human and animal infections with Lassa virus (LASV) were used to generate a probabilistic surface of zoonotic transmission potential across sub-Saharan Africa. Results Our results predict that 37.7 million people in 14 countries, across much of West Africa, live in areas where conditions are suitable for zoonotic transmission of LASV. Four of these countries, where at-risk populations are predicted, have yet to report any cases of Lassa fever. Conclusions These maps act as a spatial guide for future surveillance activities to better characterise the geographical distribution of the disease and understand the anthropological, virological and zoological interactions necessary for viral transmission. Combining this zoonotic niche map with detailed patient travel histories can aid differential diagnoses of febrile illnesses, enabling a more rapid response in providing care and reducing the risk of onward transmission.
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Affiliation(s)
- Adrian Q N Mylne
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | | | - Joshua Longbottom
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Freya Shearer
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | | | | | | | - Catherine L Moyes
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Nick Golding
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Simon I Hay
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK Institute for Health Metrics and Evaluation, University of Washington, Seattle, USA Fogarty International Center, National Institutes of Health, Bethesda, Maryland, USA
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24
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Messina JP, Humphreys I, Flaxman A, Brown A, Cooke GS, Pybus OG, Barnes E. Global distribution and prevalence of hepatitis C virus genotypes. Hepatology 2015; 61:77-87. [PMID: 25069599 PMCID: PMC4303918 DOI: 10.1002/hep.27259] [Citation(s) in RCA: 1066] [Impact Index Per Article: 118.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2014] [Accepted: 06/09/2014] [Indexed: 12/11/2022]
Abstract
UNLABELLED Hepatitis C virus (HCV) exhibits high genetic diversity, characterized by regional variations in genotype prevalence. This poses a challenge to the improved development of vaccines and pan-genotypic treatments, which require the consideration of global trends in HCV genotype prevalence. Here we provide the first comprehensive survey of these trends. To approximate national HCV genotype prevalence, studies published between 1989 and 2013 reporting HCV genotypes are reviewed and combined with overall HCV prevalence estimates from the Global Burden of Disease (GBD) project. We also generate regional and global genotype prevalence estimates, inferring data for countries lacking genotype information. We include 1,217 studies in our analysis, representing 117 countries and 90% of the global population. We calculate that HCV genotype 1 is the most prevalent worldwide, comprising 83.4 million cases (46.2% of all HCV cases), approximately one-third of which are in East Asia. Genotype 3 is the next most prevalent globally (54.3 million, 30.1%); genotypes 2, 4, and 6 are responsible for a total 22.8% of all cases; genotype 5 comprises the remaining <1%. While genotypes 1 and 3 dominate in most countries irrespective of economic status, the largest proportions of genotypes 4 and 5 are in lower-income countries. CONCLUSION Although genotype 1 is most common worldwide, nongenotype 1 HCV cases—which are less well served by advances in vaccine and drug development—still comprise over half of all HCV cases. Relative genotype proportions are needed to inform healthcare models, which must be geographically tailored to specific countries or regions in order to improve access to new treatments. Genotype surveillance data are needed from many countries to improve estimates of unmet need.
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Affiliation(s)
- Jane P Messina
- Spatial Epidemiology and Ecology Group, Department of Zoology, University of OxfordOxford, UK
| | - Isla Humphreys
- Peter Medawar Building for Pathogen Research, University of Oxford, and Oxford NHIR BRCOxford, UK
| | | | - Anthony Brown
- Peter Medawar Building for Pathogen Research, University of Oxford, and Oxford NHIR BRCOxford, UK
| | - Graham S Cooke
- Division of Infectious Diseases, St Mary's Campus, Imperial CollegeLondon, UK
| | | | - Eleanor Barnes
- Peter Medawar Building for Pathogen Research, University of Oxford, and Oxford NHIR BRCOxford, UK
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25
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Brady OJ, Golding N, Pigott DM, Kraemer MUG, Messina JP, Reiner RC, Scott TW, Smith DL, Gething PW, Hay SI. Global temperature constraints on Aedes aegypti and Ae. albopictus persistence and competence for dengue virus transmission. Parasit Vectors 2014; 7:338. [PMID: 25052008 PMCID: PMC4148136 DOI: 10.1186/1756-3305-7-338] [Citation(s) in RCA: 213] [Impact Index Per Article: 21.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2014] [Accepted: 06/27/2014] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Dengue is a disease that has undergone significant expansion over the past hundred years. Understanding what factors limit the distribution of transmission can be used to predict current and future limits to further dengue expansion. While not the only factor, temperature plays an important role in defining these limits. Previous attempts to analyse the effect of temperature on the geographic distribution of dengue have not considered its dynamic intra-annual and diurnal change and its cumulative effects on mosquito and virus populations. METHODS Here we expand an existing modelling framework with new temperature-based relationships to model an index proportional to the basic reproductive number of the dengue virus. This model framework is combined with high spatial and temporal resolution global temperature data to model the effects of temperature on Aedes aegypti and Ae. albopictus persistence and competence for dengue virus transmission. RESULTS Our model predicted areas where temperature is not expected to permit transmission and/or Aedes persistence throughout the year. By reanalysing existing experimental data our analysis indicates that Ae. albopictus, often considered a minor vector of dengue, has comparable rates of virus dissemination to its primary vector, Ae. aegypti, and when the longer lifespan of Ae. albopictus is considered its competence for dengue virus transmission far exceeds that of Ae. aegypti. CONCLUSIONS These results can be used to analyse the effects of temperature and other contributing factors on the expansion of dengue or its Aedes vectors. Our finding that Ae. albopictus has a greater capacity for dengue transmission than Ae. aegypti is contrary to current explanations for the comparative rarity of dengue transmission in established Ae. albopictus populations. This suggests that the limited capacity of Ae. albopictus to transmit DENV is more dependent on its ecology than vector competence. The recommendations, which we explicitly outlined here, point to clear targets for entomological investigation.
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Affiliation(s)
- Oliver J Brady
- Spatial Ecology and Epidemiology Group, Tinbergen Building, Department of Zoology, University of Oxford, South Parks Road, Oxford, United Kingdom.
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26
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Pigott DM, Bhatt S, Golding N, Duda KA, Battle KE, Brady OJ, Messina JP, Balard Y, Bastien P, Pratlong F, Brownstein JS, Freifeld CC, Mekaru SR, Gething PW, George DB, Myers MF, Reithinger R, Hay SI. Global distribution maps of the leishmaniases. eLife 2014; 3:e02851. [PMID: 24972829 PMCID: PMC4103681 DOI: 10.7554/elife.02851] [Citation(s) in RCA: 156] [Impact Index Per Article: 15.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2014] [Accepted: 06/26/2014] [Indexed: 11/13/2022] Open
Abstract
The leishmaniases are vector-borne diseases that have a broad global distribution throughout much of the Americas, Africa, and Asia. Despite representing a significant public health burden, our understanding of the global distribution of the leishmaniases remains vague, reliant upon expert opinion and limited to poor spatial resolution. A global assessment of the consensus of evidence for leishmaniasis was performed at a sub-national level by aggregating information from a variety of sources. A database of records of cutaneous and visceral leishmaniasis occurrence was compiled from published literature, online reports, strain archives, and GenBank accessions. These, with a suite of biologically relevant environmental covariates, were used in a boosted regression tree modelling framework to generate global environmental risk maps for the leishmaniases. These high-resolution evidence-based maps can help direct future surveillance activities, identify areas to target for disease control and inform future burden estimation efforts.
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Affiliation(s)
- David M Pigott
- Spatial Ecology and Epidemiology Group, Department of
Zoology, University of
Oxford, Oxford, United
Kingdom
| | - Samir Bhatt
- Spatial Ecology and Epidemiology Group, Department of
Zoology, University of
Oxford, Oxford, United
Kingdom
| | - Nick Golding
- Spatial Ecology and Epidemiology Group, Department of
Zoology, University of
Oxford, Oxford, United
Kingdom
| | - Kirsten A Duda
- Spatial Ecology and Epidemiology Group, Department of
Zoology, University of
Oxford, Oxford, United
Kingdom
| | - Katherine E Battle
- Spatial Ecology and Epidemiology Group, Department of
Zoology, University of
Oxford, Oxford, United
Kingdom
| | - Oliver J Brady
- Spatial Ecology and Epidemiology Group, Department of
Zoology, University of
Oxford, Oxford, United
Kingdom
| | - Jane P Messina
- Spatial Ecology and Epidemiology Group, Department of
Zoology, University of
Oxford, Oxford, United
Kingdom
| | - Yves Balard
- Laboratoire de
Parasitologie–Mycologie, UFR
Médecine, Université Montpellier 1 and UMR
‘MiVEGEC’, CNRS 5290/IRD 224,
Montpellier,
France
| | - Patrick Bastien
- Laboratoire de
Parasitologie–Mycologie, UFR
Médecine, Université Montpellier 1 and UMR
‘MiVEGEC’, CNRS 5290/IRD 224,
Montpellier,
France
- Departement de
Parasitologie–Mycologie,
CHRU de Montpellier, Centre National de Référence des
Leishmanioses, Montpellier,
France
| | - Francine Pratlong
- Laboratoire de
Parasitologie–Mycologie, UFR
Médecine, Université Montpellier 1 and UMR
‘MiVEGEC’, CNRS 5290/IRD 224,
Montpellier,
France
- Departement de
Parasitologie–Mycologie,
CHRU de Montpellier, Centre National de Référence des
Leishmanioses, Montpellier,
France
| | - John S Brownstein
- Department of Pediatrics,
Harvard Medical School, Boston, United
States
- Children's Hospital Informatics Program,
Boston Children's Hospital,
Boston, United States
| | - Clark C Freifeld
- Children's Hospital Informatics Program,
Boston Children's Hospital,
Boston, United States
- Department of Biomedical Engineering,
Boston University, Boston, United
States
| | - Sumiko R Mekaru
- Children's Hospital Informatics Program,
Boston Children's Hospital,
Boston, United States
| | - Peter W Gething
- Spatial Ecology and Epidemiology Group, Department of
Zoology, University of
Oxford, Oxford, United
Kingdom
| | - Dylan B George
- Fogarty International Center,
National Institutes of Health,
Bethesda, United
States
| | - Monica F Myers
- Spatial Ecology and Epidemiology Group, Department of
Zoology, University of
Oxford, Oxford, United
Kingdom
| | | | - Simon I Hay
- Spatial Ecology and Epidemiology Group, Department of
Zoology, University of
Oxford, Oxford, United
Kingdom
- Fogarty International Center,
National Institutes of Health,
Bethesda, United
States
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27
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Gilbert M, Golding N, Zhou H, Wint GRW, Robinson TP, Tatem AJ, Lai S, Zhou S, Jiang H, Guo D, Huang Z, Messina JP, Xiao X, Linard C, Van Boeckel TP, Martin V, Bhatt S, Gething PW, Farrar JJ, Hay SI, Yu H. Predicting the risk of avian influenza A H7N9 infection in live-poultry markets across Asia. Nat Commun 2014; 5:4116. [PMID: 24937647 PMCID: PMC4061699 DOI: 10.1038/ncomms5116] [Citation(s) in RCA: 133] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2014] [Accepted: 05/13/2014] [Indexed: 02/06/2023] Open
Abstract
Two epidemic waves of an avian influenza A (H7N9) virus have so far affected China. Most human cases have been attributable to poultry exposure at live-poultry markets, where most positive isolates were sampled. The potential geographic extent of potential re-emerging epidemics is unknown, as are the factors associated with it. Using newly assembled data sets of the locations of 8,943 live-poultry markets in China and maps of environmental correlates, we develop a statistical model that accurately predicts the risk of H7N9 market infection across Asia. Local density of live-poultry markets is the most important predictor of H7N9 infection risk in markets, underscoring their key role in the spatial epidemiology of H7N9, alongside other poultry, land cover and anthropogenic predictor variables. Identification of areas in Asia with high suitability for H7N9 infection enhances our capacity to target biosurveillance and control, helping to restrict the spread of this important disease.
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Affiliation(s)
- Marius Gilbert
- Biological Control and Spatial Ecology, Université Libre de Bruxelles, av FD Roosevelt 50, B-1050 Brussels, Belgium
- Fonds National de la Recherche Scientifique, rue d'Egmont 5, B-1000 Brussels, Belgium
| | - Nick Golding
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Tinbergen Building, South Parks Road, Oxford OX1 3PS, UK
| | - Hang Zhou
- Division of Infectious Disease, Key Laboratory of Surveillance and Early-warning on Infectious Disease, Chinese Center for Disease Control and Prevention, 155 Changbai Road, Changping District, 102206 Beijing, China
| | - G. R. William Wint
- Environmental Research Group Oxford, Department of Zoology, University of Oxford, South Parks Road, Oxford OX1 3PS, UK
| | - Timothy P. Robinson
- Livestock Systems and Environment (LSE), International Livestock Research Institute (ILRI), Old Naivasha Road, PO Box 30709, 00100 Nairobi, Kenya
| | - Andrew J. Tatem
- Fogarty International Center, National Institutes of Health, Bethesda, Maryland 20892, USA
- Department of Geography and Environment, University of Southampton, Highfield, Southampton SO17 1BJ, UK
| | - Shengjie Lai
- Division of Infectious Disease, Key Laboratory of Surveillance and Early-warning on Infectious Disease, Chinese Center for Disease Control and Prevention, 155 Changbai Road, Changping District, 102206 Beijing, China
| | - Sheng Zhou
- Division of Infectious Disease, Key Laboratory of Surveillance and Early-warning on Infectious Disease, Chinese Center for Disease Control and Prevention, 155 Changbai Road, Changping District, 102206 Beijing, China
| | - Hui Jiang
- Division of Infectious Disease, Key Laboratory of Surveillance and Early-warning on Infectious Disease, Chinese Center for Disease Control and Prevention, 155 Changbai Road, Changping District, 102206 Beijing, China
| | - Danhuai Guo
- Scientific Data Center, Computer Network Information Center, Chinese Academy of Sciences, Zhongguancun Nansijie, Haidian District, 100190 Beijing, China
| | - Zhi Huang
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Tinbergen Building, South Parks Road, Oxford OX1 3PS, UK
| | - Jane P. Messina
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Tinbergen Building, South Parks Road, Oxford OX1 3PS, UK
| | - Xiangming Xiao
- Department of Microbiology and Plant Biology, Center for Spatial Analysis, University of Oklahoma, 101 David L. Boren Blvd, Norman, Oklahoma 73019, USA
- Institute of Biodiversity Sciences, Fudan University, 220A Handan Road, Yangpu District, Shanghai 200433, China
| | - Catherine Linard
- Biological Control and Spatial Ecology, Université Libre de Bruxelles, av FD Roosevelt 50, B-1050 Brussels, Belgium
- Fonds National de la Recherche Scientifique, rue d'Egmont 5, B-1000 Brussels, Belgium
| | - Thomas P. Van Boeckel
- Biological Control and Spatial Ecology, Université Libre de Bruxelles, av FD Roosevelt 50, B-1050 Brussels, Belgium
- Fonds National de la Recherche Scientifique, rue d'Egmont 5, B-1000 Brussels, Belgium
| | - Vincent Martin
- Food and Agriculture Organization of the United Nations (FAO), Representation in Senegal, PO Box 3300, Dakar, Senegal
| | - Samir Bhatt
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Tinbergen Building, South Parks Road, Oxford OX1 3PS, UK
| | - Peter W. Gething
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Tinbergen Building, South Parks Road, Oxford OX1 3PS, UK
| | - Jeremy J. Farrar
- Oxford University Clinical Research Unit–Wellcome Trust Major Overseas Unit, 190 Ben Ham Tu, District 5, Ho Chi Minh City, Vietnam
| | - Simon I. Hay
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Tinbergen Building, South Parks Road, Oxford OX1 3PS, UK
- Fogarty International Center, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - Hongjie Yu
- Division of Infectious Disease, Key Laboratory of Surveillance and Early-warning on Infectious Disease, Chinese Center for Disease Control and Prevention, 155 Changbai Road, Changping District, 102206 Beijing, China
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28
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Messina JP, Brady OJ, Pigott DM, Brownstein JS, Hoen AG, Hay SI. A global compendium of human dengue virus occurrence. Sci Data 2014; 1:140004. [PMID: 25977762 PMCID: PMC4322574 DOI: 10.1038/sdata.2014.4] [Citation(s) in RCA: 74] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2014] [Accepted: 03/03/2014] [Indexed: 11/08/2022] Open
Abstract
A global geographic database of human dengue virus occurrence was produced to generate a global risk map and associated burden estimates(1). Herein we present the database, which comprises occurrence data linked to point or polygon locations, derived from peer-reviewed literature and case reports as well as informal online sources. Entries date from 1960 to 2012. We describe all data collection processes in full, as well as geo-positioning, database management and quality-control procedures. This is the most comprehensive database of confirmed human dengue infection to-date, consisting of 8,309 geo-positioned occurrences in total.
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Affiliation(s)
- Jane P Messina
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, South Parks Road, Oxford, OX1 3PS, UK
| | - Oliver J Brady
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, South Parks Road, Oxford, OX1 3PS, UK
| | - David M Pigott
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, South Parks Road, Oxford, OX1 3PS, UK
| | - John S Brownstein
- Department of Pediatrics, Harvard Medical School and Children’s Hospital Informatics Program, Boston Children’s Hospital, Boston, Massachusetts 02115, USA
| | - Anne G Hoen
- Department of Community and Family Medicine, Geisel School of Medicine, Dartmouth College, Hanover, New Hampshire 03755, USA
| | - Simon I Hay
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, South Parks Road, Oxford, OX1 3PS, UK
- Fogarty International Center, National Institutes of Health, Bethesda, Maryland 20892, USA
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29
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Battle KE, Karhunen MS, Bhatt S, Gething PW, Howes RE, Golding N, Van Boeckel TP, Messina JP, Shanks GD, Smith DL, Baird JK, Hay SI. Geographical variation in Plasmodium vivax relapse. Malar J 2014; 13:144. [PMID: 24731298 PMCID: PMC4021508 DOI: 10.1186/1475-2875-13-144] [Citation(s) in RCA: 194] [Impact Index Per Article: 19.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2014] [Accepted: 03/31/2014] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Plasmodium vivax has the widest geographic distribution of the human malaria parasites and nearly 2.5 billion people live at risk of infection. The control of P. vivax in individuals and populations is complicated by its ability to relapse weeks to months after initial infection. Strains of P. vivax from different geographical areas are thought to exhibit varied relapse timings. In tropical regions strains relapse quickly (three to six weeks), whereas those in temperate regions do so more slowly (six to twelve months), but no comprehensive assessment of evidence has been conducted. Here observed patterns of relapse periodicity are used to generate predictions of relapse incidence within geographic regions representative of varying parasite transmission. METHODS A global review of reports of P. vivax relapse in patients not treated with a radical cure was conducted. Records of time to first P. vivax relapse were positioned by geographic origin relative to expert opinion regions of relapse behaviour and epidemiological zones. Mixed-effects meta-analysis was conducted to determine which geographic classification best described the data, such that a description of the pattern of relapse periodicity within each region could be described. Model outputs of incidence and mean time to relapse were mapped to illustrate the global variation in relapse. RESULTS Differences in relapse periodicity were best described by a historical geographic classification system used to describe malaria transmission zones based on areas sharing zoological and ecological features. Maps of incidence and time to relapse showed high relapse frequency to be predominant in tropical regions and prolonged relapse in temperate areas. CONCLUSIONS The results indicate that relapse periodicity varies systematically by geographic region and are categorized by nine global regions characterized by similar malaria transmission dynamics. This indicates that relapse may be an adaptation evolved to exploit seasonal changes in vector survival and therefore optimize transmission. Geographic patterns in P. vivax relapse are important to clinicians treating individual infections, epidemiologists trying to infer P. vivax burden, and public health officials trying to control and eliminate the disease in human populations.
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Affiliation(s)
- Katherine E Battle
- Department of Zoology, Spatial Ecology and Epidemiology Group, Tinbergen Building, University of Oxford, South Parks Road, Oxford, UK
| | - Markku S Karhunen
- Department of Zoology, Spatial Ecology and Epidemiology Group, Tinbergen Building, University of Oxford, South Parks Road, Oxford, UK
| | - Samir Bhatt
- Department of Zoology, Spatial Ecology and Epidemiology Group, Tinbergen Building, University of Oxford, South Parks Road, Oxford, UK
| | - Peter W Gething
- Department of Zoology, Spatial Ecology and Epidemiology Group, Tinbergen Building, University of Oxford, South Parks Road, Oxford, UK
| | - Rosalind E Howes
- Department of Zoology, Spatial Ecology and Epidemiology Group, Tinbergen Building, University of Oxford, South Parks Road, Oxford, UK
| | - Nick Golding
- Department of Zoology, Spatial Ecology and Epidemiology Group, Tinbergen Building, University of Oxford, South Parks Road, Oxford, UK
| | - Thomas P Van Boeckel
- Department of Ecology and Evolutionary Biology, Princeton University, Princeton, NJ, USA
| | - Jane P Messina
- Department of Zoology, Spatial Ecology and Epidemiology Group, Tinbergen Building, University of Oxford, South Parks Road, Oxford, UK
| | - G Dennis Shanks
- Australian Army Malaria Institute, Enoggera, Queensland, Australia
| | - David L Smith
- Department of Epidemiology and Malaria Research Institute, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
- Fogarty International Center, National Institutes of Health, Bethesda, MD, USA
| | - J Kevin Baird
- Eijkman-Oxford Clinical Research Unit, Jalan Diponegoro No 69, Jakarta, Indonesia
- Nuffield Department of Medicine, Centre for Tropical Medicine, University of Oxford, Oxford, UK
| | - Simon I Hay
- Department of Zoology, Spatial Ecology and Epidemiology Group, Tinbergen Building, University of Oxford, South Parks Road, Oxford, UK
- Fogarty International Center, National Institutes of Health, Bethesda, MD, USA
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30
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Messina JP, Brady OJ, Scott TW, Zou C, Pigott DM, Duda KA, Bhatt S, Katzelnick L, Howes RE, Battle KE, Simmons CP, Hay SI. Global spread of dengue virus types: mapping the 70 year history. Trends Microbiol 2014; 22:138-46. [PMID: 24468533 PMCID: PMC3946041 DOI: 10.1016/j.tim.2013.12.011] [Citation(s) in RCA: 392] [Impact Index Per Article: 39.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2013] [Revised: 12/20/2013] [Accepted: 12/23/2013] [Indexed: 12/28/2022]
Abstract
Since the first isolation of dengue virus (DENV) in 1943, four types have been identified. Global phenomena such as urbanization and international travel are key factors in facilitating the spread of dengue. Documenting the type-specific record of DENV spread has important implications for understanding patterns in dengue hyperendemicity and disease severity as well as vaccine design and deployment strategies. Existing studies have examined the spread of DENV types at regional or local scales, or described phylogeographic relationships within a single type. Here we summarize the global distribution of confirmed instances of each DENV type from 1943 to 2013 in a series of global maps. These show the worldwide expansion of the types, the expansion of disease hyperendemicity, and the establishment of an increasingly important infectious disease of global public health significance.
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Affiliation(s)
- Jane P Messina
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, South Parks Road, Oxford OX1 3PS, UK.
| | - Oliver J Brady
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, South Parks Road, Oxford OX1 3PS, UK
| | - Thomas W Scott
- Department of Entomology, University of California Davis, Davis, California 95616, USA; Fogarty International Center, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - Chenting Zou
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, South Parks Road, Oxford OX1 3PS, UK
| | - David M Pigott
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, South Parks Road, Oxford OX1 3PS, UK
| | - Kirsten A Duda
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, South Parks Road, Oxford OX1 3PS, UK
| | - Samir Bhatt
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, South Parks Road, Oxford OX1 3PS, UK
| | - Leah Katzelnick
- Department of Zoology, University of Cambridge, Cambridge, CB2 3EJ, UK
| | - Rosalind E Howes
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, South Parks Road, Oxford OX1 3PS, UK
| | - Katherine E Battle
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, South Parks Road, Oxford OX1 3PS, UK
| | - Cameron P Simmons
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, Ho Chi Minh City, Vietnam; Centre for Tropical Medicine, University of Oxford, Churchill Hospital, Oxford OX3 7LJ, UK; Nossal Institute of Global Health, University of Melbourne, Parkville, Victoria, Australia
| | - Simon I Hay
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, South Parks Road, Oxford OX1 3PS, UK; Fogarty International Center, National Institutes of Health, Bethesda, Maryland 20892, USA
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31
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Messina JP, Mwandagalirwa K, Taylor SM, Emch M, Meshnick SR. Spatial and social factors drive anemia in Congolese women. Health Place 2013; 24:54-64. [PMID: 24042090 PMCID: PMC4801186 DOI: 10.1016/j.healthplace.2013.07.009] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/11/2013] [Revised: 07/24/2013] [Accepted: 07/29/2013] [Indexed: 10/26/2022]
Abstract
Anemia is common in women of child-bearing age in the Democratic Republic of the Congo (DRC). As part of the 2007 DRC Demographic and Health Survey (DHS), 4638 women of childbearing age (including 526 pregnant women) were tested for HIV and had the hemoglobin content of their blood recorded. We used the leftover dried blood spots to assess malaria prevalence using PCR assays. The DHS provided extensive information on individuals, as well as the geographic coordinates of household clusters which enabled us to derive several variables that characterize the spatial context of these clusters. Multilevel analyses were conducted to determine individual and contextual risk factors for anemia. Prevalence varied geographically; the odds of anemia were associated with both one's ethnic group and the amount and type of nearby agriculture. The odds were not affected by HIV or malaria status.
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Affiliation(s)
- Jane P Messina
- Department of Zoology, University of Oxford, Oxford, UK.
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Brady OJ, Gething PW, Bhatt S, Messina JP, Brownstein JS, Hoen AG, Moyes CL, Farlow AW, Scott TW, Hay SI. Refining the global spatial limits of dengue virus transmission by evidence-based consensus. PLoS Negl Trop Dis 2012; 6:e1760. [PMID: 22880140 PMCID: PMC3413714 DOI: 10.1371/journal.pntd.0001760] [Citation(s) in RCA: 976] [Impact Index Per Article: 81.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2012] [Accepted: 06/18/2012] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Dengue is a growing problem both in its geographical spread and in its intensity, and yet current global distribution remains highly uncertain. Challenges in diagnosis and diagnostic methods as well as highly variable national health systems mean no single data source can reliably estimate the distribution of this disease. As such, there is a lack of agreement on national dengue status among international health organisations. Here we bring together all available information on dengue occurrence using a novel approach to produce an evidence consensus map of the disease range that highlights nations with an uncertain dengue status. METHODS/PRINCIPAL FINDINGS A baseline methodology was used to assess a range of evidence for each country. In regions where dengue status was uncertain, additional evidence types were included to either clarify dengue status or confirm that it is unknown at this time. An algorithm was developed that assesses evidence quality and consistency, giving each country an evidence consensus score. Using this approach, we were able to generate a contemporary global map of national-level dengue status that assigns a relative measure of certainty and identifies gaps in the available evidence. CONCLUSION The map produced here provides a list of 128 countries for which there is good evidence of dengue occurrence, including 36 countries that have previously been classified as dengue-free by the World Health Organization and/or the US Centers for Disease Control. It also identifies disease surveillance needs, which we list in full. The disease extents and limits determined here using evidence consensus, marks the beginning of a five-year study to advance the mapping of dengue virus transmission and disease risk. Completion of this first step has allowed us to produce a preliminary estimate of population at risk with an upper bound of 3.97 billion people. This figure will be refined in future work.
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Affiliation(s)
- Oliver J. Brady
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Oxford, United Kingdom
- Oxitec Ltd., Abingdon, United Kingdom
| | - Peter W. Gething
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - Samir Bhatt
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - Jane P. Messina
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - John S. Brownstein
- Department of Pediatrics, Harvard Medical School and Children's Hospital Informatics Program, Boston Children's Hospital, Boston, Massachusetts, United States of America
| | - Anne G. Hoen
- Department of Community and Family Medicine, Dartmouth College, Hanover, New Hampshire, United States of America
| | - Catherine L. Moyes
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - Andrew W. Farlow
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - Thomas W. Scott
- Department of Entomology, University of California Davis, Davis, California, United States of America
- Fogarty International Center, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Simon I. Hay
- Spatial Ecology and Epidemiology Group, Department of Zoology, University of Oxford, Oxford, United Kingdom
- Fogarty International Center, National Institutes of Health, Bethesda, Maryland, United States of America
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Taylor SM, van Eijk AM, Hand CC, Mwandagalirwa K, Messina JP, Tshefu AK, Atua B, Emch M, Muwonga J, Meshnick SR, Ter Kuile FO. Quantification of the burden and consequences of pregnancy-associated malaria in the Democratic Republic of the Congo. J Infect Dis 2011; 204:1762-71. [PMID: 21990422 DOI: 10.1093/infdis/jir625] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND Pregnancy-associated malaria (PAM) produces poor birth outcomes, but its prevalence is commonly estimated in convenience samples. METHODS We assessed the prevalence of malaria using real-time polymerase chain reaction (PCR) and estimated the consequences of infection on birth outcomes, using specimens from a nationally representative sample of 4570 women of childbearing age (WOCBA) responding to the 2007 Demographic and Health Survey in Democratic Republic of the Congo (DRC). RESULTS Overall, 31.2% (95% confidence interval [CI], 29.2-33.1) of WOCBA were parasitemic, which was significantly more common in pregnant (37.2% [31.0-43.5]) than nonpregnant women (30.4% [CI, 28.4-32.5], prevalence ratio [PR] 1.22 [1.02-1.47]). Plasmodium falciparum was highest among pregnant women (36.6% vs 28.8%, PR 1.27 [1.05-1.53]). By contrast, P malariae was less common in pregnant (0.6%) compared with nonpregnant women (2.7%, PR 0.23 [0.09-0.56]). Extrapolation of the prevalence estimate to the population at risk of malaria in DRC suggests 1.015 million births are affected by P falciparum infection annually, and that adherence to preventive measures could prevent up to 549 000 episodes of pregnancy-associated malaria and 47 000 low-birth-weight births. CONCLUSIONS Pregnancy-associated malaria and its consequences are highly prevalent in the DRC. Increasing the uptake of malaria preventive measures represents a significant opportunity to improve birth outcomes and neonatal health.
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Affiliation(s)
- Steve M Taylor
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA.
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Messina JP, Taylor SM, Meshnick SR, Linke AM, Tshefu AK, Atua B, Mwandagalirwa K, Emch M. Population, behavioural and environmental drivers of malaria prevalence in the Democratic Republic of Congo. Malar J 2011; 10:161. [PMID: 21658268 PMCID: PMC3146438 DOI: 10.1186/1475-2875-10-161] [Citation(s) in RCA: 59] [Impact Index Per Article: 4.5] [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: 01/13/2011] [Accepted: 06/09/2011] [Indexed: 11/26/2022] Open
Abstract
Background Malaria is highly endemic in the Democratic Republic of Congo (DRC), but the limits and intensity of transmission within the country are unknown. It is important to discern these patterns as well as the drivers which may underlie them in order for effective prevention measures to be carried out. Methods By applying high-throughput PCR analyses on leftover dried blood spots from the 2007 Demographic and Health Survey (DHS) for the DRC, prevalence estimates were generated and ecological drivers of malaria were explored using spatial statistical analyses and multilevel modelling. Results Of the 7,746 respondents, 2268 (29.3%) were parasitaemic; prevalence ranged from 0-82% within geographically-defined survey clusters. Regional variation in these rates was mapped using the inverse-distance weighting spatial interpolation technique. Males were more likely to be parasitaemic than older people or females (p < 0.0001), while wealthier people were at a lower risk (p < 0.001). Increased community use of bed nets (p = 0.001) and community wealth (p < 0.05) were protective against malaria at the community level but not at the individual level. Paradoxically, the number of battle events since 1994 surrounding one's community was negatively associated with malaria risk (p < 0.0001). Conclusions This research demonstrates the feasibility of using population-based behavioural and molecular surveillance in conjunction with DHS data and geographic methods to study endemic infectious diseases. This study provides the most accurate population-based estimates to date of where illness from malaria occurs in the DRC and what factors contribute to the estimated spatial patterns. This study suggests that spatial information and analyses can enable the DRC government to focus its control efforts against malaria.
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Affiliation(s)
- Jane P Messina
- Department of Geography, University of North Carolina, Chapel Hill, NC, USA.
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Tan NX, Messina JP, Yang LG, Yang B, Emch M, Chen XS, Cohen MS, Tucker JD. A spatial analysis of county-level variation in syphilis and gonorrhea in Guangdong Province, China. PLoS One 2011; 6:e19648. [PMID: 21573127 PMCID: PMC3089632 DOI: 10.1371/journal.pone.0019648] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2010] [Accepted: 04/06/2011] [Indexed: 11/18/2022] Open
Abstract
Background Sexually transmitted infections (STI) have made a resurgence in many rapidly developing regions of southern China, but there is little understanding of the social changes that contribute to this spatial distribution of STI. This study examines county-level socio-demographic characteristics associated with syphilis and gonorrhea in Guangdong Province. Methods/Principal Findings This study uses linear regression and spatial lag regression to determine county-level (n = 97) socio-demographic characteristics associated with a greater burden of syphilis, gonorrhea, and a combined syphilis/gonorrhea index. Data were obtained from the 2005 China Population Census and published public health data. A range of socio-demographic variables including gross domestic product, the Gender Empowerment Measure, standard of living, education level, migrant population and employment are examined. Reported syphilis and gonorrhea cases are disproportionately clustered in the Pearl River Delta, the central region of Guangdong Province. A higher fraction of employed men among the adult population, higher fraction of divorced men among the adult population, and higher standard of living (based on water availability and people per room) are significantly associated with higher STI cases across all three models. Gross domestic product and gender inequality measures are not significant predictors of reported STI in these models. Conclusions/Significance Although many ecological studies of STIs have found poverty to be associated with higher reported STI, this analysis found a greater number of reported syphilis cases in counties with a higher standard of living. Spatially targeted syphilis screening measures in regions with a higher standard of living may facilitate successful control efforts. This analysis also reinforces the importance of changing male sexual behaviors as part of a comprehensive response to syphilis control in China.
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Affiliation(s)
- Nicholas X. Tan
- Harvard University, Cambridge, Massachusetts, United States of America
| | - Jane P. Messina
- Department of Geography, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Li-Gang Yang
- Guangdong Provincial STI Control Center, Guangzhou, China
- * E-mail: (L-GY); (JDT)
| | - Bin Yang
- Guangdong Provincial STI Control Center, Guangzhou, China
| | - Michael Emch
- Department of Geography, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | | | - Myron S. Cohen
- Division of Infectious Diseases, University of North Carolina School of Medicine, Chapel Hill, North Carolina, United States of America
| | - Joseph D. Tucker
- Harvard University, Cambridge, Massachusetts, United States of America
- Guangdong Provincial STI Control Center, Guangzhou, China
- Division of Infectious Diseases, University of North Carolina School of Medicine, Chapel Hill, North Carolina, United States of America
- * E-mail: (L-GY); (JDT)
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Taylor SM, Messina JP, Hand CC, Juliano JJ, Muwonga J, Tshefu AK, Atua B, Emch M, Meshnick SR. Molecular malaria epidemiology: mapping and burden estimates for the Democratic Republic of the Congo, 2007. PLoS One 2011; 6:e16420. [PMID: 21305011 PMCID: PMC3031549 DOI: 10.1371/journal.pone.0016420] [Citation(s) in RCA: 63] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2010] [Accepted: 12/15/2010] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Epidemiologic data on malaria are scant in many high-burden countries including the Democratic Republic of the Congo (DRC), which suffers the second-highest global burden of malaria. Malaria control efforts in regions with challenging infrastructure require reproducible and efficient surveillance. We employed new high-throughput molecular testing to characterize the state of malaria control in the DRC and estimate childhood mortality attributable to excess malaria transmission. METHODS AND FINDINGS The Demographic and Health Survey was a cross-sectional, population-based cluster household survey of adults aged 15-59 years in 2007 employing structured questionnaires and dried blood spot collection. Parasitemia was detected by real-time PCR, and survey responses measured adoption of malaria control measures and under-5 health indices. The response rate was 99% at the household level, and 8,886 households were surveyed in 300 clusters; from 8,838 respondents molecular results were available. The overall prevalence of parasitemia was 33.5% (95% confidence interval [C.I.] 32-34.9); P. falciparum was the most prevalent species, either as monoinfection (90.4%; 95% C.I. 88.8-92.1) or combined with P. malariae (4.9%; 95% C.I. 3.7-5.9) or P. ovale (0.6%; 95% C.I. 0.1-0.9). Only 7.7% (95% CI 6.8-8.6) of households with children under 5 owned an insecticide-treated bednet (ITN), and only 6.8% (95% CI 6.1-7.5) of under-fives slept under an ITN the preceding night. The overall under-5 mortality rate was 147 deaths per 1,000 live births (95% C.I. 141-153) and between clusters was associated with increased P. falciparum prevalence; based on the population attributable fraction, 26,488 yearly under-5 deaths were attributable to excess malaria transmission. CONCLUSIONS Adult P. falciparum prevalence is substantial in the DRC and is associated with under-5 mortality. Molecular testing offers a new, generalizable, and efficient approach to characterizing malaria endemicity in underserved countries.
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Affiliation(s)
- Steve M Taylor
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, United States of America.
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Messina JP, Emch M, Muwonga J, Mwandagalirwa K, Edidi SB, Mama N, Okenge A, Meshnick SR. Spatial and socio-behavioral patterns of HIV prevalence in the Democratic Republic of Congo. Soc Sci Med 2010; 71:1428-35. [PMID: 20739108 DOI: 10.1016/j.socscimed.2010.07.025] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2009] [Revised: 06/10/2010] [Accepted: 07/10/2010] [Indexed: 11/16/2022]
Abstract
This study uses a 2007 population-based household survey to examine the individual and community-level factors that increase an individual's risk for HIV infection in the Democratic Republic of Congo (DRC). Using the 2007 DRC Demographic Health Surveillance (DHS) Survey, we use spatial analytical methods to explore sub-regional patterns of HIV infection in the DRC. Geographic coordinates of survey communities are used to map prevalence of HIV infection and explore geographic variables related to HIV risk. Spatial cluster techniques are used to identify hotspots of infection. HIV prevalence is related to individual demographic characteristics and sexual behaviors and community-level factors. We found that the prevalence of HIV within 25 km of an individual's community is an important positive indicator of HIV infection. Distance from a city is negatively associated with HIV infection overall and for women in particular. This study highlights the importance of improved surveillance systems in the DRC and other African countries along with the use of spatial analytical methods to enhance understanding of the determinants of HIV infection and geographic patterns of prevalence, thereby contributing to improved allocation of public health resources in the future.
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Affiliation(s)
- Jane P Messina
- University of North Carolina, Department of Geography and Carolina Population Center, Chapel Hill, NC 27599-3220, USA
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Messina JP, Gilkeson GS, Pisetsky DS. The influence of DNA structure on the in vitro stimulation of murine lymphocytes by natural and synthetic polynucleotide antigens. Cell Immunol 1993; 147:148-57. [PMID: 8462107 DOI: 10.1006/cimm.1993.1055] [Citation(s) in RCA: 51] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
Although DNA is generally considered to be a poor immunogen, recent evidence suggests that DNA from various species differ in their immunological activity and that bacterial DNA can induce the in vitro proliferation of normal murine B cells. To delineate structural features of DNA associated with mitogenic activity, the response of murine lymphocytes to various natural and synthetic polynucleotides was determined. Both ss and dsDNA from two different bacterial strains were equally effective in inducing proliferation. This response was independent of adenosine methylation, since DNA from dam- Escherichia coli stimulated proliferation. Among the synthetic polymers tested, only the duplexes poly(dG).poly(dC), and poly(dG.dC) were mitogenic, while polymers containing dA, dT, or dI alone or in combination with dG and dC were inactive. The mitogenic activity of poly(dG.dC) was eliminated, however, upon substitution of rG for dG or 5medC for dC. The mitogenic activity did not require high molecular weight DNA since active polymers ranged in size from approximately 260 to 800 base pairs. In addition, E. coli DNA fragments of 50-300 and 125-600 bases were mitogenic. Together, these data suggest that the mitogenic activity of DNA is dependent on sequence-specific determinants that can be presented by synthetic DNA duplexes as well as bacterial ss and dsDNA.
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Affiliation(s)
- J P Messina
- Medical Research Service, Durham Veterans Administration Hospital, North Carolina 27710
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Messina JP, Lawrence DA. Effects of 2-mercaptoethanol and buthionine sulfoximine on cystine metabolism by and proliferation of mitogen-stimulated human and mouse lymphocytes. Int J Immunopharmacol 1992; 14:1221-34. [PMID: 1452407 DOI: 10.1016/0192-0561(92)90058-s] [Citation(s) in RCA: 22] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Cysteine is an essential amino acid for lymphocytes and its anabolic products are intimately involved in lymphocyte activation. The purpose of this study was to assess the uptake and subsequent utilization of cyst(e)ine by mitogen-stimulated human peripheral blood mononuclear cells (PBMC), to evaluate the effect of an exogenous thiol, 2-mercaptoethanol (2ME), on these processes, and to compare human and mouse lymphocyte reactivities. Unlike mouse lymphocytes, the proliferation of human T-cells was inhibited by addition of 2ME although 2ME enhanced cystine uptake. Optimal responses to T-cell mitogens (Con A and PHA) were obtained with a cystine concentration of greater than or equal to 25 and 200 microM for human and mouse cells, respectively, and 2ME enhanced DNA synthesis of Con A-stimulated mouse cells regardless of the cystine dose; however, 2ME enhanced the response of human cells only in the presence of suboptimal doses of cystine. To assess whether 2ME's inability to enhance human PBMC responses was related to their glutathione (GSH) content, the human PBMC were pretreated with buthionine sulfoximine (BSO, an inhibitor of GSH synthesis). Even when the initial intracellular GSH concentration was lowered to below that of mouse lymphocytes, 2ME still inhibited proliferation. In contrast, addition of 2ME to human PBMC maintained in the presence of BSO enhanced the proliferative response suggesting that a critical level of thiols is needed for proliferation. The ability of 2ME to enhance proliferative responses in cystine deficient medium supports this contention. Consistent with thiol involvement in activation, Con A increased [35S]cystine uptake 2-fold within 4 h of incubation and enhanced subsequent conversion of cystine into cysteine and GSH. Interestingly, BSO treatment only slightly inhibited Con A-induced protein synthesis (5%), but it significantly suppressed conversion of cystine into cysteine or GSH (80-95%) and blocked DNA synthesis (90%). Overall, the results indicate that various differential thiol characteristics must exist between human and mouse lymphocytes and that a reducing equivalent is necessary for DNA synthesis but not lymphocyte activation.
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Affiliation(s)
- J P Messina
- Department of Microbiology and Immunology, Albany Medical College, NY 12208
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Messina JP, Gilkeson GS, Pisetsky DS. Stimulation of in vitro murine lymphocyte proliferation by bacterial DNA. J Immunol 1991; 147:1759-64. [PMID: 1890302] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Although DNA is generally considered to be a poor immunogen, recent evidence suggests that DNA from various species differ in their immunologic activity and that bacterial DNA, unlike mammalian DNA, can induce significant antibody responses in mice. To explore further the immunologic activities of bacterial DNA, its ability to stimulate in vitro proliferation of murine lymphocytes was tested. The stimulation of lymphocytes with highly purified ssDNA from Escherichia coli resulted in a dose-dependent response that was maximal at 48 h. Several lines of evidence indicate that DNA, rather than endotoxin contamination, induced this response: 1) LPS at doses equivalent to those detected in the DNA preparation caused significantly less proliferation than the DNA; 2) the response to DNA was insensitive to polymyxin B; 3) pretreatment of DNA with DNase completely abrogated the response; and 4) DNA induced the proliferation of cells from endotoxin-resistant C3H/HeJ mice. Furthermore, although DNA from three different bacterial species induced proliferation, mammalian DNA from three species were nonmitogenic. Depletion of T cells from lymphocytes did not reduce proliferation, suggesting that bacterial DNA directly triggered B cell proliferation. These studies provide further evidence that DNA are not uniform in their immunologic activities likely because of their content of nonconserved structural determinants.
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Affiliation(s)
- J P Messina
- Medical Research Service, Durham Veterans Administration Hospital, NC 27705
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Abstract
Abstract
Although DNA is generally considered to be a poor immunogen, recent evidence suggests that DNA from various species differ in their immunologic activity and that bacterial DNA, unlike mammalian DNA, can induce significant antibody responses in mice. To explore further the immunologic activities of bacterial DNA, its ability to stimulate in vitro proliferation of murine lymphocytes was tested. The stimulation of lymphocytes with highly purified ssDNA from Escherichia coli resulted in a dose-dependent response that was maximal at 48 h. Several lines of evidence indicate that DNA, rather than endotoxin contamination, induced this response: 1) LPS at doses equivalent to those detected in the DNA preparation caused significantly less proliferation than the DNA; 2) the response to DNA was insensitive to polymyxin B; 3) pretreatment of DNA with DNase completely abrogated the response; and 4) DNA induced the proliferation of cells from endotoxin-resistant C3H/HeJ mice. Furthermore, although DNA from three different bacterial species induced proliferation, mammalian DNA from three species were nonmitogenic. Depletion of T cells from lymphocytes did not reduce proliferation, suggesting that bacterial DNA directly triggered B cell proliferation. These studies provide further evidence that DNA are not uniform in their immunologic activities likely because of their content of nonconserved structural determinants.
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Affiliation(s)
- J P Messina
- Medical Research Service, Durham Veterans Administration Hospital, NC 27705
| | - G S Gilkeson
- Medical Research Service, Durham Veterans Administration Hospital, NC 27705
| | - D S Pisetsky
- Medical Research Service, Durham Veterans Administration Hospital, NC 27705
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Messina JP, Lawrence DA. Cell cycle progression of glutathione-depleted human peripheral blood mononuclear cells is inhibited at S phase. J Immunol 1989; 143:1974-81. [PMID: 2789253] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Glutathione (GSH) the most abundant nonprotein thiol, is involved in the maintenance of the cellular redox state. In this capacity it may influence lymphocyte responsiveness to various stimuli. We have investigated the requirement of GSH during the activation and proliferation of PBMC. The intracellular GSH content of PBMC was altered by continuous culture or pretreatment with buthionine-S,R-sulfoximine (BSO), a specific and irreversible inhibitor of GSH synthesis. Initial experiments demonstrated that the addition of BSO at the initiation of culture, or shortly thereafter (6 hr), inhibited DNA synthesis and produced a simultaneous decrease in intracellular GSH. It was necessary that the BSO be present in the culture for at least 24 hr prior to the initiation of DNA synthesis for maximal inhibition. Cell cycle analysis revealed that BSO did not affect the entry and progression of PBMC through G1 of the cell cycle, however, entry into S-phase was inhibited in a dose-dependent fashion. These results were further substantiated by the inability of BSO to inhibit IL-2 production and expression of the IL-2R. In addition the timely expression of the transferrin receptor by BSO-treated cells indicated that the block occurred at the G1/S transition. The influence of GSH on early activation events was determined by BSO pretreatments. Lowering the intracellular GSH level of PBMC to less than 10% of the initial content prior to mitogenic stimulation did not impair the ability of these cells to produce IL-2 and express IL-2R, indicating that GSH may not be involved in the generation and response to early activation signals. Furthermore, the removal of BSO from these cultures rapidly reversed its inhibitory effects on DNA and GSH synthesis. In the course of these studies we also observed a modest (17%) albeit consistent increase during activation in the total thiol levels of GSH-depleted PBMC. These thiols may have a key role in the activation process. These data support our hypothesis that GSH is required for lymphocyte proliferation and that additional thiols are involved during the activation process.
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Affiliation(s)
- J P Messina
- Department of Microbiology and Immunology, Albany Medical College, NY 12208
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Messina JP, Lawrence DA. Cell cycle progression of glutathione-depleted human peripheral blood mononuclear cells is inhibited at S phase. The Journal of Immunology 1989. [DOI: 10.4049/jimmunol.143.6.1974] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Abstract
Glutathione (GSH) the most abundant nonprotein thiol, is involved in the maintenance of the cellular redox state. In this capacity it may influence lymphocyte responsiveness to various stimuli. We have investigated the requirement of GSH during the activation and proliferation of PBMC. The intracellular GSH content of PBMC was altered by continuous culture or pretreatment with buthionine-S,R-sulfoximine (BSO), a specific and irreversible inhibitor of GSH synthesis. Initial experiments demonstrated that the addition of BSO at the initiation of culture, or shortly thereafter (6 hr), inhibited DNA synthesis and produced a simultaneous decrease in intracellular GSH. It was necessary that the BSO be present in the culture for at least 24 hr prior to the initiation of DNA synthesis for maximal inhibition. Cell cycle analysis revealed that BSO did not affect the entry and progression of PBMC through G1 of the cell cycle, however, entry into S-phase was inhibited in a dose-dependent fashion. These results were further substantiated by the inability of BSO to inhibit IL-2 production and expression of the IL-2R. In addition the timely expression of the transferrin receptor by BSO-treated cells indicated that the block occurred at the G1/S transition. The influence of GSH on early activation events was determined by BSO pretreatments. Lowering the intracellular GSH level of PBMC to less than 10% of the initial content prior to mitogenic stimulation did not impair the ability of these cells to produce IL-2 and express IL-2R, indicating that GSH may not be involved in the generation and response to early activation signals. Furthermore, the removal of BSO from these cultures rapidly reversed its inhibitory effects on DNA and GSH synthesis. In the course of these studies we also observed a modest (17%) albeit consistent increase during activation in the total thiol levels of GSH-depleted PBMC. These thiols may have a key role in the activation process. These data support our hypothesis that GSH is required for lymphocyte proliferation and that additional thiols are involved during the activation process.
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Affiliation(s)
- J P Messina
- Department of Microbiology and Immunology, Albany Medical College, NY 12208
| | - D A Lawrence
- Department of Microbiology and Immunology, Albany Medical College, NY 12208
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Messina JP, Hickox PG, Lepow ML, Pollara B, Venezia RA. Modification of a direct enzyme-linked immunosorbent assay for the detection of immunoglobulin G and M antibodies to pneumococcal capsular polysaccharide. J Clin Microbiol 1985; 21:390-4. [PMID: 3884655 PMCID: PMC271671 DOI: 10.1128/jcm.21.3.390-394.1985] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023] Open
Abstract
In contrast to the usual indirect enzyme-linked immunosorbent assay (ELISA) method for detection of antibody responses, a modified direct ELISA technique was used to measure immunoglobulin G (IgG) and IgM responses to pneumococcal capsular types 1, 3, 9N, and 23F in humans. Individual capsular polysaccharides were covalently bound to poly-L-lysine before adsorption to the solid phase. The coupling reaction was enhanced by maintenance of a constant pH of 8.2 after the addition of all reactants. The evaluation of four diluents (phosphate-buffered saline [PBS]-Tween; PBS-Tween plus 10% fetal calf serum; PBS-Tween plus 10% bovine serum albumin; and PBS-Tween plus 20% normal goat serum) showed that the sensitivity and specificity of the assay was increased with normal goat serum (10-fold). Serum samples from 10 subjects immunized with polyvalent pneumococcal vaccine were tested by direct ELISA and by radioimmunoassay. At 4 weeks postimmunization, the ELISA method showed that IgG was the predominant antibody and that IgM responses were lower or had diminished. Isotype shifts during this period would have been undetected by the radioimmunoassay method. The changes in antibody response measured by ELISA were comparable to the radioimmunoassay results. The direct ELISA method for the detection of antipneumococcal capsular antibody has been found to be a sensitive and reproducible assay for the detection of IgG and IgM antibodies.
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