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Turtle L, Elliot S, Drake TM, Thorpe M, Khoury EG, Greenhalf W, Hardwick HE, Leeming G, Law A, Oosthuyzen W, Pius R, Shaw CA, Baillie JK, Openshaw PJM, Docherty AB, Semple MG, Harrison EM, Palmieri C. Changes in hospital mortality in patients with cancer during the COVID-19 pandemic (ISARIC-CCP-UK): a prospective, multicentre cohort study. Lancet Oncol 2024; 25:636-648. [PMID: 38621404 DOI: 10.1016/s1470-2045(24)00107-4] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 02/19/2024] [Accepted: 02/19/2024] [Indexed: 04/17/2024]
Abstract
BACKGROUND Patients with cancer are at greater risk of dying from COVID-19 than many other patient groups. However, how this risk evolved during the pandemic remains unclear. We aimed to determine, on the basis of the UK national pandemic protocol, how factors influencing hospital mortality from COVID-19 could differentially affect patients undergoing cancer treatment. We also examined changes in hospital mortality and escalation of care in patients on cancer treatment during the first 2 years of the COVID-19 pandemic in the UK. METHODS We conducted a prospective cohort study of patients aged older than 19 years and admitted to 306 health-care facilities in the UK with confirmed SARS-CoV-2 infection, who were enrolled in the International Severe Acute Respiratory and emerging Infections Consortium (ISARIC) WHO Clinical Characterisation Protocol (CCP) across the UK from April 23, 2020, to Feb 28, 2022; this analysis included all patients in the complete dataset when the study closed. The primary outcome was 30-day in-hospital mortality, comparing patients on cancer treatment and those without cancer. The study was approved by the South Central-Oxford C Research Ethics Committee in England (Ref: 13/SC/0149) and the Scotland A Research Ethics Committee (Ref 20/SS/0028), and is registered on the ISRCTN Registry (ISRCTN66726260). FINDINGS 177 871 eligible adult patients either with no history of cancer (n=171 303) or on cancer treatment (n=6568) were enrolled; 93 205 (52·4%) were male, 84 418 (47·5%) were female, and in 248 (13·9%) sex or gender details were not specified or data were missing. Patients were followed up for a median of 13 (IQR 6-21) days. Of the 6568 patients receiving cancer treatment, 2080 (31·7%) died at 30 days, compared with 30 901 (18·0%) of 171 303 patients without cancer. Patients aged younger than 50 years on cancer treatment had the highest age-adjusted relative risk (hazard ratio [HR] 5·2 [95% CI 4·0-6·6], p<0·0001; vs 50-69 years 2·4 [2·2-2·6], p<0·0001; 70-79 years 1·8 [1·6-2·0], p<0·0001; and >80 years 1·5 [1·3-1·6], p<0·0001) but a lower absolute risk (51 [6·7%] of 763 patients <50 years died compared with 459 [30·2%] of 1522 patients aged >80 years). In-hospital mortality decreased for all patients during the pandemic but was higher for patients on cancer treatment than for those without cancer throughout the study period. INTERPRETATION People with cancer have a higher risk of mortality from COVID-19 than those without cancer. Patients younger than 50 years with cancer treatment have the highest relative risk of death. Continued action is needed to mitigate the poor outcomes in patients with cancer, such as through optimising vaccination, long-acting passive immunisation, and early access to therapeutics. These findings underscore the importance of the ISARIC-WHO pandemic preparedness initiative. FUNDING National Institute for Health Research and the Medical Research Council.
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Affiliation(s)
- Lance Turtle
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK; Liverpool University Hospitals NHS Foundation Trust, Liverpool, UK
| | - Sarah Elliot
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, UK
| | - Thomas M Drake
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, UK
| | - Mathew Thorpe
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, UK
| | - Emma G Khoury
- Academic Cancer Sciences Unit, University of Southampton, Southampton, UK
| | - William Greenhalf
- Department of Molecular and Clinical Cancer Medicine, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool, UK
| | - Hayley E Hardwick
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK
| | - Gary Leeming
- Department of Biostatistics, University of Liverpool, Liverpool, UK
| | - Andy Law
- The Roslin Institute, Easter Bush campus, University of Edinburgh, Edinburgh, UK
| | - Wilna Oosthuyzen
- The Roslin Institute, Easter Bush campus, University of Edinburgh, Edinburgh, UK
| | - Riinu Pius
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, UK
| | - Catherine A Shaw
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, UK
| | - J Kenneth Baillie
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, Edinburgh, UK; Intensive Care Unit, Royal Infirmary Edinburgh, Edinburgh, UK
| | | | - Annemarie B Docherty
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, UK; Intensive Care Unit, Royal Infirmary Edinburgh, Edinburgh, UK
| | - Malcolm G Semple
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK; Respiratory Medicine, Alder Hey Children's Hospital, Liverpool, UK
| | - Ewen M Harrison
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, UK
| | - Carlo Palmieri
- Department of Molecular and Clinical Cancer Medicine, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool, UK; The Clatterbridge Cancer Centre NHS Foundation Trust, Liverpool, UK.
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Michael BD, Dunai C, Needham EJ, Tharmaratnam K, Williams R, Huang Y, Boardman SA, Clark JJ, Sharma P, Subramaniam K, Wood GK, Collie C, Digby R, Ren A, Norton E, Leibowitz M, Ebrahimi S, Fower A, Fox H, Tato E, Ellul MA, Sunderland G, Held M, Hetherington C, Egbe FN, Palmos A, Stirrups K, Grundmann A, Chiollaz AC, Sanchez JC, Stewart JP, Griffiths M, Solomon T, Breen G, Coles AJ, Kingston N, Bradley JR, Chinnery PF, Cavanagh J, Irani SR, Vincent A, Baillie JK, Openshaw PJ, Semple MG, Taams LS, Menon DK. Author Correction: Para-infectious brain injury in COVID-19 persists at follow-up despite attenuated cytokine and autoantibody responses. Nat Commun 2024; 15:2918. [PMID: 38575615 PMCID: PMC10995197 DOI: 10.1038/s41467-024-47320-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/06/2024] Open
Affiliation(s)
- Benedict D Michael
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK.
- NIHR Health Protection Research Unit (HPRU) in Emerging and Zoonotic Infections at University of Liverpool, Liverpool, L69 7BE, UK.
- The Walton Centre NHS Foundation Trust, Liverpool, L9 7BB, UK.
| | - Cordelia Dunai
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
- NIHR Health Protection Research Unit (HPRU) in Emerging and Zoonotic Infections at University of Liverpool, Liverpool, L69 7BE, UK
| | - Edward J Needham
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, CB2 0QQ, UK
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Kukatharmini Tharmaratnam
- Health Data Science, Institute of Population Health, University of Liverpool, Liverpool, L69 3GF, UK
| | - Robyn Williams
- Oxford Autoimmune Neurology Group, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, OX3 9DU, UK
- Departments of Neurology and Neuroscience, Mayo Clinic, Jacksonville, FL, 32224, USA
| | - Yun Huang
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Sarah A Boardman
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Jordan J Clark
- University of Liverpool, Liverpool, L69 7BE, UK
- Department of Microbiology, Icahn School of Medicine, Mount Sinai, NY, 10029, USA
- Center for Vaccine Research and Pandemic Preparedness (C-VARPP), Icahn School of Medicine, Mount Sinai, NY, 10029, USA
| | - Parul Sharma
- Infection Biology & Microbiomes, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - Krishanthi Subramaniam
- Infection Biology & Microbiomes, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - Greta K Wood
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Ceryce Collie
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Richard Digby
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Alexander Ren
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Emma Norton
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Maya Leibowitz
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Soraya Ebrahimi
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Andrew Fower
- Oxford Autoimmune Neurology Group, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, OX3 9DU, UK
| | - Hannah Fox
- Oxford Autoimmune Neurology Group, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, OX3 9DU, UK
| | - Esteban Tato
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, SE5 8AF, UK
- NIHR Maudsley Biomedical Research Centre, King's College London, London, SE5 8AF, UK
| | - Mark A Ellul
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
- The Walton Centre NHS Foundation Trust, Liverpool, L9 7BB, UK
| | - Geraint Sunderland
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Marie Held
- Centre for Cell Imaging, Liverpool Shared Research Facilities, Faculty of Health and Life Sciences, University of Liverpool, Liverpool, L69 7ZB, UK
| | - Claire Hetherington
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Franklyn N Egbe
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Alish Palmos
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, SE5 8AF, UK
- NIHR Maudsley Biomedical Research Centre, King's College London, London, SE5 8AF, UK
| | - Kathy Stirrups
- NIHR BioResource, Cambridge University Hospitals NHS Foundation, Cambridge, CB2 0QQ, UK
- Department of Haematology, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Alexander Grundmann
- Clinical Neurosciences, Clinical and Experimental Science, Faculty of Medicine, University of Southampton, Southampton, SO17 1BF, UK
- Department of Neurology, Wessex Neurological Centre, University Hospital Southampton NHS Foundation Trust, Southampton, SO16 6YD, UK
| | - Anne-Cecile Chiollaz
- Département de médecine interne des spécialités (DEMED), University of Geneva, Geneva, CH-1211, Switzerland
| | - Jean-Charles Sanchez
- Département de médecine interne des spécialités (DEMED), University of Geneva, Geneva, CH-1211, Switzerland
| | - James P Stewart
- Infection Biology & Microbiomes, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - Michael Griffiths
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Tom Solomon
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
- NIHR Health Protection Research Unit (HPRU) in Emerging and Zoonotic Infections at University of Liverpool, Liverpool, L69 7BE, UK
- The Walton Centre NHS Foundation Trust, Liverpool, L9 7BB, UK
- The Pandemic Institute, Liverpool, L7 3FA, UK
| | - Gerome Breen
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, SE5 8AF, UK
- NIHR Maudsley Biomedical Research Centre, King's College London, London, SE5 8AF, UK
| | - Alasdair J Coles
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Nathalie Kingston
- NIHR BioResource, Cambridge University Hospitals NHS Foundation, Cambridge, CB2 0QQ, UK
- University of Cambridge, Cambridge, CB2 0QQ, UK
| | - John R Bradley
- NIHR BioResource, Cambridge University Hospitals NHS Foundation, Cambridge, CB2 0QQ, UK
- Department of Medicine, School of Clinical Medicine, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Patrick F Chinnery
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, CB2 0QQ, UK
- NIHR BioResource, Cambridge University Hospitals NHS Foundation, Cambridge, CB2 0QQ, UK
| | - Jonathan Cavanagh
- Centre for Immunology, School of Infection & Immunity, College of Medical, Veterinary & Life Sciences, University of Glasgow, Glasgow, G12 8TA, UK
| | - Sarosh R Irani
- Oxford Autoimmune Neurology Group, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, OX3 9DU, UK
- Departments of Neurology and Neuroscience, Mayo Clinic, Jacksonville, FL, 32224, USA
| | - Angela Vincent
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, OX3 9DU, UK
| | - J Kenneth Baillie
- Roslin Institute, University of Edinburgh, Edinburgh, EH25 9RG, UK
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, EH10 5HF, UK
| | - Peter J Openshaw
- National Heart and Lung Institute, Imperial College London, London, SW7 2BX, UK
- Imperial College Healthcare NHS Trust, London, W2 1NY, UK
| | - Malcolm G Semple
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
- NIHR Health Protection Research Unit (HPRU) in Emerging and Zoonotic Infections at University of Liverpool, Liverpool, L69 7BE, UK
- Respiratory Unit, Alder Hey Children's Hospital NHS Foundation Trust, Liverpool, L14 5AB, UK
| | - Leonie S Taams
- Centre for Inflammation Biology and Cancer Immunology, King's College London, London, SE1 9RT, UK
| | - David K Menon
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, CB2 0QQ, UK
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Liew F, Efstathiou C, Fontanella S, Richardson M, Saunders R, Swieboda D, Sidhu JK, Ascough S, Moore SC, Mohamed N, Nunag J, King C, Leavy OC, Elneima O, McAuley HJC, Shikotra A, Singapuri A, Sereno M, Harris VC, Houchen-Wolloff L, Greening NJ, Lone NI, Thorpe M, Thompson AAR, Rowland-Jones SL, Docherty AB, Chalmers JD, Ho LP, Horsley A, Raman B, Poinasamy K, Marks M, Kon OM, Howard LS, Wootton DG, Quint JK, de Silva TI, Ho A, Chiu C, Harrison EM, Greenhalf W, Baillie JK, Semple MG, Turtle L, Evans RA, Wain LV, Brightling C, Thwaites RS, Openshaw PJM. Large-scale phenotyping of patients with long COVID post-hospitalization reveals mechanistic subtypes of disease. Nat Immunol 2024; 25:607-621. [PMID: 38589621 PMCID: PMC11003868 DOI: 10.1038/s41590-024-01778-0] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Accepted: 02/06/2024] [Indexed: 04/10/2024]
Abstract
One in ten severe acute respiratory syndrome coronavirus 2 infections result in prolonged symptoms termed long coronavirus disease (COVID), yet disease phenotypes and mechanisms are poorly understood1. Here we profiled 368 plasma proteins in 657 participants ≥3 months following hospitalization. Of these, 426 had at least one long COVID symptom and 233 had fully recovered. Elevated markers of myeloid inflammation and complement activation were associated with long COVID. IL-1R2, MATN2 and COLEC12 were associated with cardiorespiratory symptoms, fatigue and anxiety/depression; MATN2, CSF3 and C1QA were elevated in gastrointestinal symptoms and C1QA was elevated in cognitive impairment. Additional markers of alterations in nerve tissue repair (SPON-1 and NFASC) were elevated in those with cognitive impairment and SCG3, suggestive of brain-gut axis disturbance, was elevated in gastrointestinal symptoms. Severe acute respiratory syndrome coronavirus 2-specific immunoglobulin G (IgG) was persistently elevated in some individuals with long COVID, but virus was not detected in sputum. Analysis of inflammatory markers in nasal fluids showed no association with symptoms. Our study aimed to understand inflammatory processes that underlie long COVID and was not designed for biomarker discovery. Our findings suggest that specific inflammatory pathways related to tissue damage are implicated in subtypes of long COVID, which might be targeted in future therapeutic trials.
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Affiliation(s)
- Felicity Liew
- National Heart and Lung Institute, Imperial College London, London, UK
| | | | - Sara Fontanella
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Matthew Richardson
- Institute for Lung Health, Leicester NIHR Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Ruth Saunders
- Institute for Lung Health, Leicester NIHR Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Dawid Swieboda
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Jasmin K Sidhu
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Stephanie Ascough
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Shona C Moore
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK
| | - Noura Mohamed
- The Imperial Clinical Respiratory Research Unit, Imperial College NHS Trust, London, UK
| | - Jose Nunag
- Cardiovascular Research Team, Imperial College Healthcare NHS Trust, London, UK
| | - Clara King
- Cardiovascular Research Team, Imperial College Healthcare NHS Trust, London, UK
| | - Olivia C Leavy
- Institute for Lung Health, Leicester NIHR Biomedical Research Centre, University of Leicester, Leicester, UK
- Department of Population Health Sciences, University of Leicester, Leicester, UK
| | - Omer Elneima
- Institute for Lung Health, Leicester NIHR Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Hamish J C McAuley
- Institute for Lung Health, Leicester NIHR Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Aarti Shikotra
- NIHR Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Amisha Singapuri
- Institute for Lung Health, Leicester NIHR Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Marco Sereno
- Institute for Lung Health, Leicester NIHR Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Victoria C Harris
- Institute for Lung Health, Leicester NIHR Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Linzy Houchen-Wolloff
- Centre for Exercise and Rehabilitation Science, NIHR Leicester Biomedical Research Centre-Respiratory, University of Leicester, Leicester, UK
| | - Neil J Greening
- Institute for Lung Health, Leicester NIHR Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Nazir I Lone
- Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Matthew Thorpe
- Centre for Medical Informatics, The Usher Institute, University of Edinburgh, Edinburgh, UK
| | - A A Roger Thompson
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, UK
| | - Sarah L Rowland-Jones
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, UK
| | - Annemarie B Docherty
- Centre for Medical Informatics, The Usher Institute, University of Edinburgh, Edinburgh, UK
| | - James D Chalmers
- University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Ling-Pei Ho
- MRC Human Immunology Unit, University of Oxford, Oxford, UK
| | - Alexander Horsley
- Division of Infection, Immunity and Respiratory Medicine, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
| | - Betty Raman
- Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | | | - Michael Marks
- Department of Clinical Research, London School of Hygiene and Tropical Medicine, London, UK
- Hospital for Tropical Diseases, University College London Hospital, London, UK
- Division of Infection and Immunity, University College London, London, UK
| | - Onn Min Kon
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Luke S Howard
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Daniel G Wootton
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK
| | - Jennifer K Quint
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Thushan I de Silva
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, UK
| | - Antonia Ho
- MRC Centre for Virus Research, School of Infection and Immunity, University of Glasgow, Glasgow, UK
| | - Christopher Chiu
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Ewen M Harrison
- Centre for Medical Informatics, The Usher Institute, University of Edinburgh, Edinburgh, UK
| | - William Greenhalf
- Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool, UK
| | - J Kenneth Baillie
- Centre for Medical Informatics, The Usher Institute, University of Edinburgh, Edinburgh, UK
- The Roslin Institute, University of Edinburgh, Edinburgh, UK
- Pandemic Science Hub, University of Edinburgh, Edinburgh, UK
| | - Malcolm G Semple
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK
- The Pandemic Institute, University of Liverpool, Liverpool, UK
| | - Lance Turtle
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK
- The Pandemic Institute, University of Liverpool, Liverpool, UK
| | - Rachael A Evans
- Institute for Lung Health, Leicester NIHR Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Louise V Wain
- Institute for Lung Health, Leicester NIHR Biomedical Research Centre, University of Leicester, Leicester, UK
- Department of Population Health Sciences, University of Leicester, Leicester, UK
| | - Christopher Brightling
- Institute for Lung Health, Leicester NIHR Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Ryan S Thwaites
- National Heart and Lung Institute, Imperial College London, London, UK.
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Abel K, Agnew E, Amos J, Armstrong N, Armstrong-James D, Ashfield T, Aston S, Baillie JK, Baldwin S, Barlow G, Bartle V, Bielicki J, Brown C, Carrol E, Clements M, Cooke G, Dane A, Dark P, Day J, de-Soyza A, Dowsey A, Evans S, Eyre D, Felton T, Fowler T, Foy R, Gannon K, Gerada A, Goodman A, Harman T, Hayward G, Holmes A, Hopkins S, Howard P, Howard A, Hsia Y, Knight G, Lemoine N, Koh J, Macgowan A, Marwick C, Moore C, O’Brien S, Oppong R, Peacock S, Pett S, Pouwels K, Queree C, Rahman N, Sculpher M, Shallcross L, Sharland M, Singh J, Stoddart K, Thomas-Jones E, Townsend A, Ustianowski A, Van Staa T, Walker S, White P, Wilson P, Buchan I, Woods B, Bower P, Llewelyn M, Hope W. System-wide approaches to antimicrobial therapy and antimicrobial resistance in the UK: the AMR-X framework. Lancet Microbe 2024:S2666-5247(24)00003-X. [PMID: 38461831 DOI: 10.1016/s2666-5247(24)00003-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Revised: 01/05/2024] [Accepted: 01/05/2024] [Indexed: 03/12/2024]
Abstract
Antimicrobial resistance (AMR) threatens human, animal, and environmental health. Acknowledging the urgency of addressing AMR, an opportunity exists to extend AMR action-focused research beyond the confines of an isolated biomedical paradigm. An AMR learning system, AMR-X, envisions a national network of health systems creating and applying optimal use of antimicrobials on the basis of their data collected from the delivery of routine clinical care. AMR-X integrates traditional AMR discovery, experimental research, and applied research with continuous analysis of pathogens, antimicrobial uses, and clinical outcomes that are routinely disseminated to practitioners, policy makers, patients, and the public to drive changes in practice and outcomes. AMR-X uses connected data-to-action systems to underpin an evaluation framework embedded in routine care, continuously driving implementation of improvements in patient and population health, targeting investment, and incentivising innovation. All stakeholders co-create AMR-X, protecting the public from AMR by adapting to continuously evolving AMR threats and generating the information needed for precision patient and population care.
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Horby PW, Peto L, Staplin N, Campbell M, Pessoa-Amorim G, Mafham M, Emberson JR, Stewart R, Prudon B, Uriel A, Green CA, Dhasmana DJ, Malein F, Majumdar J, Collini P, Shurmer J, Yates B, Baillie JK, Buch MH, Day J, Faust SN, Jaki T, Jeffery K, Juszczak E, Knight M, Lim WS, Montgomery A, Mumford A, Rowan K, Thwaites G, Haynes R, Landray MJ. Dimethyl fumarate in patients admitted to hospital with COVID-19 (RECOVERY): a randomised, controlled, open-label, platform trial. Nat Commun 2024; 15:924. [PMID: 38296965 PMCID: PMC10831058 DOI: 10.1038/s41467-023-43644-x] [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: 06/15/2023] [Accepted: 11/15/2023] [Indexed: 02/02/2024] Open
Abstract
Dimethyl fumarate (DMF) inhibits inflammasome-mediated inflammation and has been proposed as a treatment for patients hospitalised with COVID-19. This randomised, controlled, open-label platform trial (Randomised Evaluation of COVID-19 Therapy [RECOVERY]), is assessing multiple treatments in patients hospitalised for COVID-19 (NCT04381936, ISRCTN50189673). In this assessment of DMF performed at 27 UK hospitals, adults were randomly allocated (1:1) to either usual standard of care alone or usual standard of care plus DMF. The primary outcome was clinical status on day 5 measured on a seven-point ordinal scale. Secondary outcomes were time to sustained improvement in clinical status, time to discharge, day 5 peripheral blood oxygenation, day 5 C-reactive protein, and improvement in day 10 clinical status. Between 2 March 2021 and 18 November 2021, 713 patients were enroled in the DMF evaluation, of whom 356 were randomly allocated to receive usual care plus DMF, and 357 to usual care alone. 95% of patients received corticosteroids as part of routine care. There was no evidence of a beneficial effect of DMF on clinical status at day 5 (common odds ratio of unfavourable outcome 1.12; 95% CI 0.86-1.47; p = 0.40). There was no significant effect of DMF on any secondary outcome.
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Affiliation(s)
- Peter W Horby
- Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK.
- International Severe Acute Respiratory and Emerging Infections Consortium (ISARIC), University of Oxford, Oxford, UK.
| | - Leon Peto
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Natalie Staplin
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- MRC Population Health Research Unit, University of Oxford, Oxford, UK
| | - Mark Campbell
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | | | - Marion Mafham
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Jonathan R Emberson
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- MRC Population Health Research Unit, University of Oxford, Oxford, UK
| | - Richard Stewart
- Milton Keynes University Hospital NHS Foundation Trust, Milton Keynes, UK
| | - Benjamin Prudon
- North Tees and Hartlepool NHS Foundation Trust, Stockton-on-Tees, UK
| | - Alison Uriel
- Manchester University NHS Foundation Trust, Manchester, UK
| | | | - Devesh J Dhasmana
- Victoria Hospital Kirkcaldy, NHS Fife, Kirkcaldy, UK
- School of Medicine, University of St Andrews, St Andrews, UK
| | - Flora Malein
- Liverpool University Hospitals NHS Foundation Trust, Liverpool, UK
| | | | - Paul Collini
- Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, UK
| | | | - Bryan Yates
- Northumbria Healthcare NHS Foundation Trust, Northumberland, UK
| | | | - Maya H Buch
- Centre for Musculoskeletal Research, University of Manchester, Manchester, UK
| | - Jeremy Day
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Oxford University Clinical Research Unit, Ho Chi Minh City, Viet Nam
| | - Saul N Faust
- NIHR Southampton Clinical Research Facility and Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust and University of Southampton, Southampton, UK
| | - Thomas Jaki
- University of Regensburg, Regensburg, Germany
- MRC Biostatistics Unit, University of Cambridge, Cambridge, UK
| | - Katie Jeffery
- Oxford University Hospitals NHS Foundation Trust, Oxford, UK
- Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Edmund Juszczak
- School of Medicine, University of Nottingham, Nottingham, UK
| | - Marian Knight
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- National Perinatal Epidemiology Unit, University of Oxford, Oxford, UK
| | - Wei Shen Lim
- School of Medicine, University of Nottingham, Nottingham, UK
- Respiratory Medicine Department, Nottingham University Hospitals NHS Trust, Nottingham, UK
| | - Alan Montgomery
- School of Medicine, University of Nottingham, Nottingham, UK
| | - Andrew Mumford
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, UK
| | - Kathryn Rowan
- Intensive Care National Audit & Research Centre, London, UK
| | - Guy Thwaites
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Oxford University Clinical Research Unit, Ho Chi Minh City, Viet Nam
| | - Richard Haynes
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Oxford University Hospitals NHS Foundation Trust, Oxford, UK
- MRC Population Health Research Unit, University of Oxford, Oxford, UK
| | - Martin J Landray
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- Oxford University Hospitals NHS Foundation Trust, Oxford, UK
- MRC Population Health Research Unit, University of Oxford, Oxford, UK
- NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
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6
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Michael BD, Dunai C, Needham EJ, Tharmaratnam K, Williams R, Huang Y, Boardman SA, Clark JJ, Sharma P, Subramaniam K, Wood GK, Collie C, Digby R, Ren A, Norton E, Leibowitz M, Ebrahimi S, Fower A, Fox H, Tato E, Ellul MA, Sunderland G, Held M, Hetherington C, Egbe FN, Palmos A, Stirrups K, Grundmann A, Chiollaz AC, Sanchez JC, Stewart JP, Griffiths M, Solomon T, Breen G, Coles AJ, Kingston N, Bradley JR, Chinnery PF, Cavanagh J, Irani SR, Vincent A, Baillie JK, Openshaw PJ, Semple MG, Taams LS, Menon DK. Para-infectious brain injury in COVID-19 persists at follow-up despite attenuated cytokine and autoantibody responses. Nat Commun 2023; 14:8487. [PMID: 38135686 PMCID: PMC10746705 DOI: 10.1038/s41467-023-42320-4] [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: 05/04/2023] [Accepted: 10/06/2023] [Indexed: 12/24/2023] Open
Abstract
To understand neurological complications of COVID-19 better both acutely and for recovery, we measured markers of brain injury, inflammatory mediators, and autoantibodies in 203 hospitalised participants; 111 with acute sera (1-11 days post-admission) and 92 convalescent sera (56 with COVID-19-associated neurological diagnoses). Here we show that compared to 60 uninfected controls, tTau, GFAP, NfL, and UCH-L1 are increased with COVID-19 infection at acute timepoints and NfL and GFAP are significantly higher in participants with neurological complications. Inflammatory mediators (IL-6, IL-12p40, HGF, M-CSF, CCL2, and IL-1RA) are associated with both altered consciousness and markers of brain injury. Autoantibodies are more common in COVID-19 than controls and some (including against MYL7, UCH-L1, and GRIN3B) are more frequent with altered consciousness. Additionally, convalescent participants with neurological complications show elevated GFAP and NfL, unrelated to attenuated systemic inflammatory mediators and to autoantibody responses. Overall, neurological complications of COVID-19 are associated with evidence of neuroglial injury in both acute and late disease and these correlate with dysregulated innate and adaptive immune responses acutely.
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Affiliation(s)
- Benedict D Michael
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK.
- NIHR Health Protection Research Unit (HPRU) in Emerging and Zoonotic Infections at University of Liverpool, Liverpool, L69 7BE, UK.
- The Walton Centre NHS Foundation Trust, Liverpool, L9 7BB, UK.
| | - Cordelia Dunai
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
- NIHR Health Protection Research Unit (HPRU) in Emerging and Zoonotic Infections at University of Liverpool, Liverpool, L69 7BE, UK
| | - Edward J Needham
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, CB2 0QQ, UK
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Kukatharmini Tharmaratnam
- Health Data Science, Institute of Population Health, University of Liverpool, Liverpool, L69 3GF, UK
| | - Robyn Williams
- Oxford Autoimmune Neurology Group, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, OX3 9DU, UK
- Departments of Neurology and Neuroscience, Mayo Clinic, Jacksonville, FL, 32224, USA
| | - Yun Huang
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Sarah A Boardman
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Jordan J Clark
- University of Liverpool, Liverpool, L69 7BE, UK
- Department of Microbiology, Icahn School of Medicine, Mount Sinai, NY, 10029, USA
- Center for Vaccine Research and Pandemic Preparedness (C-VARPP), Icahn School of Medicine, Mount Sinai, NY, 10029, USA
| | - Parul Sharma
- Infection Biology & Microbiomes, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - Krishanthi Subramaniam
- Infection Biology & Microbiomes, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - Greta K Wood
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Ceryce Collie
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Richard Digby
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Alexander Ren
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Emma Norton
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Maya Leibowitz
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Soraya Ebrahimi
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Andrew Fower
- Oxford Autoimmune Neurology Group, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, OX3 9DU, UK
| | - Hannah Fox
- Oxford Autoimmune Neurology Group, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, OX3 9DU, UK
| | - Esteban Tato
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, SE5 8AF, UK
- NIHR Maudsley Biomedical Research Centre, King's College London, London, SE5 8AF, UK
| | - Mark A Ellul
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
- The Walton Centre NHS Foundation Trust, Liverpool, L9 7BB, UK
| | - Geraint Sunderland
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Marie Held
- Centre for Cell Imaging, Liverpool Shared Research Facilities, Faculty of Health and Life Sciences, University of Liverpool, Liverpool, L69 7ZB, UK
| | - Claire Hetherington
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Franklyn N Egbe
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Alish Palmos
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, SE5 8AF, UK
- NIHR Maudsley Biomedical Research Centre, King's College London, London, SE5 8AF, UK
| | - Kathy Stirrups
- NIHR BioResource, Cambridge University Hospitals NHS Foundation, Cambridge, CB2 0QQ, UK
- Department of Haematology, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Alexander Grundmann
- Clinical Neurosciences, Clinical and Experimental Science, Faculty of Medicine, University of Southampton, Southampton, SO17 1BF, UK
- Department of Neurology, Wessex Neurological Centre, University Hospital Southampton NHS Foundation Trust, Southampton, SO16 6YD, UK
| | - Anne-Cecile Chiollaz
- Département de médecine interne des spécialités (DEMED), University of Geneva, Geneva, CH-1211, Switzerland
| | - Jean-Charles Sanchez
- Département de médecine interne des spécialités (DEMED), University of Geneva, Geneva, CH-1211, Switzerland
| | - James P Stewart
- Infection Biology & Microbiomes, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - Michael Griffiths
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Tom Solomon
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
- NIHR Health Protection Research Unit (HPRU) in Emerging and Zoonotic Infections at University of Liverpool, Liverpool, L69 7BE, UK
- The Walton Centre NHS Foundation Trust, Liverpool, L9 7BB, UK
- The Pandemic Institute, Liverpool, L7 3FA, UK
| | - Gerome Breen
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, SE5 8AF, UK
- NIHR Maudsley Biomedical Research Centre, King's College London, London, SE5 8AF, UK
| | - Alasdair J Coles
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Nathalie Kingston
- NIHR BioResource, Cambridge University Hospitals NHS Foundation, Cambridge, CB2 0QQ, UK
- University of Cambridge, Cambridge, CB2 0QQ, UK
| | - John R Bradley
- NIHR BioResource, Cambridge University Hospitals NHS Foundation, Cambridge, CB2 0QQ, UK
- Department of Medicine, School of Clinical Medicine, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Patrick F Chinnery
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, CB2 0QQ, UK
- NIHR BioResource, Cambridge University Hospitals NHS Foundation, Cambridge, CB2 0QQ, UK
| | - Jonathan Cavanagh
- Centre for Immunology, School of Infection & Immunity, College of Medical, Veterinary & Life Sciences, University of Glasgow, Glasgow, G12 8TA, UK
| | - Sarosh R Irani
- Oxford Autoimmune Neurology Group, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, OX3 9DU, UK
- Departments of Neurology and Neuroscience, Mayo Clinic, Jacksonville, FL, 32224, USA
| | - Angela Vincent
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, OX3 9DU, UK
| | - J Kenneth Baillie
- Roslin Institute, University of Edinburgh, Edinburgh, EH25 9RG, UK
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, EH10 5HF, UK
| | - Peter J Openshaw
- National Heart and Lung Institute, Imperial College London, London, SW7 2BX, UK
- Imperial College Healthcare NHS Trust, London, W2 1NY, UK
| | - Malcolm G Semple
- Clinical Infection, Microbiology, and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
- NIHR Health Protection Research Unit (HPRU) in Emerging and Zoonotic Infections at University of Liverpool, Liverpool, L69 7BE, UK
- Respiratory Unit, Alder Hey Children's Hospital NHS Foundation Trust, Liverpool, L14 5AB, UK
| | - Leonie S Taams
- Centre for Inflammation Biology and Cancer Immunology, King's College London, London, SE1 9RT, UK
| | - David K Menon
- Division of Anaesthesia, Department of Medicine, University of Cambridge, Cambridge, CB2 0QQ, UK
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7
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Sidhu JK, Siggins MK, Liew F, Russell CD, Uruchurtu ASS, Davis C, Turtle L, Moore SC, Hardwick HE, Oosthuyzen W, Thomson EC, Semple MG, Baillie JK, Openshaw PJM, Thwaites RS. Delayed mucosal anti-viral responses despite robust peripheral inflammation in fatal COVID-19. J Infect Dis 2023:jiad590. [PMID: 38134401 DOI: 10.1093/infdis/jiad590] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Revised: 12/07/2023] [Accepted: 12/18/2023] [Indexed: 12/24/2023] Open
Abstract
BACKGROUND While inflammatory and immune responses to SARS-CoV-2 infection in peripheral blood are extensively described, responses at the upper respiratory mucosal site of initial infection are relatively poorly defined. We sought to identify mucosal cytokine/chemokine signatures that distinguished COVID-19 severity categories, and relate these to disease progression and peripheral inflammation. METHODS We measured 35 cytokines and chemokines in nasal samples from 274 patients hospitalised with COVID-19. Analysis considered the timing of sampling during disease, as either the early (0-5 days post-symptom onset) or late (6-20 days post-symptom onset). RESULTS Patients that survived severe COVID-19 showed IFN-dominated mucosal immune responses (IFN-γ, CXCL10 and CXCL13) early in infection. These early mucosal responses were absent in patients that would progress to fatal disease despite equivalent SARS-CoV-2 viral load. Mucosal inflammation in later disease was dominated by IL-2, IL-10, IFN-γ, and IL-12p70, which scaled with severity but did not differentiate patients who would survive or succumb to disease. Cytokines and chemokines in the mucosa showed distinctions from responses evident in the peripheral blood, particularly during fatal disease. CONCLUSIONS Defective early mucosal anti-viral responses anticipate fatal COVID-19 but are not associated with viral load. Early mucosal immune responses may define the trajectory of severe COVID-19.
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Affiliation(s)
- Jasmin K Sidhu
- National Heart and Lung Institute, Imperial College London, U.K
| | | | - Felicity Liew
- National Heart and Lung Institute, Imperial College London, U.K
| | - Clark D Russell
- University of Edinburgh Centre for Inflammation Research, Edinburgh, U.K
| | | | | | - Lance Turtle
- Dept of Clinical Infection, Microbiology and Immunology, University of Liverpool, U.K
- Tropical and Infectious Disease unit, Liverpool University Hospitals NHS Foundation Trust (member of Liverpool Health Partners), U.K
| | - Shona C Moore
- Dept of Clinical Infection, Microbiology and Immunology, University of Liverpool, U.K
| | - Hayley E Hardwick
- Dept of Clinical Infection, Microbiology and Immunology, University of Liverpool, U.K
| | | | - Emma C Thomson
- MRC-University of Glasgow Centre for Virus Research, Glasgow, U.K
- London School of Hygiene and Tropical Medicine, London, U.K
| | - 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, U.K
- Respiratory Medicine, Alder Hey Children's Hospital, Liverpool, U.K
| | - J Kenneth Baillie
- Roslin Institute, University of Edinburgh, Edinburgh, U.K
- Intensive Care Unit, Royal Infirmary Edinburgh, Edinburgh, U.K
| | | | - Ryan S Thwaites
- National Heart and Lung Institute, Imperial College London, U.K
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8
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Swets MC, Kerr S, Scott-Brown J, Brown AB, Gupta R, Millar JE, Spata E, McCurrach F, Bretherick AD, Docherty A, Harrison D, Rowan K, Young N, Groeneveld GH, Dunning J, Nguyen-Van-Tam JS, Openshaw P, Horby PW, Harrison E, Staplin N, Semple MG, Lone N, Baillie JK. Evaluation of pragmatic oxygenation measurement as a proxy for Covid-19 severity. Nat Commun 2023; 14:7374. [PMID: 37968269 PMCID: PMC10651917 DOI: 10.1038/s41467-023-42205-6] [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: 05/23/2023] [Accepted: 10/04/2023] [Indexed: 11/17/2023] Open
Abstract
Choosing optimal outcome measures maximizes statistical power, accelerates discovery and improves reliability in early-phase trials. We devised and evaluated a modification to a pragmatic measure of oxygenation function, the [Formula: see text] ratio. Because of the ceiling effect in oxyhaemoglobin saturation, [Formula: see text] ratio ceases to reflect pulmonary oxygenation function at high [Formula: see text] values. We found that the correlation of [Formula: see text] with the reference standard ([Formula: see text]/[Formula: see text] ratio) improves substantially when excluding [Formula: see text] and refer to this measure as [Formula: see text]. Using observational data from 39,765 hospitalised COVID-19 patients, we demonstrate that [Formula: see text] is predictive of mortality, and compare the sample sizes required for trials using four different outcome measures. We show that a significant difference in outcome could be detected with the smallest sample size using [Formula: see text]. We demonstrate that [Formula: see text] is an effective intermediate outcome measure in COVID-19. It is a non-invasive measurement, representative of disease severity and provides greater statistical power.
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Affiliation(s)
- Maaike C Swets
- Roslin Institute, University of Edinburgh, Edinburgh, UK
- Department of Infectious Diseases, Leiden University Medical Center, Leiden University, Leiden, The Netherlands
| | - Steven Kerr
- Roslin Institute, University of Edinburgh, Edinburgh, UK
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
| | | | - Adam B Brown
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Rishi Gupta
- Institute for Global Health, University College London, London, UK
| | | | - Enti Spata
- Medical Research Council Population Health Research Unit at the University of Oxford, Nuffield Department of Population Health (NDPH), Oxford, UK
| | - Fiona McCurrach
- EMERGE, NHS Lothian, Royal Infirmary Edinburgh, Edinburgh, UK
| | - Andrew D Bretherick
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Annemarie Docherty
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - David Harrison
- Intensive Care National Audit & Research Centre, London, UK
| | - Kathy Rowan
- Intensive Care National Audit & Research Centre, London, UK
| | - Neil Young
- Department of Anaesthesia, Critical Care and Pain Medicine, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Geert H Groeneveld
- Department of Infectious Diseases, Leiden University Medical Center, Leiden University, Leiden, The Netherlands
| | - Jake Dunning
- Pandemic Sciences Institute, University of Oxford, Oxford, UK
| | | | - Peter Openshaw
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Peter W Horby
- Pandemic Sciences Institute, University of Oxford, Oxford, UK
| | - Ewen Harrison
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Natalie Staplin
- Medical Research Council Population Health Research Unit at the University of Oxford, Nuffield Department of Population Health (NDPH), Oxford, UK
| | - Malcolm G Semple
- Institute of Infection, Veterinary and Ecological Sciences, Faculty of Health and Life Sciences, University of Liverpool, Liverpool, UK
- Department of Respiratory Medicine, Alder Hey Children's Hospital, Liverpool, UK
| | - Nazir Lone
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
- Intensive Care Unit, Royal Infirmary of Edinburgh, Little France Crescent, Edinburgh, UK
| | - J Kenneth Baillie
- Roslin Institute, University of Edinburgh, Edinburgh, UK.
- Intensive Care Unit, Royal Infirmary of Edinburgh, Little France Crescent, Edinburgh, UK.
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, University of Edinburgh, Edinburgh, UK.
- MRC Human Genetics Unit, Institute for Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK.
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9
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Burke J, Pugh D, Farrah T, Hamid C, Godden E, MacGillivray TJ, Dhaun N, Baillie JK, King S, MacCormick IJC. Evaluation of an Automated Choroid Segmentation Algorithm in a Longitudinal Kidney Donor and Recipient Cohort. Transl Vis Sci Technol 2023; 12:19. [PMID: 37975844 PMCID: PMC10668611 DOI: 10.1167/tvst.12.11.19] [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: 03/01/2023] [Accepted: 10/16/2023] [Indexed: 11/19/2023] Open
Abstract
Purpose To evaluate the performance of an automated choroid segmentation algorithm in optical coherence tomography (OCT) data using a longitudinal kidney donor and recipient cohort. Methods We assessed 22 donors and 23 patients requiring renal transplantation over up to 1 year posttransplant. We measured choroidal thickness (CT) and area and compared our automated CT measurements to manual ones at the same locations. We estimated associations between choroidal measurements and markers of renal function (estimated glomerular filtration rate [eGFR], serum creatinine, and urea) using correlation and linear mixed-effects (LME) modeling. Results There was good agreement between manual and automated CT. Automated measures were more precise because of smaller measurement error over time. External adjudication of major discrepancies was in favor of automated measures. Significant differences were observed in the choroid pre- and posttransplant in both cohorts, and LME modeling revealed significant linear associations observed between choroidal measures and renal function in recipients. Significant associations were mostly stronger with automated CT (eGFR, P < 0.001; creatinine, P = 0.004; urea, P = 0.04) compared to manual CT (eGFR, P = 0.002; creatinine, P = 0.01; urea, P = 0.03). Conclusions Our automated approach has greater precision than human-performed manual measurements, which may explain stronger associations with renal function compared to manual measurements. To improve detection of meaningful associations with clinical endpoints in longitudinal studies of OCT, reducing measurement error should be a priority, and automated measurements help achieve this. Translational Relevance We introduce a novel choroid segmentation algorithm that can replace manual grading for studying the choroid in renal disease and other clinical conditions.
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Affiliation(s)
- Jamie Burke
- School of Mathematics, University of Edinburgh, College of Science and Engineering, Edinburgh, UK
| | - Dan Pugh
- University/BHF Centre for Cardiovascular Science, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Tariq Farrah
- University/BHF Centre for Cardiovascular Science, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Charlene Hamid
- Imaging Facility, University of Edinburgh, The Queen's Medical Research Institute, Edinburgh, UK
| | - Emily Godden
- Emergency Department, Royal Infirmary of Edinburgh, Edinburgh, UK
| | | | - Neeraj Dhaun
- University/BHF Centre for Cardiovascular Science, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - J. Kenneth Baillie
- Deanery of Clinical Sciences, University of Edinburgh, College of Medicine and Veterinary Medicine, Edinburgh, UK
| | - Stuart King
- School of Mathematics, University of Edinburgh, College of Science and Engineering, Edinburgh, UK
| | - Ian J. C. MacCormick
- Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- Institute for Adaptive and Neural Computation, School of Informatics, University of Edinburgh, Edinburgh, UK
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10
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Raman B, McCracken C, Cassar MP, Moss AJ, Finnigan L, Samat AHA, Ogbole G, Tunnicliffe EM, Alfaro-Almagro F, Menke R, Xie C, Gleeson F, Lukaschuk E, Lamlum H, McGlynn K, Popescu IA, Sanders ZB, Saunders LC, Piechnik SK, Ferreira VM, Nikolaidou C, Rahman NM, Ho LP, Harris VC, Shikotra A, Singapuri A, Pfeffer P, Manisty C, Kon OM, Beggs M, O'Regan DP, Fuld J, Weir-McCall JR, Parekh D, Steeds R, Poinasamy K, Cuthbertson DJ, Kemp GJ, Semple MG, Horsley A, Miller CA, O'Brien C, Shah AM, Chiribiri A, Leavy OC, Richardson M, Elneima O, McAuley HJC, Sereno M, Saunders RM, Houchen-Wolloff L, Greening NJ, Bolton CE, Brown JS, Choudhury G, Diar Bakerly N, Easom N, Echevarria C, Marks M, Hurst JR, Jones MG, Wootton DG, Chalder T, Davies MJ, De Soyza A, Geddes JR, Greenhalf W, Howard LS, Jacob J, Man WDC, Openshaw PJM, Porter JC, Rowland MJ, Scott JT, Singh SJ, Thomas DC, Toshner M, Lewis KE, Heaney LG, Harrison EM, Kerr S, Docherty AB, Lone NI, Quint J, Sheikh A, Zheng B, Jenkins RG, Cox E, Francis S, Halling-Brown M, Chalmers JD, Greenwood JP, Plein S, Hughes PJC, Thompson AAR, Rowland-Jones SL, Wild JM, Kelly M, Treibel TA, Bandula S, Aul R, Miller K, Jezzard P, Smith S, Nichols TE, McCann GP, Evans RA, Wain LV, Brightling CE, Neubauer S, Baillie JK, Shaw A, Hairsine B, Kurasz C, Henson H, Armstrong L, Shenton L, Dobson H, Dell A, Lucey A, Price A, Storrie A, Pennington C, Price C, Mallison G, Willis G, Nassa H, Haworth J, Hoare M, Hawkings N, Fairbairn S, Young S, Walker S, Jarrold I, Sanderson A, David C, Chong-James K, Zongo O, James WY, Martineau A, King B, Armour C, McAulay D, Major E, McGinness J, McGarvey L, Magee N, Stone R, Drain S, Craig T, Bolger A, Haggar A, Lloyd A, Subbe C, Menzies D, Southern D, McIvor E, Roberts K, Manley R, Whitehead V, Saxon W, Bularga A, Mills NL, El-Taweel H, Dawson J, Robinson L, Saralaya D, Regan K, Storton K, Brear L, Amoils S, Bermperi A, Elmer A, Ribeiro C, Cruz I, Taylor J, Worsley J, Dempsey K, Watson L, Jose S, Marciniak S, 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Francis C, Francis R, Hughes RA, Hughes J, Hughes AD, Thompson T, Kelly S, Smith D, Smith N, Smith A, Smith J, Smith L, Smith S, Evans T, Evans RI, Evans D, Evans R, Evans H, Evans J. Multiorgan MRI findings after hospitalisation with COVID-19 in the UK (C-MORE): a prospective, multicentre, observational cohort study. Lancet Respir Med 2023; 11:1003-1019. [PMID: 37748493 PMCID: PMC7615263 DOI: 10.1016/s2213-2600(23)00262-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Revised: 06/16/2023] [Accepted: 06/30/2023] [Indexed: 09/27/2023]
Abstract
INTRODUCTION The multiorgan impact of moderate to severe coronavirus infections in the post-acute phase is still poorly understood. We aimed to evaluate the excess burden of multiorgan abnormalities after hospitalisation with COVID-19, evaluate their determinants, and explore associations with patient-related outcome measures. METHODS In a prospective, UK-wide, multicentre MRI follow-up study (C-MORE), adults (aged ≥18 years) discharged from hospital following COVID-19 who were included in Tier 2 of the Post-hospitalisation COVID-19 study (PHOSP-COVID) and contemporary controls with no evidence of previous COVID-19 (SARS-CoV-2 nucleocapsid antibody negative) underwent multiorgan MRI (lungs, heart, brain, liver, and kidneys) with quantitative and qualitative assessment of images and clinical adjudication when relevant. Individuals with end-stage renal failure or contraindications to MRI were excluded. Participants also underwent detailed recording of symptoms, and physiological and biochemical tests. The primary outcome was the excess burden of multiorgan abnormalities (two or more organs) relative to controls, with further adjustments for potential confounders. The C-MORE study is ongoing and is registered with ClinicalTrials.gov, NCT04510025. FINDINGS Of 2710 participants in Tier 2 of PHOSP-COVID, 531 were recruited across 13 UK-wide C-MORE sites. After exclusions, 259 C-MORE patients (mean age 57 years [SD 12]; 158 [61%] male and 101 [39%] female) who were discharged from hospital with PCR-confirmed or clinically diagnosed COVID-19 between March 1, 2020, and Nov 1, 2021, and 52 non-COVID-19 controls from the community (mean age 49 years [SD 14]; 30 [58%] male and 22 [42%] female) were included in the analysis. Patients were assessed at a median of 5·0 months (IQR 4·2-6·3) after hospital discharge. Compared with non-COVID-19 controls, patients were older, living with more obesity, and had more comorbidities. Multiorgan abnormalities on MRI were more frequent in patients than in controls (157 [61%] of 259 vs 14 [27%] of 52; p<0·0001) and independently associated with COVID-19 status (odds ratio [OR] 2·9 [95% CI 1·5-5·8]; padjusted=0·0023) after adjusting for relevant confounders. Compared with controls, patients were more likely to have MRI evidence of lung abnormalities (p=0·0001; parenchymal abnormalities), brain abnormalities (p<0·0001; more white matter hyperintensities and regional brain volume reduction), and kidney abnormalities (p=0·014; lower medullary T1 and loss of corticomedullary differentiation), whereas cardiac and liver MRI abnormalities were similar between patients and controls. Patients with multiorgan abnormalities were older (difference in mean age 7 years [95% CI 4-10]; mean age of 59·8 years [SD 11·7] with multiorgan abnormalities vs mean age of 52·8 years [11·9] without multiorgan abnormalities; p<0·0001), more likely to have three or more comorbidities (OR 2·47 [1·32-4·82]; padjusted=0·0059), and more likely to have a more severe acute infection (acute CRP >5mg/L, OR 3·55 [1·23-11·88]; padjusted=0·025) than those without multiorgan abnormalities. Presence of lung MRI abnormalities was associated with a two-fold higher risk of chest tightness, and multiorgan MRI abnormalities were associated with severe and very severe persistent physical and mental health impairment (PHOSP-COVID symptom clusters) after hospitalisation. INTERPRETATION After hospitalisation for COVID-19, people are at risk of multiorgan abnormalities in the medium term. Our findings emphasise the need for proactive multidisciplinary care pathways, with the potential for imaging to guide surveillance frequency and therapeutic stratification. FUNDING UK Research and Innovation and National Institute for Health Research.
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Zhu Y, Almeida FJ, Baillie JK, Bowen AC, Britton PN, Brizuela ME, Buonsenso D, Burgner D, Chew KY, Chokephaibulkit K, Cohen C, Cormier SA, Crawford N, Curtis N, Farias CGA, Gilks CF, von Gottberg A, Hamer D, Jarovsky D, Jassat W, Jesus AR, Kemp LS, Khumcha B, McCallum G, Miller JE, Morello R, Munro APS, Openshaw PJM, Padmanabhan S, Phongsamart W, Reubenson G, Ritz N, Rodrigues F, Rungmaitree S, Russell F, Sáfadi MAP, Saner C, Semple MG, Prado da Silva DGB, de Sousa LMM, Diogo Moço Souza M, Spann K, Walaza S, Wolter N, Xia Y, Yeoh DK, Zar HJ, Zimmermann P, Short KR. International Pediatric COVID-19 Severity Over the Course of the Pandemic. JAMA Pediatr 2023; 177:1073-1084. [PMID: 37603343 PMCID: PMC10442787 DOI: 10.1001/jamapediatrics.2023.3117] [Citation(s) in RCA: 3] [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] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Accepted: 06/21/2023] [Indexed: 08/22/2023]
Abstract
Importance Multiple SARS-CoV-2 variants have emerged over the COVID-19 pandemic. The implications for COVID-19 severity in children worldwide are unclear. Objective To determine whether the dominant circulating SARS-CoV-2 variants of concern (VOCs) were associated with differences in COVID-19 severity among hospitalized children. Design, Setting, and Participants Clinical data from hospitalized children and adolescents (younger than 18 years) who were SARS-CoV-2 positive were obtained from 9 countries (Australia, Brazil, Italy, Portugal, South Africa, Switzerland, Thailand, UK, and the US) during 3 different time frames. Time frames 1 (T1), 2 (T2), and 3 (T3) were defined to represent periods of dominance by the ancestral virus, pre-Omicron VOCs, and Omicron, respectively. Age groups for analysis were younger than 6 months, 6 months to younger than 5 years, and 5 to younger than 18 years. Children with an incidental positive test result for SARS-CoV-2 were excluded. Exposures SARS-CoV-2 hospitalization during the stipulated time frame. Main Outcomes and Measures The severity of disease was assessed by admission to intensive care unit (ICU), the need for ventilatory support, or oxygen therapy. Results Among 31 785 hospitalized children and adolescents, the median age was 4 (IQR 1-12) years and 16 639 were male (52.3%). In children younger than 5 years, across successive SARS-CoV-2 waves, there was a reduction in ICU admission (T3 vs T1: risk ratio [RR], 0.56; 95% CI, 0.42-0.75 [younger than 6 months]; RR, 0.61, 95% CI; 0.47-0.79 [6 months to younger than 5 years]), but not ventilatory support or oxygen therapy. In contrast, ICU admission (T3 vs T1: RR, 0.39, 95% CI, 0.32-0.48), ventilatory support (T3 vs T1: RR, 0.37; 95% CI, 0.27-0.51), and oxygen therapy (T3 vs T1: RR, 0.47; 95% CI, 0.32-0.70) decreased across SARS-CoV-2 waves in children 5 years to younger than 18 years old. The results were consistent when data were restricted to unvaccinated children. Conclusions and Relevance This study provides valuable insights into the impact of SARS-CoV-2 VOCs on the severity of COVID-19 in hospitalized children across different age groups and countries, suggesting that while ICU admissions decreased across the pandemic in all age groups, ventilatory and oxygen support generally did not decrease over time in children aged younger than 5 years. These findings highlight the importance of considering different pediatric age groups when assessing disease severity in COVID-19.
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Affiliation(s)
- Yanshan Zhu
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Queensland, Australia
- Wesfarmers Centre for Vaccines and Infectious Diseases, Telethon Kids Institute, University of Western Australia, Perth, Western Australia, Australia
| | - Flávia Jacqueline Almeida
- Santa Casa de São Paulo School of Medical Sciences, São Paulo, Brazil
- Hospital Infantil Sabará, Santa Casa de São Paulo School of Medical Sciences, São Paulo, Brazil
| | - J Kenneth Baillie
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, United Kingdom
- Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh, United Kingdom
- MRC Human Genetics Unit, Institute of Genetics and Cancer, Western General Hospital, University of Edinburgh, Edinburgh, United Kingdom
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
| | - Asha C Bowen
- Department of Infectious Diseases, Perth Children's Hospital, Perth, Western Australia, Australia
| | - Philip N Britton
- Department of Infectious Diseases and Microbiology, the Children's Hospital, Westmead, New South Wales, Australia
- Sydney Medical School and Sydney Infectious Diseases, University of Sydney, Sydney, New South Wales, Australia
| | | | - Danilo Buonsenso
- Department of Woman and Child Health and Public Health, Fondazione Policlinico Universitario A. Gemelli IRCCS, Roma, Italy
| | - David Burgner
- Infection and Immunity, Murdoch Children's Research Institute, Parkville, Victoria, Australia
- Department of Pediatrics, The University of Melbourne, Parkville, Victoria, Australia
- Department of General Medicine, The Royal Children's Hospital, Parkville, Victoria, Australia
| | - Keng Yih Chew
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Queensland, Australia
| | - Kulkanya Chokephaibulkit
- Department of Pediatrics, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Cheryl Cohen
- Centre for Respiratory Diseases and Meningitis, National Institute for Communicable Diseases of the National Health Laboratory Service, Johannesburg, South Africa
- School of Public Health, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Stephania A Cormier
- Department of Biological Sciences, Louisiana State University, Baton Rouge, Louisiana
- Pennington Biomedical Research Center, Baton Rouge, Louisiana
| | - Nigel Crawford
- Infection and Immunity, Murdoch Children's Research Institute, Parkville, Victoria, Australia
- Department of General Medicine, The Royal Children's Hospital, Parkville, Victoria, Australia
| | - Nigel Curtis
- Infection and Immunity, Murdoch Children's Research Institute, Parkville, Victoria, Australia
- Department of Pediatrics, The University of Melbourne, Parkville, Victoria, Australia
- Infectious Diseases, The Royal Children's Hospital Melbourne, Parkville, Victoria, Australia
| | - Camila G A Farias
- Hospital Infantil Sabará, Santa Casa de São Paulo School of Medical Sciences, São Paulo, Brazil
| | - Charles F Gilks
- School of Public Health, The University of Queensland, Brisbane, Queensland, Australia
| | - Anne von Gottberg
- Centre for Respiratory Diseases and Meningitis, National Institute for Communicable Diseases of the National Health Laboratory Service, Johannesburg, South Africa
- School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Diana Hamer
- Our Lady of the Lake Children's Hospital, Baton Rouge, Louisiana
| | - Daniel Jarovsky
- Santa Casa de São Paulo School of Medical Sciences, São Paulo, Brazil
- Hospital Infantil Sabará, Santa Casa de São Paulo School of Medical Sciences, São Paulo, Brazil
| | - Waasila Jassat
- Division of the National Health Laboratory Services, National Institute of Communicable Diseases, Johannesburg, South Africa
| | - Ana Rita Jesus
- Hospital Pediátrico, Centro Hospitalar e Universitário de Coimbra, Coimbra, Portugal
| | - Lisa S Kemp
- Our Lady of the Lake Children's Hospital, Baton Rouge, Louisiana
| | - Benjawan Khumcha
- Department of Pediatrics, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Georgina McCallum
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Queensland, Australia
| | - Jessica E Miller
- Infection and Immunity, Murdoch Children's Research Institute, Parkville, Victoria, Australia
- Department of Pediatrics, The University of Melbourne, Parkville, Victoria, Australia
| | - Rosa Morello
- Department of Woman and Child Health and Public Health, Fondazione Policlinico Universitario A. Gemelli IRCCS, Roma, Italy
| | - Alasdair P S Munro
- NIHR Southampton Clinical Research Facility, University Hospital Southampton NHS Foundation Trust, Southampton, United Kingdom
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton, United Kingdom
| | - Peter J M Openshaw
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
- Imperial College Healthcare NHS Trust: London, London, United Kingdom
| | - Srivatsan Padmanabhan
- Elson S. Floyd College of Medicine, Washington State University, Tacoma, Washington
- St Joseph Medical Center, Tacoma, Washington
| | - Wanatpreeya Phongsamart
- Department of Pediatrics, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Gary Reubenson
- Empilweni Service & Research Unit, Rahima Moosa Mother & Child Hospital, Department of Paediatrics & Child Health, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Nicole Ritz
- Department of Pediatrics, The University of Melbourne, Parkville, Victoria, Australia
- Mycobacterial and Migrant Health Research Group, University of Basel Children's Hospital Basel and Department of Clinical Research, University of Basel, Basel, Switzerland
- Department of Pediatrics and Pediatric Infectious Diseases, Children's Hospital Lucerne and Faculty of Health Science and Medicine, University of Lucerne, Lucerne, Switzerland
| | - Fernanda Rodrigues
- Hospital Pediátrico, Centro Hospitalar e Universitário de Coimbra, Coimbra, Portugal
- Faculty of Medicine, University of Coimbra, Coimbra, Portugal
| | - Supattra Rungmaitree
- Department of Pediatrics, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Fiona Russell
- Infection and Immunity, Murdoch Children's Research Institute, Parkville, Victoria, Australia
- Department of Pediatrics, The University of Melbourne, Parkville, Victoria, Australia
| | - Marco A P Sáfadi
- Santa Casa de São Paulo School of Medical Sciences, São Paulo, Brazil
- Hospital Infantil Sabará, Santa Casa de São Paulo School of Medical Sciences, São Paulo, Brazil
| | - Christoph Saner
- Murdoch Children's Research Institute, The Royal Children's Hospital, Parkville, Victoria, Australia
- Division of Pediatric Endocrinology, Diabetology and Metabolism, Department of Pediatrics, University Hospital Inselspital, University of Bern, Bern, Switzerland
- Department of Biomedical Research, University of Bern, Bern, Switzerland
| | - Malcolm G Semple
- NIHR Health Protection Research Unit, Institute of Infection, Veterinary and Ecological Sciences, Faculty of Health and Life Sciences, University of Liverpool, Liverpool, United Kingdom
- Respiratory Medicine, Alder Hey Children's Hospital, Institute in The Park, University of Liverpool, Alder Hey Children's Hospital, Liverpool, United Kingdom
| | | | | | | | - Kirsten Spann
- Centre for Immunology and Infection Control, Faculty of Health, Queensland University of Technology, Brisbane, Queensland, Australia
| | - Sibongile Walaza
- Centre for Respiratory Diseases and Meningitis, National Institute for Communicable Diseases of the National Health Laboratory Service, Johannesburg, South Africa
- School of Public Health, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Nicole Wolter
- Centre for Respiratory Diseases and Meningitis, National Institute for Communicable Diseases of the National Health Laboratory Service, Johannesburg, South Africa
- School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Yao Xia
- Department of Microbiology, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Daniel K Yeoh
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, Victoria, Australia
| | - Heather J Zar
- Department of Paediatrics and Child Health, Red Cross War Memorial Children's Hospital, SA- MRC Unit on Child & Adolescent Health, University of Cape Town, Cape Town, South Africa
| | - Petra Zimmermann
- Department of Community Health, Faculty of Science and Medicine, University of Fribourg, Fribourg, Switzerland
| | - Kirsty R Short
- School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Queensland, Australia
- Australian Infectious Diseases Research Centre, The University of Queensland, Brisbane, Queensland, Australia
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12
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Hayes AJ, Zheng X, O'Kelly J, Neyton LPA, Bochkina NA, Uings I, Liddle J, Baillie JK, Just G, Binnie M, Homer NZM, Murray TBJ, Baily J, McGuire K, Skouras C, Garden OJ, Webster SP, Iredale JP, Howie SEM, Mole DJ. Kynurenine monooxygenase regulates inflammation during critical illness and recovery in experimental acute pancreatitis. Cell Rep 2023; 42:112763. [PMID: 37478012 DOI: 10.1016/j.celrep.2023.112763] [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: 08/10/2020] [Revised: 12/14/2022] [Accepted: 06/21/2023] [Indexed: 07/23/2023] Open
Abstract
Kynurenine monooxygenase (KMO) blockade protects against multiple organ failure caused by acute pancreatitis (AP), but the link between KMO and systemic inflammation has eluded discovery until now. Here, we show that the KMO product 3-hydroxykynurenine primes innate immune signaling to exacerbate systemic inflammation during experimental AP. We find a tissue-specific role for KMO, where mice lacking Kmo solely in hepatocytes have elevated plasma 3-hydroxykynurenine levels that prime inflammatory gene transcription. 3-Hydroxykynurenine synergizes with interleukin-1β to cause cellular apoptosis. Critically, mice with elevated 3-hydroxykynurenine succumb fatally earlier and more readily to experimental AP. Therapeutically, blockade with the highly selective KMO inhibitor GSK898 rescues the phenotype, reducing 3-hydroxykynurenine and protecting against critical illness and death. Together, our findings establish KMO and 3-hydroxykynurenine as regulators of inflammation and the innate immune response to sterile inflammation. During critical illness, excess morbidity and death from multiple organ failure can be rescued by systemic KMO blockade.
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Affiliation(s)
- Alastair J Hayes
- University of Edinburgh Centre for Inflammation Research, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, UK; Clinical Surgery, University of Edinburgh, Edinburgh, UK
| | - Xiaozhong Zheng
- University of Edinburgh Centre for Inflammation Research, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, UK
| | - James O'Kelly
- University of Edinburgh Centre for Inflammation Research, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, UK; Clinical Surgery, University of Edinburgh, Edinburgh, UK
| | - Lucile P A Neyton
- University of Edinburgh Centre for Inflammation Research, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, UK; The Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Natalia A Bochkina
- School of Mathematics and Maxwell Institute, University of Edinburgh, Edinburgh, UK
| | - Iain Uings
- GlaxoSmithKline, Gunnels Wood Road, Stevenage, Hertfordshire, UK
| | - John Liddle
- GlaxoSmithKline, Gunnels Wood Road, Stevenage, Hertfordshire, UK
| | | | - George Just
- Mass Spectrometry Core, Edinburgh Clinical Research Facility, University of Edinburgh, Edinburgh, UK
| | - Margaret Binnie
- Mass Spectrometry Core, Edinburgh Clinical Research Facility, University of Edinburgh, Edinburgh, UK
| | - Natalie Z M Homer
- Mass Spectrometry Core, Edinburgh Clinical Research Facility, University of Edinburgh, Edinburgh, UK
| | | | - James Baily
- Charles River Laboratories, East Lothian, UK
| | - Kris McGuire
- University of Edinburgh Centre for Inflammation Research, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, UK
| | | | - O James Garden
- Clinical Surgery, University of Edinburgh, Edinburgh, UK
| | - Scott P Webster
- Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, UK
| | | | - Sarah E M Howie
- University of Edinburgh Centre for Inflammation Research, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, UK
| | - Damian J Mole
- University of Edinburgh Centre for Inflammation Research, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh, UK; Clinical Surgery, University of Edinburgh, Edinburgh, UK.
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13
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Pairo-Castineira E, Rawlik K, Bretherick AD, Qi T, Wu Y, Nassiri I, McConkey GA, Zechner M, Klaric L, Griffiths F, Oosthuyzen W, Kousathanas A, Richmond A, Millar J, Russell CD, Malinauskas T, Thwaites R, Morrice K, Keating S, Maslove D, Nichol A, Semple MG, Knight J, Shankar-Hari M, Summers C, Hinds C, Horby P, Ling L, McAuley D, Montgomery H, Openshaw PJM, Begg C, Walsh T, Tenesa A, Flores C, Riancho JA, Rojas-Martinez A, Lapunzina P, Yang J, Ponting CP, Wilson JF, Vitart V, Abedalthagafi M, Luchessi AD, Parra EJ, Cruz R, Carracedo A, Fawkes A, Murphy L, Rowan K, Pereira AC, Law A, Fairfax B, Hendry SC, Baillie JK. Author Correction: GWAS and meta-analysis identifies 49 genetic variants underlying critical COVID-19. Nature 2023; 619:E61. [PMID: 37433877 PMCID: PMC10371859 DOI: 10.1038/s41586-023-06383-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/13/2023]
Affiliation(s)
- Erola Pairo-Castineira
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Konrad Rawlik
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Andrew D Bretherick
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
- Pain Service, NHS Tayside, Ninewells Hospital and Medical School, Dundee, UK
| | - Ting Qi
- School of Life Sciences, Westlake University, Hangzhou, China
- Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, China
| | - Yang Wu
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - Isar Nassiri
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | | | - Marie Zechner
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Lucija Klaric
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Fiona Griffiths
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Wilna Oosthuyzen
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | | | - Anne Richmond
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Jonathan Millar
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Edinburgh, UK
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Clark D Russell
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Tomas Malinauskas
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Ryan Thwaites
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Kirstie Morrice
- Edinburgh Clinical Research Facility, Western General Hospital, University of Edinburgh, Edinburgh, UK
| | - Sean Keating
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - David Maslove
- Department of Critical Care Medicine, Queen's University and Kingston Health Sciences Centre, Kingston, Ontario, Canada
| | - Alistair Nichol
- Clinical Research Centre at St Vincent's University Hospital, University College Dublin, Dublin, Ireland
| | - Malcolm G Semple
- NIHR Health Protection Research Unit for Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences University of Liverpool, Liverpool, UK
- Respiratory Medicine, Alder Hey Children's Hospital, Institute in The Park, University of Liverpool, Alder Hey Children's Hospital, Liverpool, UK
| | - Julian Knight
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Manu Shankar-Hari
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK
- Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | | | - Charles Hinds
- William Harvey Research Institute Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Peter Horby
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Lowell Ling
- Department of Anaesthesia and Intensive Care, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China
| | - Danny McAuley
- Wellcome-Wolfson Institute for Experimental Medicine, Queen's University Belfast, Belfast, UK
- Department of Intensive Care Medicine, Royal Victoria Hospital, Belfast, UK
| | | | - Peter J M Openshaw
- National Heart and Lung Institute, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, London, UK
| | - Colin Begg
- Royal Hospital for Children, Glasgow, UK
| | - Timothy Walsh
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Albert Tenesa
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Edinburgh, UK
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, Edinburgh, UK
| | - Carlos Flores
- Genomics Division, Instituto Tecnológico y de Energías Renovables, Santa Cruz de Tenerife, Spain
- Research Unit, Hospital Universitario N.S. de Candelaria, Santa Cruz de Tenerife, Spain
- Centre for Biomedical Network Research on Respiratory Diseases (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Department of Clinical Sciences, University Fernando Pessoa Canarias, Las Palmas de Gran Canaria, Spain
| | - José A Riancho
- IDIVAL, Santander, Spain
- Universidad de Cantabria, Santander, Spain
- Hospital U M Valdecilla, Santander, Spain
| | - Augusto Rojas-Martinez
- Tecnologico de Monterrey, Escuela de Medicina y Ciencias de la Salud and Hospital San Jose TecSalud, Monterrey, Mexico
| | - Pablo Lapunzina
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
- Instituto de Genética Médica y Molecular (INGEMM), Hospital Universitario La Paz-IDIPAZ, Madrid, Spain
- ERN-ITHACA-European Reference Network, Paris, France
| | - Jian Yang
- School of Life Sciences, Westlake University, Hangzhou, China
- Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, China
| | - Chris P Ponting
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - James F Wilson
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, Edinburgh, UK
| | - Veronique Vitart
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Malak Abedalthagafi
- Genomic Research Department, King Fahad Medical City, Riyadh, Saudi Arabia
- Department of Pathology & Laboratory Medicine, Emory University Hospital, Atlanta, GA, USA
| | - Andre D Luchessi
- Department of Clinical Analysis and Toxicology, Federal University of Rio Grande do Norte, Natal, Brazil
- Department of Anthropology, University of Toronto at Mississauga, Mississauga, Ontario, Canada
| | - Esteban J Parra
- Department of Anthropology, University of Toronto at Mississauga, Mississauga, Ontario, Canada
| | - Raquel Cruz
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
- Centro Singular de Investigación en Medicina Molecular y Enfermedades Crónicas (CIMUS), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
| | - Angel Carracedo
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
- Centro Singular de Investigación en Medicina Molecular y Enfermedades Crónicas (CIMUS), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
- Instituto de Investigación Sanitaria de Santiago (IDIS), Santiago de Compostela, Spain
- Fundación Pública Galega de Medicina Xenómica, Sistema Galego de Saúde (SERGAS) Santiago de Compostela, Santiago de Compostela, Spain
| | - Angie Fawkes
- Edinburgh Clinical Research Facility, Western General Hospital, University of Edinburgh, Edinburgh, UK
| | - Lee Murphy
- Edinburgh Clinical Research Facility, Western General Hospital, University of Edinburgh, Edinburgh, UK
| | - Kathy Rowan
- Intensive Care National Audit & Research Centre, London, UK
| | | | - Andy Law
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Benjamin Fairfax
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Sara Clohisey Hendry
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - J Kenneth Baillie
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK.
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK.
- Roslin Institute, University of Edinburgh, Edinburgh, UK.
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK.
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14
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Docherty AB, Farrell J, Thorpe M, Egan C, Dunn S, Norman L, Shaw CA, Law A, Leeming G, Norris L, Brooks A, Prodan B, MacLeod R, Baxter R, Morris C, Rennie D, Oosthuyzen W, Semple MG, Baillie JK, Pius R, Seth S, Harrison EM, Lone NI. Patient emergency health-care use before hospital admission for COVID-19 and long-term outcomes in Scotland: a national cohort study. Lancet Digit Health 2023; 5:e446-e457. [PMID: 37391265 PMCID: PMC10306342 DOI: 10.1016/s2589-7500(23)00051-1] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Revised: 02/21/2023] [Accepted: 02/23/2023] [Indexed: 07/02/2023]
Abstract
BACKGROUND It is unclear what effect the pattern of health-care use before admission to hospital with COVID-19 (index admission) has on the long-term outcomes for patients. We sought to describe mortality and emergency readmission to hospital after discharge following the index admission (index discharge), and to assess associations between these outcomes and patterns of health-care use before such admissions. METHODS We did a national, retrospective, complete cohort study by extracting data from several national databases and linking the databases for all adult patients admitted to hospital in Scotland with COVID-19. We used latent class trajectory modelling to identify distinct clusters of patients on the basis of their emergency admissions to hospital in the 2 years before the index admission. The primary outcomes were mortality and emergency readmission up to 1 year after index admission. We used multivariable regression models to explore associations between these outcomes and patient demographics, vaccination status, level of care received in hospital, and previous emergency hospital use. FINDINGS Between March 1, 2020, and Oct 25, 2021, 33 580 patients were admitted to hospital with COVID-19 in Scotland. Overall, the Kaplan-Meier estimate of mortality within 1 year of index admission was 29·6% (95% CI 29·1-30·2). The cumulative incidence of emergency hospital readmission within 30 days of index discharge was 14·4% (95% CI 14·0-14·8), with the number increasing to 35·6% (34·9-36·3) patients at 1 year. Among the 33 580 patients, we identified four distinct patterns of previous emergency hospital use: no admissions (n=18 772 [55·9%]); minimal admissions (n=12 057 [35·9%]); recently high admissions (n=1931 [5·8%]), and persistently high admissions (n=820 [2·4%]). Patients with recently or persistently high admissions were older, more multimorbid, and more likely to have hospital-acquired COVID-19 than patients with no or minimal admissions. People in the minimal, recently high, and persistently high admissions groups had an increased risk of mortality and hospital readmission compared with those in the no admissions group. Compared with the no admissions group, mortality was highest in the recently high admissions group (post-hospital mortality HR 2·70 [95% CI 2·35-2·81]; p<0·0001) and the risk of readmission was highest in the persistently high admissions group (3·23 [2·89-3·61]; p<0·0001). INTERPRETATION Long-term mortality and readmission rates for patients hospitalised with COVID-19 were high; within 1 year, one in three patients had died and a third had been readmitted as an emergency. Patterns of hospital use before index admission were strongly predictive of mortality and readmission risk, independent of age, pre-existing comorbidities, and COVID-19 vaccination status. This increasingly precise identification of individuals at high risk of poor outcomes from COVID-19 will enable targeted support. FUNDING Chief Scientist Office Scotland, UK National Institute for Health Research, and UK Research and Innovation.
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Affiliation(s)
- Annemarie B Docherty
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK.
| | - James Farrell
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Mathew Thorpe
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Conor Egan
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Sarah Dunn
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Lisa Norman
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Catherine A Shaw
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Andrew Law
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Gary Leeming
- Department of Biostatistics, University of Liverpool, Liverpool, UK
| | - Lucy Norris
- Bayes Centre, University of Edinburgh, Edinburgh, UK
| | - Andrew Brooks
- Bayes Centre, University of Edinburgh, Edinburgh, UK
| | - Bianca Prodan
- Bayes Centre, University of Edinburgh, Edinburgh, UK
| | | | - Robert Baxter
- Bayes Centre, University of Edinburgh, Edinburgh, UK
| | | | | | | | - Malcolm G Semple
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK
| | | | - Riinu Pius
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Sohan Seth
- School of Informatics, University of Edinburgh, Edinburgh, UK
| | - Ewen M Harrison
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Nazir I Lone
- Centre for Population Health Sciences, Usher Institute, University of Edinburgh, Edinburgh, UK
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15
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Yang H, Sun H, Brackenridge S, Zhuang X, Wing PAC, Quastel M, Walters L, Garner L, Wang B, Yao X, Felce SL, Peng Y, Moore S, Peeters BWA, Rei M, Canto Gomes J, Tomas A, Davidson A, Semple MG, Turtle LCW, Openshaw PJM, Baillie JK, Mentzer AJ, Klenerman P, Borrow P, Dong T, McKeating JA, Gillespie GM, McMichael AJ. HLA-E-restricted SARS-CoV-2-specific T cells from convalescent COVID-19 patients suppress virus replication despite HLA class Ia down-regulation. Sci Immunol 2023; 8:eabl8881. [PMID: 37390223 DOI: 10.1126/sciimmunol.abl8881] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Accepted: 06/07/2023] [Indexed: 07/02/2023]
Abstract
Pathogen-specific CD8+ T cell responses restricted by the nonpolymorphic nonclassical class Ib molecule human leukocyte antigen E (HLA-E) are rarely reported in viral infections. The natural HLA-E ligand is a signal peptide derived from classical class Ia HLA molecules that interact with the NKG2/CD94 receptors to regulate natural killer cell functions, but pathogen-derived peptides can also be presented by HLA-E. Here, we describe five peptides from severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) that elicited HLA-E-restricted CD8+ T cell responses in convalescent patients with coronavirus disease 2019. These T cell responses were identified in the blood at frequencies similar to those reported for classical HLA-Ia-restricted anti-SARS-CoV-2 CD8+ T cells. HLA-E peptide-specific CD8+ T cell clones, which expressed diverse T cell receptors, suppressed SARS-CoV-2 replication in Calu-3 human lung epithelial cells. SARS-CoV-2 infection markedly down-regulated classical HLA class I expression in Calu-3 cells and primary reconstituted human airway epithelial cells, whereas HLA-E expression was not affected, enabling T cell recognition. Thus, HLA-E-restricted T cells could contribute to the control of SARS-CoV-2 infection alongside classical T cells.
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Affiliation(s)
- Hongbing Yang
- Centre for Immuno-Oncology, Nuffield Department of Clinical Medicine, University of Oxford, Old Road Campus, Oxford, UK
- Chinese Academy of Medical Sciences Oxford Institute, Old Road Campus, Oxford, UK
| | - Hong Sun
- Centre for Immuno-Oncology, Nuffield Department of Clinical Medicine, University of Oxford, Old Road Campus, Oxford, UK
- Chinese Academy of Medical Sciences Oxford Institute, Old Road Campus, Oxford, UK
- Key Laboratory of AIDS Immunology, Department of Laboratory Medicine, First Affiliated Hospital of China Medical University, Shenyang, China
| | - Simon Brackenridge
- Centre for Immuno-Oncology, Nuffield Department of Clinical Medicine, University of Oxford, Old Road Campus, Oxford, UK
| | - Xiaodong Zhuang
- Nuffield Depertment of Clinical Medicine, NDM Research Building, University of Oxford, Old Road Campus, Oxford, UK
| | - Peter A C Wing
- Chinese Academy of Medical Sciences Oxford Institute, Old Road Campus, Oxford, UK
- Nuffield Depertment of Clinical Medicine, NDM Research Building, University of Oxford, Old Road Campus, Oxford, UK
| | - Max Quastel
- Centre for Immuno-Oncology, Nuffield Department of Clinical Medicine, University of Oxford, Old Road Campus, Oxford, UK
| | - Lucy Walters
- Centre for Immuno-Oncology, Nuffield Department of Clinical Medicine, University of Oxford, Old Road Campus, Oxford, UK
| | - Lee Garner
- Centre for Immuno-Oncology, Nuffield Department of Clinical Medicine, University of Oxford, Old Road Campus, Oxford, UK
| | - Beibei Wang
- Chinese Academy of Medical Sciences Oxford Institute, Old Road Campus, Oxford, UK
- MRC Human Immunology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Xuan Yao
- Chinese Academy of Medical Sciences Oxford Institute, Old Road Campus, Oxford, UK
- MRC Human Immunology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Suet Ling Felce
- Chinese Academy of Medical Sciences Oxford Institute, Old Road Campus, Oxford, UK
| | - Yanchun Peng
- MRC Human Immunology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Shona Moore
- Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK
| | - Bas W A Peeters
- Centre for Immuno-Oncology, Nuffield Department of Clinical Medicine, University of Oxford, Old Road Campus, Oxford, UK
| | - Margarida Rei
- Ludwig Institute for Cancer Research, University of Oxford, Old Road Campus, Oxford, UK
| | - Joao Canto Gomes
- Life and Health Sciences Research Institute, School of Medicine, University of Minho, Braga, Portugal
- ICVS/3B's, PT Government Associate Laboratory, Braga, Portugal
| | - Ana Tomas
- Unidada de Investigacao em Patobiologia Molecular, Instituto Portugues de Oncologia de Lisboa Francisco Gentil, EPE Lisbon, Portugal
- Chronic Diseases Research Centre, NOVA Medical School, Universidade NOVA de Lisboa, Lisbon, Portugal
| | - Andrew Davidson
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, UK
| | - Malcolm G Semple
- Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK
- Respiratory Unit, Alder Hey Children's Hospital, Eaton Road, Liverpool L12 2AP, UK
| | - Lance C W Turtle
- Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK
- Tropical and Infectious Disease Unit, Liverpool University Hospitals NHS Foundation Trust (member of Liverpool Health Partners), Liverpool, UK
| | | | | | - Alexander J Mentzer
- Welcome Centre for Human Genetics, University of Oxford, Old Road Campus, Oxford, UK
| | - Paul Klenerman
- Peter Medawar Building for Pathogen Research and Translational Gastroenterology Unit, University of Oxford, Oxford, UK
| | - Persephone Borrow
- Centre for Immuno-Oncology, Nuffield Department of Clinical Medicine, University of Oxford, Old Road Campus, Oxford, UK
| | - Tao Dong
- Chinese Academy of Medical Sciences Oxford Institute, Old Road Campus, Oxford, UK
- MRC Human Immunology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Jane A McKeating
- Chinese Academy of Medical Sciences Oxford Institute, Old Road Campus, Oxford, UK
- Nuffield Depertment of Clinical Medicine, NDM Research Building, University of Oxford, Old Road Campus, Oxford, UK
| | - Geraldine M Gillespie
- Centre for Immuno-Oncology, Nuffield Department of Clinical Medicine, University of Oxford, Old Road Campus, Oxford, UK
| | - Andrew J McMichael
- Centre for Immuno-Oncology, Nuffield Department of Clinical Medicine, University of Oxford, Old Road Campus, Oxford, UK
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16
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Gillan JL, Chokshi M, Hardisty GR, Clohisey Hendry S, Prasca-Chamorro D, Robinson NJ, Lasota B, Clark R, Murphy L, Whyte MK, Baillie JK, Davidson DJ, Bao G, Gray RD. CAGE sequencing reveals CFTR-dependent dysregulation of type I IFN signaling in activated cystic fibrosis macrophages. Sci Adv 2023; 9:eadg5128. [PMID: 37235648 PMCID: PMC10219589 DOI: 10.1126/sciadv.adg5128] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Accepted: 04/20/2023] [Indexed: 05/28/2023]
Abstract
An intense, nonresolving airway inflammatory response leads to destructive lung disease in cystic fibrosis (CF). Dysregulation of macrophage immune function may be a key facet governing the progression of CF lung disease, but the underlying mechanisms are not fully understood. We used 5' end centered transcriptome sequencing to profile P. aeruginosa LPS-activated human CF macrophages, showing that CF and non-CF macrophages deploy substantially distinct transcriptional programs at baseline and following activation. This includes a significantly blunted type I IFN signaling response in activated patient cells relative to healthy controls that was reversible upon in vitro treatment with CFTR modulators in patient cells and by CRISPR-Cas9 gene editing to correct the F508del mutation in patient-derived iPSC macrophages. These findings illustrate a previously unidentified immune defect in human CF macrophages that is CFTR dependent and reversible with CFTR modulators, thus providing new avenues in the search for effective anti-inflammatory interventions in CF.
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Affiliation(s)
- Jonathan L. Gillan
- University of Edinburgh Centre for Inflammation Research, Queen’s Medical Research Institute, 47 Little France Crescent, Edinburgh, EH16 4TJ, UK
| | - Mithil Chokshi
- Department of Bioengineering, Rice University, Houston, TX, USA
| | - Gareth R. Hardisty
- University of Edinburgh Centre for Inflammation Research, Queen’s Medical Research Institute, 47 Little France Crescent, Edinburgh, EH16 4TJ, UK
| | | | | | - Nicola J. Robinson
- University of Edinburgh Centre for Inflammation Research, Queen’s Medical Research Institute, 47 Little France Crescent, Edinburgh, EH16 4TJ, UK
| | - Benjamin Lasota
- Department of Bioengineering, Rice University, Houston, TX, USA
| | - Richard Clark
- Edinburgh Clinical Research Facility, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU, UK
| | - Lee Murphy
- Edinburgh Clinical Research Facility, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU, UK
| | - Moira K. B. Whyte
- University of Edinburgh Centre for Inflammation Research, Queen’s Medical Research Institute, 47 Little France Crescent, Edinburgh, EH16 4TJ, UK
| | | | - Donald J. Davidson
- University of Edinburgh Centre for Inflammation Research, Queen’s Medical Research Institute, 47 Little France Crescent, Edinburgh, EH16 4TJ, UK
| | - Gang Bao
- Department of Bioengineering, Rice University, Houston, TX, USA
| | - Robert D. Gray
- University of Edinburgh Centre for Inflammation Research, Queen’s Medical Research Institute, 47 Little France Crescent, Edinburgh, EH16 4TJ, UK
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17
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Pauley E, Drake TM, Griffith DM, Sigfrid L, Lone NI, Harrison EM, Baillie JK, Scott JT, Walsh TS, Semple MG, Docherty AB. Recovery from Covid-19 critical illness: A secondary analysis of the ISARIC4C CCP-UK cohort study and the RECOVER trial. J Intensive Care Soc 2023; 24:162-169. [PMID: 37255989 PMCID: PMC10225805 DOI: 10.1177/17511437211052226] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [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] [Indexed: 07/27/2023] Open
Abstract
Background We aimed to compare the prevalence and severity of fatigue in survivors of Covid-19 versus non-Covid-19 critical illness, and to explore potential associations between baseline characteristics and worse recovery. Methods We conducted a secondary analysis of two prospectively collected datasets. The population included was 92 patients who received invasive mechanical ventilation (IMV) with Covid-19, and 240 patients who received IMV with non-Covid-19 illness before the pandemic. Follow-up data were collected post-hospital discharge using self-reported questionnaires. The main outcome measures were self-reported fatigue severity and the prevalence of severe fatigue (severity >7/10) 3 and 12-months post-hospital discharge. Results Covid-19 IMV-patients were significantly younger with less prior comorbidity, and more males, than pre-pandemic IMV-patients. At 3-months, the prevalence (38.9% [7/18] vs. 27.1% [51/188]) and severity (median 5.5/10 vs 5.0/10) of fatigue were similar between the Covid-19 and pre-pandemic populations, respectively. At 6-months, the prevalence (10.3% [3/29] vs. 32.5% [54/166]) and severity (median 2.0/10 vs. 5.7/10) of fatigue were less in the Covid-19 cohort. In the total sample of IMV-patients included (i.e. all Covid-19 and pre-pandemic patients), having Covid-19 was significantly associated with less severe fatigue (severity <7/10) after adjusting for age, sex and prior comorbidity (adjusted OR 0.35 (95%CI 0.15-0.76, p=0.01). Conclusion Fatigue may be less severe after Covid-19 than after other critical illness.
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Affiliation(s)
- Ellen Pauley
- , Edinburgh, UKUniversity of Edinburgh Medical School
| | - Thomas M Drake
- Centre for Medical Informatics, The Usher Institute, , Edinburgh, UKUniversity of Edinburgh
| | - David M Griffith
- Anaesthesia, Critical Care and Pain Medicine, , Edinburgh, UKUniversity of Edinburgh
| | - Louise Sigfrid
- Centre for Tropical Medicine and Global Health, , Oxford, UKUniversity of Oxford
| | - Nazir I Lone
- Anaesthesia, Critical Care and Pain Medicine, , Edinburgh, UKUniversity of Edinburgh
- Centre for Population Health Sciences, The Usher Institute, , Edinburgh, UKUniversity of Edinburgh
| | - Ewen M Harrison
- Centre for Medical Informatics, The Usher Institute, , Edinburgh, UKUniversity of Edinburgh
| | - J Kenneth Baillie
- Anaesthesia, Critical Care and Pain Medicine, , Edinburgh, UKUniversity of Edinburgh
- Roslin Institute, , Edinburgh, UKUniversity of Edinburgh
| | - Janet T Scott
- , Glasgow, UKMRC-University of Glasgow Centre for Virus Research
| | - Timothy S Walsh
- Anaesthesia, Critical Care and Pain Medicine, , Edinburgh, UKUniversity of Edinburgh
| | - Malcolm G Semple
- NIHR Health Protection Unit in Emerging Infectious Diseases, Institute of Infection, Veterinary and Ecological Sciences, Faculty of Health and Life Sciences, , Liverpool, UKUniversity of Liverpool
| | - Annemarie B Docherty
- Centre for Medical Informatics, The Usher Institute, , Edinburgh, UKUniversity of Edinburgh
- Anaesthesia, Critical Care and Pain Medicine, , Edinburgh, UKUniversity of Edinburgh
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18
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Ho A, Orton R, Tayler R, Asamaphan P, Herder V, Davis C, Tong L, Smollett K, Manali M, Allan J, Rawlik K, McDonald SE, Vink E, Pollock L, Gannon L, Evans C, McMenamin J, Roy K, Marsh K, Divala T, Holden MTG, Lockhart M, Yirrell D, Currie S, O'Leary M, Henderson D, Shepherd SJ, Jackson C, Gunson R, MacLean A, McInnes N, Bradley-Stewart A, Battle R, Hollenbach JA, Henderson P, Odam M, Chikowore P, Oosthuyzen W, Chand M, Hamilton MS, Estrada-Rivadeneyra D, Levin M, Avramidis N, Pairo-Castineira E, Vitart V, Wilkie C, Palmarini M, Ray S, Robertson DL, da Silva Filipe A, Willett BJ, Breuer J, Semple MG, Turner D, Baillie JK, Thomson EC. Adeno-associated virus 2 infection in children with non-A-E hepatitis. Nature 2023; 617:555-563. [PMID: 36996873 DOI: 10.1038/s41586-023-05948-2] [Citation(s) in RCA: 41] [Impact Index Per Article: 41.0] [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] [Received: 07/21/2022] [Accepted: 03/10/2023] [Indexed: 04/01/2023]
Abstract
An outbreak of acute hepatitis of unknown aetiology in children was reported in Scotland1 in April 2022 and has now been identified in 35 countries2. Several recent studies have suggested an association with human adenovirus with this outbreak, a virus not commonly associated with hepatitis. Here we report a detailed case-control investigation and find an association between adeno-associated virus 2 (AAV2) infection and host genetics in disease susceptibility. Using next-generation sequencing, PCR with reverse transcription, serology and in situ hybridization, we detected recent infection with AAV2 in plasma and liver samples in 26 out of 32 (81%) cases of hepatitis compared with 5 out of 74 (7%) of samples from unaffected individuals. Furthermore, AAV2 was detected within ballooned hepatocytes alongside a prominent T cell infiltrate in liver biopsy samples. In keeping with a CD4+ T-cell-mediated immune pathology, the human leukocyte antigen (HLA) class II HLA-DRB1*04:01 allele was identified in 25 out of 27 cases (93%) compared with a background frequency of 10 out of 64 (16%; P = 5.49 × 10-12). In summary, we report an outbreak of acute paediatric hepatitis associated with AAV2 infection (most likely acquired as a co-infection with human adenovirus that is usually required as a 'helper virus' to support AAV2 replication) and disease susceptibility related to HLA class II status.
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Affiliation(s)
- Antonia Ho
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK
| | - Richard Orton
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK
| | - Rachel Tayler
- Department of Paediatrics, Royal Hospital for Children, Glasgow, UK
| | - Patawee Asamaphan
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK
| | - Vanessa Herder
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK
| | - Chris Davis
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK
| | - Lily Tong
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK
| | - Katherine Smollett
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK
| | - Maria Manali
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK
| | - Jay Allan
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK
| | - Konrad Rawlik
- Pandemic Science Hub, Centre for Inflammation Research and Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Sarah E McDonald
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK
| | - Elen Vink
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK
| | - Louisa Pollock
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK
- Department of Paediatrics, Royal Hospital for Children, Glasgow, UK
| | | | - Clair Evans
- Department of Pathology, Queen Elizabeth University Hospital, Glasgow, UK
| | | | | | | | | | | | | | | | | | | | | | | | - Celia Jackson
- West of Scotland Specialist Virology Centre, Glasgow, UK
| | - Rory Gunson
- West of Scotland Specialist Virology Centre, Glasgow, UK
| | | | - Neil McInnes
- West of Scotland Specialist Virology Centre, Glasgow, UK
| | | | - Richard Battle
- Histocompatibility and Immunogenetics (H&I) Laboratory, Scottish National Blood Transfusion Service, Edinburgh Royal Infirmary, Edinburgh, UK
| | - Jill A Hollenbach
- Department of Neurology and Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, USA
| | - Paul Henderson
- Child Life and Health, University of Edinburgh, Edinburgh, UK
| | - Miranda Odam
- Pandemic Science Hub, Centre for Inflammation Research and Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Primrose Chikowore
- Pandemic Science Hub, Centre for Inflammation Research and Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Wilna Oosthuyzen
- Pandemic Science Hub, Centre for Inflammation Research and Roslin Institute, University of Edinburgh, Edinburgh, UK
| | | | - Melissa Shea Hamilton
- Section of Paediatric Infectious Disease, Department of Infectious Disease, Imperial College London, London, UK
| | - Diego Estrada-Rivadeneyra
- Section of Paediatric Infectious Disease, Department of Infectious Disease, Imperial College London, London, UK
| | - Michael Levin
- Section of Paediatric Infectious Disease, Department of Infectious Disease, Imperial College London, London, UK
| | - Nikos Avramidis
- Pandemic Science Hub, Centre for Inflammation Research and Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Erola Pairo-Castineira
- Pandemic Science Hub, Centre for Inflammation Research and Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Veronique Vitart
- Pandemic Science Hub, Centre for Inflammation Research and Roslin Institute, University of Edinburgh, Edinburgh, UK
- MRC Human Genetics Unit, Institute for Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Craig Wilkie
- School of Mathematics and Statistics, University of Glasgow, Glasgow, UK
| | - Massimo Palmarini
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK
| | - Surajit Ray
- School of Mathematics and Statistics, University of Glasgow, Glasgow, UK
| | - David L Robertson
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK
| | - Ana da Silva Filipe
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK
| | - Brian J Willett
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK
| | | | | | - David Turner
- Histocompatibility and Immunogenetics (H&I) Laboratory, Scottish National Blood Transfusion Service, Edinburgh Royal Infirmary, Edinburgh, UK
| | - J Kenneth Baillie
- Pandemic Science Hub, Centre for Inflammation Research and Roslin Institute, University of Edinburgh, Edinburgh, UK
- MRC Human Genetics Unit, Institute for Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Emma C Thomson
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK.
- Department of Clinical Research, London School of Hygiene and Tropical Medicine, London, UK.
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19
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Pairo-Castineira E, Rawlik K, Bretherick AD, Qi T, Wu Y, Nassiri I, McConkey GA, Zechner M, Klaric L, Griffiths F, Oosthuyzen W, Kousathanas A, Richmond A, Millar J, Russell CD, Malinauskas T, Thwaites R, Morrice K, Keating S, Maslove D, Nichol A, Semple MG, Knight J, Shankar-Hari M, Summers C, Hinds C, Horby P, Ling L, McAuley D, Montgomery H, Openshaw PJM, Begg C, Walsh T, Tenesa A, Flores C, Riancho JA, Rojas-Martinez A, Lapunzina P, Yang J, Ponting CP, Wilson JF, Vitart V, Abedalthagafi M, Luchessi AD, Parra EJ, Cruz R, Carracedo A, Fawkes A, Murphy L, Rowan K, Pereira AC, Law A, Fairfax B, Hendry SC, Baillie JK. GWAS and meta-analysis identifies 49 genetic variants underlying critical COVID-19. Nature 2023; 617:764-768. [PMID: 37198478 PMCID: PMC10208981 DOI: 10.1038/s41586-023-06034-3] [Citation(s) in RCA: 28] [Impact Index Per Article: 28.0] [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: 11/22/2022] [Accepted: 03/27/2023] [Indexed: 05/19/2023]
Abstract
Critical illness in COVID-19 is an extreme and clinically homogeneous disease phenotype that we have previously shown1 to be highly efficient for discovery of genetic associations2. Despite the advanced stage of illness at presentation, we have shown that host genetics in patients who are critically ill with COVID-19 can identify immunomodulatory therapies with strong beneficial effects in this group3. Here we analyse 24,202 cases of COVID-19 with critical illness comprising a combination of microarray genotype and whole-genome sequencing data from cases of critical illness in the international GenOMICC (11,440 cases) study, combined with other studies recruiting hospitalized patients with a strong focus on severe and critical disease: ISARIC4C (676 cases) and the SCOURGE consortium (5,934 cases). To put these results in the context of existing work, we conduct a meta-analysis of the new GenOMICC genome-wide association study (GWAS) results with previously published data. We find 49 genome-wide significant associations, of which 16 have not been reported previously. To investigate the therapeutic implications of these findings, we infer the structural consequences of protein-coding variants, and combine our GWAS results with gene expression data using a monocyte transcriptome-wide association study (TWAS) model, as well as gene and protein expression using Mendelian randomization. We identify potentially druggable targets in multiple systems, including inflammatory signalling (JAK1), monocyte-macrophage activation and endothelial permeability (PDE4A), immunometabolism (SLC2A5 and AK5), and host factors required for viral entry and replication (TMPRSS2 and RAB2A).
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Affiliation(s)
- Erola Pairo-Castineira
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Konrad Rawlik
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Andrew D Bretherick
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
- Pain Service, NHS Tayside, Ninewells Hospital and Medical School, Dundee, UK
| | - Ting Qi
- School of Life Sciences, Westlake University, Hangzhou, China
- Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, China
| | - Yang Wu
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - Isar Nassiri
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | | | - Marie Zechner
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Lucija Klaric
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Fiona Griffiths
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Wilna Oosthuyzen
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | | | - Anne Richmond
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Jonathan Millar
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Edinburgh, UK
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Clark D Russell
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Tomas Malinauskas
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Ryan Thwaites
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Kirstie Morrice
- Edinburgh Clinical Research Facility, Western General Hospital, University of Edinburgh, Edinburgh, UK
| | - Sean Keating
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - David Maslove
- Department of Critical Care Medicine, Queen's University and Kingston Health Sciences Centre, Kingston, Ontario, Canada
| | - Alistair Nichol
- Clinical Research Centre at St Vincent's University Hospital, University College Dublin, Dublin, Ireland
| | - Malcolm G Semple
- NIHR Health Protection Research Unit for Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences University of Liverpool, Liverpool, UK
- Respiratory Medicine, Alder Hey Children's Hospital, Institute in The Park, University of Liverpool, Alder Hey Children's Hospital, Liverpool, UK
| | - Julian Knight
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Manu Shankar-Hari
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK
- Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | | | - Charles Hinds
- William Harvey Research Institute Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Peter Horby
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Lowell Ling
- Department of Anaesthesia and Intensive Care, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China
| | - Danny McAuley
- Wellcome-Wolfson Institute for Experimental Medicine, Queen's University Belfast, Belfast, UK
- Department of Intensive Care Medicine, Royal Victoria Hospital, Belfast, UK
| | | | - Peter J M Openshaw
- National Heart and Lung Institute, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, London, UK
| | - Colin Begg
- Royal Hospital for Children, Glasgow, UK
| | - Timothy Walsh
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Albert Tenesa
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Edinburgh, UK
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, Edinburgh, UK
| | - Carlos Flores
- Genomics Division, Instituto Tecnológico y de Energías Renovables, Santa Cruz de Tenerife, Spain
- Research Unit, Hospital Universitario N.S. de Candelaria, Santa Cruz de Tenerife, Spain
- Centre for Biomedical Network Research on Respiratory Diseases (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
- Department of Clinical Sciences, University Fernando Pessoa Canarias, Las Palmas de Gran Canaria, Spain
| | - José A Riancho
- IDIVAL, Santander, Spain
- Universidad de Cantabria, Santander, Spain
- Hospital U M Valdecilla, Santander, Spain
| | - Augusto Rojas-Martinez
- Tecnologico de Monterrey, Escuela de Medicina y Ciencias de la Salud and Hospital San Jose TecSalud, Monterrey, Mexico
| | - Pablo Lapunzina
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
- Instituto de Genética Médica y Molecular (INGEMM), Hospital Universitario La Paz-IDIPAZ, Madrid, Spain
- ERN-ITHACA-European Reference Network, Paris, France
| | - Jian Yang
- School of Life Sciences, Westlake University, Hangzhou, China
- Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, China
| | - Chris P Ponting
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - James F Wilson
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, Edinburgh, UK
| | - Veronique Vitart
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Malak Abedalthagafi
- Genomic Research Department, King Fahad Medical City, Riyadh, Saudi Arabia
- Department of Pathology & Laboratory Medicine, Emory University Hospital, Atlanta, GA, USA
| | - Andre D Luchessi
- Department of Clinical Analysis and Toxicology, Federal University of Rio Grande do Norte, Natal, Brazil
- Department of Anthropology, University of Toronto at Mississauga, Mississauga, Ontario, Canada
| | - Esteban J Parra
- Department of Anthropology, University of Toronto at Mississauga, Mississauga, Ontario, Canada
| | - Raquel Cruz
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
- Centro Singular de Investigación en Medicina Molecular y Enfermedades Crónicas (CIMUS), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
| | - Angel Carracedo
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
- Centro Singular de Investigación en Medicina Molecular y Enfermedades Crónicas (CIMUS), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
- Instituto de Investigación Sanitaria de Santiago (IDIS), Santiago de Compostela, Spain
- Fundación Pública Galega de Medicina Xenómica, Sistema Galego de Saúde (SERGAS) Santiago de Compostela, Santiago de Compostela, Spain
| | - Angie Fawkes
- Edinburgh Clinical Research Facility, Western General Hospital, University of Edinburgh, Edinburgh, UK
| | - Lee Murphy
- Edinburgh Clinical Research Facility, Western General Hospital, University of Edinburgh, Edinburgh, UK
| | - Kathy Rowan
- Intensive Care National Audit & Research Centre, London, UK
| | | | - Andy Law
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Benjamin Fairfax
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Sara Clohisey Hendry
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - J Kenneth Baillie
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK.
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK.
- Roslin Institute, University of Edinburgh, Edinburgh, UK.
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK.
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20
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Kartsonaki C, Baillie JK, Barrio NG, Baruch J, Beane A, Blumberg L, Bozza F, Broadley T, Burrell A, Carson G, Citarella BW, Dagens A, Dankwa EA, Donnelly CA, Dunning J, Elotmani L, Escher M, Farshait N, Goffard JC, Gonçalves BP, Hall M, Hashmi M, Sim Lim Heng B, Ho A, Jassat W, Pedrera Jiménez M, Laouenan C, Lissauer S, Martin-Loeches I, Mentré F, Merson L, Morton B, Munblit D, Nekliudov NA, Nichol AD, Singh Oinam BC, Ong D, Panda PK, Petrovic M, Pritchard MG, Ramakrishnan N, Ramos GV, Roger C, Sandulescu O, Semple MG, Sharma P, Sigfrid L, Somers EC, Streinu-Cercel A, Taccone F, Vecham PK, Kumar Tirupakuzhi Vijayaraghavan B, Wei J, Wils EJ, Ci Wong X, Horby P, Rojek A, Olliaro PL. Characteristics and outcomes of an international cohort of 600 000 hospitalized patients with COVID-19. Int J Epidemiol 2023; 52:355-376. [PMID: 36850054 PMCID: PMC10114094 DOI: 10.1093/ije/dyad012] [Citation(s) in RCA: 12] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 02/01/2023] [Indexed: 03/01/2023] Open
Abstract
BACKGROUND We describe demographic features, treatments and clinical outcomes in the International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) COVID-19 cohort, one of the world's largest international, standardized data sets concerning hospitalized patients. METHODS The data set analysed includes COVID-19 patients hospitalized between January 2020 and January 2022 in 52 countries. We investigated how symptoms on admission, co-morbidities, risk factors and treatments varied by age, sex and other characteristics. We used Cox regression models to investigate associations between demographics, symptoms, co-morbidities and other factors with risk of death, admission to an intensive care unit (ICU) and invasive mechanical ventilation (IMV). RESULTS Data were available for 689 572 patients with laboratory-confirmed (91.1%) or clinically diagnosed (8.9%) SARS-CoV-2 infection from 52 countries. Age [adjusted hazard ratio per 10 years 1.49 (95% CI 1.48, 1.49)] and male sex [1.23 (1.21, 1.24)] were associated with a higher risk of death. Rates of admission to an ICU and use of IMV increased with age up to age 60 years then dropped. Symptoms, co-morbidities and treatments varied by age and had varied associations with clinical outcomes. The case-fatality ratio varied by country partly due to differences in the clinical characteristics of recruited patients and was on average 21.5%. CONCLUSIONS Age was the strongest determinant of risk of death, with a ∼30-fold difference between the oldest and youngest groups; each of the co-morbidities included was associated with up to an almost 2-fold increase in risk. Smoking and obesity were also associated with a higher risk of death. The size of our international database and the standardized data collection method make this study a comprehensive international description of COVID-19 clinical features. Our findings may inform strategies that involve prioritization of patients hospitalized with COVID-19 who have a higher risk of death.
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Affiliation(s)
- Christiana Kartsonaki
- Medical Research Council (MRC) Population Health Research Unit, Clinical Trials Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - J Kenneth Baillie
- Roslin Institute, University of Edinburgh, Edinburgh, UK
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK
| | | | - Joaquín Baruch
- International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) Global Support Centre, Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | | | - Lucille Blumberg
- National Institute for Communicable Diseases, Johannesburg, South Africa
| | - Fernando Bozza
- National Institute of Infectious Disease Evandro Chagas, Oswaldo Cruz Foundation (INI-FIOCRUZ), Ministry of Health, and D'Or Institute of Research and Education (IDOR), Rio de Janeiro, São Paulo, Brazil
| | | | | | - Gail Carson
- International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) Global Support Centre, Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Barbara Wanjiru Citarella
- International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) Global Support Centre, Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Andrew Dagens
- International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) Global Support Centre, Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | | | - Christl A Donnelly
- Department of Statistics, University of Oxford, Oxford, UK
- MRC Centre for Global Infectious Disease Analysis, Abdul Latif Jameel Institute for Disease and Emergency Analytics and Department of Infectious Disease Epidemiology, Imperial College London, London, UK
| | - Jake Dunning
- International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) Global Support Centre, Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | | | - Martina Escher
- International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) Global Support Centre, Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | | | | | - Bronner P Gonçalves
- International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) Global Support Centre, Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Matthew Hall
- Big Data Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Madiha Hashmi
- Critical Care Asia and Ziauddin University, Karachi, Pakistan
| | | | - Antonia Ho
- Medical Research Council-University of Glasgow Centre for Virus Research, Glasgow, UK Department of Infectious Diseases, Queen Elizabeth University Hospital, Glasgow, UK
| | - Waasila Jassat
- National Institute for Communicable Diseases, Johannesburg, South Africa
| | | | - Cedric Laouenan
- Université de Paris, France, Infection, Antimicrobials, Modelling, Evolution (IAME), INSERM, Paris, France
| | | | | | - France Mentré
- Université de Paris, France, Infection, Antimicrobials, Modelling, Evolution (IAME), INSERM, Paris, France
| | - Laura Merson
- International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) Global Support Centre, Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Infectious Diseases Data Observatory, Centre for Tropical Medicine and Global Health, University of Oxford, Oxford, UK
| | - Ben Morton
- Liverpool School of Tropical Medicine, Liverpool, UK
| | - Daniel Munblit
- Department of Paediatrics and Paediatric Infectious Diseases, Institute of Child’s Health, Sechenov First Moscow State Medical University (Sechenov University), Moscow, Russia
- Inflammation, Repair and Development Section, National Heart and Lung Institute, Faculty of Medicine, Imperial College London, London, UK
| | | | - Alistair D Nichol
- Irish Critical Care Critical Clinical Trials Network, Dublin, Ireland
| | | | - David Ong
- Franciscus Gasthuis & Vlietland, Rotterdam, Netherlands
| | | | | | - Mark G Pritchard
- International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) Global Support Centre, Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | | | - Grazielle Viana Ramos
- National Institute of Infectious Disease Evandro Chagas, Oswaldo Cruz Foundation (INI-FIOCRUZ), Ministry of Health, and D'Or Institute of Research and Education (IDOR), Rio de Janeiro, São Paulo, Brazil
| | | | - Oana Sandulescu
- Carol Davila University of Medicine and Pharmacy, Bucharest, Romania
- National Institute for Infectious Diseases ‘Prof. Dr. Matei Bals’, Bucharest, Romania
| | - Malcolm G Semple
- Institute of Infection, Veterinary and Ecological Sciences, Faculty of Health and Life Sciences, University of Liverpool, Liverpool, UK
- UK Respiratory Medicine, Alder Hey Children’s NHS Foundation Trust, Liverpool, UK
| | - Pratima Sharma
- University of Michigan Schools of Medicine & Public Health, Ann Arbor, Michigan, USA
| | - Louise Sigfrid
- International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) Global Support Centre, Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Emily C Somers
- University of Michigan Schools of Medicine & Public Health, Ann Arbor, Michigan, USA
| | | | - Fabio Taccone
- Cliniques Universitaires de Bruxelles (CUB) Hopital Erasme, Anderlecht, Belgium
| | | | | | - Jia Wei
- Big Data Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | | | - Xin Ci Wong
- National Institutes of Health (NIH), Ministry of Health, Shah Alam, Malaysia
| | - Peter Horby
- International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) Global Support Centre, Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Amanda Rojek
- International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) Global Support Centre, Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Royal Melbourne Hospital, Melbourne, Australia
- Centre for Integrated Critical Care, University of Melbourne, Melbourne, Australia
| | - Piero L Olliaro
- International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) Global Support Centre, Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
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21
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Hamilton F, Mentzer AJ, Parks T, Baillie JK, Smith GD, Ghazal P, Timpson NJ. Variation in ERAP2 has opposing effects on severe respiratory infection and autoimmune disease. Am J Hum Genet 2023; 110:691-702. [PMID: 36889308 PMCID: PMC10119032 DOI: 10.1016/j.ajhg.2023.02.008] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [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: 11/09/2022] [Accepted: 02/06/2023] [Indexed: 03/09/2023] Open
Abstract
ERAP2 is an aminopeptidase involved in immunological antigen presentation. Genotype data in human samples from before and after the Black Death, an epidemic due to Yersinia pestis, have marked changes in allele frequency of the single-nucleotide polymorphism (SNP) rs2549794, with the T allele suggested to be deleterious during this period, while ERAP2 is also implicated in autoimmune diseases. This study explored the association between variation at ERAP2 and (1) infection, (2) autoimmune disease, and (3) parental longevity. Genome-wide association studies (GWASs) of these outcomes were identified in contemporary cohorts (UK Biobank, FinnGen, and GenOMICC). Effect estimates were extracted for rs2549794 and rs2248374, a haplotype tagging SNP. Additionally, cis expression and protein quantitative trait loci (QTLs) for ERAP2 were used in Mendelian randomization (MR) analyses. Consistent with decreased survival in the Black Death, the T allele of rs2549794 showed evidence of association with respiratory infection (odds ratio; OR for pneumonia 1.03; 95% CI 1.01-1.05). Effect estimates were larger for more severe phenotypes (OR for critical care admission with pneumonia 1.08; 95% CI 1.02-1.14). In contrast, opposing effects were identified for Crohn disease (OR 0.86; 95% CI 0.82-0.90). This allele was shown to associate with decreased ERAP2 expression and protein levels, independent of haplotype. MR analyses suggest that ERAP2 expression may be mediating disease associations. Decreased ERAP2 expression is associated with severe respiratory infection with an opposing association with autoimmune diseases. These data support the hypothesis of balancing selection at this locus driven by autoimmune and infectious disease.
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Affiliation(s)
- Fergus Hamilton
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK; Infection Science, North Bristol NHS Trust, Bristol, UK.
| | | | - Tom Parks
- Wellcome Centre For Human Genetics, University of Oxford, Oxford, UK; Department of Infectious Disease, Imperial College London, London, UK
| | - J Kenneth Baillie
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, University of Edinburgh, Edinburgh, UK; Roslin Institute, University of Edinburgh, Edinburgh, UK; Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK
| | | | | | - Nicholas J Timpson
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK; Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
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22
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Stewart I, Jacob J, George PM, Molyneaux PL, Porter JC, Allen RJ, Aslani S, Baillie JK, Barratt SL, Beirne P, Bianchi SM, Blaikley JF, Chalmers JD, Chambers RC, Chadhuri N, Coleman C, Collier G, Denneny EK, Docherty A, Elneima O, Evans RA, Fabbri L, Gibbons MA, Gleeson FV, Gooptu B, Greening NJ, Guio BG, Hall IP, Hanley NA, Harris V, Harrison EM, Heightman M, Hillman TE, Horsley A, Houchen-Wolloff L, Jarrold I, Johnson SR, Jones MG, Khan F, Lawson R, Leavy O, Lone N, Marks M, McAuley H, Mehta P, Parekh D, Hanley KP, Platé M, Pearl J, Poinasamy K, Quint JK, Raman B, Richardson M, Rivera-Ortega P, Saunders L, Saunders R, Semple MG, Sereno M, Shikotra A, Simpson AJ, Singapuri A, Smith DJF, Spears M, Spencer LG, Stanel S, Thickett DR, Thompson AAR, Thorpe M, Walsh SLF, Walker S, Weatherley ND, Weeks ME, Wild JM, Wootton DG, Brightling CE, Ho LP, Wain LV, Jenkins GR. Residual Lung Abnormalities after COVID-19 Hospitalization: Interim Analysis of the UKILD Post-COVID-19 Study. Am J Respir Crit Care Med 2023; 207:693-703. [PMID: 36457159 PMCID: PMC10037479 DOI: 10.1164/rccm.202203-0564oc] [Citation(s) in RCA: 29] [Impact Index Per Article: 29.0] [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: 03/21/2022] [Accepted: 12/01/2022] [Indexed: 12/04/2022] Open
Abstract
Rationale: Shared symptoms and genetic architecture between coronavirus disease (COVID-19) and lung fibrosis suggest severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection may lead to progressive lung damage. Objectives: The UK Interstitial Lung Disease Consortium (UKILD) post-COVID-19 study interim analysis was planned to estimate the prevalence of residual lung abnormalities in people hospitalized with COVID-19 on the basis of risk strata. Methods: The PHOSP-COVID-19 (Post-Hospitalization COVID-19) study was used to capture routine and research follow-up within 240 days from discharge. Thoracic computed tomography linked by PHOSP-COVID-19 identifiers was scored for the percentage of residual lung abnormalities (ground-glass opacities and reticulations). Risk factors in linked computed tomography were estimated with Bayesian binomial regression, and risk strata were generated. Numbers within strata were used to estimate posthospitalization prevalence using Bayesian binomial distributions. Sensitivity analysis was restricted to participants with protocol-driven research follow-up. Measurements and Main Results: The interim cohort comprised 3,700 people. Of 209 subjects with linked computed tomography (median, 119 d; interquartile range, 83-155), 166 people (79.4%) had more than 10% involvement of residual lung abnormalities. Risk factors included abnormal chest X-ray (risk ratio [RR], 1.21; 95% credible interval [CrI], 1.05-1.40), percent predicted DlCO less than 80% (RR, 1.25; 95% CrI, 1.00-1.56), and severe admission requiring ventilation support (RR, 1.27; 95% CrI, 1.07-1.55). In the remaining 3,491 people, moderate to very high risk of residual lung abnormalities was classified at 7.8%, and posthospitalization prevalence was estimated at 8.5% (95% CrI, 7.6-9.5), rising to 11.7% (95% CrI, 10.3-13.1) in the sensitivity analysis. Conclusions: Residual lung abnormalities were estimated in up to 11% of people discharged after COVID-19-related hospitalization. Health services should monitor at-risk individuals to elucidate long-term functional implications.
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Affiliation(s)
- Iain Stewart
- National Heart & Lung Institute, Imperial College London, London, United Kingdom
| | | | - Peter M. George
- Royal Brompton and Harefield Clinical Group, Guy’s and St. Thomas’ NHS Foundation Trust, London, United Kingdom
| | - Philip L. Molyneaux
- National Heart & Lung Institute, Imperial College London, London, United Kingdom
| | | | - Richard J. Allen
- Department of Health Sciences, University of Leicester, Leicester, United Kingdom
- Leicester NIHR Biomedical Research Centre, Leicester, United Kingdom
| | | | | | | | - Paul Beirne
- Leeds Teaching Hospitals NHS Foundation Trust, Leeds, United Kingdom
| | - Stephen M. Bianchi
- Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom
| | | | | | | | | | | | | | | | | | - Omer Elneima
- Leicester NIHR Biomedical Research Centre, Leicester, United Kingdom
| | - Rachael A. Evans
- Leicester NIHR Biomedical Research Centre, Leicester, United Kingdom
| | - Laura Fabbri
- National Heart & Lung Institute, Imperial College London, London, United Kingdom
| | | | - Fergus V. Gleeson
- Oxford University Hospitals NHS Foundation Trust, Oxford, United Kingdom
| | - Bibek Gooptu
- Department of Health Sciences, University of Leicester, Leicester, United Kingdom
| | - Neil J. Greening
- Leicester NIHR Biomedical Research Centre, Leicester, United Kingdom
| | - Beatriz Guillen Guio
- Department of Health Sciences, University of Leicester, Leicester, United Kingdom
| | - Ian P. Hall
- University of Nottingham, Nottingham, United Kingdom
| | | | - Victoria Harris
- Leicester NIHR Biomedical Research Centre, Leicester, United Kingdom
| | | | | | | | - Alex Horsley
- University of Manchester, Manchester, United Kingdom
| | | | | | | | - Mark G. Jones
- Faculty of Medicine, University of Southampton, Southampton, United Kingdom
| | - Fasihul Khan
- University of Nottingham, Nottingham, United Kingdom
| | - Rod Lawson
- Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, United Kingdom
| | - Olivia Leavy
- Department of Health Sciences, University of Leicester, Leicester, United Kingdom
| | | | - Michael Marks
- University College London Hospital, London, United Kingdom
| | - Hamish McAuley
- Leicester NIHR Biomedical Research Centre, Leicester, United Kingdom
| | - Puja Mehta
- University College London Hospital, London, United Kingdom
| | - Dhruv Parekh
- University of Birmingham, Brimingham, United Kingdom
| | - Karen Piper Hanley
- University of Manchester, Manchester, United Kingdom
- Manchester University NHS Foundation Trust, Manchester, United Kingdom
| | - Manuela Platé
- University College London Hospital, London, United Kingdom
| | - John Pearl
- Department of Health Sciences, University of Leicester, Leicester, United Kingdom
| | | | - Jennifer K. Quint
- National Heart & Lung Institute, Imperial College London, London, United Kingdom
| | - Betty Raman
- University of Oxford, Oxford, United Kingdom
| | | | | | | | - Ruth Saunders
- Leicester NIHR Biomedical Research Centre, Leicester, United Kingdom
| | | | - Marco Sereno
- Leicester NIHR Biomedical Research Centre, Leicester, United Kingdom
| | - Aarti Shikotra
- Leicester NIHR Biomedical Research Centre, Leicester, United Kingdom
| | | | - Amisha Singapuri
- Leicester NIHR Biomedical Research Centre, Leicester, United Kingdom
| | - David J. F. Smith
- Royal Brompton and Harefield Clinical Group, Guy’s and St. Thomas’ NHS Foundation Trust, London, United Kingdom
| | - Mark Spears
- Perth Royal Infirmary, NHS Tayside, Perth, United Kingdom; and
| | - Lisa G. Spencer
- Liverpool University Hospitals NHS Foundation Trust, Liverpool, United Kingdom
| | - Stefan Stanel
- University of Manchester, Manchester, United Kingdom
| | | | | | | | - Simon L. F. Walsh
- National Heart & Lung Institute, Imperial College London, London, United Kingdom
| | | | | | - Mark E. Weeks
- National Heart & Lung Institute, Imperial College London, London, United Kingdom
| | - Jim M. Wild
- University of Sheffield, Sheffield, United Kingdom
| | | | | | - Ling-Pei Ho
- University of Oxford, Oxford, United Kingdom
| | - Louise V. Wain
- Department of Health Sciences, University of Leicester, Leicester, United Kingdom
- Leicester NIHR Biomedical Research Centre, Leicester, United Kingdom
| | - Gisli R. Jenkins
- National Heart & Lung Institute, Imperial College London, London, United Kingdom
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23
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Parker E, Thomas J, Roper KJ, Ijaz S, Edwards T, Marchesin F, Katsanovskaja K, Lett L, Jones C, Hardwick HE, Davis C, Vink E, McDonald SE, Moore SC, Dicks S, Jegatheesan K, Cook NJ, Hope J, Cherepanov P, McClure MO, Baillie JK, Openshaw PJM, Turtle L, Ho A, Semple MG, Paxton WA, Tedder RS, Pollakis G. SARS-CoV-2 antibody responses associate with sex, age and disease severity in previously uninfected people admitted to hospital with COVID-19: An ISARIC4C prospective study. Front Immunol 2023; 14:1146702. [PMID: 37056776 PMCID: PMC10087108 DOI: 10.3389/fimmu.2023.1146702] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [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: 01/17/2023] [Accepted: 02/27/2023] [Indexed: 03/17/2023] Open
Abstract
The SARS-CoV-2 pandemic enables the analysis of immune responses induced against a novel coronavirus infecting immunologically naïve individuals. This provides an opportunity for analysis of immune responses and associations with age, sex and disease severity. Here we measured an array of solid-phase binding antibody and viral neutralising Ab (nAb) responses in participants (n=337) of the ISARIC4C cohort and characterised their correlation with peak disease severity during acute infection and early convalescence. Overall, the responses in a Double Antigen Binding Assay (DABA) for antibody to the receptor binding domain (anti-RBD) correlated well with IgM as well as IgG responses against viral spike, S1 and nucleocapsid protein (NP) antigens. DABA reactivity also correlated with nAb. As we and others reported previously, there is greater risk of severe disease and death in older men, whilst the sex ratio was found to be equal within each severity grouping in younger people. In older males with severe disease (mean age 68 years), peak antibody levels were found to be delayed by one to two weeks compared with women, and nAb responses were delayed further. Additionally, we demonstrated that solid-phase binding antibody responses reached higher levels in males as measured via DABA and IgM binding against Spike, NP and S1 antigens. In contrast, this was not observed for nAb responses. When measuring SARS-CoV-2 RNA transcripts (as a surrogate for viral shedding) in nasal swabs at recruitment, we saw no significant differences by sex or disease severity status. However, we have shown higher antibody levels associated with low nasal viral RNA indicating a role of antibody responses in controlling viral replication and shedding in the upper airway. In this study, we have shown discernible differences in the humoral immune responses between males and females and these differences associate with age as well as with resultant disease severity.
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Affiliation(s)
- Eleanor Parker
- Department of Infectious Disease, Imperial College London, London, United Kingdom
| | - Jordan Thomas
- National Institute of Health and Care Research (NIHR) Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Kelly J. Roper
- National Institute of Health and Care Research (NIHR) Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Samreen Ijaz
- Blood Borne Virus Unit, Reference Department, UK Health Security Agency, London, United Kingdom
| | - Tansy Edwards
- Medical Research Council (MRC) International Statistics and Epidemiology Group, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Federica Marchesin
- Department of Infectious Disease, Imperial College London, London, United Kingdom
| | - Ksenia Katsanovskaja
- Department of Infectious Disease, Imperial College London, London, United Kingdom
| | - Lauren Lett
- National Institute of Health and Care Research (NIHR) Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Christopher Jones
- National Institute of Health and Care Research (NIHR) Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Hayley E. Hardwick
- National Institute of Health and Care Research (NIHR) Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Chris Davis
- Medical Research Council, University of Glasgow Centre for Virus Research, Glasgow, United Kingdom
| | - Elen Vink
- Medical Research Council, University of Glasgow Centre for Virus Research, Glasgow, United Kingdom
| | - Sarah E. McDonald
- Medical Research Council, University of Glasgow Centre for Virus Research, Glasgow, United Kingdom
| | - Shona C. Moore
- National Institute of Health and Care Research (NIHR) Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Steve Dicks
- Blood Borne Virus Unit, Reference Department, UK Health Security Agency, London, United Kingdom
- National Health Service (NHS) Blood and Transplant, London, United Kingdom
| | - Keerthana Jegatheesan
- Blood Borne Virus Unit, Reference Department, UK Health Security Agency, London, United Kingdom
- National Health Service (NHS) Blood and Transplant, London, United Kingdom
| | - Nicola J. Cook
- Chromatin Structure and Mobile DNA Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Joshua Hope
- Chromatin Structure and Mobile DNA Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Peter Cherepanov
- Chromatin Structure and Mobile DNA Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Myra O. McClure
- Department of Infectious Disease, Imperial College London, London, United Kingdom
| | | | | | - Lance Turtle
- National Institute of Health and Care Research (NIHR) Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Antonia Ho
- Medical Research Council, University of Glasgow Centre for Virus Research, Glasgow, United Kingdom
| | - Malcolm G. Semple
- National Institute of Health and Care Research (NIHR) Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - William A. Paxton
- National Institute of Health and Care Research (NIHR) Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Richard S. Tedder
- Department of Infectious Disease, Imperial College London, London, United Kingdom
| | - Georgios Pollakis
- National Institute of Health and Care Research (NIHR) Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
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24
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Abstract
The influence of comorbidities on COVID-19 outcomes has been recognized since the earliest days of the pandemic. But establishing causality and determining underlying mechanisms and clinical implications has been challenging-owing to the multitude of confounding factors and patient variability. Several distinct pathological mechanisms, not active in every patient, determine health outcomes in the three different phases of COVID-19-from the initial viral replication phase to inflammatory lung injury and post-acute sequelae. Specific comorbidities (and overall multimorbidity) can either exacerbate these pathological mechanisms or reduce the patient's tolerance to organ injury. In this Review, we consider the impact of specific comorbidities, and overall multimorbidity, on the three mechanistically distinct phases of COVID-19, and we discuss the utility of host genetics as a route to causal inference by eliminating many sources of confounding. Continued research into the mechanisms of disease-state interactions will be crucial to inform stratification of therapeutic approaches and improve outcomes for patients.
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Affiliation(s)
- Clark D Russell
- Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh BioQuarter, Edinburgh, UK
| | - Nazir I Lone
- Usher Institute, University of Edinburgh, Edinburgh BioQuarter, Edinburgh, UK.
- Intensive Care Unit, Royal Infirmary of Edinburgh, Little France Crescent, Edinburgh, UK.
| | - J Kenneth Baillie
- Intensive Care Unit, Royal Infirmary of Edinburgh, Little France Crescent, Edinburgh, UK.
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, University of Edinburgh, Edinburgh BioQuarter, Edinburgh, UK.
- Roslin Institute, University of Edinburgh, Easter Bush, Midlothian, UK.
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25
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Turtle L, Thorpe M, Drake TM, Swets M, Palmieri C, Russell CD, Ho A, Aston S, Wootton DG, Richter A, de Silva TI, Hardwick HE, Leeming G, Law A, Openshaw PJM, Harrison EM, Baillie JK, Semple MG, Docherty AB. Outcome of COVID-19 in hospitalised immunocompromised patients: An analysis of the WHO ISARIC CCP-UK prospective cohort study. PLoS Med 2023; 20:e1004086. [PMID: 36719907 PMCID: PMC9928075 DOI: 10.1371/journal.pmed.1004086] [Citation(s) in RCA: 16] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 02/14/2023] [Accepted: 01/11/2023] [Indexed: 02/01/2023] Open
Abstract
BACKGROUND Immunocompromised patients may be at higher risk of mortality if hospitalised with Coronavirus Disease 2019 (COVID-19) compared with immunocompetent patients. However, previous studies have been contradictory. We aimed to determine whether immunocompromised patients were at greater risk of in-hospital death and how this risk changed over the pandemic. METHODS AND FINDINGS We included patients > = 19 years with symptomatic community-acquired COVID-19 recruited to the ISARIC WHO Clinical Characterisation Protocol UK prospective cohort study. We defined immunocompromise as immunosuppressant medication preadmission, cancer treatment, organ transplant, HIV, or congenital immunodeficiency. We used logistic regression to compare the risk of death in both groups, adjusting for age, sex, deprivation, ethnicity, vaccination, and comorbidities. We used Bayesian logistic regression to explore mortality over time. Between 17 January 2020 and 28 February 2022, we recruited 156,552 eligible patients, of whom 21,954 (14%) were immunocompromised. In total, 29% (n = 6,499) of immunocompromised and 21% (n = 28,608) of immunocompetent patients died in hospital. The odds of in-hospital mortality were elevated for immunocompromised patients (adjusted OR 1.44, 95% CI [1.39, 1.50], p < 0.001). Not all immunocompromising conditions had the same risk, for example, patients on active cancer treatment were less likely to have their care escalated to intensive care (adjusted OR 0.77, 95% CI [0.7, 0.85], p < 0.001) or ventilation (adjusted OR 0.65, 95% CI [0.56, 0.76], p < 0.001). However, cancer patients were more likely to die (adjusted OR 2.0, 95% CI [1.87, 2.15], p < 0.001). Analyses were adjusted for age, sex, socioeconomic deprivation, comorbidities, and vaccination status. As the pandemic progressed, in-hospital mortality reduced more slowly for immunocompromised patients than for immunocompetent patients. This was particularly evident with increasing age: the probability of the reduction in hospital mortality being less for immunocompromised patients aged 50 to 69 years was 88% for men and 83% for women, and for those >80 years was 99% for men and 98% for women. The study is limited by a lack of detailed drug data prior to admission, including steroid doses, meaning that we may have incorrectly categorised some immunocompromised patients as immunocompetent. CONCLUSIONS Immunocompromised patients remain at elevated risk of death from COVID-19. Targeted measures such as additional vaccine doses, monoclonal antibodies, and nonpharmaceutical preventive interventions should be continually encouraged for this patient group. TRIAL REGISTRATION ISRCTN 66726260.
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Affiliation(s)
- Lance Turtle
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
- Liverpool University Hospitals NHS Foundation Trust, Liverpool, United Kingdom
| | - Mathew Thorpe
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, United Kingdom
| | - Thomas M. Drake
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, United Kingdom
| | - Maaike Swets
- Department of Infectious Diseases, Leiden University Medical Centre, Leiden University, Leiden, the Netherlands
- The Roslin Institute, Easter Bush campus, University of Edinburgh, Edinburgh, United Kingdom
| | - Carlo Palmieri
- Department of Molecular and Clinical Cancer Medicine, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool, United Kingdom
| | - Clark D. Russell
- University of Edinburgh Centre for Inflammation Research, Queen’s Medical Research Institute, Edinburgh, United Kingdom
| | - Antonia Ho
- MRC-University of Glasgow Centre for Virus Research, University of Glasgow, Glasgow, United Kingdom
| | - Stephen Aston
- Liverpool University Hospitals NHS Foundation Trust, Liverpool, United Kingdom
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Daniel G. Wootton
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
- Liverpool University Hospitals NHS Foundation Trust, Liverpool, United Kingdom
| | - Alex Richter
- Institute of Cancer and Genomic Science, College of Medical and Dental Science, University of Birmingham, Birmingham, United Kingdom
- University Hospitals Birmingham NHS Foundation Trust, Birmingham, United Kingdom
| | - Thushan I. de Silva
- Department of Infection, Immunity and Cardiovascular Disease, Medical School, The University of Sheffield, Sheffield, United Kingdom
| | - Hayley E. Hardwick
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Gary Leeming
- Department of Biostatistics, University of Liverpool, Liverpool, United Kingdom
| | - Andy Law
- The Roslin Institute, Easter Bush campus, University of Edinburgh, Edinburgh, United Kingdom
| | - Peter J. M. Openshaw
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Ewen M. Harrison
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, United Kingdom
| | | | - J. Kenneth Baillie
- The Roslin Institute, Easter Bush campus, University of Edinburgh, Edinburgh, United Kingdom
- Intensive Care Unit, Royal Infirmary Edinburgh, Edinburgh, United Kingdom
- Baillie Gifford Pandemic Science Hub, Centre for Inflammation Research, University of Edinburgh, Edinburgh, United Kingdom
| | - Malcolm G. Semple
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
- Respiratory Medicine, Alder Hey Children’s Hospital, Liverpool, United Kingdom
| | - Annemarie B. Docherty
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, United Kingdom
- Intensive Care Unit, Royal Infirmary Edinburgh, Edinburgh, United Kingdom
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Swann OV, Pollock L, Holden KA, Munro APS, Bennett A, Williams TC, Turtle L, Fairfield CJ, Drake TM, Faust SN, Sinha IP, Roland D, Whittaker E, Ladhani SN, Nguyen-Van-Tam JS, Girvan M, Donohue C, Donegan C, Spencer RG, Hardwick HE, Openshaw PJM, Baillie JK, Harrison EM, Docherty AB, Semple MG. Comparison of UK paediatric SARS-CoV-2 admissions across the first and second pandemic waves. Pediatr Res 2023; 93:207-216. [PMID: 35449394 PMCID: PMC9876790 DOI: 10.1038/s41390-022-02052-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2021] [Revised: 12/09/2021] [Accepted: 12/13/2021] [Indexed: 01/29/2023]
Abstract
BACKGROUND We hypothesised that the clinical characteristics of hospitalised children and young people (CYP) with SARS-CoV-2 in the UK second wave (W2) would differ from the first wave (W1) due to the alpha variant (B.1.1.7), school reopening and relaxation of shielding. METHODS Prospective multicentre observational cohort study of patients <19 years hospitalised in the UK with SARS-CoV-2 between 17/01/20 and 31/01/21. Clinical characteristics were compared between W1 and W2 (W1 = 17/01/20-31/07/20,W2 = 01/08/20-31/01/21). RESULTS 2044 CYP < 19 years from 187 hospitals. 427/2044 (20.6%) with asymptomatic/incidental SARS-CoV-2 were excluded from main analysis. 16.0% (248/1548) of symptomatic CYP were admitted to critical care and 0.8% (12/1504) died. 5.6% (91/1617) of symptomatic CYP had Multisystem Inflammatory Syndrome in Children (MIS-C). After excluding CYP with MIS-C, patients in W2 had lower Paediatric Early Warning Scores (PEWS, composite vital sign score), lower antibiotic use and less respiratory and cardiovascular support than W1. The proportion of CYP admitted to critical care was unchanged. 58.0% (938/1617) of symptomatic CYP had no reported comorbidity. Patients without co-morbidities were younger (42.4%, 398/938, <1 year), had lower PEWS, shorter length of stay and less respiratory support. CONCLUSIONS We found no evidence of increased disease severity in W2 vs W1. A large proportion of hospitalised CYP had no comorbidity. IMPACT No evidence of increased severity of COVID-19 admissions amongst children and young people (CYP) in the second vs first wave in the UK, despite changes in variant, relaxation of shielding and return to face-to-face schooling. CYP with no comorbidities made up a significant proportion of those admitted. However, they had shorter length of stays and lower treatment requirements than CYP with comorbidities once those with MIS-C were excluded. At least 20% of CYP admitted in this cohort had asymptomatic/incidental SARS-CoV-2 infection. This paper was presented to SAGE to inform CYP vaccination policy in the UK.
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Affiliation(s)
- Olivia V Swann
- Department of Child Life and Health, University of Edinburgh, Edinburgh, UK
- Paediatric Infectious Diseases, Royal Hospital for Children, Glasgow, UK
| | - Louisa Pollock
- Paediatric Infectious Diseases, Royal Hospital for Children, Glasgow, UK
- Child Health, School of Medicine, Dentistry & Nursing, University of Glasgow, Glasgow, UK
| | - Karl A Holden
- 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, L69 7BE, UK
- Respiratory Medicine, Alder Hey Children's NHS Foundation Trust, Liverpool, UK
| | - Alasdair P S Munro
- NIHR Southampton Clinical Research Facility and NIHR Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton, UK
| | - Aisleen Bennett
- Institute of Infection and Immunity, St George's, University of London, London, UK
| | - Thomas C Williams
- Department of Child Life and Health, University of Edinburgh, Edinburgh, UK
| | - Lance Turtle
- 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, L69 7BE, UK
- Tropical and Infectious Diseases Unit, Liverpool University Hospitals NHS Foundation Trust, Member of Liverpool Health Partners, Liverpool, UK
| | - Cameron J Fairfield
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Thomas M Drake
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Saul N Faust
- NIHR Southampton Clinical Research Facility and NIHR Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust, Southampton, UK
- Faculty of Medicine and Institute for Life Sciences, University of Southampton, Southampton, UK
| | - Ian P Sinha
- Respiratory Medicine, Alder Hey Children's NHS Foundation Trust, Liverpool, UK
- Women's and Children's Health, Institute of Life Course and Medical Sciences, Faculty of Health and Life Sciences, University of Liverpool, Liverpool, UK
| | - Damian Roland
- Paediatric Emergency Medicine Leicester Academic (PEMLA) Group, University Hospitals of Leicester NHS Trust, Leicester, UK
- SAPPHIRE Group, Health Sciences, Leicester University, Leicester, UK
| | - Elizabeth Whittaker
- Section of Paediatric Infectious Diseases, Imperial College London, London, UK
- Paediatric Infectious Diseases, Imperial College Healthcare National Health System Trust, London, UK
| | - Shamez N Ladhani
- Immunisation and Countermeasures Division, Public Health England Colindale, London, UK
- Paediatric Infectious Disease, St. George's Hospital London, London, UK
| | - Jonathan S Nguyen-Van-Tam
- Division of Epidemiology and Public Health, University of Nottingham School of Medicine, Nottingham, UK
| | - Michelle Girvan
- Liverpool Clinical Trials Centre, University of Liverpool, Liverpool, UK
| | - Chloe Donohue
- Liverpool Clinical Trials Centre, University of Liverpool, Liverpool, UK
| | - Cara Donegan
- 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, L69 7BE, UK
| | - Rebecca G Spencer
- 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, L69 7BE, UK
| | - Hayley E Hardwick
- 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, L69 7BE, UK
| | | | - J Kenneth Baillie
- Roslin Institute, University of Edinburgh, Edinburgh, UK
- Intensive Care Unit, Royal Infirmary Edinburgh, Edinburgh, UK
| | - Ewen M Harrison
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Annemarie B Docherty
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
- Intensive Care Unit, Royal Infirmary Edinburgh, Edinburgh, UK
| | - 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, L69 7BE, UK.
- Respiratory Medicine, Alder Hey Children's NHS Foundation Trust, Liverpool, UK.
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Liew F, Talwar S, Cross A, Willett BJ, Scott S, Logan N, Siggins MK, Swieboda D, Sidhu JK, Efstathiou C, Moore SC, Davis C, Mohamed N, Nunag J, King C, Thompson AAR, Rowland-Jones SL, Docherty AB, Chalmers JD, Ho LP, Horsley A, Raman B, Poinasamy K, Marks M, Kon OM, Howard L, Wootton DG, Dunachie S, Quint JK, Evans RA, Wain LV, Fontanella S, de Silva TI, Ho A, Harrison E, Baillie JK, Semple MG, Brightling C, Thwaites RS, Turtle L, Openshaw PJM. SARS-CoV-2-specific nasal IgA wanes 9 months after hospitalisation with COVID-19 and is not induced by subsequent vaccination. EBioMedicine 2023; 87:104402. [PMID: 36543718 PMCID: PMC9762734 DOI: 10.1016/j.ebiom.2022.104402] [Citation(s) in RCA: 40] [Impact Index Per Article: 40.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Revised: 11/22/2022] [Accepted: 11/22/2022] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Most studies of immunity to SARS-CoV-2 focus on circulating antibody, giving limited insights into mucosal defences that prevent viral replication and onward transmission. We studied nasal and plasma antibody responses one year after hospitalisation for COVID-19, including a period when SARS-CoV-2 vaccination was introduced. METHODS In this follow up study, plasma and nasosorption samples were prospectively collected from 446 adults hospitalised for COVID-19 between February 2020 and March 2021 via the ISARIC4C and PHOSP-COVID consortia. IgA and IgG responses to NP and S of ancestral SARS-CoV-2, Delta and Omicron (BA.1) variants were measured by electrochemiluminescence and compared with plasma neutralisation data. FINDINGS Strong and consistent nasal anti-NP and anti-S IgA responses were demonstrated, which remained elevated for nine months (p < 0.0001). Nasal and plasma anti-S IgG remained elevated for at least 12 months (p < 0.0001) with plasma neutralising titres that were raised against all variants compared to controls (p < 0.0001). Of 323 with complete data, 307 were vaccinated between 6 and 12 months; coinciding with rises in nasal and plasma IgA and IgG anti-S titres for all SARS-CoV-2 variants, although the change in nasal IgA was minimal (1.46-fold change after 10 months, p = 0.011) and the median remained below the positive threshold determined by pre-pandemic controls. Samples 12 months after admission showed no association between nasal IgA and plasma IgG anti-S responses (R = 0.05, p = 0.18), indicating that nasal IgA responses are distinct from those in plasma and minimally boosted by vaccination. INTERPRETATION The decline in nasal IgA responses 9 months after infection and minimal impact of subsequent vaccination may explain the lack of long-lasting nasal defence against reinfection and the limited effects of vaccination on transmission. These findings highlight the need to develop vaccines that enhance nasal immunity. FUNDING This study has been supported by ISARIC4C and PHOSP-COVID consortia. ISARIC4C is supported by grants from the National Institute for Health and Care Research and the Medical Research Council. Liverpool Experimental Cancer Medicine Centre provided infrastructure support for this research. The PHOSP-COVD study is jointly funded by UK Research and Innovation and National Institute of Health and Care Research. The funders were not involved in the study design, interpretation of data or the writing of this manuscript.
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Affiliation(s)
- Felicity Liew
- National Heart and Lung Institute, Imperial College London, UK.
| | - Shubha Talwar
- National Heart and Lung Institute, Imperial College London, UK
| | - Andy Cross
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, UK
| | - Brian J Willett
- MRC-University of Glasgow Centre for Virus Research, Immunity and Inflammation, University of Glasgow, UK
| | - Sam Scott
- MRC-University of Glasgow Centre for Virus Research, Immunity and Inflammation, University of Glasgow, UK
| | - Nicola Logan
- MRC-University of Glasgow Centre for Virus Research, Immunity and Inflammation, University of Glasgow, UK
| | | | - Dawid Swieboda
- National Heart and Lung Institute, Imperial College London, UK
| | - Jasmin K Sidhu
- National Heart and Lung Institute, Imperial College London, UK
| | | | - Shona C Moore
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, UK
| | - Chris Davis
- MRC-University of Glasgow Centre for Virus Research, Immunity and Inflammation, University of Glasgow, UK
| | - Noura Mohamed
- Cardiovascular Research Team, Imperial College Healthcare NHS Trust, London, UK
| | - Jose Nunag
- Cardiovascular Research Team, Imperial College Healthcare NHS Trust, London, UK
| | - Clara King
- Cardiovascular Research Team, Imperial College Healthcare NHS Trust, London, UK
| | - A A Roger Thompson
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, UK
| | - Sarah L Rowland-Jones
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, UK
| | - Annemarie B Docherty
- Centre for Medical Informatics, The Usher Institute, University of Edinburgh, Edinburgh, UK
| | - James D Chalmers
- University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Ling-Pei Ho
- MRC Human Immunology Unit, University of Oxford, Oxford, UK
| | - Alexander Horsley
- Division of Infection, Immunity & Respiratory Medicine, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
| | - Betty Raman
- Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | | | - Michael Marks
- Department of Clinical Research, London School of Hygiene & Tropical Medicine, London, UK
| | - Onn Min Kon
- National Heart and Lung Institute, Imperial College London, UK
| | - Luke Howard
- National Heart and Lung Institute, Imperial College London, UK
| | - Daniel G Wootton
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, UK
| | - Susanna Dunachie
- Oxford Centre for Global Health Research, University of Oxford, Oxford, UK
| | | | - Rachael A Evans
- Institute for Lung Health, Leicester NIHR Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Louise V Wain
- Department of Population Health Sciences, University of Leicester, Leicester, UK
| | - Sara Fontanella
- National Heart and Lung Institute, Imperial College London, UK
| | - Thushan I de Silva
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, UK
| | - Antonia Ho
- MRC-University of Glasgow Centre for Virus Research, Immunity and Inflammation, University of Glasgow, UK
| | - Ewen Harrison
- Centre for Medical Informatics, The Usher Institute, University of Edinburgh, Edinburgh, UK
| | - J Kenneth Baillie
- Centre for Inflammation Research, University of Edinburgh, Edinburgh, UK
| | - Malcolm G Semple
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, UK; The Pandemic Institute, University of Liverpool, UK
| | - Christopher Brightling
- Institute for Lung Health, Leicester NIHR Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Ryan S Thwaites
- National Heart and Lung Institute, Imperial College London, UK.
| | - Lance Turtle
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, UK; The Pandemic Institute, University of Liverpool, UK.
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Grundmann A, Wu C, Hardwick M, Baillie JK, Openshaw PJM, Semple MG, Böhning D, Pett S, Michael BD, Thomas RH, Galea I. Fewer COVID-19 Neurological Complications with Dexamethasone and Remdesivir. Ann Neurol 2023; 93:88-102. [PMID: 36261315 PMCID: PMC9874556 DOI: 10.1002/ana.26536] [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] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Revised: 10/17/2022] [Accepted: 10/17/2022] [Indexed: 02/05/2023]
Abstract
OBJECTIVE The objective of this study was to assess the impact of treatment with dexamethasone, remdesivir or both on neurological complications in acute coronavirus diease 2019 (COVID-19). METHODS We used observational data from the International Severe Acute and emerging Respiratory Infection Consortium World Health Organization (WHO) Clinical Characterization Protocol, United Kingdom. Hospital inpatients aged ≥18 years with laboratory-confirmed severe acute respiratory syndrome-coronavirus 2 (SARS-CoV-2) infection admitted between January 31, 2020, and June 29, 2021, were included. Treatment allocation was non-blinded and performed by reporting clinicians. A propensity scoring methodology was used to minimize confounding. Treatment with remdesivir, dexamethasone, or both was assessed against the standard of care. The primary outcome was a neurological complication occurring at the point of death, discharge, or resolution of the COVID-19 clinical episode. RESULTS Out of 89,297 hospital inpatients, 64,088 had severe COVID-19 and 25,209 had non-hypoxic COVID-19. Neurological complications developed in 4.8% and 4.5%, respectively. In both groups, neurological complications were associated with increased mortality, intensive care unit (ICU) admission, worse self-care on discharge, and time to recovery. In patients with severe COVID-19, treatment with dexamethasone (n = 21,129), remdesivir (n = 1,428), and both combined (n = 10,846) were associated with a lower frequency of neurological complications: OR = 0.76 (95% confidence interval [CI] = 0.69-0.83), OR = 0.69 (95% CI = 0.51-0.90), and OR = 0.54 (95% CI = 0.47-0.61), respectively. In patients with non-hypoxic COVID-19, dexamethasone (n = 2,580) was associated with less neurological complications (OR = 0.78, 95% CI = 0.62-0.97), whereas the dexamethasone/remdesivir combination (n = 460) showed a similar trend (OR = 0.63, 95% CI = 0.31-1.15). INTERPRETATION Treatment with dexamethasone, remdesivir, or both in patients hospitalized with COVID-19 was associated with a lower frequency of neurological complications in an additive manner, such that the greatest benefit was observed in patients who received both drugs together. ANN NEUROL 2023;93:88-102.
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Affiliation(s)
- Alexander Grundmann
- Clinical Neurosciences, Clinical and Experimental Sciences, Faculty of MedicineUniversity of SouthamptonSouthamptonUK
- Department of NeurologyWessex Neurological Centre, University Hospital Southampton NHS Foundation TrustSouthamptonUK
| | - Chieh‐Hsi Wu
- Statistics, Mathematical Sciences, and Faculty of Social SciencesUniversity of SouthamptonSouthamptonUK
| | - Marc Hardwick
- Clinical Neurosciences, Clinical and Experimental Sciences, Faculty of MedicineUniversity of SouthamptonSouthamptonUK
- Department of NeurologyWessex Neurological Centre, University Hospital Southampton NHS Foundation TrustSouthamptonUK
| | - J. Kenneth Baillie
- Roslin InstituteUniversity of Edinburgh, Easter BushEdinburghUK
- Intensive Care UnitRoyal Infirmary of EdinburghEdinburghUK
| | - Peter J M Openshaw
- National Heart and Lung InstituteImperial College LondonLondonUK
- Imperial College Healthcare NHS TrustLondonUK
| | - Malcolm G. Semple
- NIHR Health Protection Research Unit for Emerging and Zoonotic InfectionsInstitute of Infection, Veterinary and Ecological Sciences, University of LiverpoolLiverpoolUK
- Department of Respiratory MedicineAlder Hey Children's HospitalLiverpoolUK
| | - Dankmar Böhning
- Statistics, Mathematical Sciences, and Faculty of Social SciencesUniversity of SouthamptonSouthamptonUK
| | - Sarah Pett
- Medical Research Council Clinical Trials UnitInstitute of Clinical Trials and Methodology, University College LondonLondonUK
- Institute for Global HealthUniversity College LondonLondonUK
| | - Benedict D. Michael
- NIHR Health Protection Research Unit for Emerging and Zoonotic InfectionsInstitute of Infection, Veterinary and Ecological Sciences, University of LiverpoolLiverpoolUK
- Department of Clinical Infection Microbiology and ImmunologyInstitute of Infection, Veterinary, and Ecological Sciences, University of LiverpoolLiverpoolUK
- Department of NeurologyThe Walton Centre NHS Foundation TrustLiverpoolUK
| | - Rhys H. Thomas
- Translational and Clinical Research InstituteUniversity of NewcastleNewcastle upon TyneUK
- Department of NeurologyRoyal Victoria InfirmaryNewcastle upon TyneUK
| | - Ian Galea
- Clinical Neurosciences, Clinical and Experimental Sciences, Faculty of MedicineUniversity of SouthamptonSouthamptonUK
- Department of NeurologyWessex Neurological Centre, University Hospital Southampton NHS Foundation TrustSouthamptonUK
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Swann OV, Lone NI, Harrison EM, Tomlinson LA, Walker AJ, Seaborne MJ, Pollock L, Farrell J, Hall PS, Seth S, Williams TC, Preston J, Ainsworth JS, Semple FF, Baillie JK, Katikireddi SV, Akbari A, Lyons R, Simpson CR, Semple MG, Goldacre B, Brophy S, Sheikh A, Docherty AB. Studying the Long-term Impact of COVID-19 in Kids (SLICK). Healthcare use and costs in children and young people following community-acquired SARS-CoV-2 infection: protocol for an observational study using linked primary and secondary routinely collected healthcare data from England, Scotland and Wales. BMJ Open 2022; 12:e063271. [PMID: 36356998 PMCID: PMC9659708 DOI: 10.1136/bmjopen-2022-063271] [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: 04/05/2022] [Accepted: 10/20/2022] [Indexed: 11/12/2022] Open
Abstract
INTRODUCTION SARS-CoV-2 infection rarely causes hospitalisation in children and young people (CYP), but mild or asymptomatic infections are common. Persistent symptoms following infection have been reported in CYP but subsequent healthcare use is unclear. We aim to describe healthcare use in CYP following community-acquired SARS-CoV-2 infection and identify those at risk of ongoing healthcare needs. METHODS AND ANALYSIS We will use anonymised individual-level, population-scale national data linking demographics, comorbidities, primary and secondary care use and mortality between 1 January 2019 and 1 May 2022. SARS-CoV-2 test data will be linked from 1 January 2020 to 1 May 2022. Analyses will use Trusted Research Environments: OpenSAFELY in England, Secure Anonymised Information Linkage (SAIL) Databank in Wales and Early Pandemic Evaluation and Enhanced Surveillance of COVID-19 in Scotland (EAVE-II). CYP aged ≥4 and <18 years who underwent SARS-CoV-2 reverse transcription PCR (RT-PCR) testing between 1 January 2020 and 1 May 2021 and those untested CYP will be examined.The primary outcome measure is cumulative healthcare cost over 12 months following SARS-CoV-2 testing, stratified into primary or secondary care, and physical or mental healthcare. We will estimate the burden of healthcare use attributable to SARS-CoV-2 infections in the 12 months after testing using a matched cohort study of RT-PCR positive, negative or untested CYP matched on testing date, with adjustment for confounders. We will identify factors associated with higher healthcare needs in the 12 months following SARS-CoV-2 infection using an unmatched cohort of RT-PCR positive CYP. Multivariable logistic regression and machine learning approaches will identify risk factors for high healthcare use and characterise patterns of healthcare use post infection. ETHICS AND DISSEMINATION This study was approved by the South-Central Oxford C Health Research Authority Ethics Committee (13/SC/0149). Findings will be preprinted and published in peer-reviewed journals. Analysis code and code lists will be available through public GitHub repositories and OpenCodelists with meta-data via HDR-UK Innovation Gateway.
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Affiliation(s)
- Olivia V Swann
- Centre for Medical Informatics, Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, UK
- Department of Child Life and Health, The University of Edinburgh, Edinburgh, UK
| | - Nazir I Lone
- Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, UK
| | - Ewen M Harrison
- Centre for Medical Informatics, Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, UK
| | - Laurie A Tomlinson
- Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK
| | - Alex J Walker
- The DataLab, Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | | | - Louisa Pollock
- Department of Child Health, School of Medicine, Dentistry and Nursing, University of Glasgow, Glasgow, UK
| | - James Farrell
- Centre for Medical Informatics, Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, UK
| | - Peter S Hall
- Institute of Cancer and Genetics, The University of Edinburgh, Edinburgh, UK
| | - Sohan Seth
- School of Informatics, The University of Edinburgh, Edinburgh, UK
| | - Thomas C Williams
- Department of Child Life and Health, The University of Edinburgh, Edinburgh, UK
| | - Jennifer Preston
- Faculty of Humanities and Social Sciences, University of Liverpool, Liverpool, UK
| | - J Samantha Ainsworth
- Faculty of Humanities and Social Sciences, University of Liverpool, Liverpool, UK
| | - Freya F Semple
- School of Medicine Dentistry and Nursing, University of Glasgow, Glasgow, UK
| | | | | | - Ashley Akbari
- Swansea University Medical School, Swansea University, Swansea, UK
| | - Ronan Lyons
- Swansea University Medical School, Swansea University, Swansea, UK
| | - Colin R Simpson
- Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, UK
- School of Health, Faculty of Health, Victoria University of Wellington, Wellington, New Zealand
| | - Malcolm G Semple
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Liverpool, UK
- Respiratory Paediatrics, Alder Hey Children's Hospital, Liverpool, UK
| | - Ben Goldacre
- The DataLab, Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | - Sinead Brophy
- Health Data Research, Swansea University Medical School, Swansea, UK
| | - Aziz Sheikh
- Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, UK
| | - Annemarie B Docherty
- Centre for Medical Informatics, Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, UK
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Butler-Laporte G, Povysil G, Kosmicki JA, Cirulli ET, Drivas T, Furini S, Saad C, Schmidt A, Olszewski P, Korotko U, Quinodoz M, Çelik E, Kundu K, Walter K, Jung J, Stockwell AD, Sloofman LG, Jordan DM, Thompson RC, Del Valle D, Simons N, Cheng E, Sebra R, Schadt EE, Kim-Schulze S, Gnjatic S, Merad M, Buxbaum JD, Beckmann ND, Charney AW, Przychodzen B, Chang T, Pottinger TD, Shang N, Brand F, Fava F, Mari F, Chwialkowska K, Niemira M, Pula S, Baillie JK, Stuckey A, Salas A, Bello X, Pardo-Seco J, Gómez-Carballa A, Rivero-Calle I, Martinón-Torres F, Ganna A, Karczewski KJ, Veerapen K, Bourgey M, Bourque G, Eveleigh RJM, Forgetta V, Morrison D, Langlais D, Lathrop M, Mooser V, Nakanishi T, Frithiof R, Hultström M, Lipcsey M, Marincevic-Zuniga Y, Nordlund J, Schiabor Barrett KM, Lee W, Bolze A, White S, Riffle S, Tanudjaja F, Sandoval E, Neveux I, Dabe S, Casadei N, Motameny S, Alaamery M, Massadeh S, Aljawini N, Almutairi MS, Arabi YM, Alqahtani SA, Al Harthi FS, Almutairi A, Alqubaishi F, Alotaibi S, Binowayn A, Alsolm EA, El Bardisy H, Fawzy M, Cai F, Soranzo N, Butterworth A, Geschwind DH, Arteaga S, Stephens A, Butte MJ, Boutros PC, Yamaguchi TN, Tao S, Eng S, Sanders T, Tung PJ, Broudy ME, Pan Y, Gonzalez A, Chavan N, Johnson R, Pasaniuc B, Yaspan B, Smieszek S, Rivolta C, Bibert S, Bochud PY, Dabrowski M, Zawadzki P, Sypniewski M, Kaja E, Chariyavilaskul P, Nilaratanakul V, Hirankarn N, Shotelersuk V, Pongpanich M, Phokaew C, Chetruengchai W, Tokunaga K, Sugiyama M, Kawai Y, Hasegawa T, Naito T, Namkoong H, Edahiro R, Kimura A, Ogawa S, Kanai T, Fukunaga K, Okada Y, Imoto S, Miyano S, Mangul S, Abedalthagafi MS, Zeberg H, Grzymski JJ, Washington NL, Ossowski S, Ludwig KU, Schulte EC, Riess O, Moniuszko M, Kwasniewski M, Mbarek H, Ismail SI, Verma A, Goldstein DB, Kiryluk K, Renieri A, Ferreira MAR, Richards JB. Exome-wide association study to identify rare variants influencing COVID-19 outcomes: Results from the Host Genetics Initiative. PLoS Genet 2022; 18:e1010367. [PMID: 36327219 PMCID: PMC9632827 DOI: 10.1371/journal.pgen.1010367] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Accepted: 07/29/2022] [Indexed: 11/05/2022] Open
Abstract
Host genetics is a key determinant of COVID-19 outcomes. Previously, the COVID-19 Host Genetics Initiative genome-wide association study used common variants to identify multiple loci associated with COVID-19 outcomes. However, variants with the largest impact on COVID-19 outcomes are expected to be rare in the population. Hence, studying rare variants may provide additional insights into disease susceptibility and pathogenesis, thereby informing therapeutics development. Here, we combined whole-exome and whole-genome sequencing from 21 cohorts across 12 countries and performed rare variant exome-wide burden analyses for COVID-19 outcomes. In an analysis of 5,085 severe disease cases and 571,737 controls, we observed that carrying a rare deleterious variant in the SARS-CoV-2 sensor toll-like receptor TLR7 (on chromosome X) was associated with a 5.3-fold increase in severe disease (95% CI: 2.75-10.05, p = 5.41x10-7). This association was consistent across sexes. These results further support TLR7 as a genetic determinant of severe disease and suggest that larger studies on rare variants influencing COVID-19 outcomes could provide additional insights.
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Grants
- 409511 CIHR
- RG/13/13/30194 British Heart Foundation
- C18281/A29019 Cancer Research UK
- 100558 CIHR
- MC_PC_20004 Medical Research Council
- 365825 CIHR
- UL1 TR001873 NCATS NIH HHS
- RG/18/13/33946 British Heart Foundation
- CH/12/2/29428 British Heart Foundation
- CanCOGeN HostSeq
- Fonds de Recherche Québec Santé (FRQS)
- Génome Québec
- Public Health Agency of Canada
- Canadian Institutes of Health Research (CIHR)
- Lady Davis Institute of the Jewish General Hospital
- Canadian Foundation for Innovation
- NIH Foundation
- McGill Interdisciplinary Initiative in Infection and Immunity (MI4)
- Jewish General Hospital Foundation
- McGill University
- Calcul Québec and Compute Canada
- Compute Canada
- Vagelos College of Physicians & Surgeons Office for Research
- Biomedical Informatics Resource of the Columbia University Irving Institute for Clinical and Translational Research (CTSA)
- National Center for Advancing Translational Sciences, National Institutes of Health
- German Research Foundation
- NGS Competence Center Tübingen
- West German Genome Center
- Stiftung Universitätsmedizin Essen
- Technical University of Munich
- BONFOR program of the Medical Faculty, University of Bonn
- Emmy-Noether programm of the German Research Foundation
- State of Saarland
- Dr. Rolf M. Schwiete Foundation
- Munich Clinician Scientist Programm
- Netzwerk-Universitaetsmedizin-COVIM
- Federal Ministry of Education and Research
- Swiss National Science Foundation
- Leenaards Foundation
- Santos-Suarez Foundation
- Carigest
- MIUR project “Dipartimenti di Eccellenza 2018-2020”
- Bando Ricerca COVID-19 Toscana
- charity fund 2020 from Intesa San Paolo
- Italian Ministry of University and Research
- Istituto Buddista Italiano Soka Gakkai
- Instituto de Salud Carlos III
- GePEM
- DIAVIR
- Resvi-Omics
- ReSVinext
- Enterogen
- Agencia Gallega para la Gestión del Conocimiento en Salud
- BI-BACVIR
- CovidPhy
- Agencia Gallega de Innovación (GAIN):
- GEN-COVID
- Framework Partnership Agreement between the Consellería de Sanidad de la XUNTA de Galicia
- GENVIP-IDIS
- consorcio Centro de Investigación Biomédica en Red de Enfermedades Respiratorias
- F. Hoffmann-La Roche Ltd
- U.S. Department of Health and Human Services, Office of the Assistant Secretary for Preparedness and Response, and Biomedical Advanced Research and Development Authority
- Nevada Governor's Office of Economic Development
- Renown Health and the Renown Health Foundation
- Ratchadapiseksompotch Fund, Faculty of Medicine, Chulalongkorn University
- Healthcare-associated Infection Research Group STAR (Special Task Force for Activating Research)
- Grant for Development of New Faculty Staff, Ratchadaphiseksomphot Endowment Fund
- e-ASIA Joint Research Program (National Science and Technology Development Agency)
- Health Systems Research Institute, TSRI Fund
- Thailand Research Fund
- Ratchadapiseksompotch Fund
- Ratchadapiseksompotch Fund, Faculty of Medicine,Chulalongkorn University, Bangkok, Thailand
- Health Systems Research Institute
- Ratchadapisek Sompoch Endowment Fund, Chulalongkorn University
- NHS Blood and Transplant
- National Institute for Health Research
- UK Medical Research Council
- Japan Agency for Medical Research and Development
- Japan Science and Technology Agency
- National Center for Global Health and Medicine
- Agency for Medical Research and Development
- Polish National Science Centre
- Medical Research Agency
- Perelman School of Medicine at University of Pennsylvania
- Smilow family
- National Center for Advancing Translational Sciences of the National Institutes of Health
- Polish Medical Research Agency
- Qatar Foundation for Education, Science and Community Development
- Saudi Ministry of Health
- King Abdulaziz City for Science and Technology
- European Union’s Horizon 2020 research and innovation program
- Science for Life Laboratory
- Swedish Research Council
- Knut and Alice Wallenberg Foundation
- OCRC
- Microsoft COVID Compute Funding
- Illumina
- UCLA David Geffen School of Medicine - Eli and Edythe Broad Center of Regenerative Medicine and Stem Cell Research Award Program
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Affiliation(s)
- Guillaume Butler-Laporte
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
- Lady Davis Institute, Jewish General Hospital, McGill University, Montréal, Québec, Canada
| | - Gundula Povysil
- Institute for Genomic Medicine, Columbia University, New York city, New York, United States of America
| | - Jack A. Kosmicki
- Regeneron Genetics Center, Tarrytown, New York, United States of America
| | | | - Theodore Drivas
- Division of Human Genetics, Department of Pediatrics, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, United States of America
- Division of Translational Medicine and Human Genetics, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Simone Furini
- Department of Medical Biotechnologies, Med Biotech Hub and Competence Center, University of Siena, Siena, Italy
| | - Chadi Saad
- Qatar Genome Program, Qatar Foundation Research, Development and Innovation, Qatar Foundation, Doha, Qatar
| | - Axel Schmidt
- Institute of Human Genetics, School of Medicine and University Hospital Bonn, University of Bonn, Bonn, Germany
| | | | - Urszula Korotko
- IMAGENE.ME SA, Bialystok, Poland
- Centre for Bioinformatics and Data Analysis, Medical University of Bialystok, Bialystok, Poland
| | - Mathieu Quinodoz
- Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland
- Department of Genetics and Genome Biology, University of Leicester, Leicester, United Kingdom
- Department of Ophthalmology, University Hospital Basel, Basel, Switzerland
| | - Elifnaz Çelik
- Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland
- Department of Ophthalmology, University Hospital Basel, Basel, Switzerland
| | - Kousik Kundu
- Department of Haematology, University of Cambridge, Cambridge, United Kingdom
- Department of Human Genetics, Wellcome Sanger Institute, Hinxton, United Kingdom
| | - Klaudia Walter
- Department of Human Genetics, Wellcome Sanger Institute, Hinxton, United Kingdom
| | - Junghyun Jung
- Department of Clinical Pharmacy, School of Pharmacy, University of Southern California, Los Angeles, California, United States of America
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California, United States of America
| | - Amy D. Stockwell
- Genentech Inc, South San Francisco, California, United States of America
| | - Laura G. Sloofman
- Seaver Autism Center for Research and Treatment, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York city, New York, United States of America
| | - Daniel M. Jordan
- Mount Sinai Clnical Intelligence Center, Charles Bronfman Institute for Personalized Medicine, Department of Genetics & Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York city, New York, United States of America
| | - Ryan C. Thompson
- Icahn Institute of Data Science and Genomics Technology, New York city, New York, United States of America
| | - Diane Del Valle
- Icahn School of Medicine at Mount Sinai, New York city, New York, United States of America
| | - Nicole Simons
- Icahn School of Medicine at Mount Sinai, New York city, New York, United States of America
| | - Esther Cheng
- Icahn School of Medicine at Mount Sinai, New York city, New York, United States of America
| | - Robert Sebra
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York city,New York, United States of America
| | - Eric E. Schadt
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York city,New York, United States of America
| | - Seunghee Kim-Schulze
- Department of Oncological Science, Human Immune Monitoring Center, Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York city, New York, United States of America
| | - Sacha Gnjatic
- Icahn School of Medicine at Mount Sinai, New York city, New York, United States of America
| | - Miriam Merad
- Precision Immunology Institute, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York city, New York, United States of America
| | - Joseph D. Buxbaum
- Seaver Autism Center for Research and Treatment, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York city, New York, United States of America
| | - Noam D. Beckmann
- Precision Immunology Institute, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York city, New York, United States of America
| | - Alexander W. Charney
- Mount Sinai Clinical Intelligence Center; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York city, New York, United States of America
| | | | - Timothy Chang
- Department of Neurology, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
| | - Tess D. Pottinger
- Institute for Genomic Medicine, Columbia University, New York city, New York, United States of America
| | - Ning Shang
- Division of Nephrology, Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, New York city, New York, United States of America
| | - Fabian Brand
- Institute of Genomic Statistics and Bioinformatics, School of Medicine and University Hospital Bonn, University of Bonn, Bonn, Germany
| | - Francesca Fava
- Department of Medical Biotechnologies, Med Biotech Hub and Competence Center, University of Siena, Siena, Italy
- Genetica Medica, Azienda Ospedaliero-Universitaria Senese, Siena, Italy
- Medical Genetics, University of Siena, Siena, Italy
| | - Francesca Mari
- Department of Medical Biotechnologies, Med Biotech Hub and Competence Center, University of Siena, Siena, Italy
- Genetica Medica, Azienda Ospedaliero-Universitaria Senese, Siena, Italy
- Medical Genetics, University of Siena, Siena, Italy
| | - Karolina Chwialkowska
- IMAGENE.ME SA, Bialystok, Poland
- Centre for Bioinformatics and Data Analysis, Medical University of Bialystok, Bialystok, Poland
| | - Magdalena Niemira
- Centre for Clinical Research, Medical University of Bialystok, Bialystok, Poland
| | | | - J Kenneth Baillie
- Roslin Institute, University of Edinburgh, Edinburgh, United Kingdom
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, United Kingdom
- Centre for Inflammation Research, The Queen’s Medical Research Institute, University of Edinburgh, Edinburgh, United Kingdom
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
| | | | - Antonio Salas
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigaciones Sanitarias, Hospital Clínico Universitario de Santiago (SERGAS), Santiago de Compostela, Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Xabier Bello
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigaciones Sanitarias, Hospital Clínico Universitario de Santiago (SERGAS), Santiago de Compostela, Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Jacobo Pardo-Seco
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigaciones Sanitarias, Hospital Clínico Universitario de Santiago (SERGAS), Santiago de Compostela, Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Alberto Gómez-Carballa
- Unidade de Xenética, Instituto de Ciencias Forenses (INCIFOR), Facultade de Medicina, Universidade de Santiago de Compostela, and GenPoB Research Group, Instituto de Investigaciones Sanitarias, Hospital Clínico Universitario de Santiago (SERGAS), Santiago de Compostela, Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Irene Rivero-Calle
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain
| | - Federico Martinón-Torres
- Genetics, Vaccines and Infections Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain
| | - Andrea Ganna
- Institute for Molecular Medicine Finland, Helsinki Institute of Life Science, University of Helsinki, Helsinki, Finland
- Massachusetts General Hospital, Harvard Medical School, Boston, Massachussets, United States of America
| | - Konrad J. Karczewski
- Stanley Center for Psychiatric Genetics, Broad Institute of Harvard and MIT, Cambridge, Massachusetts, United States of America
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, Massachusetts, United States of America
| | - Kumar Veerapen
- Stanley Center for Psychiatric Genetics, Broad Institute of Harvard and MIT, Cambridge, Massachusetts, United States of America
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, Massachusetts, United States of America
| | - Mathieu Bourgey
- Canadian Centre for Computational Genomics, McGill University, Montréal, Québec, Canada
- McGill Genome Center, McGill University, Montréal, Québec, Canada
| | - Guillaume Bourque
- Canadian Centre for Computational Genomics, McGill University, Montréal, Québec, Canada
- McGill Genome Center, McGill University, Montréal, Québec, Canada
- Department of Human Genetics, McGill University, Montréal, Québec, Canada
| | - Robert JM Eveleigh
- Canadian Centre for Computational Genomics, McGill University, Montréal, Québec, Canada
- McGill Genome Center, McGill University, Montréal, Québec, Canada
| | - Vincenzo Forgetta
- Lady Davis Institute, Jewish General Hospital, McGill University, Montréal, Québec, Canada
| | - David Morrison
- Lady Davis Institute, Jewish General Hospital, McGill University, Montréal, Québec, Canada
| | - David Langlais
- McGill Genome Center, McGill University, Montréal, Québec, Canada
- Department of Human Genetics, McGill University, Montréal, Québec, Canada
| | - Mark Lathrop
- McGill Genome Center, McGill University, Montréal, Québec, Canada
- Department of Human Genetics, McGill University, Montréal, Québec, Canada
| | - Vincent Mooser
- Department of Human Genetics, McGill University, Montréal, Québec, Canada
| | - Tomoko Nakanishi
- Lady Davis Institute, Jewish General Hospital, McGill University, Montréal, Québec, Canada
- Department of Human Genetics, McGill University, Montréal, Québec, Canada
- Kyoto-McGill International Collaborative School in Genomic Medicine, Graduate School of Medicine, Kyoto University, Kyoto, Japan
- Research Fellow, Japan Society for the Promotion of Science, Tokyo, Japan
| | - Robert Frithiof
- Anaesthesiology and Intensive Care Medicine, Department of Surgical Sciences, Uppsala University, Uppsala, Sweden
| | - Michael Hultström
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
- Lady Davis Institute, Jewish General Hospital, McGill University, Montréal, Québec, Canada
- Anaesthesiology and Intensive Care Medicine, Department of Surgical Sciences, Uppsala University, Uppsala, Sweden
- Integrative Physiology, Department of Medical Cell Biology, Uppsala University, Uppsala, Sweden
| | - Miklos Lipcsey
- Anaesthesiology and Intensive Care Medicine, Department of Surgical Sciences, Uppsala University, Uppsala, Sweden
- Hedenstierna Laboratory, CIRRUS, Anaesthesiology and Intensive Care Medicine, Department of Surgical Sciences, Uppsala University, Uppsala, Sweden
| | - Yanara Marincevic-Zuniga
- Department of Medical Sciences, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Jessica Nordlund
- Department of Medical Sciences, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | | | - William Lee
- Helix, San Mateo, California, United States of America
| | | | - Simon White
- Helix, San Mateo, California, United States of America
| | | | | | | | - Iva Neveux
- Center for Genomic Medicine, Desert Research Institute, Reno, Nevada United States of America
| | - Shaun Dabe
- Renown Health, Reno, Nevada, United States of America
| | - Nicolas Casadei
- Institute of Medical Genetics and Applied Genomics, University of Tuebingen, Tuebingen, Germany
- NGS Competence Center Tuebingen, Institute of Medical Genetics and Applied Genomics, University of Tuebingen, Tuebingen, Germany
| | - Susanne Motameny
- West German Genome Center, site Cologne, University of Cologne, Cologne, Germany
- Cologne Center for Genomics, University of Cologne, Cologne, Germany
| | - Manal Alaamery
- Developmental Medicine Department, King Abdullah International Medical Research Center, King Saud Bin Abdulaziz University for Health Sciences, King Abdulaziz Medical City, Ministry of National Guard Health Affairs, Riyadh, Saudi Arabia
- Saudi Human Genome Project at King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Salam Massadeh
- Developmental Medicine Department, King Abdullah International Medical Research Center, King Saud Bin Abdulaziz University for Health Sciences, King Abdulaziz Medical City, Ministry of National Guard Health Affairs, Riyadh, Saudi Arabia
- Saudi Human Genome Project at King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Nora Aljawini
- Developmental Medicine Department, King Abdullah International Medical Research Center, King Saud Bin Abdulaziz University for Health Sciences, King Abdulaziz Medical City, Ministry of National Guard Health Affairs, Riyadh, Saudi Arabia
- Saudi Human Genome Project at King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Mansour S. Almutairi
- Developmental Medicine Department, King Abdullah International Medical Research Center, King Saud Bin Abdulaziz University for Health Sciences, King Abdulaziz Medical City, Ministry of National Guard Health Affairs, Riyadh, Saudi Arabia
- Saudi Human Genome Project at King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Yaseen M. Arabi
- Ministry of the National Guard Health Affairs, King Abdullah International Medical Research Center and King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
| | - Saleh A. Alqahtani
- Liver Transplant Unit, King Faisal Specialist Hospital and Research Centre, Riyadh, Saudi Arabia
- Division of Gastroenterology and Hepatology, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Fawz S. Al Harthi
- Genomics Research Department, Saudi Human Genome Project, King Fahad Medical City and King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Amal Almutairi
- Genomics Research Department, Saudi Human Genome Project, King Fahad Medical City and King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Fatima Alqubaishi
- Genomics Research Department, Saudi Human Genome Project, King Fahad Medical City and King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Sarah Alotaibi
- Genomics Research Department, Saudi Human Genome Project, King Fahad Medical City and King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Albandari Binowayn
- Genomics Research Department, Saudi Human Genome Project, King Fahad Medical City and King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Ebtehal A. Alsolm
- Genomics Research Department, Saudi Human Genome Project, King Fahad Medical City and King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Hadeel El Bardisy
- Genomics Research Department, Saudi Human Genome Project, King Fahad Medical City and King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Mohammad Fawzy
- Genomics Research Department, Saudi Human Genome Project, King Fahad Medical City and King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Fang Cai
- Genentech Inc, South San Francisco, California, United States of America
| | - Nicole Soranzo
- Department of Human Genetics, Wellcome Sanger Institute, Hinxton, United Kingdom
| | - Adam Butterworth
- Department of Human Genetics, Wellcome Sanger Institute, Hinxton, United Kingdom
| | | | | | | | | | | | | | | | | | - Daniel H. Geschwind
- Department of Neurology, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
| | - Stephanie Arteaga
- Department of Neurology, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
| | - Alexis Stephens
- Department of Pediatrics, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
| | - Manish J. Butte
- Department of Pediatrics, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
- Department of Microbiology, Immunology, and Molecular Genetics (MIMG), David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
| | - Paul C. Boutros
- Department of Human Genetics, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
| | - Takafumi N. Yamaguchi
- Department of Human Genetics, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
| | - Shu Tao
- Department of Human Genetics, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
| | - Stefan Eng
- Department of Human Genetics, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
| | - Timothy Sanders
- Office of Health Informatics and Analytics, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
| | - Paul J. Tung
- Office of Health Informatics and Analytics, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
| | - Michael E. Broudy
- Office of Health Informatics and Analytics, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
| | - Yu Pan
- Office of Health Informatics and Analytics, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
| | - Alfredo Gonzalez
- Department of Human Genetics, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
| | - Nikhil Chavan
- Office of Health Informatics and Analytics, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
| | - Ruth Johnson
- Department of Computer Science, McGill University, Montréal, Québec, Canada
| | - Bogdan Pasaniuc
- Department of Human Genetics, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
- Department of Computational Medicine, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
- Department of Pathology, David Geffen School of Medicine, University of California—Los Angeles, Los Angeles, California, United States of America
| | - Brian Yaspan
- Genentech Inc, South San Francisco, California, United States of America
| | - Sandra Smieszek
- Vanda Pharmaceuticals, Washington, District of Columbia, United States of America
| | - Carlo Rivolta
- Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland
- Department of Genetics and Genome Biology, University of Leicester, Leicester, United Kingdom
- Department of Ophthalmology, University Hospital Basel, Basel, Switzerland
| | - Stephanie Bibert
- Infectious Diseases Service, Department of Medicine, University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Pierre-Yves Bochud
- Infectious Diseases Service, Department of Medicine, University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Maciej Dabrowski
- MNM Bioscience Inc., Cambridge, Massachusetts, United States of America
| | - Pawel Zawadzki
- MNM Bioscience Inc., Cambridge, Massachusetts, United States of America
- Faculty of Physics, Adam Mickiewicz University, Poznan, Poland
| | | | - Elżbieta Kaja
- MNM Bioscience Inc., Cambridge, Massachusetts, United States of America
- Department of Medical Chemistry and Laboratory Medicine, Poznań University of Medical Sciences, Poznań, Poland
| | - Pajaree Chariyavilaskul
- Clinical Pharmacokinetics and Pharmacogenomics Research Unit, Department of Pharmacology, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Voraphoj Nilaratanakul
- Healthcare-associated Infection Research Group STAR (Special Task Force for Activating Research) and Division of Infectious Diseases, Department of Medicine,Chulalongkorn University, Bangkok, Thailand
| | - Nattiya Hirankarn
- Center of Excellence in Immunology and Immune-mediated Diseases, Department of Microbiology, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Vorasuk Shotelersuk
- Center of Excellence for Medical Genomics, Medical Genomics Cluster, and Department of Pediatrics, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Monnat Pongpanich
- Department of Mathematics and Computer Science, Faculty of Science, Chulalongkorn University, Bangkok, Thailand
| | - Chureerat Phokaew
- Research Affairs, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Wanna Chetruengchai
- Center of Excellence for Medical Genomics, Medical Genomics Cluster, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Katsushi Tokunaga
- Genome Medical Science Project, Research Institute, National Center for Global Health and Medicine, Shinjuku-ku, Tokyo, Japan
| | - Masaya Sugiyama
- Genome Medical Science Project, Research Institute, National Center for Global Health and Medicine, Shinjuku-ku, Tokyo, Japan
| | - Yosuke Kawai
- Genome Medical Science Project, National Center for Global Health and Medicine (NCGM), Tokyo, Japan
| | - Takanori Hasegawa
- M&D Data Science Center, Tokyo Medical and Dental University, Tokyo, Japan
| | - Tatsuhiko Naito
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
- Laboratory for Systems Genetics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
| | - Ho Namkoong
- Department of Infectious Diseases, Keio University School of Medicine, Tokyo, Japan
| | - Ryuya Edahiro
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
- Department of Respiratory Medicine and Clinical Immunology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Akinori Kimura
- Institute of Research, Tokyo Medical and Dental University, Tokyo, Japan
| | - Seishi Ogawa
- Department of Pathology and Tumor Biology, Kyoto University, Kyoto, Japan
- Institute for the Advanced Study of Human Biology (WPI-ASHBi), Kyoto University, Kyoto, Japan
- Department of Medicine, Center for Hematology and Regenerative Medicine, Karolinska Institute, Stockholm, Sweden
| | - Takanori Kanai
- Division of Gastroenterology and Hepatology, Department of Medicine, Keio University School of Medicine, Tokyo, Japan
| | - Koichi Fukunaga
- Division of Pulmonary Medicine, Department of Medicine, Keio University School of Medicine, Tokyo, Japan
| | - Yukinori Okada
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Japan
- Laboratory for Systems Genetics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
- Integrated Frontier Research for Medical Science Division, Institute for Open and Transdisciplinary Research Initiatives, Osaka University, Suita, Japan
- Laboratory of Statistical Immunology, Immunology Frontier Research Center (WPI-IFReC), Osaka University, Suita, Japan
- Center for Infectious Disease Education and Research (CiDER), Osaka University, Suita, Japan
| | - Seiya Imoto
- Division of Health Medical Intelligence, Human Genome Center, the Institute of Medical Science, the University of Tokyo, Tokyo, Japan
| | - Satoru Miyano
- M&D Data Science Center, Tokyo Medical and Dental University, Tokyo, Japan
| | - Serghei Mangul
- Department of Clinical Pharmacy, School of Pharmacy, University of Southern California, Los Angeles, California, United States of America
| | - Malak S. Abedalthagafi
- Genomics Research Department, Saudi Human Genome Project, King Fahad Medical City and King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia
| | - Hugo Zeberg
- Department of Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Joseph J. Grzymski
- Center for Genomic Medicine, Desert Research Institute, Reno, Nevada United States of America
| | | | - Stephan Ossowski
- Institute of Medical Genetics and Applied Genomics, University of Tuebingen, Tuebingen, Germany
- NGS Competence Center Tuebingen, Institute of Medical Genetics and Applied Genomics, University of Tuebingen, Tuebingen, Germany
| | - Kerstin U. Ludwig
- Institute of Human Genetics, School of Medicine and University Hospital Bonn, University of Bonn, Bonn, Germany
- West German Genome Center, site Bonn, University of Bonn, Bonn, Germany
| | - Eva C. Schulte
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
- Department of Psychiatry and Psychotherapy, University Hospital, LMU Munich, Munich, Germany
- Institute of Virology, Technical University Munich/Helmholtz Zentrum München, Munich, Germany
| | - Olaf Riess
- Institute of Medical Genetics and Applied Genomics, University of Tuebingen, Tuebingen, Germany
- NGS Competence Center Tuebingen, Institute of Medical Genetics and Applied Genomics, University of Tuebingen, Tuebingen, Germany
| | - Marcin Moniuszko
- Department of Regenerative Medicine and Immune Regulation, Medical University of Bialystok, Bialystok, Poland
- Department of Allergology and Internal Medicine, Medical University of Bialystok, Bialystok, Poland
| | - Miroslaw Kwasniewski
- IMAGENE.ME SA, Bialystok, Poland
- Centre for Bioinformatics and Data Analysis, Medical University of Bialystok, Bialystok, Poland
| | - Hamdi Mbarek
- Qatar Genome Program, Qatar Foundation Research, Development and Innovation, Qatar Foundation, Doha, Qatar
| | - Said I. Ismail
- Qatar Genome Program, Qatar Foundation Research, Development and Innovation, Qatar Foundation, Doha, Qatar
| | - Anurag Verma
- Division of Translational Medicine and Human Genetics, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
- Corporal Michael Crescenz VA Medical Center, Philadelphia, Pennsylvania, United States of America
| | - David B. Goldstein
- Institute for Genomic Medicine, Columbia University, New York city, New York, United States of America
- Department of Genetics & Development, Columbia University, New York city, New York, United States of America
| | - Krzysztof Kiryluk
- Institute for Genomic Medicine, Columbia University, New York city, New York, United States of America
- Division of Nephrology, Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, New York city, New York, United States of America
| | - Alessandra Renieri
- Department of Medical Biotechnologies, Med Biotech Hub and Competence Center, University of Siena, Siena, Italy
- Genetica Medica, Azienda Ospedaliero-Universitaria Senese, Siena, Italy
- Medical Genetics, University of Siena, Siena, Italy
| | | | - J Brent Richards
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
- Lady Davis Institute, Jewish General Hospital, McGill University, Montréal, Québec, Canada
- Department of Human Genetics, McGill University, Montréal, Québec, Canada
- Infectious Diseases and Immunity in Global Health Program, Research Institute of the McGill University Health Centre, Montréal, Québec, Canada
- Department of Twin Research, King’s College London, London, United Kingdom
- 5 Prime Sciences Inc, Montreal, Quebec, Canada
- * E-mail:
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31
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Wang B, Law A, Regan T, Parkinson N, Cole J, Russell CD, Dockrell DH, Gutmann MU, Baillie JK. Systematic comparison of ranking aggregation methods for gene lists in experimental results. Bioinformatics 2022; 38:4927-4933. [PMID: 36094347 PMCID: PMC9620830 DOI: 10.1093/bioinformatics/btac621] [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] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Revised: 06/24/2022] [Accepted: 09/09/2022] [Indexed: 11/17/2022] Open
Abstract
MOTIVATION A common experimental output in biomedical science is a list of genes implicated in a given biological process or disease. The gene lists resulting from a group of studies answering the same, or similar, questions can be combined by ranking aggregation methods to find a consensus or a more reliable answer. Evaluating a ranking aggregation method on a specific type of data before using it is required to support the reliability since the property of a dataset can influence the performance of an algorithm. Such evaluation on gene lists is usually based on a simulated database because of the lack of a known truth for real data. However, simulated datasets tend to be too small compared to experimental data and neglect key features, including heterogeneity of quality, relevance and the inclusion of unranked lists. RESULTS In this study, a group of existing methods and their variations that are suitable for meta-analysis of gene lists are compared using simulated and real data. Simulated data were used to explore the performance of the aggregation methods as a function of emulating the common scenarios of real genomic data, with various heterogeneity of quality, noise level and a mix of unranked and ranked data using 20 000 possible entities. In addition to the evaluation with simulated data, a comparison using real genomic data on the SARS-CoV-2 virus, cancer (non-small cell lung cancer) and bacteria (macrophage apoptosis) was performed. We summarize the results of our evaluation in a simple flowchart to select a ranking aggregation method, and in an automated implementation using the meta-analysis by information content algorithm to infer heterogeneity of data quality across input datasets. AVAILABILITY AND IMPLEMENTATION The code for simulated data generation and running edited version of algorithms: https://github.com/baillielab/comparison_of_RA_methods. Code to perform an optimal selection of methods based on the results of this review, using the MAIC algorithm to infer the characteristics of an input dataset, can be downloaded here: https://github.com/baillielab/maic. An online service for running MAIC: https://baillielab.net/maic. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Bo Wang
- Roslin Institute, University of Edinburgh, Edinburgh EH25 9RG, UK
| | - Andy Law
- Roslin Institute, University of Edinburgh, Edinburgh EH25 9RG, UK
| | - Tim Regan
- Roslin Institute, University of Edinburgh, Edinburgh EH25 9RG, UK
| | | | - Joby Cole
- University of Sheffield, Sheffield S10 2NT, UK
| | - Clark D Russell
- Centre for Inflammation Research, The Queen’s Medical Research Institute, University of Edinburgh, Edinburgh EH16 4TJ, UK
| | - David H Dockrell
- Centre for Inflammation Research, The Queen’s Medical Research Institute, University of Edinburgh, Edinburgh EH16 4TJ, UK
| | - Michael U Gutmann
- School of Informatics, University of Edinburgh, Edinburgh EH8 9AB, UK
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32
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Gonçalves BP, Hall M, Jassat W, Balan V, Murthy S, Kartsonaki C, Semple MG, Rojek A, Baruch J, Reyes LF, Dasgupta A, Dunning J, Citarella BW, Pritchard M, Martín-Quiros A, Sili U, Baillie JK, Aryal D, Arabi Y, Rashan A, Angheben A, Caoili J, Carrier FM, Harrison EM, Gómez-Junyent J, Figueiredo-Mello C, Douglas JJ, Mat Nor MB, Chow YP, Wong XC, Bertagnolio S, Thwin SS, Streinu-Cercel A, Salazar L, Rishu A, Rangappa R, Ong DSY, Hashmi M, Carson G, Diaz J, Fowler R, Kraemer MUG, Wils EJ, Horby P, Merson L, Olliaro PL. An international observational study to assess the impact of the Omicron variant emergence on the clinical epidemiology of COVID-19 in hospitalised patients. eLife 2022; 11:e80556. [PMID: 36197074 PMCID: PMC9534549 DOI: 10.7554/elife.80556] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [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: 05/25/2022] [Accepted: 09/07/2022] [Indexed: 11/13/2022] Open
Abstract
Background Whilst timely clinical characterisation of infections caused by novel SARS-CoV-2 variants is necessary for evidence-based policy response, individual-level data on infecting variants are typically only available for a minority of patients and settings. Methods Here, we propose an innovative approach to study changes in COVID-19 hospital presentation and outcomes after the Omicron variant emergence using publicly available population-level data on variant relative frequency to infer SARS-CoV-2 variants likely responsible for clinical cases. We apply this method to data collected by a large international clinical consortium before and after the emergence of the Omicron variant in different countries. Results Our analysis, that includes more than 100,000 patients from 28 countries, suggests that in many settings patients hospitalised with Omicron variant infection less often presented with commonly reported symptoms compared to patients infected with pre-Omicron variants. Patients with COVID-19 admitted to hospital after Omicron variant emergence had lower mortality compared to patients admitted during the period when Omicron variant was responsible for only a minority of infections (odds ratio in a mixed-effects logistic regression adjusted for likely confounders, 0.67 [95% confidence interval 0.61-0.75]). Qualitatively similar findings were observed in sensitivity analyses with different assumptions on population-level Omicron variant relative frequencies, and in analyses using available individual-level data on infecting variant for a subset of the study population. Conclusions Although clinical studies with matching viral genomic information should remain a priority, our approach combining publicly available data on variant frequency and a multi-country clinical characterisation dataset with more than 100,000 records allowed analysis of data from a wide range of settings and novel insights on real-world heterogeneity of COVID-19 presentation and clinical outcome. Funding Bronner P. Gonçalves, Peter Horby, Gail Carson, Piero L. Olliaro, Valeria Balan, Barbara Wanjiru Citarella, and research costs were supported by the UK Foreign, Commonwealth and Development Office (FCDO) and Wellcome [215091/Z/18/Z, 222410/Z/21/Z, 225288/Z/22/Z]; and Janice Caoili and Madiha Hashmi were supported by the UK FCDO and Wellcome [222048/Z/20/Z]. Peter Horby, Gail Carson, Piero L. Olliaro, Kalynn Kennon and Joaquin Baruch were supported by the Bill & Melinda Gates Foundation [OPP1209135]; Laura Merson was supported by University of Oxford's COVID-19 Research Response Fund - with thanks to its donors for their philanthropic support. Matthew Hall was supported by a Li Ka Shing Foundation award to Christophe Fraser. Moritz U.G. Kraemer was supported by the Branco Weiss Fellowship, Google.org, the Oxford Martin School, the Rockefeller Foundation, and the European Union Horizon 2020 project MOOD (#874850). The contents of this publication are the sole responsibility of the authors and do not necessarily reflect the views of the European Commission. Contributions from Srinivas Murthy, Asgar Rishu, Rob Fowler, James Joshua Douglas, François Martin Carrier were supported by CIHR Coronavirus Rapid Research Funding Opportunity OV2170359 and coordinated out of Sunnybrook Research Institute. Contributions from Evert-Jan Wils and David S.Y. Ong were supported by a grant from foundation Bevordering Onderzoek Franciscus; and Andrea Angheben by the Italian Ministry of Health "Fondi Ricerca corrente-L1P6" to IRCCS Ospedale Sacro Cuore-Don Calabria. The data contributions of J.Kenneth Baillie, Malcolm G. Semple, and Ewen M. Harrison were supported by grants from the National Institute for Health Research (NIHR; award CO-CIN-01), the Medical Research Council (MRC; grant MC_PC_19059), and by the NIHR Health Protection Research Unit (HPRU) in Emerging and Zoonotic Infections at University of Liverpool in partnership with Public Health England (PHE) (award 200907), NIHR HPRU in Respiratory Infections at Imperial College London with PHE (award 200927), Liverpool Experimental Cancer Medicine Centre (grant C18616/A25153), NIHR Biomedical Research Centre at Imperial College London (award IS-BRC-1215-20013), and NIHR Clinical Research Network providing infrastructure support. All funders of the ISARIC Clinical Characterisation Group are listed in the appendix.
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Affiliation(s)
- Bronner P Gonçalves
- ISARIC, Pandemic Sciences Institute, University of OxfordOxfordUnited Kingdom
| | - Matthew Hall
- Big Data Institute, Nuffield Department of Medicine, University of OxfordOxfordUnited Kingdom
| | - Waasila Jassat
- National Institute for Communicable Diseases, South Africa; Right to CareJohannesburgSouth Africa
| | - Valeria Balan
- ISARIC, Pandemic Sciences Institute, University of OxfordOxfordUnited Kingdom
| | - Srinivas Murthy
- Faculty of Medicine, University of British ColumbiaVancouverCanada
| | - Christiana Kartsonaki
- MRC Population Health Research Unit, Clinical Trials Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, University of OxfordOxfordUnited Kingdom
| | - Malcolm G Semple
- Institute of Infection, Veterinary and Ecological Sciences, Faculty of Health and Life Sciences, University of LiverpoolLiverpoolUnited Kingdom
- Respiratory Medicine, Alder Hey Children's Hospital, University of LiverpoolLiverpoolUnited Kingdom
| | - Amanda Rojek
- ISARIC, Pandemic Sciences Institute, University of OxfordOxfordUnited Kingdom
- Royal Melbourne HospitalMelbourneAustralia
- Centre for Integrated Critical Care, University of MelbourneMelbourneAustralia
| | - Joaquín Baruch
- ISARIC, Pandemic Sciences Institute, University of OxfordOxfordUnited Kingdom
| | - Luis Felipe Reyes
- ISARIC, Pandemic Sciences Institute, University of OxfordOxfordUnited Kingdom
- Universidad de La SabanaChiaColombia
- Clinica Universidad de La SabanaChiaColombia
| | - Abhishek Dasgupta
- Department of Computer Science, University of OxfordOxfordUnited Kingdom
- Department of Biology, University of OxfordOxfordUnited Kingdom
| | - Jake Dunning
- ISARIC, Pandemic Sciences Institute, University of OxfordOxfordUnited Kingdom
| | | | - Mark Pritchard
- ISARIC, Pandemic Sciences Institute, University of OxfordOxfordUnited Kingdom
| | | | - Uluhan Sili
- Department of Infectious Diseases and Clinical Microbiology, School of Medicine, Marmara UniversityIstanbulTurkey
| | - J Kenneth Baillie
- Roslin Institute, University of EdinburghEdinburghUnited Kingdom
- Intensive Care Unit, Royal Infirmary of EdinburghEdinburghUnited Kingdom
| | - Diptesh Aryal
- Critical Care and Anesthesia, Nepal Mediciti HospitalLalitpurNepal
| | - Yaseen Arabi
- King Abdullah International Medical Research Center and King Saud Bin Abdulaziz University for Health SciencesRiyadhSaudi Arabia
| | - Aasiyah Rashan
- Network for Improving Critical care Systems and TrainingColomboSri Lanka
| | - Andrea Angheben
- Department of Infectious, Tropical Diseases and Microbiology (DITM), IRCCS Sacro Cuore Don Calabria Hospital, Negrar di ValpolicellaVeronaItaly
| | | | - François Martin Carrier
- Department of Anesthesiology, Centre hospitalier de l'Université de MontréalMontréalCanada
- Department of Medicine, Critical Care Division, Centre hospitalier de l'Université de MontréalMontréalCanada
- Carrefour de l'innovation et santé des populations, Centre de recherche du Centre hospitalier de l'Université de Montréal (CRCHUM)MontréalCanada
- Department of Anesthesiology and Pain Medicine, Université de MontréalMontréalCanada
| | - Ewen M Harrison
- Centre for Medical Informatics, The University of Edinburgh, Usher Institute of Population Health Sciences and InformaticsEdinburghUnited Kingdom
| | - Joan Gómez-Junyent
- Department of Infectious Diseases, Hospital del Mar, Infectious Pathology and Antimicrobial Research Group (IPAR), Institut Hospital del Mar d'Investigacions Mèdiques (IMIM), Universitat Autònoma de Barcelona (UAB), CEXS-Universitat Pompeu FabraBarcelonaSpain
| | | | | | | | - Yock Ping Chow
- Clinical Research Centre, Sunway Medical Centre, Selangor Darul EhsanSelangorMalaysia
| | - Xin Ci Wong
- Digital Health Research and Innovation Unit, Institute for Clinical Research, National Institutes of Health (NIH)SelangorMalaysia
| | | | | | - Anca Streinu-Cercel
- Carol Davila University of Medicine and PharmacyBucharestRomania
- National Institute for Infectious Diseases "Prof. Dr. Matei Bals"BucharestRomania
| | | | - Asgar Rishu
- Department of Critical Care Medicine, Sunnybrook Health Sciences CentreTorontoCanada
| | | | - David SY Ong
- Department of Medical Microbiology and Infection Control, Franciscus Gasthuis & VlietlandRotterdamNetherlands
| | - Madiha Hashmi
- Critical Care Asia and Ziauddin UniversityKarachiPakistan
| | - Gail Carson
- ISARIC, Pandemic Sciences Institute, University of OxfordOxfordUnited Kingdom
| | - Janet Diaz
- World Health OrganizationGenèveSwitzerland
| | - Rob Fowler
- Department of Critical Care Medicine, Sunnybrook Health Sciences CentreTorontoCanada
| | - Moritz UG Kraemer
- Department of Biology, University of OxfordOxfordUnited Kingdom
- Pandemic Sciences Institute, University of OxfordOxfordUnited Kingdom
| | - Evert-Jan Wils
- Department of Intensive Care, Franciscus Gasthuis & VlietlandRotterdamNetherlands
| | - Peter Horby
- ISARIC, Pandemic Sciences Institute, University of OxfordOxfordUnited Kingdom
| | - Laura Merson
- ISARIC, Pandemic Sciences Institute, University of OxfordOxfordUnited Kingdom
- Infectious Diseases Data Observatory, Centre for Tropical Medicine and Global Health, University of OxfordOxfordUnited Kingdom
| | - Piero L Olliaro
- ISARIC, Pandemic Sciences Institute, University of OxfordOxfordUnited Kingdom
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Mirchandani AS, Jenkins SJ, Bain CC, Sanchez-Garcia MA, Lawson H, Coelho P, Murphy F, Griffith DM, Zhang A, Morrison T, Ly T, Arienti S, Sadiku P, Watts ER, Dickinson RS, Reyes L, Cooper G, Clark S, Lewis D, Kelly V, Spanos C, Musgrave KM, Delaney L, Harper I, Scott J, Parkinson NJ, Rostron AJ, Baillie JK, Clohisey S, Pridans C, Campana L, Lewis PS, Simpson AJ, Dockrell DH, Schwarze J, Hirani N, Ratcliffe PJ, Pugh CW, Kranc K, Forbes SJ, Whyte MKB, Walmsley SR. Author Correction: Hypoxia shapes the immune landscape in lung injury and promotes the persistence of inflammation. Nat Immunol 2022; 23:1394. [PMID: 35854097 PMCID: PMC9295113 DOI: 10.1038/s41590-022-01286-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Affiliation(s)
- Ananda S Mirchandani
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK.
| | - Stephen J Jenkins
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Calum C Bain
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Manuel A Sanchez-Garcia
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Hannah Lawson
- Barts Cancer Institute, Queen Mary University of London, London, UK
| | - Patricia Coelho
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Fiona Murphy
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - David M Griffith
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Ailiang Zhang
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Tyler Morrison
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Tony Ly
- Wellcome Centre for Cell Biology, School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| | - Simone Arienti
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Pranvera Sadiku
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Emily R Watts
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Rebecca S Dickinson
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Leila Reyes
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - George Cooper
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Sarah Clark
- Intensive Care Unit, Royal Infirmary of Edinburgh, NHS Lothian, Edinburgh, UK
| | - David Lewis
- Wellcome Centre for Cell Biology, School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| | - Van Kelly
- Wellcome Centre for Cell Biology, School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| | - Christos Spanos
- Wellcome Centre for Cell Biology, School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| | - Kathryn M Musgrave
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Respiratory Medicine, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Liam Delaney
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Isla Harper
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Jonathan Scott
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | | | - Anthony J Rostron
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - J Kenneth Baillie
- Wellcome Centre for Cell Biology, School of Biological Sciences, University of Edinburgh, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Sara Clohisey
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Clare Pridans
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Lara Campana
- Centre for Regenerative Medicine, University of Edinburgh, Edinburgh, UK
| | | | - A John Simpson
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - David H Dockrell
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Jürgen Schwarze
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Nikhil Hirani
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Peter J Ratcliffe
- Nuffield Department of Medicine Research Building, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Ludwig Institute for Cancer Research, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- The Francis Crick Institute, London, UK
| | - Christopher W Pugh
- Nuffield Department of Medicine Research Building, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Kamil Kranc
- Barts Cancer Institute, Queen Mary University of London, London, UK
| | - Stuart J Forbes
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- Centre for Regenerative Medicine, University of Edinburgh, Edinburgh, UK
| | - Moira K B Whyte
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Sarah R Walmsley
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
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34
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Zhang S, Cooper-Knock J, Weimer AK, Shi M, Kozhaya L, Unutmaz D, Harvey C, Julian TH, Furini S, Frullanti E, Fava F, Renieri A, Gao P, Shen X, Timpanaro IS, Kenna KP, Baillie JK, Davis MM, Tsao PS, Snyder MP. Multiomic analysis reveals cell-type-specific molecular determinants of COVID-19 severity. Cell Syst 2022; 13:598-614.e6. [PMID: 35690068 PMCID: PMC9163145 DOI: 10.1016/j.cels.2022.05.007] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [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: 12/08/2021] [Revised: 04/02/2022] [Accepted: 05/18/2022] [Indexed: 01/26/2023]
Abstract
The determinants of severe COVID-19 in healthy adults are poorly understood, which limits the opportunity for early intervention. We present a multiomic analysis using machine learning to characterize the genomic basis of COVID-19 severity. We use single-cell multiome profiling of human lungs to link genetic signals to cell-type-specific functions. We discover >1,000 risk genes across 19 cell types, which account for 77% of the SNP-based heritability for severe disease. Genetic risk is particularly focused within natural killer (NK) cells and T cells, placing the dysfunction of these cells upstream of severe disease. Mendelian randomization and single-cell profiling of human NK cells support the role of NK cells and further localize genetic risk to CD56bright NK cells, which are key cytokine producers during the innate immune response. Rare variant analysis confirms the enrichment of severe-disease-associated genetic variation within NK-cell risk genes. Our study provides insights into the pathogenesis of severe COVID-19 with potential therapeutic targets.
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Affiliation(s)
- Sai Zhang
- Department of Genetics, Stanford University School of Medicine, Stanford, CA 94305, USA; VA Palo Alto Epidemiology Research and Information Center for Genomics, VA Palo Alto Health Care System, Palo Alto, CA 94304, USA; Center for Genomics and Personalized Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA; Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Johnathan Cooper-Knock
- Sheffield Institute for Translational Neuroscience, University of Sheffield, Sheffield S10 2HQ, UK
| | - Annika K Weimer
- Department of Genetics, Stanford University School of Medicine, Stanford, CA 94305, USA; Center for Genomics and Personalized Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Minyi Shi
- Department of Genetics, Stanford University School of Medicine, Stanford, CA 94305, USA; Center for Genomics and Personalized Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Lina Kozhaya
- The Jackson Laboratory for Genomic Medicine, Farmington, CT 06032, USA
| | - Derya Unutmaz
- The Jackson Laboratory for Genomic Medicine, Farmington, CT 06032, USA
| | - Calum Harvey
- Sheffield Institute for Translational Neuroscience, University of Sheffield, Sheffield S10 2HQ, UK
| | - Thomas H Julian
- Sheffield Institute for Translational Neuroscience, University of Sheffield, Sheffield S10 2HQ, UK
| | - Simone Furini
- Med Biotech Hub and Competence Center, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy
| | - Elisa Frullanti
- Med Biotech Hub and Competence Center, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy; Medical Genetics, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy
| | - Francesca Fava
- Med Biotech Hub and Competence Center, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy; Medical Genetics, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy; Genetica Medica, Azienda Ospedaliero-Universitaria Senese, 53100 Siena, Italy
| | - Alessandra Renieri
- Med Biotech Hub and Competence Center, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy; Medical Genetics, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy; Genetica Medica, Azienda Ospedaliero-Universitaria Senese, 53100 Siena, Italy
| | - Peng Gao
- Department of Genetics, Stanford University School of Medicine, Stanford, CA 94305, USA; Center for Genomics and Personalized Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Xiaotao Shen
- Department of Genetics, Stanford University School of Medicine, Stanford, CA 94305, USA; Center for Genomics and Personalized Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Ilia Sarah Timpanaro
- Department of Neurology, Brain Center Rudolf Magnus, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands
| | - Kevin P Kenna
- Department of Neurology, Brain Center Rudolf Magnus, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands
| | - J Kenneth Baillie
- Roslin Institute, University of Edinburgh, Easter Bush, Midlothian EH25 9RG, UK; MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh EH4 2XU, UK; Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh EH16 4SA, UK
| | - Mark M Davis
- Institute for Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA; Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Philip S Tsao
- VA Palo Alto Epidemiology Research and Information Center for Genomics, VA Palo Alto Health Care System, Palo Alto, CA 94304, USA; Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA.
| | - Michael P Snyder
- Department of Genetics, Stanford University School of Medicine, Stanford, CA 94305, USA; Center for Genomics and Personalized Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA; Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA 94305, USA.
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Evans RA, Leavy OC, Richardson M, Elneima O, McAuley HJC, Shikotra A, Singapuri A, Sereno M, Saunders RM, Harris VC, Houchen-Wolloff L, Aul R, Beirne P, Bolton CE, Brown JS, Choudhury G, Diar-Bakerly N, Easom N, Echevarria C, Fuld J, Hart N, Hurst J, Jones MG, Parekh D, Pfeffer P, Rahman NM, Rowland-Jones SL, Shah AM, Wootton DG, Chalder T, Davies MJ, De Soyza A, Geddes JR, Greenhalf W, Greening NJ, Heaney LG, Heller S, Howard LS, Jacob J, Jenkins RG, Lord JM, Man WDC, McCann GP, Neubauer S, Openshaw PJM, Porter JC, Rowland MJ, Scott JT, Semple MG, Singh SJ, Thomas DC, Toshner M, Lewis KE, Thwaites RS, Briggs A, Docherty AB, Kerr S, Lone NI, Quint J, Sheikh A, Thorpe M, Zheng B, Chalmers JD, Ho LP, Horsley A, Marks M, Poinasamy K, Raman B, Harrison EM, Wain LV, Brightling CE, Abel K, Adamali H, Adeloye D, Adeyemi O, Adrego R, Aguilar Jimenez LA, Ahmad S, Ahmad Haider N, Ahmed R, Ahwireng N, Ainsworth M, Al-Sheklly B, Alamoudi A, Ali M, Aljaroof M, All AM, Allan L, Allen RJ, Allerton L, 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K, Denneny E, Dennis J, Dewar A, Dharmagunawardena R, Dickens C, Dipper A, Diver S, Diwanji SN, Dixon M, Djukanovic R, Dobson H, Dobson SL, Donaldson A, Dong T, Dormand N, Dougherty A, Dowling R, Drain S, Draxlbauer K, Drury K, Dulawan P, Dunleavy A, Dunn S, Earley J, Edwards S, Edwardson C, El-Taweel H, Elliott A, Elliott K, Ellis Y, Elmer A, Evans D, Evans H, Evans J, Evans R, Evans RI, Evans T, Evenden C, Evison L, Fabbri L, Fairbairn S, Fairman A, Fallon K, Faluyi D, Favager C, Fayzan T, Featherstone J, Felton T, Finch J, Finney S, Finnigan J, Finnigan L, Fisher H, Fletcher S, Flockton R, Flynn M, Foot H, Foote D, Ford A, Forton D, Fraile E, Francis C, Francis R, Francis S, Frankel A, Fraser E, Free R, French N, Fu X, Furniss J, Garner L, Gautam N, George J, George P, Gibbons M, Gill M, Gilmour L, Gleeson F, Glossop J, Glover S, Goodman N, Goodwin C, Gooptu B, Gordon H, Gorsuch T, Greatorex M, Greenhaff PL, Greenhalgh A, Greenwood J, Gregory H, Gregory R, Grieve D, Griffin D, Griffiths L, Guerdette AM, Guillen Guio B, Gummadi M, Gupta A, Gurram S, Guthrie E, Guy Z, H Henson H, Hadley K, Haggar A, Hainey K, Hairsine B, Haldar P, Hall I, Hall L, Halling-Brown M, Hamil R, Hancock A, Hancock K, Hanley NA, Haq S, Hardwick HE, Hardy E, Hardy T, Hargadon B, Harrington K, Harris E, Harrison P, Harvey A, Harvey M, Harvie M, Haslam L, Havinden-Williams M, Hawkes J, Hawkings N, Haworth J, Hayday A, Haynes M, Hazeldine J, Hazelton T, Heeley C, Heeney JL, Heightman M, Henderson M, Hesselden L, Hewitt M, Highett V, Hillman T, Hiwot T, Hoare A, Hoare M, Hockridge J, Hogarth P, Holbourn A, Holden S, Holdsworth L, Holgate D, Holland M, Holloway L, Holmes K, Holmes M, Holroyd-Hind B, Holt L, Hormis A, Hosseini A, Hotopf M, Howard K, Howell A, Hufton E, Hughes AD, Hughes J, Hughes R, Humphries A, Huneke N, Hurditch E, Husain M, Hussell T, Hutchinson J, Ibrahim W, Ilyas F, Ingham J, Ingram L, Ionita D, Isaacs K, Ismail K, Jackson T, James WY, Jarman C, Jarrold I, Jarvis H, Jastrub R, Jayaraman B, Jezzard P, Jiwa K, Johnson C, Johnson S, Johnston D, Jolley CJ, Jones D, Jones G, Jones H, Jones H, Jones I, Jones L, Jones S, Jose S, Kabir T, Kaltsakas G, Kamwa V, Kanellakis N, Kaprowska S, Kausar Z, Keenan N, Kelly S, Kemp G, Kerslake H, Key AL, Khan F, Khunti K, Kilroy S, King B, King C, Kingham L, Kirk J, Kitterick P, Klenerman P, Knibbs L, Knight S, Knighton A, Kon O, Kon S, Kon SS, Koprowska S, Korszun A, Koychev I, Kurasz C, Kurupati P, Laing C, Lamlum H, Landers G, Langenberg C, Lasserson D, Lavelle-Langham L, Lawrie A, Lawson C, Lawson C, Layton A, Lea A, Lee D, Lee JH, Lee E, Leitch K, Lenagh R, Lewis D, Lewis J, Lewis V, Lewis-Burke N, Li X, Light T, Lightstone L, Lilaonitkul W, Lim L, Linford S, Lingford-Hughes A, Lipman M, Liyanage K, Lloyd A, Logan S, Lomas D, Loosley R, Lota H, Lovegrove W, Lucey A, Lukaschuk E, Lye A, Lynch C, MacDonald S, MacGowan G, Macharia I, Mackie J, Macliver L, Madathil S, Madzamba G, Magee N, Magtoto MM, Mairs N, Majeed N, Major E, Malein F, Malim M, Mallison G, Mandal S, Mangion K, Manisty C, Manley R, March K, Marciniak S, Marino P, Mariveles M, Marouzet E, Marsh S, Marshall B, Marshall M, Martin J, Martineau A, Martinez LM, Maskell N, Matila D, Matimba-Mupaya W, Matthews L, Mbuyisa A, McAdoo S, Weir McCall J, McAllister-Williams H, McArdle A, McArdle P, McAulay D, McCormick J, McCormick W, McCourt P, McGarvey L, McGee C, Mcgee K, McGinness J, McGlynn K, McGovern A, McGuinness H, McInnes IB, McIntosh J, McIvor E, McIvor K, McLeavey L, McMahon A, McMahon MJ, McMorrow L, Mcnally T, McNarry M, McNeill J, McQueen A, McShane H, Mears C, Megson C, Megson S, Mehta P, Meiring J, Melling L, Mencias M, Menzies D, Merida Morillas M, Michael A, Milligan L, Miller C, Mills C, Mills NL, Milner L, Misra S, Mitchell J, Mohamed A, Mohamed N, Mohammed S, Molyneaux PL, Monteiro W, Moriera S, Morley A, Morrison L, Morriss R, Morrow A, Moss AJ, Moss P, Motohashi K, Msimanga N, Mukaetova-Ladinska E, Munawar U, Murira J, Nanda U, Nassa H, Nasseri M, Neal A, Needham R, Neill P, Newell H, Newman T, Newton-Cox A, Nicholson T, Nicoll D, Nolan CM, Noonan MJ, Norman C, Novotny P, Nunag J, Nwafor L, Nwanguma U, Nyaboko J, O'Donnell K, O'Brien C, O'Brien L, O'Regan D, Odell N, Ogg G, Olaosebikan O, Oliver C, Omar Z, Orriss-Dib L, Osborne L, Osbourne R, Ostermann M, Overton C, Owen J, Oxton J, Pack J, Pacpaco E, Paddick S, Painter S, Pakzad A, Palmer S, Papineni P, Paques K, Paradowski K, Pareek M, Parfrey H, Pariante C, Parker S, Parkes M, Parmar J, Patale S, Patel B, Patel M, Patel S, Pattenadk D, Pavlides M, Payne S, Pearce L, Pearl JE, Peckham D, Pendlebury J, Peng Y, Pennington C, Peralta I, Perkins E, Peterkin Z, Peto T, Petousi N, Petrie J, Phipps J, Pimm J, Piper Hanley K, Pius R, Plant H, Plein S, Plekhanova T, Plowright M, Polgar O, Poll L, Porter J, Portukhay S, Powell N, Prabhu A, Pratt J, Price A, Price C, Price C, Price D, Price L, Price L, Prickett A, Propescu J, Pugmire S, Quaid S, Quigley J, Qureshi H, Qureshi IN, Radhakrishnan K, Ralser M, Ramos A, Ramos H, Rangeley J, Rangelov B, Ratcliffe L, Ravencroft P, Reddington A, Reddy R, Redfearn H, Redwood D, Reed A, Rees M, Rees T, Regan K, Reynolds W, Ribeiro C, Richards A, Richardson E, Rivera-Ortega P, Roberts K, Robertson E, Robinson E, Robinson L, Roche L, Roddis C, Rodger J, Ross A, Ross G, Rossdale J, Rostron A, Rowe A, Rowland A, Rowland J, Roy K, Roy M, Rudan I, Russell R, Russell E, Saalmink G, Sabit R, Sage EK, Samakomva T, Samani N, Sampson C, Samuel K, Samuel R, Sanderson A, Sapey E, Saralaya D, Sargant J, Sarginson C, Sass T, Sattar N, Saunders K, Saunders P, Saunders LC, Savill H, Saxon W, Sayer A, Schronce J, Schwaeble W, Scott K, Selby N, Sewell TA, Shah K, Shah P, Shankar-Hari M, Sharma M, Sharpe C, Sharpe M, Shashaa S, Shaw A, Shaw K, Shaw V, Shelton S, Shenton L, Shevket K, Short J, Siddique S, Siddiqui S, Sidebottom J, Sigfrid L, Simons G, Simpson J, Simpson N, Singh C, Singh S, Sissons D, Skeemer J, Slack 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Vinson B, Wade E, Wade P, Wainwright T, Wajero LO, Walder S, Walker S, Walker S, Wall E, Wallis T, Walmsley S, Walsh JA, Walsh S, Warburton L, Ward TJC, Warwick K, Wassall H, Waterson S, Watson E, Watson L, Watson J, Welch C, Welch H, Welsh B, Wessely S, West S, Weston H, Wheeler H, White S, Whitehead V, Whitney J, Whittaker S, Whittam B, Whitworth V, Wight A, Wild J, Wilkins M, Wilkinson D, Williams N, Williams N, Williams J, Williams-Howard SA, Willicombe M, Willis G, Willoughby J, Wilson A, Wilson D, Wilson I, Window N, Witham M, Wolf-Roberts R, Wood C, Woodhead F, Woods J, Wormleighton J, Worsley J, Wraith D, Wrey Brown C, Wright C, Wright L, Wright S, Wyles J, Wynter I, Xu M, Yasmin N, Yasmin S, Yates T, Yip KP, Young B, Young S, Young A, Yousuf AJ, Zawia A, Zeidan L, Zhao B, Zongo O. Clinical characteristics with inflammation profiling of long COVID and association with 1-year recovery following hospitalisation in the UK: a prospective observational study. Lancet Respir Med 2022; 10:761-775. [PMID: 35472304 PMCID: PMC9034855 DOI: 10.1016/s2213-2600(22)00127-8] [Citation(s) in RCA: 144] [Impact Index Per Article: 72.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Revised: 03/23/2022] [Accepted: 03/31/2022] [Indexed: 11/25/2022]
Abstract
BACKGROUND No effective pharmacological or non-pharmacological interventions exist for patients with long COVID. We aimed to describe recovery 1 year after hospital discharge for COVID-19, identify factors associated with patient-perceived recovery, and identify potential therapeutic targets by describing the underlying inflammatory profiles of the previously described recovery clusters at 5 months after hospital discharge. METHODS The Post-hospitalisation COVID-19 study (PHOSP-COVID) is a prospective, longitudinal cohort study recruiting adults (aged ≥18 years) discharged from hospital with COVID-19 across the UK. Recovery was assessed using patient-reported outcome measures, physical performance, and organ function at 5 months and 1 year after hospital discharge, and stratified by both patient-perceived recovery and recovery cluster. Hierarchical logistic regression modelling was performed for patient-perceived recovery at 1 year. Cluster analysis was done using the clustering large applications k-medoids approach using clinical outcomes at 5 months. Inflammatory protein profiling was analysed from plasma at the 5-month visit. This study is registered on the ISRCTN Registry, ISRCTN10980107, and recruitment is ongoing. FINDINGS 2320 participants discharged from hospital between March 7, 2020, and April 18, 2021, were assessed at 5 months after discharge and 807 (32·7%) participants completed both the 5-month and 1-year visits. 279 (35·6%) of these 807 patients were women and 505 (64·4%) were men, with a mean age of 58·7 (SD 12·5) years, and 224 (27·8%) had received invasive mechanical ventilation (WHO class 7-9). The proportion of patients reporting full recovery was unchanged between 5 months (501 [25·5%] of 1965) and 1 year (232 [28·9%] of 804). Factors associated with being less likely to report full recovery at 1 year were female sex (odds ratio 0·68 [95% CI 0·46-0·99]), obesity (0·50 [0·34-0·74]) and invasive mechanical ventilation (0·42 [0·23-0·76]). Cluster analysis (n=1636) corroborated the previously reported four clusters: very severe, severe, moderate with cognitive impairment, and mild, relating to the severity of physical health, mental health, and cognitive impairment at 5 months. We found increased inflammatory mediators of tissue damage and repair in both the very severe and the moderate with cognitive impairment clusters compared with the mild cluster, including IL-6 concentration, which was increased in both comparisons (n=626 participants). We found a substantial deficit in median EQ-5D-5L utility index from before COVID-19 (retrospective assessment; 0·88 [IQR 0·74-1·00]), at 5 months (0·74 [0·64-0·88]) to 1 year (0·75 [0·62-0·88]), with minimal improvements across all outcome measures at 1 year after discharge in the whole cohort and within each of the four clusters. INTERPRETATION The sequelae of a hospital admission with COVID-19 were substantial 1 year after discharge across a range of health domains, with the minority in our cohort feeling fully recovered. Patient-perceived health-related quality of life was reduced at 1 year compared with before hospital admission. Systematic inflammation and obesity are potential treatable traits that warrant further investigation in clinical trials. FUNDING UK Research and Innovation and National Institute for Health Research.
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C, Tavecchia L, Crotti L, Rizzi M, Rovere MTL, Sarzi-Braga S, Bussotti M, Ravaglia S, Artuso R, Perrella A, Romani D, Bergomi P, Catena E, Vincenti A, Ferri C, Grassi D, Pessina G, Tumbarello M, Pietro MD, Sabrina R, Luchi S, Furini S, Dei S, Benetti E, Picchiotti N, Sanarico M, Ceri S, Pinoli P, Raimondi F, Biscarini F, Stella A, Zguro K, Capitani K, Nkambule L, Tanfoni M, Fallerini C, Daga S, Baldassarri M, Fava F, Frullanti E, Valentino F, Doddato G, Giliberti A, Tita R, Amitrano S, Bruttini M, Croci S, Meloni I, Mencarelli MA, Rizzo CL, Pinto AM, Beligni G, Tommasi A, Sarno LD, Palmieri M, Carriero ML, Alaverdian D, Busani S, Bruno R, Vecchia M, Belli MA, Mantovani S, Ludovisi S, Quiros-Roldan E, Antoni MD, Zanella I, Siano M, Emiliozzi A, Fabbiani M, Rossetti B, Bergantini L, D’Alessandro M, Cameli P, Bennett D, Anedda F, Marcantonio S, Scolletta S, Guerrini S, Conticini E, Frediani B, Spertilli C, Donati A, Guidelli L, Corridi M, Croci L, Piacentini P, Desanctis E, Cappelli S, Verzuri A, Anemoli V, Pancrazzi A, Lorubbio M, Miraglia FG, Venturelli S, Cossarizza A, Vergori A, Gabrieli A, Riva A, Paciosi F, Andretta F, Gatti F, Parisi SG, Baratti S, Piscopo C, Russo R, Andolfo I, Iolascon A, Carella M, Merla G, Squeo GM, Raggi P, Marciano C, Perna R, Bassetti M, Sanguinetti M, Giorli A, Salerni L, Parravicini P, Menatti E, Trotta T, Coiro G, Lena F, Martinelli E, Mancarella S, Gabbi C, Maggiolo F, Ripamonti D, Bachetti T, Suardi C, Parati G, Bottà G, Domenico PD, Rancan I, Bianchi F, Colombo R, Barbieri C, Acquilini D, Andreucci E, Segala FV, Tiseo G, Falcone M, Lista M, Poscente M, Vivo OD, Petrocelli P, Guarnaccia A, Baroni S, Hayward C, Porteous DJ, Fawns-Ritchie C, Richmond A, Campbell A, van Heel DA, Hunt KA, Trembath RC, Huang QQ, Martin HC, Mason D, Trivedi B, Wright J, Finer S, Akhtar S, Anwar M, Arciero E, Ashraf S, Breen G, Chung R, Curtis CJ, Chowdhury M, Colligan G, Deloukas P, Durham C, Finer S, Griffiths C, Huang QQ, Hurles M, Hunt KA, Hussain S, Islam K, Khan A, Khan A, Lavery C, Lee SH, Lerner R, MacArthur D, MacLaughlin B, Martin H, Mason D, Miah S, Newman B, Safa N, Tahmasebi F, Trembath RC, Trivedi B, van Heel DA, Wright J, Griffiths CJ, Smith AV, Boughton AP, Li KW, LeFaive J, Annis A, Niavarani A, Aliannejad R, Sharififard B, Amirsavadkouhi A, Naderpour Z, Tadi HA, Aleagha AE, Ahmadi S, Moghaddam SBM, Adamsara A, Saeedi M, Abdollahi H, Hosseini A, Chariyavilaskul P, Jantarabenjakul W, Hirankarn N, Chamnanphon M, Suttichet TB, Shotelersuk V, Pongpanich M, Phokaew C, Chetruengchai W, Putchareon O, Torvorapanit P, Puthanakit T, Suchartlikitwong P, Nilaratanakul V, Sodsai P, Brumpton BM, Hveem K, Willer C, Wolford B, Zhou W, Rogne T, Solligard E, Åsvold BO, Franke L, Boezen M, Deelen P, Claringbould A, Lopera E, Warmerdam R, Vonk JM, van Blokland I, Lanting P, Ori APS, Feng YCA, Mercader J, Weiss ST, Karlson EW, Smoller JW, Murphy SN, Meigs JB, Woolley AE, Green RC, Perez EF, Wolford B, Zöllner S, Wang J, Beck A, Sloofman LG, Ascolillo S, Sebra RP, Collins BL, Levy T, Buxbaum JD, Sealfon SC, Jordan DM, Thompson RC, Gettler K, Chaudhary K, Belbin GM, Preuss M, Hoggart C, Choi S, Underwood SJ, Salib I, Britvan B, Keller K, Tang L, Peruggia M, Hiester LL, Niblo K, Aksentijevich A, Labkowsky A, Karp A, Zlatopolsky M, Zyndorf M, Charney AW, Beckmann ND, Schadt EE, Abul-Husn NS, Cho JH, Itan Y, Kenny EE, Loos RJF, Nadkarni GN, Do R, O’Reilly P, Huckins LM, Ferreira MAR, Abecasis GR, Leader JB, Cantor MN, Justice AE, Carey DJ, Chittoor G, Josyula NS, Kosmicki JA, Horowitz JE, Baras A, Gass MC, Yadav A, Mirshahi T, Hottenga JJ, Bartels M, de geus EEJC, Nivard MMG, Verma A, Ritchie MD, Rader D, Li B, Verma SS, Lucas A, Bradford Y, Abedalthagafi M, Alaamery M, Alshareef A, Sawaji M, Massadeh S, AlMalik A, Alqahtani S, Baraka D, Harthi FA, Alsolm E, Safieh LA, Alowayn AM, Alqubaishi F, Mutairi AA, Mangul S, Almutairi M, Aljawini N, Albesher N, Arabi YM, Mahmoud ES, Khattab AK, Halawani RT, Alahmadey ZZ, Albakri JK, Felemban WA, Suliman BA, Hasanato R, Al-Awdah L, Alghamdi J, AlZahrani D, AlJohani S, Al-Afghani H, AlDhawi N, AlBardis H, Alkwai S, Alswailm M, Almalki F, Albeladi M, Almohammed I, Barhoush E, Albader A, Alotaibi S, Alghamdi B, Jung J, fawzy MS, Alrashed M, Zeberg H, Nkambul L, Frithiof R, Hultström M, Lipcsey M, Tardif N, Rooyackers O, Grip J, Maricic T, Helgeland Ø, Magnus P, Trogstad LIS, Lee Y, Harris JR, Mangino M, Spector TD, Emma D, Moutsianas L, Caulfield MJ, Scott RH, Kousathanas A, Pasko D, Walker S, Stuckey A, Odhams CA, Rhodes D, Fowler T, Rendon A, Chan G, Arumugam P, Karczewski KJ, Martin AR, Wilson DJ, Spencer CCA, Crook DW, Wyllie DH, O’Connell AM, Atkinson EG, Kanai M, Tsuo K, Baya N, Turley P, Gupta R, Walters RK, Palmer DS, Sarma G, Solomonson M, Cheng N, Lu W, Churchhouse C, Goldstein JI, King D, Zhou W, Seed C, Daly MJ, Neale BM, Finucane H, Bryant S, Satterstrom FK, Band G, Earle SG, Lin SK, Arning N, Koelling N, Armstrong J, Rudkin JK, Callier S, Bryant S, Cusick C, Soranzo N, Zhao JH, Danesh J, Angelantonio ED, Butterworth AS, Sun YV, Huffman JE, Cho K, O’Donnell CJ, Tsao P, Gaziano JM, Peloso G, Ho YL, Smieszek SP, Polymeropoulos C, Polymeropoulos V, Polymeropoulos MH, Przychodzen BP, Fernandez-Cadenas I, Planas AM, Perez-Tur J, Llucià-Carol L, Cullell N, Muiño E, Cárcel-Márquez J, DeDiego ML, Iglesias LL, Soriano A, Rico V, Agüero D, Bedini JL, Lozano F, Domingo C, Robles V, Ruiz-Jaén F, Márquez L, Gomez J, Coto E, Albaiceta GM, García-Clemente M, Dalmau D, Arranz MJ, Dietl B, Serra-Llovich A, Soler P, Colobrán R, Martín-Nalda A, Martínez AP, Bernardo D, Rojo S, Fiz-López A, Arribas E, de la Cal-Sabater P, Segura T, González-Villa E, Serrano-Heras G, Martí-Fàbregas J, Jiménez-Xarrié E, de Felipe Mimbrera A, Masjuan J, García-Madrona S, Domínguez-Mayoral A, Villalonga JM, Menéndez-Valladares P, Chasman DI, Sesso HD, Manson JE, Buring JE, Ridker PM, Franco G, Davis L, Lee S, Priest J, Sankaran VG, van Heel D, Biesecker L, Kerchberger VE, Baillie JK. A first update on mapping the human genetic architecture of COVID-19. Nature 2022; 608:E1-E10. [PMID: 35922517 PMCID: PMC9352569 DOI: 10.1038/s41586-022-04826-7] [Citation(s) in RCA: 52] [Impact Index Per Article: 26.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Accepted: 04/29/2022] [Indexed: 01/04/2023]
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Ijaz S, Dicks S, Jegatheesan K, Parker E, Katsanovskaja K, Vink E, McClure MO, Shute J, Hope J, Cook N, Cherepanov P, Turtle L, Paxton WA, Pollakis G, Ho A, Openshaw PJM, Baillie JK, Semple MG, Tedder RS. Mapping of SARS-CoV-2 IgM and IgG in gingival crevicular fluid: Antibody dynamics and linkage to severity of COVID-19 in hospital inpatients. J Infect 2022; 85:152-160. [PMID: 35667482 PMCID: PMC9163047 DOI: 10.1016/j.jinf.2022.05.033] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2021] [Revised: 05/19/2022] [Accepted: 05/29/2022] [Indexed: 02/06/2023]
Affiliation(s)
- Samreen Ijaz
- Blood Borne Virus Unit, Reference Department, UK Health Security Agency, 61 Colindale Avenue, London NW9 5EQ, UK.
| | - Steve Dicks
- Blood Borne Virus Unit, Reference Department, UK Health Security Agency, 61 Colindale Avenue, London NW9 5EQ, UK; NHS Blood and Transplant, London, UK
| | - Keerthana Jegatheesan
- Blood Borne Virus Unit, Reference Department, UK Health Security Agency, 61 Colindale Avenue, London NW9 5EQ, UK; NHS Blood and Transplant, London, UK
| | - Eleanor Parker
- Department of Infectious Disease, Imperial College London, London, UK
| | | | - Elen Vink
- Medical Research Council, University of Glasgow Centre for Virus Research, Glasgow, UK
| | - Myra O McClure
- Department of Infectious Disease, Imperial College London, London, UK
| | - J Shute
- Blood Borne Virus Unit, Reference Department, UK Health Security Agency, 61 Colindale Avenue, London NW9 5EQ, UK
| | - Joshua Hope
- Chromatin Structure and Mobile DNA Laboratory, The Francis Crick Institute, London, UK
| | - Nicola Cook
- Chromatin Structure and Mobile DNA Laboratory, The Francis Crick Institute, London, UK
| | - Peter Cherepanov
- Department of Infectious Disease, Imperial College London, London, UK; Chromatin Structure and Mobile DNA Laboratory, The Francis Crick Institute, London, UK
| | - Lance Turtle
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK; Liverpool University Hospitals NHS Foundation Trust, Liverpool, UK
| | - William A Paxton
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK; NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK
| | - Georgios Pollakis
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK; NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK
| | - Antonia Ho
- Medical Research Council, University of Glasgow Centre for Virus Research, Glasgow, UK
| | | | | | - Malcolm G Semple
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK; Department of Respiratory Medicine, Alder Hey Children's Hospital, Liverpool, UK
| | - Richard S Tedder
- Department of Infectious Disease, Imperial College London, London, UK
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Norris T, Razieh C, Zaccardi F, Yates T, Islam N, Gillies CL, Chudasama YV, Rowlands AV, Davies MJ, McCann GP, Banerjee A, Lam CSP, Docherty AB, Openshaw PJ, Baillie JK, Semple MG, Lawson CA, Khunti K. Impact of cardiometabolic multimorbidity and ethnicity on cardiovascular/renal complications in patients with COVID-19. Heart 2022; 108:1200-1208. [PMID: 34911741 PMCID: PMC8678560 DOI: 10.1136/heartjnl-2021-320047] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Accepted: 11/08/2021] [Indexed: 12/28/2022] Open
Abstract
OBJECTIVE Using a large national database of people hospitalised with COVID-19, we investigated the contribution of cardio-metabolic conditions, multi-morbidity and ethnicity on the risk of in-hospital cardiovascular complications and death. METHODS A multicentre, prospective cohort study in 302 UK healthcare facilities of adults hospitalised with COVID-19 between 6 February 2020 and 16 March 2021. Logistic models were used to explore associations between baseline patient ethnicity, cardiometabolic conditions and multimorbidity (0, 1, 2, >2 conditions), and in-hospital cardiovascular complications (heart failure, arrhythmia, cardiac ischaemia, cardiac arrest, coagulation complications, stroke), renal injury and death. RESULTS Of 65 624 patients hospitalised with COVID-19, 44 598 (68.0%) reported at least one cardiometabolic condition on admission. Cardiovascular/renal complications or death occurred in 24 609 (38.0%) patients. Baseline cardiometabolic conditions were independently associated with increased odds of in-hospital complications and this risk increased in the presence of cardiometabolic multimorbidity. For example, compared with having no cardiometabolic conditions, 1, 2 or ≥3 conditions was associated with 1.46 (95% CI 1.39 to 1.54), 2.04 (95% CI 1.93 to 2.15) and 3.10 (95% CI 2.92 to 3.29) times higher odds of any cardiovascular/renal complication, respectively. A similar pattern was observed for all-cause death. Compared with the white group, the South Asian (OR 1.19, 95% CI 1.10 to 1.29) and black (OR 1.53 to 95% CI 1.37 to 1.72) ethnic groups had higher risk of any cardiovascular/renal complication. CONCLUSIONS In hospitalised patients with COVID-19, cardiovascular complications or death impacts just under half of all patients, with the highest risk in those of South Asian or Black ethnicity and in patients with cardiometabolic multimorbidity.
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Affiliation(s)
- Tom Norris
- Leicester Real World Evidence Unit, Leicester General Hospital, Leicester, UK
| | - Cameron Razieh
- Diabetes Research Centre, University of Leicester, Leicester, Leicestershire, UK
| | - Francesco Zaccardi
- Leicester Real World Evidence Unit, Leicester General Hospital, Leicester, UK
- Diabetes Research Centre, University of Leicester, Leicester, Leicestershire, UK
| | - Thomas Yates
- Diabetes Research Centre, University of Leicester, Leicester, Leicestershire, UK
| | - Nazrul Islam
- Big Data Institute, University of Oxford, Oxford, Oxfordshire, UK
| | - Clare L Gillies
- Diabetes Research Centre, University of Leicester, Leicester, Leicestershire, UK
| | - Yogini V Chudasama
- Diabetes Research Centre, University of Leicester, Leicester, Leicestershire, UK
| | - Alex V Rowlands
- Diabetes Research Centre, University of Leicester, Leicester, Leicestershire, UK
| | - Melanie J Davies
- Diabetes Research Centre, University of Leicester, Leicester, Leicestershire, UK
| | - Gerry P McCann
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK
| | - Amitava Banerjee
- Farr Institute of Health Informatics Research, University College London, London, UK
| | - Carolyn S P Lam
- Department of Cardiology, National Heart Centre Singapore, Singapore
| | - Annemarie B Docherty
- Usher Institute of Population Health Sciences and Informatics, The University of Edinburgh, Edinburgh, Edinburgh, UK
| | | | - J Kenneth Baillie
- The Roslin Institute, The University of Edinburgh, Easter Bush Campus, Midlothian, UK
| | | | - Claire Alexandra Lawson
- Leicester Real World Evidence Unit, Leicester General Hospital, Leicester, UK
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK
| | - Kamlesh Khunti
- Leicester Real World Evidence Unit, Leicester General Hospital, Leicester, UK
- Diabetes Research Centre, University of Leicester, Leicester, Leicestershire, UK
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Kousathanas A, Pairo-Castineira E, Rawlik K, Stuckey A, Odhams CA, Walker S, Russell CD, Malinauskas T, Wu Y, Millar J, Shen X, Elliott KS, Griffiths F, Oosthuyzen W, Morrice K, Keating S, Wang B, Rhodes D, Klaric L, Zechner M, Parkinson N, Siddiq A, Goddard P, Donovan S, Maslove D, Nichol A, Semple MG, Zainy T, Maleady-Crowe F, Todd L, Salehi S, Knight J, Elgar G, Chan G, Arumugam P, Patch C, Rendon A, Bentley D, Kingsley C, Kosmicki JA, Horowitz JE, Baras A, Abecasis GR, Ferreira MAR, Justice A, Mirshahi T, Oetjens M, Rader DJ, Ritchie MD, Verma A, Fowler TA, Shankar-Hari M, Summers C, Hinds C, Horby P, Ling L, McAuley D, Montgomery H, Openshaw PJM, Elliott P, Walsh T, Tenesa A, Fawkes A, Murphy L, Rowan K, Ponting CP, Vitart V, Wilson JF, Yang J, Bretherick AD, Scott RH, Hendry SC, Moutsianas L, Law A, Caulfield MJ, Baillie JK. Whole-genome sequencing reveals host factors underlying critical COVID-19. Nature 2022; 607:97-103. [PMID: 35255492 PMCID: PMC9259496 DOI: 10.1038/s41586-022-04576-6] [Citation(s) in RCA: 132] [Impact Index Per Article: 66.0] [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: 09/02/2021] [Accepted: 02/23/2022] [Indexed: 12/15/2022]
Abstract
Critical COVID-19 is caused by immune-mediated inflammatory lung injury. Host genetic variation influences the development of illness requiring critical care1 or hospitalization2-4 after infection with SARS-CoV-2. The GenOMICC (Genetics of Mortality in Critical Care) study enables the comparison of genomes from individuals who are critically ill with those of population controls to find underlying disease mechanisms. Here we use whole-genome sequencing in 7,491 critically ill individuals compared with 48,400 controls to discover and replicate 23 independent variants that significantly predispose to critical COVID-19. We identify 16 new independent associations, including variants within genes that are involved in interferon signalling (IL10RB and PLSCR1), leucocyte differentiation (BCL11A) and blood-type antigen secretor status (FUT2). Using transcriptome-wide association and colocalization to infer the effect of gene expression on disease severity, we find evidence that implicates multiple genes-including reduced expression of a membrane flippase (ATP11A), and increased expression of a mucin (MUC1)-in critical disease. Mendelian randomization provides evidence in support of causal roles for myeloid cell adhesion molecules (SELE, ICAM5 and CD209) and the coagulation factor F8, all of which are potentially druggable targets. Our results are broadly consistent with a multi-component model of COVID-19 pathophysiology, in which at least two distinct mechanisms can predispose to life-threatening disease: failure to control viral replication; or an enhanced tendency towards pulmonary inflammation and intravascular coagulation. We show that comparison between cases of critical illness and population controls is highly efficient for the detection of therapeutically relevant mechanisms of disease.
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Affiliation(s)
| | - Erola Pairo-Castineira
- Roslin Institute, University of Edinburgh, Edinburgh, UK
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Konrad Rawlik
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | | | | | | | - Clark D Russell
- Roslin Institute, University of Edinburgh, Edinburgh, UK
- Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Tomas Malinauskas
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Yang Wu
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | | | - Xia Shen
- Biostatistics Group, Greater Bay Area Institute of Precision Medicine (Guangzhou), Fudan University, Guangzhou, China
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, Edinburgh, UK
| | | | | | | | - Kirstie Morrice
- Edinburgh Clinical Research Facility, Western General Hospital, University of Edinburgh, Edinburgh, UK
| | - Sean Keating
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Bo Wang
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | | | - Lucija Klaric
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Marie Zechner
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Nick Parkinson
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | | | | | | | - David Maslove
- Department of Critical Care Medicine, Queen's University and Kingston Health Sciences Centre, Kingston, Ontario, Canada
| | - Alistair Nichol
- Clinical Research Centre at St Vincent's University Hospital, University College Dublin, Dublin, Ireland
| | - Malcolm G Semple
- NIHR Health Protection Research Unit for Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, UK
- Respiratory Medicine and Institute in the Park, Alder Hey Children's Hospital and University of Liverpool, Liverpool, UK
| | | | | | | | | | - Julian Knight
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
| | | | | | | | | | | | | | | | | | | | - Aris Baras
- Regeneron Genetics Center, Tarrytown, NY, USA
| | | | | | | | | | | | - Daniel J Rader
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Marylyn D Ritchie
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Anurag Verma
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Tom A Fowler
- Genomics England, London, UK
- Test and Trace, the Health Security Agency, Department of Health and Social Care, London, UK
| | - Manu Shankar-Hari
- Department of Intensive Care Medicine, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | | | - Charles Hinds
- William Harvey Research Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Peter Horby
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Lowell Ling
- Department of Anaesthesia and Intensive Care, The Chinese University of Hong Kong, Prince of Wales Hospital, Hong Kong, China
| | - Danny McAuley
- Wellcome-Wolfson Institute for Experimental Medicine, Queen's University Belfast, Belfast, UK
- Department of Intensive Care Medicine, Royal Victoria Hospital, Belfast, UK
| | | | - Peter J M Openshaw
- National Heart and Lung Institute, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust: London, London, UK
| | | | - Timothy Walsh
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Albert Tenesa
- Roslin Institute, University of Edinburgh, Edinburgh, UK
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, Edinburgh, UK
| | - Angie Fawkes
- Edinburgh Clinical Research Facility, Western General Hospital, University of Edinburgh, Edinburgh, UK
| | - Lee Murphy
- Edinburgh Clinical Research Facility, Western General Hospital, University of Edinburgh, Edinburgh, UK
| | - Kathy Rowan
- Intensive Care National Audit and Research Centre, London, UK
| | - Chris P Ponting
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Veronique Vitart
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - James F Wilson
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, Edinburgh, UK
| | - Jian Yang
- School of Life Sciences, Westlake University, Hangzhou, China
- Westlake Laboratory of Life Sciences and Biomedicine, Hangzhou, China
| | - Andrew D Bretherick
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Richard H Scott
- Genomics England, London, UK
- Great Ormond Street Hospital, London, UK
| | | | | | - Andy Law
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Mark J Caulfield
- Genomics England, London, UK.
- William Harvey Research Institute, Queen Mary University of London, London, UK.
| | - J Kenneth Baillie
- Roslin Institute, University of Edinburgh, Edinburgh, UK.
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK.
- Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK.
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK.
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40
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Prince T, Dong X, Penrice-Randal R, Randle N, Hartley C, Goldswain H, Jones B, Semple MG, Baillie JK, Openshaw PJM, Turtle L, Hughes GL, Anderson ER, Patterson EI, Druce J, Screaton G, Carroll MW, Stewart JP, Hiscox JA. Analysis of SARS-CoV-2 in Nasopharyngeal Samples from Patients with COVID-19 Illustrates Population Variation and Diverse Phenotypes, Placing the Growth Properties of Variants of Concern in Context with Other Lineages. mSphere 2022; 7:e0091321. [PMID: 35491827 PMCID: PMC9241508 DOI: 10.1128/msphere.00913-21] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [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: 03/18/2022] [Indexed: 01/02/2023] Open
Abstract
New variants of SARS-CoV-2 are continuing to emerge and dominate the global sequence landscapes. Several variants have been labeled variants of concern (VOCs) because they may have a transmission advantage, increased risk of morbidity and/or mortality, or immune evasion upon a background of prior infection or vaccination. Placing the VOCs in context with the underlying variability of SARS-CoV-2 is essential in understanding virus evolution and selection pressures. Dominant genome sequences and the population genetics of SARS-CoV-2 in nasopharyngeal swabs from hospitalized patients were characterized. Nonsynonymous changes at a minor variant level were identified. These populations were generally preserved when isolates were amplified in cell culture. To place the Alpha, Beta, Delta, and Omicron VOCs in context, their growth was compared to clinical isolates of different lineages from earlier in the pandemic. The data indicated that the growth in cell culture of the Beta variant was more than that of the other variants in Vero E6 cells but not in hACE2-A549 cells. Looking at each time point, Beta grew more than the other VOCs in hACE2-A549 cells at 24 to 48 h postinfection. At 72 h postinfection there was no difference in the growth of any of the variants in either cell line. Overall, this work suggested that exploring the biology of SARS-CoV-2 is complicated by population dynamics and that these need to be considered with new variants. In the context of variation seen in other coronaviruses, the variants currently observed for SARS-CoV-2 are very similar in terms of their clinical spectrum of disease. IMPORTANCE SARS-CoV-2 is the causative agent of COVID-19. The virus has spread across the planet, causing a global pandemic. In common with other coronaviruses, SARS-CoV-2 genomes can become quite diverse as a consequence of replicating inside cells. This has given rise to multiple variants from the original virus that infected humans. These variants may have different properties and in the context of a widespread vaccination program may render vaccines less effective. Our research confirms the degree of genetic diversity of SARS-CoV-2 in patients. By comparing the growth of previous variants to the pattern seen with four variants of concern (VOCs) (Alpha, Beta, Delta, and Omicron), we show that, at least in cells, Beta variant growth exceeds that of Alpha, Delta, and Omicron VOCs at 24 to 48 h in both Vero E6 and hACE2-A549 cells, but by 72 h postinfection, the amount of virus is not different from that of the other VOCs.
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Affiliation(s)
- Tessa Prince
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Liverpool, United Kingdom
| | - Xiaofeng Dong
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Rebekah Penrice-Randal
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Nadine Randle
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Catherine Hartley
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Hannah Goldswain
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Benjamin Jones
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Malcolm G. Semple
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Liverpool, United Kingdom
- Department of Respiratory Medicine, Alder Hey Children’s Hospital, Liverpool, United Kingdom
| | - J. Kenneth Baillie
- The Roslin Institute, University of Edinburgh, Edinburgh, United Kingdom
| | - Peter J. M. Openshaw
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Lance Turtle
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Liverpool, United Kingdom
| | - Grant L. Hughes
- Departments of Vector Biology and Tropical Disease Biology, Center for Neglected Tropical Diseases, Liverpool School of Tropical Medicine, Liverpool, United Kingdom
| | - Enyia R. Anderson
- Departments of Vector Biology and Tropical Disease Biology, Center for Neglected Tropical Diseases, Liverpool School of Tropical Medicine, Liverpool, United Kingdom
| | - Edward I. Patterson
- Departments of Vector Biology and Tropical Disease Biology, Center for Neglected Tropical Diseases, Liverpool School of Tropical Medicine, Liverpool, United Kingdom
| | - Julian Druce
- Virus Identification Laboratory, Doherty Institute, University of Melbourne, Melbourne, Australia
| | - Gavin Screaton
- Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Miles W. Carroll
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Liverpool, United Kingdom
- Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom
- Public Health England, Salisbury, United Kingdom
| | - James P. Stewart
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
- Department of Infectious Disease, University of Georgia, Georgia, USA
| | - Julian A. Hiscox
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, United Kingdom
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Liverpool, United Kingdom
- A*STAR Infectious Diseases Laboratories (A*STAR ID Labs), Agency for Science, Technology and Research (A*STAR), Singapore
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Mirchandani AS, Jenkins SJ, Bain CC, Sanchez-Garcia MA, Lawson H, Coelho P, Murphy F, Griffith DM, Zhang A, Morrison T, Ly T, Arienti S, Sadiku P, Watts ER, Dickinson RS, Reyes L, Cooper G, Clark S, Lewis D, Kelly V, Spanos C, Musgrave KM, Delaney L, Harper I, Scott J, Parkinson NJ, Rostron AJ, Baillie JK, Clohisey S, Pridans C, Campana L, Lewis PS, Simpson AJ, Dockrell DH, Schwarze J, Hirani N, Ratcliffe PJ, Pugh CW, Kranc K, Forbes SJ, Whyte MKB, Walmsley SR. Hypoxia shapes the immune landscape in lung injury and promotes the persistence of inflammation. Nat Immunol 2022; 23:927-939. [PMID: 35624205 PMCID: PMC9174051 DOI: 10.1038/s41590-022-01216-z] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [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: 04/04/2021] [Accepted: 04/18/2022] [Indexed: 12/30/2022]
Abstract
Hypoxemia is a defining feature of acute respiratory distress syndrome (ARDS), an often-fatal complication of pulmonary or systemic inflammation, yet the resulting tissue hypoxia, and its impact on immune responses, is often neglected. In the present study, we have shown that ARDS patients were hypoxemic and monocytopenic within the first 48 h of ventilation. Monocytopenia was also observed in mouse models of hypoxic acute lung injury, in which hypoxemia drove the suppression of type I interferon signaling in the bone marrow. This impaired monopoiesis resulted in reduced accumulation of monocyte-derived macrophages and enhanced neutrophil-mediated inflammation in the lung. Administration of colony-stimulating factor 1 in mice with hypoxic lung injury rescued the monocytopenia, altered the phenotype of circulating monocytes, increased monocyte-derived macrophages in the lung and limited injury. Thus, tissue hypoxia altered the dynamics of the immune response to the detriment of the host and interventions to address the aberrant response offer new therapeutic strategies for ARDS.
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Affiliation(s)
- Ananda S Mirchandani
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK.
| | - Stephen J Jenkins
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Calum C Bain
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Manuel A Sanchez-Garcia
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Hannah Lawson
- Barts Cancer Institute, Queen Mary University of London, London, UK
| | - Patricia Coelho
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Fiona Murphy
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - David M Griffith
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Ailiang Zhang
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Tyler Morrison
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Tony Ly
- Wellcome Centre for Cell Biology, School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| | - Simone Arienti
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Pranvera Sadiku
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Emily R Watts
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Rebecca S Dickinson
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Leila Reyes
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - George Cooper
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Sarah Clark
- Intensive Care Unit, Royal Infirmary of Edinburgh, NHS Lothian, Edinburgh, UK
| | - David Lewis
- Wellcome Centre for Cell Biology, School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| | - Van Kelly
- Wellcome Centre for Cell Biology, School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| | - Christos Spanos
- Wellcome Centre for Cell Biology, School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| | - Kathryn M Musgrave
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Respiratory Medicine, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Liam Delaney
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Isla Harper
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Jonathan Scott
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | | | - Anthony J Rostron
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - J Kenneth Baillie
- Wellcome Centre for Cell Biology, School of Biological Sciences, University of Edinburgh, Edinburgh, UK
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Sara Clohisey
- Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Clare Pridans
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Lara Campana
- Centre for Regenerative Medicine, University of Edinburgh, Edinburgh, UK
| | | | - A John Simpson
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - David H Dockrell
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Jürgen Schwarze
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Nikhil Hirani
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Peter J Ratcliffe
- Nuffield Department of Medicine Research Building, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Ludwig Institute for Cancer Research, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- The Francis Crick Institute, London, UK
| | - Christopher W Pugh
- Nuffield Department of Medicine Research Building, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Kamil Kranc
- Barts Cancer Institute, Queen Mary University of London, London, UK
| | - Stuart J Forbes
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
- Centre for Regenerative Medicine, University of Edinburgh, Edinburgh, UK
| | - Moira K B Whyte
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Sarah R Walmsley
- University of Edinburgh Centre for Inflammation Research, Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
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42
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Knight SR, Gupta RK, Ho A, Pius R, Buchan I, Carson G, Drake TM, Dunning J, Fairfield CJ, Gamble C, Green CA, Halpin S, Hardwick HE, Holden KA, Horby PW, Jackson C, Mclean KA, Merson L, Nguyen-Van-Tam JS, Norman L, Olliaro PL, Pritchard MG, Russell CD, Shaw CA, Sheikh A, Solomon T, Sudlow C, Swann OV, Turtle LCW, Openshaw PJM, Baillie JK, Docherty A, Semple MG, Noursadeghi M, Harrison EM. Prospective validation of the 4C prognostic models for adults hospitalised with COVID-19 using the ISARIC WHO Clinical Characterisation Protocol. Thorax 2022; 77:606-615. [PMID: 34810237 PMCID: PMC8610617 DOI: 10.1136/thoraxjnl-2021-217629] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [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: 05/14/2021] [Accepted: 10/11/2021] [Indexed: 01/08/2023]
Abstract
PURPOSE To prospectively validate two risk scores to predict mortality (4C Mortality) and in-hospital deterioration (4C Deterioration) among adults hospitalised with COVID-19. METHODS Prospective observational cohort study of adults (age ≥18 years) with confirmed or highly suspected COVID-19 recruited into the International Severe Acute Respiratory and emerging Infections Consortium (ISARIC) WHO Clinical Characterisation Protocol UK (CCP-UK) study in 306 hospitals across England, Scotland and Wales. Patients were recruited between 27 August 2020 and 17 February 2021, with at least 4 weeks follow-up before final data extraction. The main outcome measures were discrimination and calibration of models for in-hospital deterioration (defined as any requirement of ventilatory support or critical care, or death) and mortality, incorporating predefined subgroups. RESULTS 76 588 participants were included, of whom 27 352 (37.4%) deteriorated and 12 581 (17.4%) died. Both the 4C Mortality (0.78 (0.77 to 0.78)) and 4C Deterioration scores (pooled C-statistic 0.76 (95% CI 0.75 to 0.77)) demonstrated consistent discrimination across all nine National Health Service regions, with similar performance metrics to the original validation cohorts. Calibration remained stable (4C Mortality: pooled slope 1.09, pooled calibration-in-the-large 0.12; 4C Deterioration: 1.00, -0.04), with no need for temporal recalibration during the second UK pandemic wave of hospital admissions. CONCLUSION Both 4C risk stratification models demonstrate consistent performance to predict clinical deterioration and mortality in a large prospective second wave validation cohort of UK patients. Despite recent advances in the treatment and management of adults hospitalised with COVID-19, both scores can continue to inform clinical decision making. TRIAL REGISTRATION NUMBER ISRCTN66726260.
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Affiliation(s)
- Stephen R Knight
- Centre for Medical Informatics, The University of Edinburgh, Usher Institute of Population Health Sciences and Informatics, Edinburgh, UK
| | - Rishi K Gupta
- University College London Institute for Global Health, London, UK
| | - Antonia Ho
- Medical Research Council University of Glasgow Centre for Virus Research, Glasgow, UK
| | - Riinu Pius
- Centre for Medical Informatics, The University of Edinburgh, Usher Institute of Population Health Sciences and Informatics, Edinburgh, UK
| | - Iain Buchan
- Manchester Academic Health Science Centre, Manchester, UK
- Department of Public Health and Policy, University of Liverpool, Liverpool, UK
| | - Gail Carson
- Nuffield Department of Clinical Medicine, ISARIC Global Support Centre, Centre for Tropical Medicine and Global Health, University of Oxford, Oxford, UK
| | - Thomas M Drake
- Centre for Medical Informatics, The University of Edinburgh, Usher Institute of Population Health Sciences and Informatics, Edinburgh, UK
| | - Jake Dunning
- Public Health England National Infection Service, Salisbury, UK
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Cameron J Fairfield
- Centre for Medical Informatics, The University of Edinburgh, Usher Institute of Population Health Sciences and Informatics, Edinburgh, UK
| | - Carrol Gamble
- Liverpool Clinical Trials Centre, University of Liverpool, Liverpool, UK
| | - Christopher A Green
- Institute of Microbiology and Infection, University of Birmingham, Birmingham, UK
| | - Sophie Halpin
- Liverpool Clinical Trials Centre, University of Liverpool, Liverpool, UK
| | - Hayley E Hardwick
- NIHR Health Protection Research Unit, Institute of Infection, Veterinary and Ecological Sciences, Faculty of Health and Life Sciences, University of Liverpool, Liverpool, UK
| | - Karl A Holden
- NIHR Health Protection Research Unit, Institute of Infection, Veterinary and Ecological Sciences, Faculty of Health and Life Sciences, University of Liverpool, Liverpool, UK
| | - Peter W Horby
- Nuffield Department of Clinical Medicine, ISARIC Global Support Centre, Centre for Tropical Medicine and Global Health, University of Oxford, Oxford, UK
| | - Clare Jackson
- Liverpool Clinical Trials Centre, University of Liverpool, Liverpool, UK
| | - Kenneth A Mclean
- Centre for Medical Informatics, The University of Edinburgh, Usher Institute of Population Health Sciences and Informatics, Edinburgh, UK
| | - Laura Merson
- Nuffield Department of Clinical Medicine, ISARIC Global Support Centre, Centre for Tropical Medicine and Global Health, University of Oxford, Oxford, UK
| | | | - Lisa Norman
- Centre for Medical Informatics, The University of Edinburgh, Usher Institute of Population Health Sciences and Informatics, Edinburgh, UK
| | - Piero L Olliaro
- Nuffield Department of Medicine, Centre for Tropical Medicine and Global Health, University of Oxford, Oxford, UK
| | - Mark G Pritchard
- Nuffield Department of Medicine, Centre for Tropical Medicine and Global Health, University of Oxford, Oxford, UK
| | - Clark D Russell
- Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Catherine A Shaw
- Centre for Medical Informatics, The University of Edinburgh, Usher Institute of Population Health Sciences and Informatics, Edinburgh, UK
| | - Aziz Sheikh
- Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - Tom Solomon
- NIHR Health Protection Research Unit, Institute of Infection, Veterinary and Ecological Sciences, Faculty of Health and Life Sciences, University of Liverpool, Liverpool, UK
| | | | - Olivia V Swann
- Department of Child Life and Health, University of Edinburgh, Edinburgh, UK
| | - Lance C W Turtle
- Clinical Infection, Microbiology and Immunology, University of Liverpool Faculty of Health and Life Sciences, Liverpool, UK
- Liverpool University Hospitals Foundation Trust, Member of Liverpool Health Partners, Liverpool, UK
| | | | - J Kenneth Baillie
- Genetics and Genomics, Roslin Institute, University of Edinburgh, Edinburgh, UK
| | - Annemarie Docherty
- Centre for Medical Informatics, The University of Edinburgh, Usher Institute of Population Health Sciences and Informatics, Edinburgh, UK
| | - Malcolm G Semple
- NIHR Health Protection Research Unit, Institute of Infection, Veterinary and Ecological Sciences, Faculty of Health and Life Sciences, University of Liverpool, Liverpool, UK
- Respiratory Medicine, Alder Hey Children's Hospital, University of Liverpool, Liverpool, UK
| | - Mahdad Noursadeghi
- Division of Infection and Immunity, University College London, London, UK
| | - Ewen M Harrison
- Centre for Medical Informatics, The University of Edinburgh, Usher Institute of Population Health Sciences and Informatics, Edinburgh, UK
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43
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Dong X, Penrice-Randal R, Goldswain H, Prince T, Randle N, Donovan-Banfield I, Salguero FJ, Tree J, Vamos E, Nelson C, Clark J, Ryan Y, Stewart JP, Semple MG, Baillie JK, Openshaw PJM, Turtle L, Matthews DA, Carroll MW, Darby AC, Hiscox JA. Analysis of SARS-CoV-2 known and novel subgenomic mRNAs in cell culture, animal model, and clinical samples using LeTRS, a bioinformatic tool to identify unique sequence identifiers. Gigascience 2022; 11:6593429. [PMID: 35639883 PMCID: PMC9154083 DOI: 10.1093/gigascience/giac045] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [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: 05/11/2021] [Revised: 12/08/2021] [Accepted: 04/07/2022] [Indexed: 12/30/2022] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has a complex strategy for the transcription of viral subgenomic mRNAs (sgmRNAs), which are targets for nucleic acid diagnostics. Each of these sgmRNAs has a unique 5' sequence, the leader-transcriptional regulatory sequence gene junction (leader-TRS junction), that can be identified using sequencing. High-resolution sequencing has been used to investigate the biology of SARS-CoV-2 and the host response in cell culture and animal models and from clinical samples. LeTRS, a bioinformatics tool, was developed to identify leader-TRS junctions and can be used as a proxy to quantify sgmRNAs for understanding virus biology. LeTRS is readily adaptable for other coronaviruses such as Middle East respiratory syndrome coronavirus or a future newly discovered coronavirus. LeTRS was tested on published data sets and novel clinical samples from patients and longitudinal samples from animal models with coronavirus disease 2019. LeTRS identified known leader-TRS junctions and identified putative novel sgmRNAs that were common across different mammalian species. This may be indicative of an evolutionary mechanism where plasticity in transcription generates novel open reading frames, which can then subject to selection pressure. The data indicated multiphasic abundance of sgmRNAs in two different animal models. This recapitulates the relative sgmRNA abundance observed in cells at early points in infection but not at late points. This pattern is reflected in some human nasopharyngeal samples and therefore has implications for transmission models and nucleic acid-based diagnostics. LeTRS provides a quantitative measure of sgmRNA abundance from sequencing data. This can be used to assess the biology of SARS-CoV-2 (or other coronaviruses) in clinical and nonclinical samples, especially to evaluate different variants and medical countermeasures that may influence viral RNA synthesis.
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Affiliation(s)
- Xiaofeng Dong
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - Rebekah Penrice-Randal
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - Hannah Goldswain
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - Tessa Prince
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - Nadine Randle
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - I'ah Donovan-Banfield
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Liverpool, Liverpool, L69 7BE, UK
| | | | - Julia Tree
- UK-Health Security Agency, Salisbury, SP4 0JG, UK
| | - Ecaterina Vamos
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - Charlotte Nelson
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - Jordan Clark
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - Yan Ryan
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - James P Stewart
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - Malcolm G Semple
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Liverpool, Liverpool, L69 7BE, UK
| | - J Kenneth Baillie
- The Roslin Institute, University of Edinburgh, Edinburgh, EH25 9RG, UK
| | - Peter J M Openshaw
- National Heart and Lung Institute, Imperial College London, London, SW3 6LY, UK
| | - Lance Turtle
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Liverpool, Liverpool, L69 7BE, UK
| | | | - Miles W Carroll
- NIHR Health Protection Research Unit in Emerging and Zoonotic Infections, Liverpool, Liverpool, L69 7BE, UK
- UK-Health Security Agency, Salisbury, SP4 0JG, UK
| | - Alistair C Darby
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L3 5RF, UK
| | - Julian A Hiscox
- Correspondence address.Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, ic2 Building, Liverpool, L3 5RF, UK. E-mail:
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44
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Correia GDS, Takis PG, Sands CJ, Kowalka AM, Tan T, Turtle L, Ho A, Semple MG, Openshaw PJM, Baillie JK, Takáts Z, Lewis MR. 1H NMR Signals from Urine Excreted Protein Are a Source of Bias in Probabilistic Quotient Normalization. Anal Chem 2022; 94:6919-6923. [PMID: 35503092 PMCID: PMC9118196 DOI: 10.1021/acs.analchem.2c00466] [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] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Normalization to account for variation in urinary dilution is crucial for interpretation of urine metabolic profiles. Probabilistic quotient normalization (PQN) is used routinely in metabolomics but is sensitive to systematic variation shared across a large proportion of the spectral profile (>50%). Where 1H nuclear magnetic resonance (NMR) spectroscopy is employed, the presence of urinary protein can elevate the spectral baseline and substantially impact the resulting profile. Using 1H NMR profile measurements of spot urine samples collected from hospitalized COVID-19 patients in the ISARIC 4C study, we determined that PQN coefficients are significantly correlated with observed protein levels (r2 = 0.423, p < 2.2 × 10-16). This correlation was significantly reduced (r2 = 0.163, p < 2.2 × 10-16) when using a computational method for suppression of macromolecular signals known as small molecule enhancement spectroscopy (SMolESY) for proteinic baseline removal prior to PQN. These results highlight proteinuria as a common yet overlooked source of bias in 1H NMR metabolic profiling studies which can be effectively mitigated using SMolESY or other macromolecular signal suppression methods before estimation of normalization coefficients.
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Affiliation(s)
- Gonçalo D. S. Correia
- Section
of Bioanalytical Chemistry, Division of Systems Medicine, Department
of Metabolism, Digestion and Reproduction, Imperial College London, South Kensington Campus, London SW7 2AZ, United Kingdom
- National
Phenome Centre, Imperial College London, Hammersmith Campus, IRDB Building, London W12 0NN, United Kingdom
- G. D. S. Correia.
| | - Panteleimon G. Takis
- Section
of Bioanalytical Chemistry, Division of Systems Medicine, Department
of Metabolism, Digestion and Reproduction, Imperial College London, South Kensington Campus, London SW7 2AZ, United Kingdom
- National
Phenome Centre, Imperial College London, Hammersmith Campus, IRDB Building, London W12 0NN, United Kingdom
- P. G. Takis.
| | - Caroline J. Sands
- Section
of Bioanalytical Chemistry, Division of Systems Medicine, Department
of Metabolism, Digestion and Reproduction, Imperial College London, South Kensington Campus, London SW7 2AZ, United Kingdom
- National
Phenome Centre, Imperial College London, Hammersmith Campus, IRDB Building, London W12 0NN, United Kingdom
| | - Anna M. Kowalka
- Division
of Diabetes, Endocrinology and Metabolism, Department of Metabolism,
Digestion and Reproduction, Imperial College
London, Du Cane Road, London W12 0NN, United Kingdom
- Clinical
Biochemistry, Blood Sciences, North West London Pathology, Charing Cross Hospital, London W6 8RF, United Kingdom
| | - Tricia Tan
- Division
of Diabetes, Endocrinology and Metabolism, Department of Metabolism,
Digestion and Reproduction, Imperial College
London, Du Cane Road, London W12 0NN, United Kingdom
- Clinical
Biochemistry, Blood Sciences, North West London Pathology, Charing Cross Hospital, London W6 8RF, United Kingdom
| | - Lance Turtle
- NIHR
Health Protection Research Unit in Emerging and Zoonotic Infections,
Institute of Infection and Global Health, University of Liverpool, Liverpool L69 7BE, United Kingdom
| | - Antonia Ho
- MRC-University
of Glasgow Centre for Virus Research, University
of Glasgow, Glasgow G61 1QH, United Kingdom
| | - Malcolm G. Semple
- NIHR
Health Protection Research Unit in Emerging and Zoonotic Infections,
Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool L69 7BE, United Kingdom
- Respiratory
Medicine, Alder Hey Children’s Hospital, Liverpool L12 2AP, United Kingdom
| | - Peter J. M. Openshaw
- Faculty
of Medicine, National Heart and Lung Institute, Imperial College London, London SW3 6LY, United Kingdom
| | - J. Kenneth Baillie
- Roslin
Institute, University of Edinburgh, Edinburgh EH25 9RG, United Kingdom
| | - Zoltán Takáts
- Section
of Bioanalytical Chemistry, Division of Systems Medicine, Department
of Metabolism, Digestion and Reproduction, Imperial College London, South Kensington Campus, London SW7 2AZ, United Kingdom
- National
Phenome Centre, Imperial College London, Hammersmith Campus, IRDB Building, London W12 0NN, United Kingdom
| | - Matthew R. Lewis
- Section
of Bioanalytical Chemistry, Division of Systems Medicine, Department
of Metabolism, Digestion and Reproduction, Imperial College London, South Kensington Campus, London SW7 2AZ, United Kingdom
- National
Phenome Centre, Imperial College London, Hammersmith Campus, IRDB Building, London W12 0NN, United Kingdom
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45
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Yang Z, Macdonald-Dunlop E, Chen J, Zhai R, Li T, Richmond A, Klarić L, Pirastu N, Ning Z, Zheng C, Wang Y, Huang T, He Y, Guo H, Ying K, Gustafsson S, Prins B, Ramisch A, Dermitzakis ET, Png G, Eriksson N, Haessler J, Hu X, Zanetti D, Boutin T, Hwang SJ, Wheeler E, Pietzner M, Raffield LM, Kalnapenkis A, Peters JE, Viñuela A, Gilly A, Elmståhl S, Dedoussis G, Petrie JR, Polašek O, Folkersen L, Chen Y, Yao C, Võsa U, Pairo-Castineira E, Clohisey S, Bretherick AD, Rawlik K, Esko T, Enroth S, Johansson Å, Gyllensten U, Langenberg C, Levy D, Hayward C, Assimes TL, Kooperberg C, Manichaikul AW, Siegbahn A, Wallentin L, Lind L, Zeggini E, Schwenk JM, Butterworth AS, Michaëlsson K, Pawitan Y, Joshi PK, Baillie JK, Mälarstig A, Reiner AP, Wilson JF, Shen X. Genetic Landscape of the ACE2 Coronavirus Receptor. Circulation 2022; 145:1398-1411. [PMID: 35387486 PMCID: PMC9047645 DOI: 10.1161/circulationaha.121.057888] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
BACKGROUND SARS-CoV-2, the causal agent of COVID-19, enters human cells using the ACE2 (angiotensin-converting enzyme 2) protein as a receptor. ACE2 is thus key to the infection and treatment of the coronavirus. ACE2 is highly expressed in the heart and respiratory and gastrointestinal tracts, playing important regulatory roles in the cardiovascular and other biological systems. However, the genetic basis of the ACE2 protein levels is not well understood. METHODS We have conducted the largest genome-wide association meta-analysis of plasma ACE2 levels in >28 000 individuals of the SCALLOP Consortium (Systematic and Combined Analysis of Olink Proteins). We summarize the cross-sectional epidemiological correlates of circulating ACE2. Using the summary statistics-based high-definition likelihood method, we estimate relevant genetic correlations with cardiometabolic phenotypes, COVID-19, and other human complex traits and diseases. We perform causal inference of soluble ACE2 on vascular disease outcomes and COVID-19 severity using mendelian randomization. We also perform in silico functional analysis by integrating with other types of omics data. RESULTS We identified 10 loci, including 8 novel, capturing 30% of the heritability of the protein. We detected that plasma ACE2 was genetically correlated with vascular diseases, severe COVID-19, and a wide range of human complex diseases and medications. An X-chromosome cis-protein quantitative trait loci-based mendelian randomization analysis suggested a causal effect of elevated ACE2 levels on COVID-19 severity (odds ratio, 1.63 [95% CI, 1.10-2.42]; P=0.01), hospitalization (odds ratio, 1.52 [95% CI, 1.05-2.21]; P=0.03), and infection (odds ratio, 1.60 [95% CI, 1.08-2.37]; P=0.02). Tissue- and cell type-specific transcriptomic and epigenomic analysis revealed that the ACE2 regulatory variants were enriched for DNA methylation sites in blood immune cells. CONCLUSIONS Human plasma ACE2 shares a genetic basis with cardiovascular disease, COVID-19, and other related diseases. The genetic architecture of the ACE2 protein is mapped, providing a useful resource for further biological and clinical studies on this coronavirus receptor.
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Affiliation(s)
- Zhijian Yang
- Biostatistics Group, School of Life Sciences, Sun Yat-sen University, Guangzhou, China (Z.Y., J.C., R.Z., T.L., Z.N., C.Z., Y.W., X.S.)
- Center for Intelligent Medicine Research, Greater Bay Area Institute of Precision Medicine (Guangzhou), Fudan University, China (Z.Y., J.C., R.Z., T.L., X.S.)
| | - Erin Macdonald-Dunlop
- Centre for Global Health Research, Usher Institute, University of Edinburgh, UK (E.M.-D., N.P., Y.H., P.K.J., J.F.W., X.S.)
| | - Jiantao Chen
- Biostatistics Group, School of Life Sciences, Sun Yat-sen University, Guangzhou, China (Z.Y., J.C., R.Z., T.L., Z.N., C.Z., Y.W., X.S.)
- Center for Intelligent Medicine Research, Greater Bay Area Institute of Precision Medicine (Guangzhou), Fudan University, China (Z.Y., J.C., R.Z., T.L., X.S.)
| | - Ranran Zhai
- Biostatistics Group, School of Life Sciences, Sun Yat-sen University, Guangzhou, China (Z.Y., J.C., R.Z., T.L., Z.N., C.Z., Y.W., X.S.)
- Center for Intelligent Medicine Research, Greater Bay Area Institute of Precision Medicine (Guangzhou), Fudan University, China (Z.Y., J.C., R.Z., T.L., X.S.)
| | - Ting Li
- Biostatistics Group, School of Life Sciences, Sun Yat-sen University, Guangzhou, China (Z.Y., J.C., R.Z., T.L., Z.N., C.Z., Y.W., X.S.)
- Center for Intelligent Medicine Research, Greater Bay Area Institute of Precision Medicine (Guangzhou), Fudan University, China (Z.Y., J.C., R.Z., T.L., X.S.)
| | - Anne Richmond
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, UK (A. Richmond, L.K., T.B., E.P.-C., A.D.B., C.H., J.F.W.)
| | - Lucija Klarić
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, UK (A. Richmond, L.K., T.B., E.P.-C., A.D.B., C.H., J.F.W.)
| | - Nicola Pirastu
- Centre for Global Health Research, Usher Institute, University of Edinburgh, UK (E.M.-D., N.P., Y.H., P.K.J., J.F.W., X.S.)
- Human Technopole Viale Rita Levi-Montalcini, Milan, Italy (N.P.)
| | - Zheng Ning
- Biostatistics Group, School of Life Sciences, Sun Yat-sen University, Guangzhou, China (Z.Y., J.C., R.Z., T.L., Z.N., C.Z., Y.W., X.S.)
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (Z.N., T.H., Y.C., Y.P., A.M., X.S.)
| | - Chenqing Zheng
- Biostatistics Group, School of Life Sciences, Sun Yat-sen University, Guangzhou, China (Z.Y., J.C., R.Z., T.L., Z.N., C.Z., Y.W., X.S.)
| | - Yipeng Wang
- Biostatistics Group, School of Life Sciences, Sun Yat-sen University, Guangzhou, China (Z.Y., J.C., R.Z., T.L., Z.N., C.Z., Y.W., X.S.)
| | - Tingting Huang
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (Z.N., T.H., Y.C., Y.P., A.M., X.S.)
| | - Yazhou He
- Centre for Global Health Research, Usher Institute, University of Edinburgh, UK (E.M.-D., N.P., Y.H., P.K.J., J.F.W., X.S.)
- West China School of Public Health, West China Fourth Hospital, Sichuan University, Chengdu (Y.H.)
| | - Huiming Guo
- Department of Cardiac Surgery, Guangdong Cardiovascular Institute, Guangdong Provincial People’s Hospital Guangdong Academy of Medical Sciences, Guangzhou, China (H.G.)
| | - Kejun Ying
- Division of Genetics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA (K.Y.)
- T.H. Chan School of Public Health, Harvard University, Boston, MA (K.Y.)
| | - Stefan Gustafsson
- Department of Medical Sciences, Uppsala University, Sweden (A.S., S.G., L.W., L.L.)
| | - Bram Prins
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, UK (B.P., J.E.P., A.S.B.)
- Health Data Research UK Cambridge, Wellcome Genome Campus and University of Cambridge (B.P., J.E.P., A.S.B.)
| | - Anna Ramisch
- Department of Genetic Medicine and Development, University of Geneva Medical School, Switzerland (A. Ramisch, E.T.D., A.V.)
| | - Emmanouil T. Dermitzakis
- Department of Genetic Medicine and Development, University of Geneva Medical School, Switzerland (A. Ramisch, E.T.D., A.V.)
| | - Grace Png
- Institute of Translational Genomics, Helmholtz Zentrum München–German Research Center for Environmental Health, Neuherberg, Germany (G.P., A.G., E.Z.)
- Technical University of Munich (TUM), School of Medicine, Germany (G.P.)
| | | | - Jeffrey Haessler
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA (J.H., C.K., A.P.R.)
| | - Xiaowei Hu
- Center for Public Health Genomics, University of Virginia, Charlottesville (X.H., A.W.M.)
| | - Daniela Zanetti
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, CA (D.Z., T.L.A.)
- Stanford Cardiovascular Institute, Stanford University, CA (D.Z., T.L.A.)
| | - Thibaud Boutin
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, UK (A. Richmond, L.K., T.B., E.P.-C., A.D.B., C.H., J.F.W.)
| | - Shih-Jen Hwang
- Framingham Heart Study, MA (S.-J.H., C.Y., D.L.)
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (S.-J.H., C.Y., D.L.)
| | - Eleanor Wheeler
- MRC Epidemiology Unit, University of Cambridge, UK (E.W., M.P., C.L.)
| | - Maik Pietzner
- MRC Epidemiology Unit, University of Cambridge, UK (E.W., M.P., C.L.)
- Computational Medicine, Berlin Institute of Health at Charité–Universitätsmedizin, Germany (M.P., C.L.)
| | - Laura M. Raffield
- Department of Genetics, University of North Carolina at Chapel Hill (L.M.R.)
| | - Anette Kalnapenkis
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Estonia (A.K., U.V., T.E.)
- Institute of Molecular and Cell Biology, University of Tartu, Estonia (A.K.)
| | - James E. Peters
- Department of Immunology and Inflammation, Imperial College London, UK (J.E.P.)
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, UK (B.P., J.E.P., A.S.B.)
- Health Data Research UK Cambridge, Wellcome Genome Campus and University of Cambridge (B.P., J.E.P., A.S.B.)
| | - Ana Viñuela
- Department of Genetic Medicine and Development, University of Geneva Medical School, Switzerland (A. Ramisch, E.T.D., A.V.)
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, UK (A.V.)
| | - Arthur Gilly
- Institute of Translational Genomics, Helmholtz Zentrum München–German Research Center for Environmental Health, Neuherberg, Germany (G.P., A.G., E.Z.)
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK (A.G., E.Z.)
| | - Sölve Elmståhl
- Faculty of Medicine, Lund University, Sweden (S. Elmståhl)
| | - George Dedoussis
- Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University of Athens, Greece (G.D.)
| | - John R. Petrie
- Institute of Cardiovascular & Medical Sciences, University of Glasgow, UK (J. Petrie)
| | - Ozren Polašek
- University of Split School of Medicine, Croatia (O.P.)
- Algebra University College, Ilica, Zagreb, Croatia (O.P.)
| | | | - Yan Chen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (Z.N., T.H., Y.C., Y.P., A.M., X.S.)
| | - Chen Yao
- Framingham Heart Study, MA (S.-J.H., C.Y., D.L.)
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (S.-J.H., C.Y., D.L.)
| | - Urmo Võsa
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Estonia (A.K., U.V., T.E.)
| | - Erola Pairo-Castineira
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, UK (A. Richmond, L.K., T.B., E.P.-C., A.D.B., C.H., J.F.W.)
- Roslin Institute, University of Edinburgh, Easter Bush, UK (E.P.-C., S.C., K.R., J.K.B.)
| | - Sara Clohisey
- Roslin Institute, University of Edinburgh, Easter Bush, UK (E.P.-C., S.C., K.R., J.K.B.)
| | - Andrew D. Bretherick
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, UK (A. Richmond, L.K., T.B., E.P.-C., A.D.B., C.H., J.F.W.)
| | - Konrad Rawlik
- Roslin Institute, University of Edinburgh, Easter Bush, UK (E.P.-C., S.C., K.R., J.K.B.)
| | | | | | - Tõnu Esko
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Estonia (A.K., U.V., T.E.)
| | - Stefan Enroth
- Department of Immunology, Genetics and Pathology, Uppsala Universitet, Science for Life Laboratory, Sweden (S. Enroth, A.J., U.G.)
| | - Åsa Johansson
- Department of Immunology, Genetics and Pathology, Uppsala Universitet, Science for Life Laboratory, Sweden (S. Enroth, A.J., U.G.)
| | - Ulf Gyllensten
- Department of Immunology, Genetics and Pathology, Uppsala Universitet, Science for Life Laboratory, Sweden (S. Enroth, A.J., U.G.)
| | - Claudia Langenberg
- MRC Epidemiology Unit, University of Cambridge, UK (E.W., M.P., C.L.)
- Computational Medicine, Berlin Institute of Health at Charité–Universitätsmedizin, Germany (M.P., C.L.)
| | - Daniel Levy
- Framingham Heart Study, MA (S.-J.H., C.Y., D.L.)
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD (S.-J.H., C.Y., D.L.)
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, UK (A. Richmond, L.K., T.B., E.P.-C., A.D.B., C.H., J.F.W.)
| | - Themistocles L. Assimes
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, CA (D.Z., T.L.A.)
- Stanford Cardiovascular Institute, Stanford University, CA (D.Z., T.L.A.)
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA (J.H., C.K., A.P.R.)
| | - Ani W. Manichaikul
- Center for Public Health Genomics, University of Virginia, Charlottesville (X.H., A.W.M.)
| | - Agneta Siegbahn
- Department of Medical Sciences, Uppsala University, Sweden (A.S., S.G., L.W., L.L.)
| | - Lars Wallentin
- Department of Medical Sciences, Uppsala University, Sweden (A.S., S.G., L.W., L.L.)
| | - Lars Lind
- Department of Medical Sciences, Uppsala University, Sweden (A.S., S.G., L.W., L.L.)
| | - Eleftheria Zeggini
- Institute of Translational Genomics, Helmholtz Zentrum München–German Research Center for Environmental Health, Neuherberg, Germany (G.P., A.G., E.Z.)
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK (A.G., E.Z.)
- Technical University of Munich (TUM) and Klinikum Rechts der Isar, TUM School of Medicine, Germany (E.Z.)
| | - Jochen M. Schwenk
- Affinity Proteomics, Science for Life Laboratory, KTH Royal Institute of Technology, Solna, Sweden (J.M.S.)
| | - Adam S. Butterworth
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, UK (B.P., J.E.P., A.S.B.)
- Health Data Research UK Cambridge, Wellcome Genome Campus and University of Cambridge (B.P., J.E.P., A.S.B.)
- British Heart Foundation Centre of Research Excellence, University of Cambridge, UK (A.S.B.)
- National Institute for Health Research Blood and Transplant Research Unit in Donor Health and Genomics, University of Cambridge, UK (A.S.B.)
| | - Karl Michaëlsson
- Department of Surgical Sciences, Uppsala University, Sweden (K.M.)
| | - Yudi Pawitan
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (Z.N., T.H., Y.C., Y.P., A.M., X.S.)
| | - Peter K. Joshi
- Centre for Global Health Research, Usher Institute, University of Edinburgh, UK (E.M.-D., N.P., Y.H., P.K.J., J.F.W., X.S.)
| | - J. Kenneth Baillie
- Roslin Institute, University of Edinburgh, Easter Bush, UK (E.P.-C., S.C., K.R., J.K.B.)
- Intensive Care Unit, Royal Infirmary of Edinburgh, UK (J.K.B.)
| | - Anders Mälarstig
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (Z.N., T.H., Y.C., Y.P., A.M., X.S.)
- Pfizer Worldwide Research, Development and Medical, Stockholm, Sweden (A.M.)
| | - Alexander P. Reiner
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA (J.H., C.K., A.P.R.)
| | - James F. Wilson
- Centre for Global Health Research, Usher Institute, University of Edinburgh, UK (E.M.-D., N.P., Y.H., P.K.J., J.F.W., X.S.)
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, UK (A. Richmond, L.K., T.B., E.P.-C., A.D.B., C.H., J.F.W.)
| | - Xia Shen
- Biostatistics Group, School of Life Sciences, Sun Yat-sen University, Guangzhou, China (Z.Y., J.C., R.Z., T.L., Z.N., C.Z., Y.W., X.S.)
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China (X.S.)
- Center for Intelligent Medicine Research, Greater Bay Area Institute of Precision Medicine (Guangzhou), Fudan University, China (Z.Y., J.C., R.Z., T.L., X.S.)
- Centre for Global Health Research, Usher Institute, University of Edinburgh, UK (E.M.-D., N.P., Y.H., P.K.J., J.F.W., X.S.)
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden (Z.N., T.H., Y.C., Y.P., A.M., X.S.)
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46
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Stewart A, Sinclair E, Ng JCF, O’Hare JS, Page A, Serangeli I, Margreitter C, Orsenigo F, Longman K, Frampas C, Costa C, Lewis HM, Kasar N, Wu B, Kipling D, Openshaw PJM, Chiu C, Baillie JK, Scott JT, Semple MG, Bailey MJ, Fraternali F, Dunn-Walters DK. Pandemic, Epidemic, Endemic: B Cell Repertoire Analysis Reveals Unique Anti-Viral Responses to SARS-CoV-2, Ebola and Respiratory Syncytial Virus. Front Immunol 2022; 13:807104. [PMID: 35592326 PMCID: PMC9111746 DOI: 10.3389/fimmu.2022.807104] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [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: 11/01/2021] [Accepted: 03/15/2022] [Indexed: 11/17/2022] Open
Abstract
Immunoglobulin gene heterogeneity reflects the diversity and focus of the humoral immune response towards different infections, enabling inference of B cell development processes. Detailed compositional and lineage analysis of long read IGH repertoire sequencing, combining examples of pandemic, epidemic and endemic viral infections with control and vaccination samples, demonstrates general responses including increased use of IGHV4-39 in both Zaire Ebolavirus (EBOV) and COVID-19 patient cohorts. We also show unique characteristics absent in Respiratory Syncytial Virus or yellow fever vaccine samples: EBOV survivors show unprecedented high levels of class switching events while COVID-19 repertoires from acute disease appear underdeveloped. Despite the high levels of clonal expansion in COVID-19 IgG1 repertoires there is a striking lack of evidence of germinal centre mutation and selection. Given the differences in COVID-19 morbidity and mortality with age, it is also pertinent that we find significant differences in repertoire characteristics between young and old patients. Our data supports the hypothesis that a primary viral challenge can result in a strong but immature humoral response where failures in selection of the repertoire risk off-target effects.
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Affiliation(s)
- Alexander Stewart
- School of Biosciences and Medicine, University of Surrey, Guildford, United Kingdom
| | - Emma Sinclair
- School of Biosciences and Medicine, University of Surrey, Guildford, United Kingdom
| | - Joseph Chi-Fung Ng
- Randall Centre for Cell & Molecular Biophysics, King’s College London, London, United Kingdom
| | - Joselli Silva O’Hare
- School of Biosciences and Medicine, University of Surrey, Guildford, United Kingdom
- Faculty of Life Sciences and Medicine, King’s College London, London, United Kingdom
| | - Audrey Page
- Faculty of Life Sciences and Medicine, King’s College London, London, United Kingdom
| | - Ilaria Serangeli
- Dipartimento di Biologia e Biotecnologie Charles Darwin, Sapienza Università di Roma, Rome, Italy
| | | | - Federica Orsenigo
- School of Biosciences and Medicine, University of Surrey, Guildford, United Kingdom
- Department of Biotechnology and Biosciences, Università degli Studi di Milano-Bicocca, Milan, Italy
| | - Katherine Longman
- Department of Chemistry, University of Surrey, Guildford, United Kingdom
| | - Cecile Frampas
- Department of Chemistry, University of Surrey, Guildford, United Kingdom
| | - Catia Costa
- Department of Chemistry, University of Surrey, Guildford, United Kingdom
| | - Holly-May Lewis
- Department of Chemistry, University of Surrey, Guildford, United Kingdom
| | - Nora Kasar
- School of Biosciences and Medicine, University of Surrey, Guildford, United Kingdom
| | - Bryan Wu
- Faculty of Life Sciences and Medicine, King’s College London, London, United Kingdom
| | - David Kipling
- School of Biosciences and Medicine, University of Surrey, Guildford, United Kingdom
| | - Peter JM Openshaw
- Faculty of Medicine, Imperial College London, London, United Kingdom
| | - Christopher Chiu
- Faculty of Medicine, Imperial College London, London, United Kingdom
| | - J Kenneth Baillie
- Roslin Institute, University of Edinburgh, Edinburgh, United Kingdom
| | - Janet T. Scott
- MRC-University of Glasgow Centre for Virus Research, University of Glasgow, Glasgow, United Kingdom
| | - Malcolm G. Semple
- Faculty of Health & Life Sciences, University of Liverpool, Liverpool, United Kingdom
| | - Melanie J. Bailey
- Department of Chemistry, University of Surrey, Guildford, United Kingdom
| | - Franca Fraternali
- Randall Centre for Cell & Molecular Biophysics, King’s College London, London, United Kingdom
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47
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Norris T, Razieh C, Yates T, Zaccardi F, Gillies CL, Chudasama YV, Rowlands A, Davies MJ, McCann GP, Banerjee A, Docherty AB, Openshaw PJ, Baillie JK, Semple MG, Lawson CA, Khunti K. Admission Blood Glucose Level and Its Association With Cardiovascular and Renal Complications in Patients Hospitalized With COVID-19. Diabetes Care 2022; 45:1132-1140. [PMID: 35275994 PMCID: PMC9174963 DOI: 10.2337/dc21-1709] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Accepted: 01/30/2022] [Indexed: 02/03/2023]
Abstract
OBJECTIVE To investigate the association between admission blood glucose levels and risk of in-hospital cardiovascular and renal complications. RESEARCH DESIGN AND METHODS In this multicenter prospective study of 36,269 adults hospitalized with COVID-19 between 6 February 2020 and 16 March 2021 (N = 143,266), logistic regression models were used to explore associations between admission glucose level (mmol/L and mg/dL) and odds of in-hospital complications, including heart failure, arrhythmia, cardiac ischemia, cardiac arrest, coagulation complications, stroke, and renal injury. Nonlinearity was investigated using restricted cubic splines. Interaction models explored whether associations between glucose levels and complications were modified by clinically relevant factors. RESULTS Cardiovascular and renal complications occurred in 10,421 (28.7%) patients; median admission glucose level was 6.7 mmol/L (interquartile range 5.8-8.7) (120.6 mg/dL [104.4-156.6]). While accounting for confounders, for all complications except cardiac ischemia and stroke, there was a nonlinear association between glucose and cardiovascular and renal complications. For example, odds of heart failure, arrhythmia, coagulation complications, and renal injury decreased to a nadir at 6.4 mmol/L (115 mg/dL), 4.9 mmol/L (88.2 mg/dL), 4.7 mmol/L (84.6 mg/dL), and 5.8 mmol/L (104.4 mg/dL), respectively, and increased thereafter until 26.0 mmol/L (468 mg/dL), 50.0 mmol/L (900 mg/dL), 8.5 mmol/L (153 mg/dL), and 32.4 mmol/L (583.2 mg/dL). Compared with 5 mmol/L (90 mg/dL), odds ratios at these glucose levels were 1.28 (95% CI 0.96, 1.69) for heart failure, 2.23 (1.03, 4.81) for arrhythmia, 1.59 (1.36, 1.86) for coagulation complications, and 2.42 (2.01, 2.92) for renal injury. For most complications, a modifying effect of age was observed, with higher odds of complications at higher glucose levels for patients age <69 years. Preexisting diabetes status had a similar modifying effect on odds of complications, but evidence was strongest for renal injury, cardiac ischemia, and any cardiovascular/renal complication. CONCLUSIONS Increased odds of cardiovascular or renal complications were observed for admission glucose levels indicative of both hypo- and hyperglycemia. Admission glucose could be used as a marker for risk stratification of high-risk patients. Further research should evaluate interventions to optimize admission glucose on improving COVID-19 outcomes.
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Affiliation(s)
- Tom Norris
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Leicester, U.K
- Leicester Real World Evidence Unit, Diabetes Research Centre, University of Leicester, Leicester, U.K
| | - Cameron Razieh
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Leicester, U.K
- National Institute for Health Research Leicester Biomedical Research Centre, Leicester General Hospital, Leicester, U.K
| | - Thomas Yates
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Leicester, U.K
- National Institute for Health Research Leicester Biomedical Research Centre, Leicester General Hospital, Leicester, U.K
| | - Francesco Zaccardi
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Leicester, U.K
- Leicester Real World Evidence Unit, Diabetes Research Centre, University of Leicester, Leicester, U.K
| | - Clare L. Gillies
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Leicester, U.K
- Leicester Real World Evidence Unit, Diabetes Research Centre, University of Leicester, Leicester, U.K
| | - Yogini V. Chudasama
- Leicester Real World Evidence Unit, Diabetes Research Centre, University of Leicester, Leicester, U.K
| | - Alex Rowlands
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Leicester, U.K
- National Institute for Health Research Leicester Biomedical Research Centre, Leicester General Hospital, Leicester, U.K
| | - Melanie J. Davies
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Leicester, U.K
- National Institute for Health Research Leicester Biomedical Research Centre, Leicester General Hospital, Leicester, U.K
| | - Gerry P. McCann
- National Institute for Health Research Leicester Biomedical Research Centre, Leicester General Hospital, Leicester, U.K
- Cardiovascular Sciences Department, University of Leicester, Leicester, U.K
| | - Amitava Banerjee
- Institute of Health Informatics, University College London, London, U.K
| | - Annemarie B. Docherty
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, U.K
- Intensive Care Unit, Royal Infirmary Edinburgh, Edinburgh, U.K
| | | | | | - Malcolm G. Semple
- National Institute for Health Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, U.K
- Respiratory Medicine, Alder Hey Children’s Hospital, Liverpool, U.K
| | - Claire A. Lawson
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Leicester, U.K
- Leicester Real World Evidence Unit, Diabetes Research Centre, University of Leicester, Leicester, U.K
| | - Kamlesh Khunti
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Leicester, U.K
- Leicester Real World Evidence Unit, Diabetes Research Centre, University of Leicester, Leicester, U.K
- National Institute for Health Research Applied Research Collaboration–East Midlands, Leicester General Hospital, Leicester, U.K
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48
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Relph KA, Russell CD, Fairfield CJ, Turtle L, de Silva TI, Siggins MK, Drake TM, Thwaites RS, Abrams S, Moore SC, Hardwick HE, Oosthuyzen W, Harrison EM, Docherty AB, Openshaw PJM, Baillie JK, Semple MG, Ho A. Procalcitonin Is Not a Reliable Biomarker of Bacterial Coinfection in People With Coronavirus Disease 2019 Undergoing Microbiological Investigation at the Time of Hospital Admission. Open Forum Infect Dis 2022; 9:ofac179. [PMID: 35531376 PMCID: PMC9070482 DOI: 10.1093/ofid/ofac179] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [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] [Received: 02/12/2022] [Accepted: 04/01/2022] [Indexed: 11/17/2022] Open
Abstract
Admission procalcitonin measurements and microbiology results were available for 1040 hospitalized adults with coronavirus disease 2019 (from 48 902 included in the International Severe Acute Respiratory and Emerging Infections Consortium World Health Organization Clinical Characterisation Protocol UK study). Although procalcitonin was higher in bacterial coinfection, this was neither clinically significant (median [IQR], 0.33 [0.11-1.70] ng/mL vs 0.24 [0.10-0.90] ng/mL) nor diagnostically useful (area under the receiver operating characteristic curve, 0.56 [95% confidence interval, .51-.60]).
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Affiliation(s)
- Katharine A Relph
- University of Edinburgh Centre for Inflammation Research, Edinburgh, United Kingdom
| | - Clark D Russell
- University of Edinburgh Centre for Inflammation Research, Edinburgh, United Kingdom
| | - Cameron J Fairfield
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, United Kingdom
| | - Lance Turtle
- National Institute for Health Research 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
- Liverpool University Hospitals NHS Foundation Trust, Liverpool, United Kingdom
| | - Thushan I de Silva
- South Yorkshire Regional Department of Infection and Tropical Medicine, Sheffield Teaching Hospitals National Health Service Foundation Trust, Sheffield, United Kingdom
- Department of Infection, Immunity and Cardiovascular Disease, Medical School, University of Sheffield, Sheffield, United Kingdom
| | - Matthew K Siggins
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Thomas M Drake
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, United Kingdom
| | - Ryan S Thwaites
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Simon Abrams
- Department of Clinical Infection, Microbiology and Immunology, University of Liverpool, Liverpool, United Kingdom
| | - Shona C Moore
- National Institute for Health Research 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
| | - Hayley E Hardwick
- National Institute for Health Research 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
| | - Wilna Oosthuyzen
- Division of Genetics and Genomics, Roslin Institute, University of Edinburgh, Edinburgh, United Kingdom
| | - Ewen M Harrison
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, United Kingdom
| | - Annemarie B Docherty
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, United Kingdom
| | - Peter J M Openshaw
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - J Kenneth Baillie
- Division of Genetics and Genomics, Roslin Institute, University of Edinburgh, Edinburgh, United Kingdom
- Medical Research Council Human Genetics Unit, Institute for Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, United Kingdom
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
| | - Malcolm G Semple
- National Institute for Health Research 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
- Department of Respiratory Medicine, Alder Hey Children’s Hospital, Liverpool, United Kingdom
| | - Antonia Ho
- Medical Research Council–University of Glasgow Centre for Virus Research, Glasgow, United Kingdom
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49
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David A, Parkinson N, Peacock TP, Pairo-Castineira E, Khanna T, Cobat A, Tenesa A, Sancho-Shimizu V, Casanova JL, Abel L, Barclay WS, Baillie JK, Sternberg MJ. A common TMPRSS2 variant has a protective effect against severe COVID-19. Curr Res Transl Med 2022; 70:103333. [PMID: 35104687 PMCID: PMC8743599 DOI: 10.1016/j.retram.2022.103333] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [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: 10/18/2021] [Revised: 12/22/2021] [Accepted: 01/06/2022] [Indexed: 12/30/2022]
Abstract
BACKGROUND The human protein transmembrane protease serine type 2 (TMPRSS2) plays a key role in SARS-CoV-2 infection, as it is required to activate the virus' spike protein, facilitating entry into target cells. We hypothesized that naturally-occurring TMPRSS2 human genetic variants affecting the structure and function of the TMPRSS2 protein may modulate the severity of SARS-CoV-2 infection. METHODS We focused on the only common TMPRSS2 non-synonymous variant predicted to be damaging (rs12329760 C>T, p.V160M), which has a minor allele frequency ranging from 0.14 in Ashkenazi Jewish to 0.38 in East Asians. We analysed the association between the rs12329760 and COVID-19 severity in 2,244 critically ill patients with COVID-19 from 208 UK intensive care units recruited as part of the GenOMICC (Genetics Of Mortality In Critical Care) study. Logistic regression analyses were adjusted for sex, age and deprivation index. For in vitro studies, HEK293 cells were co-transfected with ACE2 and either TMPRSS2 wild type or mutant (TMPRSS2V160M). A SARS-CoV-2 pseudovirus entry assay was used to investigate the ability of TMPRSS2V160M to promote viral entry. RESULTS We show that the T allele of rs12329760 is associated with a reduced likelihood of developing severe COVID-19 (OR 0.87, 95%CI:0.79-0.97, p = 0.01). This association was stronger in homozygous individuals when compared to the general population (OR 0.65, 95%CI:0.50-0.84, p = 1.3 × 10-3). We demonstrate in vitro that this variant, which causes the amino acid substitution valine to methionine, affects the catalytic activity of TMPRSS2 and is less able to support SARS-CoV-2 spike-mediated entry into cells. CONCLUSION TMPRSS2 rs12329760 is a common variant associated with a significantly decreased risk of severe COVID-19. Further studies are needed to assess the expression of TMPRSS2 across different age groups. Moreover, our results identify TMPRSS2 as a promising drug target, with a potential role for camostat mesilate, a drug approved for the treatment of chronic pancreatitis and postoperative reflux esophagitis, in the treatment of COVID-19. Clinical trials are needed to confirm this.
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Affiliation(s)
- Alessia David
- Centre for Integrative System Biology and Bioinformatics, Department of Life Sciences, Imperial College London, London, SW7 2AZ, UK.
| | - Nicholas Parkinson
- Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh, EH25 9RG, UK
| | - Thomas P Peacock
- Department of Infectious Diseases, Imperial College London, London, W2 1PG, UK
| | | | - Tarun Khanna
- Centre for Integrative System Biology and Bioinformatics, Department of Life Sciences, Imperial College London, London, SW7 2AZ, UK
| | - Aurelie Cobat
- St. Giles Laboratory of Human Genetics of Infectious Diseases, Rockefeller Branch, The Rockefeller University, New York, NY 10065, USA; Laboratory of Human Genetics of Infectious Diseases, Necker Branch, INSERM U1163, Necker Hospital for Sick Children, Paris, EU France; University of Paris, Imagine Institute, Paris, EU France
| | - Albert Tenesa
- Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh, EH25 9RG, UK
| | - Vanessa Sancho-Shimizu
- Department of Paediatric Infectious Diseases & Virology, Imperial College London, London, UK; Centre for Paediatrics and Child Health, Faculty of Medicine, Imperial College London, London, UK
| | - Jean-Laurent Casanova
- St. Giles Laboratory of Human Genetics of Infectious Diseases, Rockefeller Branch, The Rockefeller University, New York, NY 10065, USA; Laboratory of Human Genetics of Infectious Diseases, Necker Branch, INSERM U1163, Necker Hospital for Sick Children, Paris, EU France; University of Paris, Imagine Institute, Paris, EU France; Howard Hughes Medical Institute, New York, NY, USA
| | - Laurent Abel
- St. Giles Laboratory of Human Genetics of Infectious Diseases, Rockefeller Branch, The Rockefeller University, New York, NY 10065, USA; Laboratory of Human Genetics of Infectious Diseases, Necker Branch, INSERM U1163, Necker Hospital for Sick Children, Paris, EU France; University of Paris, Imagine Institute, Paris, EU France
| | - Wendy S Barclay
- Department of Infectious Diseases, Imperial College London, London, W2 1PG, UK
| | - J Kenneth Baillie
- Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh, EH25 9RG, UK; Intenstive Care Unit, Royal Infirmary of Edinburgh, 54 Little France Drive, Edinburgh, EH16 5SA, UK
| | - Michael Je Sternberg
- Centre for Integrative System Biology and Bioinformatics, Department of Life Sciences, Imperial College London, London, SW7 2AZ, UK
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50
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Millar JE, Neyton L, Seth S, Dunning J, Merson L, Murthy S, Russell CD, Keating S, Swets M, Sudre CH, Spector TD, Ourselin S, Steves CJ, Wolf J, Docherty AB, Harrison EM, Openshaw PJM, Semple MG, Baillie JK. Distinct clinical symptom patterns in patients hospitalised with COVID-19 in an analysis of 59,011 patients in the ISARIC-4C study. Sci Rep 2022; 12:6843. [PMID: 35478198 PMCID: PMC9043502 DOI: 10.1038/s41598-022-08032-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [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: 04/09/2021] [Accepted: 02/14/2022] [Indexed: 12/15/2022] Open
Abstract
COVID-19 is clinically characterised by fever, cough, and dyspnoea. Symptoms affecting other organ systems have been reported. However, it is the clinical associations of different patterns of symptoms which influence diagnostic and therapeutic decision-making. In this study, we applied clustering techniques to a large prospective cohort of hospitalised patients with COVID-19 to identify clinically meaningful sub-phenotypes. We obtained structured clinical data on 59,011 patients in the UK (the ISARIC Coronavirus Clinical Characterisation Consortium, 4C) and used a principled, unsupervised clustering approach to partition the first 25,477 cases according to symptoms reported at recruitment. We validated our findings in a second group of 33,534 cases recruited to ISARIC-4C, and in 4,445 cases recruited to a separate study of community cases. Unsupervised clustering identified distinct sub-phenotypes. First, a core symptom set of fever, cough, and dyspnoea, which co-occurred with additional symptoms in three further patterns: fatigue and confusion, diarrhoea and vomiting, or productive cough. Presentations with a single reported symptom of dyspnoea or confusion were also identified, alongside a sub-phenotype of patients reporting few or no symptoms. Patients presenting with gastrointestinal symptoms were more commonly female, had a longer duration of symptoms before presentation, and had lower 30-day mortality. Patients presenting with confusion, with or without core symptoms, were older and had a higher unadjusted mortality. Symptom sub-phenotypes were highly consistent in replication analysis within the ISARIC-4C study. Similar patterns were externally verified in patients from a study of self-reported symptoms of mild disease. The large scale of the ISARIC-4C study enabled robust, granular discovery and replication. Clinical interpretation is necessary to determine which of these observations have practical utility. We propose that four sub-phenotypes are usefully distinct from the core symptom group: gastro-intestinal disease, productive cough, confusion, and pauci-symptomatic presentations. Importantly, each is associated with an in-hospital mortality which differs from that of patients with core symptoms.
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Affiliation(s)
- Jonathan E Millar
- Division of Functional Genetics and Development, Roslin Institute, University of Edinburgh, Easter Bush Campus, Midlothian, Edinburgh, EH25 9RG, UK
| | - Lucile Neyton
- Division of Functional Genetics and Development, Roslin Institute, University of Edinburgh, Easter Bush Campus, Midlothian, Edinburgh, EH25 9RG, UK
| | - Sohan Seth
- Institute for Adaptive and Neural Computation, School of Informatics, University of Edinburgh, Edinburgh, UK
| | - Jake Dunning
- National Infection Service, Public Health England, London, UK
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Laura Merson
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, ISARIC Global Support Centre, University of Oxford, Oxford, UK
- Infectious Diseases Data Observatory, Centre for Tropical Medicine and Global Health, University of Oxford, Oxford, UK
| | - Srinivas Murthy
- BC Children's Hospital, University of British Columbia, Vancouver, Canada
| | - Clark D Russell
- Centre for Inflammation Research, The Queen's Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Sean Keating
- Intensive Care Unit, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Maaike Swets
- Division of Functional Genetics and Development, Roslin Institute, University of Edinburgh, Easter Bush Campus, Midlothian, Edinburgh, EH25 9RG, UK
- Department of Infectious Diseases, Leiden University Medical Center, Leiden, The Netherlands
| | - Carole H Sudre
- School of Biomedical and Imaging Sciences, King's College London, London, UK
| | - Timothy D Spector
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Sebastien Ourselin
- School of Biomedical and Imaging Sciences, King's College London, London, UK
| | - Claire J Steves
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | | | - Annemarie B Docherty
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
| | - Ewen M Harrison
- Centre for Medical Informatics, Usher Institute, University of Edinburgh, Edinburgh, UK
| | | | - 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, UK.
| | - J Kenneth Baillie
- Division of Functional Genetics and Development, Roslin Institute, University of Edinburgh, Easter Bush Campus, Midlothian, Edinburgh, EH25 9RG, UK.
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