401
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Lind L, Gigante B, Borné Y, Feldreich T, Leppert J, Hedberg P, Östgren CJ, Nyström FH, Sundström J, Ärnlöv J, Baldassarre D, Tremoli E, Veglia F, Hamsten A, O'Donnell CJ, Franceschini N, Orho-Melander M, Nilsson J, Melander O, Engström G, Mälarstig A. Plasma Protein Profile of Carotid Artery Atherosclerosis and Atherosclerotic Outcomes: Meta-Analyses and Mendelian Randomization Analyses. Arterioscler Thromb Vasc Biol 2021; 41:1777-1788. [PMID: 33657885 DOI: 10.1161/atvbaha.120.315597] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
[Figure: see text].
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Affiliation(s)
- Lars Lind
- Department of Medical Sciences, Uppsala University, Sweden (L.L., J.S.)
| | - Bruna Gigante
- Unit of Cardiovascular Medicine, Department of Medicine, Karolinska Institutet, Sweden (B.G., A.H., A.M.)
| | - Yan Borné
- Department of Clinical Sciences Malmö, Lund University, Sweden (Y.B., M.O.-M., J.N., O.M., G.E.)
| | - Tobias Feldreich
- School of Health and Social Sciences, Dalarna University, Falun, Sweden (T.F., J.A.)
| | - Jerzy Leppert
- Centre for Clinical Research, Uppsala University (J.L., P.H.), Västmanland County Hospital, Västerås, Sweden
| | - Pär Hedberg
- Centre for Clinical Research, Uppsala University (J.L., P.H.), Västmanland County Hospital, Västerås, Sweden.,Department of Clinical Physiology (P.H.), Västmanland County Hospital, Västerås, Sweden
| | - Carl Johan Östgren
- Department of Health, Medicine and Caring Sciences, Linköping University, Sweden (C.J.O., F.H.N.).,Department of Medicine, Boston University, MA (C.J.O.)
| | - Fredrik H Nyström
- Department of Health, Medicine and Caring Sciences, Linköping University, Sweden (C.J.O., F.H.N.)
| | - Johan Sundström
- Department of Medical Sciences, Uppsala University, Sweden (L.L., J.S.).,The George Institute for Global Health, University of New South Wales, Sydney, Australia (J.S.)
| | - Johan Ärnlöv
- School of Health and Social Sciences, Dalarna University, Falun, Sweden (T.F., J.A.)
| | - Damiano Baldassarre
- Damiano Baldassarre, Department of Medical Biotechnology and Translational Medicine, Università di Milano (D.B.).,Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.B., E.T., F.V.)
| | - Elena Tremoli
- Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.B., E.T., F.V.)
| | - Fabrizio Veglia
- Centro Cardiologico Monzino, IRCCS, Milan, Italy (D.B., E.T., F.V.)
| | - Anders Hamsten
- Unit of Cardiovascular Medicine, Department of Medicine, Karolinska Institutet, Sweden (B.G., A.H., A.M.)
| | - Christopher J O'Donnell
- Department of Health, Medicine and Caring Sciences, Linköping University, Sweden (C.J.O., F.H.N.).,Department of Medicine, Boston University, MA (C.J.O.)
| | - Nora Franceschini
- Department of Epidemiology, University of North Caroline, Capel Hill (N.F.)
| | - Marju Orho-Melander
- Department of Clinical Sciences Malmö, Lund University, Sweden (Y.B., M.O.-M., J.N., O.M., G.E.)
| | - Jan Nilsson
- Department of Clinical Sciences Malmö, Lund University, Sweden (Y.B., M.O.-M., J.N., O.M., G.E.)
| | - Olle Melander
- Department of Clinical Sciences Malmö, Lund University, Sweden (Y.B., M.O.-M., J.N., O.M., G.E.)
| | - Gunnar Engström
- Department of Clinical Sciences Malmö, Lund University, Sweden (Y.B., M.O.-M., J.N., O.M., G.E.)
| | - Anders Mälarstig
- Unit of Cardiovascular Medicine, Department of Medicine, Karolinska Institutet, Sweden (B.G., A.H., A.M.)
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405
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Klaric L, Gisby JS, Papadaki A, Muckian MD, Macdonald-Dunlop E, Zhao JH, Tokolyi A, Persyn E, Pairo-Castineira E, Morris AP, Kalnapenkis A, Richmond A, Landini A, Hedman ÅK, Prins B, Zanetti D, Wheeler E, Kooperberg C, Yao C, Petrie JR, Fu J, Folkersen L, Walker M, Magnusson M, Eriksson N, Mattsson-Carlgren N, Timmers PRHJ, Hwang SJ, Enroth S, Gustafsson S, Vosa U, Chen Y, Siegbahn A, Reiner A, Johansson Å, Thorand B, Gigante B, Hayward C, Herder C, Gieger C, Langenberg C, Levy D, Zhernakova DV, Smith JG, Campbell H, Sundstrom J, Danesh J, Michaëlsson K, Suhre K, Lind L, Wallentin L, Padyukov L, Landén M, Wareham NJ, Göteson A, Hansson O, Eriksson P, Strawbridge RJ, Assimes TL, Esko T, Gyllensten U, Baillie JK, Paul DS, Joshi PK, Butterworth AS, Mälarstig A, Pirastu N, Wilson JF, Peters JE. Mendelian randomisation identifies alternative splicing of the FAS death receptor as a mediator of severe COVID-19. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2021:2021.04.01.21254789. [PMID: 33851187 PMCID: PMC8043484 DOI: 10.1101/2021.04.01.21254789] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Severe COVID-19 is characterised by immunopathology and epithelial injury. Proteomic studies have identified circulating proteins that are biomarkers of severe COVID-19, but cannot distinguish correlation from causation. To address this, we performed Mendelian randomisation (MR) to identify proteins that mediate severe COVID-19. Using protein quantitative trait loci (pQTL) data from the SCALLOP consortium, involving meta-analysis of up to 26,494 individuals, and COVID-19 genome-wide association data from the Host Genetics Initiative, we performed MR for 157 COVID-19 severity protein biomarkers. We identified significant MR results for five proteins: FAS, TNFRSF10A, CCL2, EPHB4 and LGALS9. Further evaluation of these candidates using sensitivity analyses and colocalization testing provided strong evidence to implicate the apoptosis-associated cytokine receptor FAS as a causal mediator of severe COVID-19. This effect was specific to severe disease. Using RNA-seq data from 4,778 individuals, we demonstrate that the pQTL at the FAS locus results from genetically influenced alternate splicing causing skipping of exon 6. We show that the risk allele for very severe COVID-19 increases the proportion of transcripts lacking exon 6, and thereby increases soluble FAS. Soluble FAS acts as a decoy receptor for FAS-ligand, inhibiting apoptosis induced through membrane-bound FAS. In summary, we demonstrate a novel genetic mechanism that contributes to risk of severe of COVID-19, highlighting a pathway that may be a promising therapeutic target.
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Affiliation(s)
- Lucija Klaric
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh, UK
| | - Jack S Gisby
- Department of Immunology and Inflammation, Faculty of Medicine, Imperial College London, London, UK
| | - Artemis Papadaki
- Department of Immunology and Inflammation, Faculty of Medicine, Imperial College London, London, UK
| | - Marisa D Muckian
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Teviot Place, Edinburgh, UK
| | - Erin Macdonald-Dunlop
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Teviot Place, Edinburgh, UK
| | - Jing Hua Zhao
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Alex Tokolyi
- Department of Human Genetics, Wellcome Sanger Institute, Hinxton, UK
| | - Elodie Persyn
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Erola Pairo-Castineira
- Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh, UK
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh, UK
| | - Andrew P Morris
- Centre for Genetics and Genomics Versus Arthritis, Centre for Musculoskeletal Research, The University of Manchester, Manchester, UK
| | | | - Anne Richmond
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh, UK
| | - Arianna Landini
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Teviot Place, Edinburgh, UK
| | - Åsa K Hedman
- Department of Medicine, Karolinska Institute, Stockholm, Sweden
- Pfizer Worldwide Research, Development and Medical, Sweden
| | - Bram Prins
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Daniela Zanetti
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Eleanor Wheeler
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Chen Yao
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
- Framingham Heart Study, Framingham, MA, USA
| | - John R Petrie
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK
| | - Jingyuan Fu
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
- Department of Pediatrics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | | | - Mark Walker
- Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Martin Magnusson
- Department of Clinical Sciences, Lund University, Malmö, Sweden
- Wallenberg Center for Molecular Medicine, Lund University, Sweden
- Hypertension in Africa Research Team (HART), North West University, Potchefstroom, South Africa
| | - Niclas Eriksson
- Uppsala Clinical Research Center (UCR), Uppsala University, Uppsala, Sweden
| | - Niklas Mattsson-Carlgren
- Clinical Memory Research Unit, Faculty of Medicine, Lund University, Lund, Sweden
- Department of Neurology, Skåne University Hospital, Lund University, Lund, Sweden
- Wallenberg Center for Molecular Medicine, Lund University, Sweden
| | - Paul R H J Timmers
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh, UK
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Teviot Place, Edinburgh, UK
| | - Shih-Jen Hwang
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
- Framingham Heart Study, Framingham, MA, USA
| | - Stefan Enroth
- Department of Immunology, Genetics and Pathology, Uppsala University, Sweden
| | | | - Urmo Vosa
- Institute of Genomics, University of Tartu, 51010, Estonia
| | - Yan Chen
- Department of Medicine, Karolinska Institute, Stockholm, Sweden
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Agneta Siegbahn
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Alexander Reiner
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Åsa Johansson
- Department of Immunology, Genetics and Pathology, Uppsala University, Sweden
| | - Barbara Thorand
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, München-Neuherberg, Germany
- German Center for Diabetes Research (DZD), München-Neuherberg, Germany
| | - Bruna Gigante
- Division of Cardiovascular Medicine, Department of Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh, UK
| | - Christian Herder
- Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Division of Endocrinology and Diabetology, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- German Center for Diabetes Research (DZD), München-Neuherberg, Germany
| | - Christian Gieger
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, München-Neuherberg, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), München-Neuherberg, Germany
| | - Claudia Langenberg
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
- Computational Medicine, Berlin Institute of Health (BIH) at Charité - Universitäts Medizin Berlin, Germany
- Health Data Research UK, Wellcome Genome Campus and University of Cambridge, Cambridge, UK
| | - Daniel Levy
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
- Framingham Heart Study, Framingham, MA, USA
| | - Daria V Zhernakova
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
- Laboratory of Genomic Diversity, Center for Computer Technologies, ITMO University, St. Petersburg, Russia
| | - J Gustav Smith
- Department of Cardiology, Clinical Sciences, Lund University
- Skåne University Hospital, Lund, Sweden
- Wallenberg Center for Molecular Medicine, Lund University, Sweden
- Lund University Diabetes Center, Lund University, Lund, Sweden
- The Wallenberg Laboratory/Department of Molecular and Clinical Medicine, Institute of Medicine, Gothenburg University
- Department of Cardiology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Harry Campbell
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Teviot Place, Edinburgh, UK
| | - Johan Sundstrom
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
- The George Institute for Global Health, University of New South Wales, Sydney, Australia
| | - John Danesh
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Health Data Research UK, Wellcome Genome Campus and University of Cambridge, Cambridge, UK
- Department of Human Genetics, Wellcome Sanger Institute, Hinxton, UK
| | - Karl Michaëlsson
- Department of Surgical Sciences, Unit of Medical Epidemiology, Uppsala University, Uppsala, Sweden
| | - Karsten Suhre
- Department of Physiology and Biophysics, Weill Cornell Medicine-Qatar, Doha, Qatar
| | - Lars Lind
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Lars Wallentin
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
- Uppsala Clinical Research Center, Uppsala University, Uppsala, Sweden
| | - Leonid Padyukov
- Division of Rheumatology, Department of Medicine Solna, Karolinska Institutet, Sweden
- Karolinska University Hospital, Stockholm, Sweden
| | - Mikael Landén
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Institute of Neuroscience and Physiology, University of Gothenburg, Gothenburg, Sweden
| | - Nicholas J Wareham
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
- Health Data Research UK, Wellcome Genome Campus and University of Cambridge, Cambridge, UK
| | - Andreas Göteson
- Institute of Neuroscience and Physiology, University of Gothenburg, Gothenburg, Sweden
| | - Oskar Hansson
- Clinical Memory Research Unit, Faculty of Medicine, Lund University, Lund, Sweden
- Memory Clinic, Skåne University Hospital, Malmö, Sweden
| | - Per Eriksson
- Division of Cardiovascular Medicine, Department of Medicine, Karolinska Institutet, Stockholm, Sweden
- Karolinska University Hospital, Stockholm, Sweden
| | - Rona J Strawbridge
- Institute of Health and Wellbeing, College of Medicine, Veterinary and Life Sciences, University of Glasgow, UK
- Health Data Research UK, Wellcome Genome Campus and University of Cambridge, Cambridge, UK
- Division of Cardiovascular Medicine, Department of Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Themistocles L Assimes
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
- Palo Alto VA Healthcare System, Palo Alto, CA, USA
| | - Tonu Esko
- Institute of Genomics, University of Tartu, 51010, Estonia
| | - Ulf Gyllensten
- Department of Immunology, Genetics and Pathology, Uppsala University, Sweden
| | - J Kenneth Baillie
- Intensive Care Unit, Royal Infirmary of Edinburgh, 54 Little France Drive, Edinburgh, EH16 5SA, UK
- Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh, UK
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh, UK
| | - Dirk S Paul
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- British Heart Foundation Centre of Research Excellence, Addenbrookes Hospital, Cambridge, UK
- National Institute for Health Research Blood and Transplant Research Unit in Donor Health and Genomics, University of Cambridge, Cambridge, United Kingdom
| | - Peter K Joshi
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Teviot Place, Edinburgh, UK
| | - Adam S Butterworth
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Health Data Research UK, Wellcome Genome Campus and University of Cambridge, Cambridge, UK
- National Institute for Health Research Blood and Transplant Research Unit in Donor Health and Genomics, University of Cambridge, Cambridge, United Kingdom
| | - Anders Mälarstig
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Pfizer Worldwide Research, Development and Medical, Sweden
| | - Nicola Pirastu
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Teviot Place, Edinburgh, UK
| | - James F Wilson
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh, UK
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Teviot Place, Edinburgh, UK
| | - James E Peters
- Department of Immunology and Inflammation, Faculty of Medicine, Imperial College London, London, UK
- Health Data Research UK, Wellcome Genome Campus and University of Cambridge, Cambridge, UK
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