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Klim H, William T, Chua TH, Rajahram GS, Drakeley CJ, Carroll MW, Fornace KM. Quantifying human-animal contact rates in Malaysian Borneo: Influence of agricultural landscapes on contact with potential zoonotic disease reservoirs. Front Epidemiol 2023; 2:1057047. [PMID: 38455308 PMCID: PMC10910987 DOI: 10.3389/fepid.2022.1057047] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Accepted: 12/28/2022] [Indexed: 03/09/2024]
Abstract
Changing landscapes across the globe, but particularly in Southeast Asia, are pushing humans and animals closer together and may increase the likelihood of zoonotic spillover events. Malaysian Borneo is hypothesized to be at high risk of spillover events due to proximity between reservoir species and humans caused by recent deforestation in the region. However, the relationship between landscape and human-animal contact rates has yet to be quantified. An environmentally stratified cross-sectional survey was conducted in Sabah, Malaysia in 2015, collecting geolocated questionnaire data on potential risk factors for contact with animals for 10,100 individuals. 51% of individuals reported contact with poultry, 46% with NHPs, 30% with bats, and 2% with swine. Generalised linear mixed models identified occupational and demographic factors associated with increased contact with these species, which varied when comparing wildlife to domesticated animals. Reported contact rates with each animal group were integrated with remote sensing-derived environmental data within a Bayesian framework to identify regions with high probabilities of contact with animal reservoirs. We have identified high spatial heterogeneity of contact with animals and clear associations between agricultural practices and high animal rates. This approach will help inform public health campaigns in at-risk populations and can improve pathogen surveillance efforts on Malaysian Borneo. This method can additionally serve as a framework for researchers looking to identify targets for future pathogen detection in a chosen region of study.
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Affiliation(s)
- Hannah Klim
- Wellcome Centre for Human Genetics and Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom
- Future of Humanity Institute, Faculty of Philosophy, University of Oxford, Oxford, United Kingdom
| | - Timothy William
- Infectious Diseases Society Sabah-Menzies School of Health Research Clinical Research Unit, Kota Kinabalu, Malaysia
- Gleneagles Hospital, Kota Kinabalu, Malaysia
- Clinical Research Centre, Queen Elizabeth II Hospital, Kota Kinabalu, Malaysia
| | - Tock H. Chua
- Faculty of Medicine and Health Sciences, University of Malaysia Sabah, Kota Kinabalu, Malaysia
| | - Giri S. Rajahram
- Clinical Research Centre, Queen Elizabeth II Hospital, Kota Kinabalu, Malaysia
| | - Chris J. Drakeley
- Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Miles W. Carroll
- Wellcome Centre for Human Genetics and Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Kimberly M. Fornace
- Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, United Kingdom
- School of Biodiversity, One Health and Veterinary Medicine, University of Glasgow, Glasgow, United Kingdom
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
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McNaughton AL, Paton RS, Edmans M, Youngs J, Wellens J, Phalora P, Fyfe A, Belij-Rammerstorfer S, Bolton JS, Ball J, Carnell GW, Dejnirattisai W, Dold C, Eyre DW, Hopkins P, Howarth A, Kooblall K, Klim H, Leaver S, Lee LN, López-Camacho C, Lumley SF, Macallan DC, Mentzer AJ, Provine NM, Ratcliff J, Slon-Compos J, Skelly D, Stolle L, Supasa P, Temperton N, Walker C, Wang B, Wyncoll D, Simmonds P, Lambe T, Baillie JK, Semple MG, Openshaw PJ, Obolski U, Turner M, Carroll M, Mongkolsapaya J, Screaton G, Kennedy SH, Jarvis L, Barnes E, Dunachie S, Lourenço J, Matthews PC, Bicanic T, Klenerman P, Gupta S, Thompson CP. Fatal COVID-19 outcomes are associated with an antibody response targeting epitopes shared with endemic coronaviruses. JCI Insight 2022; 7:156372. [PMID: 35608920 PMCID: PMC9310533 DOI: 10.1172/jci.insight.156372] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [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: 11/09/2021] [Accepted: 05/18/2022] [Indexed: 11/17/2022] Open
Abstract
The role of immune responses to previously seen endemic coronavirus epitopes in severe acute respiratory coronavirus 2 (SARS-CoV-2) infection and disease progression has not yet been determined. Here, we show that a key characteristic of fatal outcomes with coronavirus disease 2019 (COVID-19) is that the immune response to the SARS-CoV-2 spike protein is enriched for antibodies directed against epitopes shared with endemic beta-coronaviruses and has a lower proportion of antibodies targeting the more protective variable regions of the spike. The magnitude of antibody responses to the SARS-CoV-2 full-length spike protein, its domains and subunits, and the SARS-CoV-2 nucleocapsid also correlated strongly with responses to the endemic beta-coronavirus spike proteins in individuals admitted to an intensive care unit (ICU) with fatal COVID-19 outcomes, but not in individuals with nonfatal outcomes. This correlation was found to be due to the antibody response directed at the S2 subunit of the SARS-CoV-2 spike protein, which has the highest degree of conservation between the beta-coronavirus spike proteins. Intriguingly, antibody responses to the less cross-reactive SARS-CoV-2 nucleocapsid were not significantly different in individuals who were admitted to an ICU with fatal and nonfatal outcomes, suggesting an antibody profile in individuals with fatal outcomes consistent with an "original antigenic sin" type response.
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Affiliation(s)
- Anna L. McNaughton
- Peter Medawar Building for Pathogen Research
- Nuffield Department of Medicine, and
| | - Robert S. Paton
- Peter Medawar Building for Pathogen Research
- Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - Matthew Edmans
- Peter Medawar Building for Pathogen Research
- Nuffield Department of Medicine, and
- Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - Jonathan Youngs
- Institute of Infection & Immunity, St George’s University of London, London, United Kingdom
| | - Judith Wellens
- Peter Medawar Building for Pathogen Research
- Translational Gastroenterology Unit, Experimental Medicine Division, Nuffield Department of Medicine, John Radcliffe Hospital, Oxford, United Kingdom
- Translational Research for Gastrointestinal Diseases, University Hospitals Leuven, Leuven, Belgium
| | - Prabhjeet Phalora
- Peter Medawar Building for Pathogen Research
- Nuffield Department of Medicine, and
| | - Alex Fyfe
- Peter Medawar Building for Pathogen Research
- Department of Zoology, University of Oxford, Oxford, United Kingdom
| | | | - Jai S. Bolton
- Peter Medawar Building for Pathogen Research
- Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - Jonathan Ball
- General Intensive Care service, St George’s University Hospital National Health Service (NHS) Trust, London, United Kingdom
| | - George W. Carnell
- Department of Veterinary Medicine, University of Cambridge, Cambridge, United Kingdom
| | | | | | - David W. Eyre
- Nuffield Department of Population Health, University of Oxford, Oxford, United Kingdom
| | - Philip Hopkins
- Centre for Human & Applied Physiological Sciences, School of Basic & Medical Biosciences, Faculty of Life Sciences & Medicine, King’s College, London, United Kingdom
| | - Alison Howarth
- Department of Microbiology/Infectious Diseases, Oxford University Hospitals NHS Foundation Trust, John Radcliffe Hospital, Oxford, United Kingdom
| | - Kreepa Kooblall
- Oxford Centre for Diabetes, Endocrinology and Metabolism, Churchill Hospital, and
| | - Hannah Klim
- Peter Medawar Building for Pathogen Research
- Department of Zoology, University of Oxford, Oxford, United Kingdom
- Future of Humanity Institute, Department of Philosophy, and
| | - Susannah Leaver
- General Intensive Care service, St George’s University Hospital National Health Service (NHS) Trust, London, United Kingdom
| | - Lian Ni Lee
- Peter Medawar Building for Pathogen Research
- Nuffield Department of Medicine, and
| | | | - Sheila F. Lumley
- Peter Medawar Building for Pathogen Research
- Nuffield Department of Medicine, and
- Department of Microbiology/Infectious Diseases, Oxford University Hospitals NHS Foundation Trust, John Radcliffe Hospital, Oxford, United Kingdom
| | - Derek C. Macallan
- Institute of Infection & Immunity, St George’s University of London, London, United Kingdom
| | | | - Nicholas M. Provine
- Translational Gastroenterology Unit, Experimental Medicine Division, Nuffield Department of Medicine, John Radcliffe Hospital, Oxford, United Kingdom
| | - Jeremy Ratcliff
- Peter Medawar Building for Pathogen Research
- Nuffield Department of Medicine, and
| | - Jose Slon-Compos
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine
| | - Donal Skelly
- Peter Medawar Building for Pathogen Research
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom
- Oxford University Hospitals NHS Foundation Trust, Oxford, United Kingdom
| | - Lucas Stolle
- Department of Biochemistry, University of Oxford, Oxford, United Kingdom
| | - Piyada Supasa
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine
| | - Nigel Temperton
- Viral Pseudotype Unit, Medway School of Pharmacy, University of Kent, Chatham, United Kingdom
| | - Chris Walker
- Meso Scale Diagnostics, Rockville, Maryland, USA
| | - Beibei Wang
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine
| | - Duncan Wyncoll
- Intensive Care Medicine, Guy’s and St Thomas’ Hospital NHS Foundation Trust, London, United Kingdom
| | | | | | - Peter Simmonds
- Peter Medawar Building for Pathogen Research
- Nuffield Department of Medicine, and
| | - Teresa Lambe
- The Jenner Institute Laboratories, University of Oxford, Oxford, United Kingdom
| | | | - Malcolm G. Semple
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, Faculty of Health and Life Sciences, University of Liverpool, Liverpool, United Kingdom
| | | | | | - Uri Obolski
- School of Public Health, Faculty of Medicine, and
- Porter School of the Environment and Earth Sciences, Faculty of Exact Sciences, Tel-Aviv University, Tel-Aviv, Israel
| | - Marc Turner
- National Microbiology Reference Unit, Scottish National Blood Transfusion Service, Edinburgh, United Kingdom
| | - Miles Carroll
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine
- National Infection Service, Public Health England (PHE), Salisbury, United Kingdom
| | - Juthathip Mongkolsapaya
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine
- Siriraj Center of Research for Excellence in Dengue & Emerging Pathogens, Faculty of Medicine Siriraj Hospital, Mahidol University, Thailand
- Chinese Academy of Medical Science (CAMS) Oxford Institute (COI), University of Oxford, Oxford, United Kingdom
| | - Gavin Screaton
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine
- Chinese Academy of Medical Science (CAMS) Oxford Institute (COI), University of Oxford, Oxford, United Kingdom
| | - Stephen H. Kennedy
- Nuffield Department of Women’s & Reproductive Health, University of Oxford, John Radcliffe Hospital, Oxford, United Kingdom
| | - Lisa Jarvis
- National Microbiology Reference Unit, Scottish National Blood Transfusion Service, Edinburgh, United Kingdom
| | - Eleanor Barnes
- Peter Medawar Building for Pathogen Research
- Nuffield Department of Medicine, and
- Translational Gastroenterology Unit, Experimental Medicine Division, Nuffield Department of Medicine, John Radcliffe Hospital, Oxford, United Kingdom
| | - Susanna Dunachie
- Peter Medawar Building for Pathogen Research
- Department of Microbiology/Infectious Diseases, Oxford University Hospitals NHS Foundation Trust, John Radcliffe Hospital, Oxford, United Kingdom
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - José Lourenço
- Peter Medawar Building for Pathogen Research
- Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - Philippa C. Matthews
- Peter Medawar Building for Pathogen Research
- Nuffield Department of Medicine, and
- Department of Microbiology/Infectious Diseases, Oxford University Hospitals NHS Foundation Trust, John Radcliffe Hospital, Oxford, United Kingdom
| | - Tihana Bicanic
- Institute of Infection & Immunity, St George’s University of London, London, United Kingdom
| | - Paul Klenerman
- Peter Medawar Building for Pathogen Research
- Nuffield Department of Medicine, and
- Translational Research for Gastrointestinal Diseases, University Hospitals Leuven, Leuven, Belgium
| | - Sunetra Gupta
- Peter Medawar Building for Pathogen Research
- Department of Zoology, University of Oxford, Oxford, United Kingdom
| | - Craig P. Thompson
- Peter Medawar Building for Pathogen Research
- Department of Zoology, University of Oxford, Oxford, United Kingdom
- Division of Biomedical Sciences, Warwick Medical School, University of Warwick, Coventry, United Kingdom
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