Detailed stratified GWAS analysis for severe COVID-19 in four European populations

Author:

Degenhardt Frauke1ORCID,Ellinghaus David12,Juzenas Simonas13,Lerga-Jaso Jon4,Wendorff Mareike1,Maya-Miles Douglas567,Uellendahl-Werth Florian1,ElAbd Hesham1,Rühlemann Malte C18,Arora Jatin9101112131415,Özer Onur161718,Lenning Ole Bernt1920,Myhre Ronny2122,Vadla May Sissel2023,Wacker Eike M1,Wienbrandt Lars1,Blandino Ortiz Aaron24,de Salazar Adolfo2526,Garrido Chercoles Adolfo27,Palom Adriana282930,Ruiz Agustín3132,Garcia-Fernandez Alba-Estela33,Blanco-Grau Albert33,Mantovani Alberto3435,Zanella Alberto3637,Holten Aleksander Rygh3839,Mayer Alena40,Bandera Alessandra3637,Cherubini Alessandro37,Protti Alessandro3435,Aghemo Alessio3435,Gerussi Alessio4142,Ramirez Alfredo434445464748,Braun Alice40,Nebel Almut1,Barreira Ana2930,Lleo Ana3435,Teles Ana161718,Kildal Anders Benjamin49ORCID,Biondi Andrea50,Caballero-Garralda Andrea51,Ganna Andrea52,Gori Andrea3753,Glück Andreas54,Lind Andreas55,Tanck Anja1,Hinney Anke56,Carreras Nolla Anna57,Fracanzani Anna Ludovica3637,Peschuck Anna1,Cavallero Annalisa58,Dyrhol-Riise Anne Ma3959,Ruello Antonella60,Julià Antonio28ORCID,Muscatello Antonio37,Pesenti Antonio3637,Voza Antonio3435,Rando-Segura Ariadna6162,Solier Aurora6364,Schmidt Axel65,Cortes Beatriz57,Mateos Beatriz666,Nafria-Jimenez Beatriz27,Schaefer Benedikt676869,Jensen Björn7071,Bellinghausen Carla72,Maj Carlo73,Ferrando Carlos7475,de la Horra Carmen57767778,Quereda Carmen79,Skurk Carsten40,Thibeault Charlotte40,Scollo Chiara80,Herr Christian8182,Spinner Christoph D83,Gassner Christoph184,Lange Christoph858687,Hu Cinzia37,Paccapelo Cinzia37,Lehmann Clara888990,Angelini Claudio91,Cappadona Claudio35,Azuure Clinton161718,Bianco Cristiana37,Cea Cristina33,Sancho Cristina92,Hoff Dag Arne Lihaug9394,Galimberti Daniela3637,Prati Daniele37,Haschka David95,Jiménez David6364,Pestaña David96,Toapanta David75,Muñiz-Diaz Eduardo97,Azzolini Elena3435,Sandoval Elena75,Binatti Eleonora4142,Scarpini Elio3637,Helbig Elisa T40,Casalone Elisabetta98,Urrechaga Eloisa99100,Paraboschi Elvezia Maria3435ORCID,Pontali Emanuele101,Reverter Enric75,Calderón Enrique J57767778,Navas Enrique79,Solligård Erik102103,Contro Ernesto104,Arana-Arri Eunate100,Aziz Fátima75,Garcia Federico2526105,García Sánchez Félix106,Ceriotti Ferruccio37,Martinelli-Boneschi Filippo107108,Peyvandi Flora109110,Kurth Florian40111112,Blasi Francesco113114,Malvestiti Francesco36,Medrano Francisco J7767778115,Mesonero Francisco666,Rodriguez-Frias Francisco628336162116,Hanses Frank117118,Müller Fredrik3955,Hemmrich-Stanisak Georg1,Bellani Giacomo119120121,Grasselli Giacomo3637,Pezzoli Gianni122,Costantino Giorgio3637,Albano Giovanni60,Cardamone Giulia35,Bellelli Giuseppe121123,Citerio Giuseppe121124,Foti Giuseppe119120121,Lamorte Giuseppe37,Matullo Giuseppe98,Baselli Guido37,Kurihara Hayato91,Neb Holger125126,My Ilaria34,Kurth Ingo127,Hernández Isabel3132,Pink Isabell128,de Rojas Itziar3132,Galván-Femenia Iván57,Holter Jan Cato3955,Afset Jan Egil92129,Heyckendorf Jan858687,Kässens Jan1,Damås Jan Kristian130131,Rybniker Jan8889132,Altmüller Janine133,Ampuero Javier56776134,Martín Javier135,Erdmann Jeanette136137138,Banales Jesus M6139140,Badia Joan Ramon141,Dopazo Joaquin7142ORCID,Schneider Jochen8182,Bergan Jonas143,Barretina Jordi144,Walter Jörn145,Hernández Quero Jose25146,Goikoetxea Josune147,Delgado Juan57767778,Guerrero Juan M5776,Fazaal Julia65,Kraft Julia40,Schröder Julia65,Risnes Kari131148,Banasik Karina2,Müller Karl Erik149,Gaede Karoline I150151152,Garcia-Etxebarria Koldo6139,Tonby Kristian3959,Heggelund Lars149153,Izquierdo-Sanchez Laura6139154,Bettini Laura Rachele50,Sumoy Lauro144,Sander Leif Erik40,Lippert Lena J40,Terranova Leonardo37,Nkambule Lindokuhle155156,Knopp Lisa7071,Gustad Lise Tuset102157,Garbarino Lucia158,Santoro Luigi37,Téllez Luis666,Roade Luisa6293063,Ostadreza Mahnoosh37,Intxausti Maider92,Kogevinas Manolis77159160161,Riveiro-Barciela Mar6293062,Berger Marc M162,Schaefer Marco163,Niemi Mari E K52,Gutiérrez-Stampa María A164165,Carrabba Maria166,Figuera Basso Maria E1,Valsecchi Maria Grazia167,Hernandez-Tejero María75,Vehreschild Maria J G T168169,Manunta Maria37ORCID,Acosta-Herrera Marialbert135ORCID,D'Angiò Mariella50,Baldini Marina37,Cazzaniga Marina170,Grimsrud Marit M39171172173174,Cornberg Markus175176,Nöthen Markus M65,Marquié Marta3132ORCID,Castoldi Massimo60,Cordioli Mattia52,Cecconi Maurizio3435,D'Amato Mauro140177178,Augustin Max888990,Tomasi Melissa37,Boada Mercè3132,Dreher Michael179,Seilmaier Michael J180,Joannidis Michael181182,Wittig Michael1,Mazzocco Michela158,Ciccarelli Michele91,Rodríguez-Gandía Miguel666,Bocciolone Monica91,Miozzo Monica36166,Imaz Ayo Natale100,Blay Natalia57ORCID,Chueca Natalia26,Montano Nicola3637,Braun Nicole1183,Ludwig Nicole184,Marx Nikolaus185,Martínez Nilda186,Cornely Oliver A468890187,Witzke Oliver188,Palmieri Orazio189,Faverio Paola121190,Preatoni Paoletta91,Bonfanti Paolo121191,Omodei Paolo91,Tentorio Paolo34,Castro Pedro75,Rodrigues Pedro M6139140154,España Pedro Pablo99,Hoffmann Per65,Rosenstiel Philip1,Schommers Philipp888990,Suwalski Phillip40,de Pablo Raúl24,Ferrer Ricard192,Bals Robert8182,Gualtierotti Roberta3637,Gallego-Durán Rocío567,Nieto Rosa6364,Carpani Rossana37,Morilla Rubén57767778,Badalamenti Salvatore34,Haider Sammra193,Ciesek Sandra194195,May Sandra1,Bombace Sara3435,Marsal Sara28,Pigazzini Sara52,Klein Sebastian181182,Pelusi Serena3637,Wilfling Sibylle118196197198,Bosari Silvano3637,Volland Sonja199,Brunak Søren2,Raychaudhuri Soumya9101112131415200,Schreiber Stefan154,Heilmann-Heimbach Stefanie65,Aliberti Stefano3435,Ripke Stephan40,Dudman Susanne3955ORCID,Wesse Tanja1,Zheng Tenghao201,Bahmer Thomas54,Eggermann Thomas127,Illig Thomas199,Brenner Thorsten162,Pumarola Tomas202203,Feldt Torsten7071,Folseraas Trine39171172173174204205,Gonzalez Cejudo Trinidad206,Landmesser Ulf207,Protzer Ulrike208209,Hehr Ute196,Rimoldi Valeria35,Monzani Valter37,Skogen Vegard210211,Keitel Verena7071,Kopfnagel Verena199,Friaza Vicente57767778,Andrade Victor434445,Moreno Victor77212213214,Albrecht Wolfgang1,Peter Wolfgang163215,Poller Wolfgang40,Farre Xavier57,Yi Xiaoli1,Wang Xiaomin40,Khodamoradi Yascha168169,Karadeniz Zehra40,Latiano Anna189,Goerg Siegfried216,Bacher Petra1217,Koehler Philipp468889,Tran Florian154,Zoller Heinz21869,Schulte Eva C208219220,Heidecker Bettina40,Ludwig Kerstin U65ORCID,Fernández Javier75221,Romero-Gómez Manuel56776134,Albillos Agustín666,Invernizzi Pietro4142,Buti Maria6293062,Duga Stefano3435,Bujanda Luis6139,Hov Johannes R39171172173174204205,Lenz Tobias L161718,Asselta Rosanna3435,de Cid Rafael57,Valenti Luca3637,Karlsen Tom H39171172173174204205,Cáceres Mario4222,Franke Andre1223, , , ,

Affiliation:

1. Institute of Clinical Molecular Biology, Christian-Albrechts-University , Kiel , Germany

2. Novo Nordisk Foundation Center for Protein Research, Disease Systems Biology, Faculty of Health and Medical Sciences, University of Copenhagen , Copenhagen , Denmark

3. Life Science Centre, Institute of Biotechnology, Vilnius University , Vilnius , Lithuania

4. Institut de Biotecnologia i de Biomedicina, Universitat Autònoma de Barcelona , Barcelona , Spain

5. Hospital Universitario Virgen del Rocío de Sevilla , Sevilla , Spain

6. Centro de Investigación Biomédica en Red en Enfermedades Hepáticas y Digestivas (CIBEREHD), Instituto de Salud Carlos III (ISCIII) , Madrid , Spain

7. Instituto de Biomedicina de Sevilla (IBIS) , Sevilla , Spain

8. Institute for Medical Microbiology and Hospital Epidemiology, Hannover Medical School , Hannover , Germany

9. Program in Medical and Population Genetics, Broad Institute of MIT and Harvard , Cambridge, MA , USA

10. Division of Rheumatology , Inflammation and Immunity, , Boston, MA , USA

11. Brigham and Women’s Hospital and Harvard Medical School , Inflammation and Immunity, , Boston, MA , USA

12. Division of Genetics , Department of Medicine, , Boston, MA , USA

13. Brigham and Women’s Hospital , Department of Medicine, , Boston, MA , USA

14. Department of Biomedical Informatics, Harvard Medical School , Boston, MA , USA

15. Center for Data Sciences, Brigham and Women’s Hospital , Boston, MA , USA

16. Research Group for Evolutionary Immunogenomics, Max Planck Institute for Evolutionary Biology , Plön , Germany

17. Research Unit for Evolutionary Immunogenomics , Department of Biology, , Hamburg , Germany

18. University of Hamburg , Department of Biology, , Hamburg , Germany

19. Research Department, Stavanger University Hospital , Stavanger , Norway

20. Randaberg Municipality , Stavanger , Norway

21. Division of Health Data and Digitalization , Department of Genetics and Bioinformatics (HDGB), , Oslo , Norway

22. Norwegian Institute of Public Health , Department of Genetics and Bioinformatics (HDGB), , Oslo , Norway

23. Department of Quality and Health Technology, Faculty of Health Sciences, University of Stavanger , Stavanger , Norway

24. Department of Intensive Care, Hospital Universitario Ramón y Cajal, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS), University of Alcalá , Madrid , Spain

25. Ibs.Granada Instituto de Investigación Biosanitaria , Granada , Spain

26. Microbiology Unit. Hospital Universitario Clinico San Cecilio , Granada , Spain

27. Clinical Biochemistry Department, Osakidetza Basque Health Service, Donostialdea Integrated Health Organisation , San Sebastian , Spain

28. Vall d’Hebron Institut de Recerca (VHIR), Vall d’Hebron Hospital Universitari , Barcelona , Spain

29. Liver Unit , Department of Internal Medicine, , Barcelona , Spain

30. Hospital Universitari Vall d’Hebron, Vall d’Hebron Barcelona Hospital Campus , Department of Internal Medicine, , Barcelona , Spain

31. Research Center and Memory Clinic, Ace Alzheimer Center Barcelona, Universitat Internacional de Catalunya , Barcelona , Spain

32. CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III , Madrid , Spain

33. Department of Biochemistry, University Hospital Vall d’Hebron , Barcelona , Spain

34. IRCCS Humanitas Research Hospital , Milan , Italy

35. Department of Biomedical Sciences, Humanitas University , Milan , Italy

36. University of Milan , Milan , Italy

37. Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico , Milan , Italy

38. Department of Acute Medicine, Oslo University Hospital , Oslo , Norway

39. Institute of Clinical Medicine, University of Oslo , Oslo , Norway

40. Charite Universitätsmedizin Berlin , Berlin , Germany

41. European Reference Network on Hepatological Diseases (ERN RARE-LIVER), San Gerardo Hospital , Monza , Italy

42. Division of Gastroenterology, School of Medicine and Surgery, Center for Autoimmune Liver Diseases, University of Milano-Bicocca , Milan , Italy

43. Division of Neurogenetics and Molecular Psychiatry , Department of Psychiatry and Psychotherapy, , Cologne , Germany

44. Faculty of Medicine and University Hospital Cologne, University of Cologne , Department of Psychiatry and Psychotherapy, , Cologne , Germany

45. Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Medical Faculty , Bonn , Germany

46. Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), Faculty of Medicine and University Hospital Cologne, University of Cologne , Cologne , Germany

47. German Center for Neurodegenerative Diseases (DZNE) , Bonn , Germany

48. Department of Psychiatry, Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases , San Antonio, TX , USA

49. Department of Anesthesiology and Intensive Care, University Hospital of North Norway , Tromsø , Norway

50. Pediatric Departement, Centro Tettamanti-European Reference Network (ERN) PaedCan, EuroBloodNet, MetabERN-University of Milano-Bicocca-Fondazione MBBM/Ospedale , San Gerardo , Italy

51. Biochemistry Department, Echevarne Laboratory , Barcelona , Spain

52. Institute for Molecular Medicine Finland, University of Helsinki , Helsinki , Finland

53. Centre for Multidisciplinary Research in Health Science (MACH), University of Milan , Milan , Italy

54. Klinik für Innere Medizin I, Universitätsklinikum Schleswig-Holstein , Kiel , Germany

55. Department of Microbiology, Oslo University Hospital , Oslo , Norway

56. Department of Child and Adolescent Psychiatry, University Hospital Essen, University of Duisburg-Essen , Essen , Germany

57. Genomes for Life-GCAT Lab, Germans Trias i Pujol Research Institute (IGTP) , Badalona , Spain

58. Laboratory of Microbiology, San Gerardo Hospital , Monza , Italy

59. Department of Infectious diseases, Oslo University Hospital , Oslo , Norway

60. Humanitas Gavazzeni-Castelli , Bergamo , Italy

61. Microbiology Department, Hospital Universitari Vall d'Hebron , Barcelona , Spain

62. Universitat Autònoma de Barcelona , Bellatera , Spain

63. Department of Respiratory Diseases, Hospital Universitario Ramón y Cajal, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS), University of Alcalá , Madrid , Spain

64. Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), University of Alcalá , Madrid , Spain

65. Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn , Bonn , Germany

66. Department of Gastroenterology, Hospital Universitario Ramón y Cajal, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS), University of Alcalá , Madrid , Spain

67. Department of Medicine I , Gastroenterology, Hepatology and Endocrinology, , Innsbruck , Austria

68. Medical University of Innsbruck , Gastroenterology, Hepatology and Endocrinology, , Innsbruck , Austria

69. Christian Doppler Laboratory of Iron and Phosphate Biology at the Department of Medicine I, Medical University of Innsbruck , Innsbruck , Austria

70. Department of Gastroenterology , Hepatology and Infectious Diseases, , Duesseldorf , Germany

71. University Hospital Duesseldorf, Medical Faculty Heinrich Heine University , Hepatology and Infectious Diseases, , Duesseldorf , Germany

72. Department of Respiratory Medicine and Allergology, University Hospital, Goethe University , Frankfurt am Main , Germany

73. Institute of Genomic Statistics and Bioinformatics, University Hospital Bonn, Medical Faculty University of Bonn , Bonn , Germany

74. Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBERES) , Madrid , Spain

75. Hospital Clinic, University of Barcelona, and IDIBAPS , Barcelona , Spain

76. University of Sevilla , Sevilla , Spain

77. Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP) , Madrid , Spain

78. Consejo Superior de Investigaciones Científicas , Sevilla , Spain

79. Department of Infectious Diseases, Hospital Universitario Ramón y Cajal, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS), University of Alcalá , Madrid , Spain

80. Department of Transfusion Medicine and Haematology Laboratory, San Gerardo Hospital , Monza , Italy

81. Department of Internal Medicine V—Pneumology , Allergology and Intensive Care Medicine, , Homburg , Germany

82. University Hospital Saarland , Allergology and Intensive Care Medicine, , Homburg , Germany

83. Department of Internal Medicine II, School of Medicine, University Hospital rechts der Isar, Technical University of Munich , Munich , Germany

84. Institute of Translational Medicine, Private University in the Principality of Liechtenstein (UFL) , Triesen , Liechtenstein

85. Respiratory Medicine and International Health, University of Lübeck , Lübeck , Germany

86. Division of Clinical Infectious Diseases, Research Center Borstel , Borstel , Germany

87. Clinical Tuberculosis Unit, German Center for Infection Research (DZIF) , Borstel , Germany

88. Department I of Internal Medicine, Faculty of Medicine and University Hospital Cologne, University of Cologne , Cologne , Germany

89. Center for Molecular Medicine Cologne (CMMC), University of Cologne , Cologne , Germany

90. German Center for Infection Research (DZIF) , Cologne , Germany

91. Humanitas Clinical and Research Center, IRCCS , Milan , Italy

92. Osakidetza Basque Health Service, Basurto University Hospital, Respiratory Service , Bilbao , Spain

93. Department of Clinical and Molecular Medicine, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology , Trondheim , Norway

94. Department of Medicine, Møre and Romsdal Hospital Trust , Ålesund , Norway

95. Department of Internal Medicine II, Medical University of Innsbruck , Innsbruck , Austria

96. Department of Anesthesiology and Critical Care, Hospital Universitario Ramón y Cajal, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS), University of Alcalá , Madrid , Spain

97. Immunohematology Department, Banc de Sang i Teixits, Autonomous University of Barcelona , Barcelona , Spain

98. Department of Medical Sciences, Università degli Studi di Torino , Turin , Italy

99. Osakidetza Basque Health Service, Galdakao Hospital, Respiratory Service , Galdakao , Spain

100. Biocruces Bizkaia Health Research Institute , Barakaldo , Spain

101. Department of Infectious Diseases, E.O. Ospedali Galliera , Genova , Italy

102. Geminicenter for Sepsis Research, Institute of Circulation and Medical Imaging (ISB), NTNU , Trondheim , Norway

103. Clinic of Anesthesia and Intensive Care, St. Olavs Hospital, Trondheim University Hospital , Trondheim , Norway

104. Accident and Emergency and Emergency Medicine Unit, San Gerardo Hospital , Monza , Italy

105. Centro de Investigación Biomédica en Red en Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III (ISCIII) , Madrid , Spain

106. Histocompatibilidad y Biologia Molecular, Centro de Transfusion de Madrid , Madrid , Spain

107. Department of Pathophysiology and Transplantation, Dino Ferrari Center, University of Milan , Milan , Italy

108. Neurology Unit, IRCCS Fondazione Ca' Granda Ospedale Maggiore Policlinico , Milan , Italy

109. Department of Pathophysiology and Transplantation, University of Milan , Milan , Italy

110. Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Angelo Bianchi Bonomi Hemophilia and Thrombosis Center , Milan , Italy

111. Department of Tropical Medicine, Bernhard Nocht Institute for Tropical Medicine , Hamburg , Germany

112. Department of Medicine I, University Medical Centre Hamburg-Eppendorf , Hamburg , Germany

113. Respiratory Unit, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico , Milan , Italy

114. Department of Pathophysiology and Transplantation, Università degli Studi di Milano , Milan , Italy

115. Internal Medicine Department, Virgen del Rocio University Hospital , Sevilla , Spain

116. Biochemistry Department, University Hospital Vall d'Hebron , Barcelona , Spain

117. Emergency Department, University Hospital Regensburg , Regensburg , Germany

118. Department for Infectious Diseases and Infection Control, University Hospital Regensburg , Regensburg , Germany

119. Department Emergency , Anesthesia and Intensive Care, , Monza , Italy

120. San Gerardo Hospital , Anesthesia and Intensive Care, , Monza , Italy

121. School of Medicine and Surgery, University of Milano-Bicocca , Milan , Italy

122. Fondazione Grigioni per il Morbo di Parkinson and Parkinson Institute, ASST Gaetano Pini-CTO , Milan , Italy

123. Acute Geriatric Unit, San Gerardo Hospital , Monza , Italy

124. Neurointensive Care Unit, San Gerardo Hospital , Monza , Italy

125. Department of Anesthesiology , Intensive Care Medicine and Pain Therapy, , Frankfurt am Main , Germany

126. University Hospital Frankfurt , Intensive Care Medicine and Pain Therapy, , Frankfurt am Main , Germany

127. Institute of Human Genetics, Medical Faculty, RWTH Aachen University , Aachen , Germany

128. Department of Pneumology, Hannover Medical School , Hannover , Germany

129. Department of Medical Microbiology, Clinic of Laboratory Medicine, St. Olavs hospital , Trondheim , Norway

130. Department of Infectious Diseases, St. Olavs Hospital, Trondheim University Hospital , Trondheim , Norway

131. Department of Clinical and Molecular Medicine, NTNU , Trondheim , Norway

132. German Centre for Infection Research (DZIF) , Cologne , Germany

133. Cologne Center for Genomics (CCG), University of Cologne , Cologne , Germany

134. Digestive Diseases Unit, Virgen del Rocio University Hospital, Institute of Biomedicine of Seville, University of Seville , Seville , Spain

135. Institute of Parasitology and Biomedicine Lopez-Neyra , CSIC, Granada , Spain

136. Institute for Cardiogenetics, University of Lübeck , Lübeck , Germany

137. German Research Center for Cardiovascular Research , Lübeck , Germany

138. University Heart Center Lübeck , Lübeck , Germany

139. Department of Liver and Gastrointestinal Diseases, Biodonostia Health Research Institute—Donostia University Hospital, University of the Basque Country (UPV/EHU), CIBERehd, Ikerbasque , San Sebastian , Spain

140. Ikerbasque, Basque Foundation for Science , Bilbao , Spain

141. Respiratory ICU, Institut Clínic Respiratory, Hospital Clinic, University of Barcelona, and IDIBAPS , Barcelona , Spain

142. Bioinformatics Area, Fundación Progreso y Salud, and Institute of Biomedicine of Sevilla (IBIS) , Sevilla , Spain

143. Department of Research, Ostfold Hospital Trust , Gralum , Norway

144. Germans Trias i Pujol Research Institute (IGTP) , Badalona , Spain

145. Department of Genetics & Epigenetics, Saarland University , Saarbrücken , Germany

146. Department of Infectious Diseases, Hospital Universitario Clinico San Cecilio , Granada , Spain

147. Infectious Diseases Service, Osakidetza, Biocruces Bizkaia Health Research Institute , Barakaldo , Spain

148. Department of Research, St. Olav Hospital, Trondheim University Hospital , Trondheim , Norway

149. Medical Department, Drammen Hospital, Vestre Viken Hospital Trust , Drammen , Norway

150. Research Center Borstel, BioMaterialBank Nord , Borstel , Germany

151. German Center for Lung Research (DZL), Airway Research Center North (ARCN) , Borstel , Germany

152. Popgen 2.0 Network (P2N) , Kiel , Germany

153. Department of Clinical Science, University of Bergen , Bergen , Norway

154. Biodonostia Health Research Institute, Donostia University Hospital , San Sebastian , Spain

155. Analytic and Translational Genetics Unit, Massachusetts General Hospital , Boston, MA , USA

156. Stanley Center for Psychiatric Research & Program in Medical and Population Genetics, Broad Institute of MIT and Harvard , Cambridge, MA , USA

157. Clinic of Medicine and Rehabilitation, Levanger Hospital, Nord-Trondelag Hospital Trust , Levanger , Norway

158. HLA Laboratory, E.O. Ospedali Galliera , Genova , Italy

159. ISGlobal , Barcelona , Spain

160. Universitat Pompeu Fabra (UPF) , Barcelona , Spain

161. IMIM (Hospital del Mar Medical Research Institute) , Barcelona , Spain

162. Department of Anesthesiology and Intensive Care Medicine, University Hospital Essen, University Duisburg-Essen , Essen , Germany

163. Stefan-Morsch-Stiftung , Birkenfeld , Germany

164. Osakidetza , OSI Donostialdea, Altza Primary Care, , San Sebastián , Spain

165. Biodonostia Health Research Institute , OSI Donostialdea, Altza Primary Care, , San Sebastián , Spain

166. Internal Medicine Department, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico , Milan , Italy

167. Center of Bioinformatics, Biostatistics and Bioimaging, School of Medicine and Surgery, University of Milano-Bicocca , Milan , Italy

168. Department of Internal Medicine , Infectious Diseases, , Frankfurt am Main , Germany

169. University Hospital Frankfurt & Goethe University Frankfurt , Infectious Diseases, , Frankfurt am Main , Germany

170. Phase 1 Research Centre, ASST Monza, School of Medicine and Surgery, University of Milano-Bicocca , Monza , Italy

171. Division of Surgery , Inflammatory Diseases and Transplantation, , Oslo , Norway

172. Research Institute for Internal Medicine, Oslo University Hospital Rikshospitalet and University of Oslo , Inflammatory Diseases and Transplantation, , Oslo , Norway

173. Division of Surgery , Inflammatory Diseases and Transplantation, Department of Transplantation Medicine, , Oslo , Norway

174. Norwegian PSC Research Center, Oslo University Hospital Rikshospitalet , Inflammatory Diseases and Transplantation, Department of Transplantation Medicine, , Oslo , Norway

175. Department of Gastroenterology , Hepatology and Endocrinology, , Hannover , Germany

176. Hannover Medical School , Hepatology and Endocrinology, , Hannover , Germany

177. Gastrointestinal Genetics Lab, CIC bioGUNE—BRTA , Derio , Spain

178. Department of Medicine and Surgery, LUM University , Casamassima , Italy

179. Department of Pneumology and Intensive Care Medicine, University Hospital Aachen , Aachen , Germany

180. Munich Clinic Schwabing, Academic Teaching Hospital, Ludwig-Maximilians-University (LMU) , Munich , Germany

181. Division of Intensive Care and Emergency Medicine , Department of Internal Medicine, , Innsbruck , Austria

182. Medical University Innsbruck , Department of Internal Medicine, , Innsbruck , Austria

183. University Hospital Schleswig-Holstein , Kiel , Germany

184. Department of Human Genetics, Center of Human and Molecular Biology, University Hospital Saarland , Homburg/Saar , Germany

185. Department of Internal Medicine I, RWTH Aachen University Hospital , Aachen , Germany

186. Department of Anesthesiology, Hospital Universitario Ramón y Cajal, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) , Madrid , Spain

187. Faculty of Medicine and University Hospital Cologne , Clinical Trials Centre Cologne (ZKS Köln), University of Cologne, Cologne , Germany

188. Department of Infectious Diseases, University Hospital Essen, University Duisburg-Essen , Essen , Germany

189. Gastroenterology Unit, Fondazione IRCCS Casa Sollievo della Sofferenza , San Giovanni Rotondo , Italy

190. Pulmonary Unit, San Gerardo Hospital , Monza , Italy

191. Infectious Diseases Unit, San Gerardo Hospital , Monza , Italy

192. Intensive Care Department, Vall d'Hebron University Hospital, SODIR-VHIR research group , Barcelona , Spain

193. Department of Medicine, Møre & Romsdal Hospital Trust , Molde , Norway

194. Institute of Medical Virology, University Hospital Frankfurt, Goethe University , Frankfurt am Main , Germany

195. German Centre for Infection Research (DZIF) , Frankfurt am Main , Germany

196. Zentrum für Humangenetik Regensburg , Regensburg , Germany

197. Department of Neurology , Bezirksklinikum Regensburg, , Regensburg , Germany

198. University of Regensburg , Bezirksklinikum Regensburg, , Regensburg , Germany

199. Hannover Unified Biobank, Hannover Medical School , Hannover , Germany

200. Centre for Genetics and Genomics Versus Arthritis, Centre for Musculoskeletal Research, Manchester Academic Health Science Centre, The University of Manchester , Manchester , UK

201. School of Biological Sciences, Monash University , Clayton, VIC , Australia

202. Department of Microbiology, University Hospital Vall d’Hebron , Barcelona , Spain

203. Autonoma University of Barcelona , Barcelona , Spain

204. Division for Cancer Medicine , Surgery and Transplantation, Section for Gastroenterology, Department of Transplantation Medicine, , Oslo , Norway

205. Oslo University Hospital Rikshospitalet , Surgery and Transplantation, Section for Gastroenterology, Department of Transplantation Medicine, , Oslo , Norway

206. Biochemistry Unit, Hospital Universitario Clinico San Cecilio , Granada , Spain

207. Berlin Institute of Health, Charite Universitätsmedizin Berlin , Berlin Germany

208. Institute of Virology, Technical University Munich/Helmholtz Zentrum München , Munich , Germany

209. German Center for Infection Research (DZIF) , Munich , Germany

210. Department of Infectious Diseases, University Hospital of North Norway , Tromsø , Norway

211. Faculty of Health Sciences, UIT The Arctic University of Norway , Norway

212. Catalan Institute of Oncology (ICO) , Barcelona , Spain

213. Bellvitge Biomedical Research Institute (IDIBELL) , Barcelona , Spain

214. Universitat de Barcelona (UB) , Barcelona , Spain

215. Faculty of Medicine and University Hospital Cologne, Institute for Transfusion Medicine, University of Cologne , Cologne , Germany

216. Institute of Transfusionsmedicine, University Hospital Schleswig-Holstein (UKSH) , Kiel , Germany

217. Institute of Immunology, Christian-Albrechts-University of Kiel and UKSH Schleswig-Holstein , Kiel , Germany

218. Department of Medicine I, Gastroenterology, Hepatology and Endocrinology, Medical University of Innsbruck , Innsbruck , Austria

219. Institute of Psychiatric Phenomics and Genomics, University Medical Center, University of Munich , Munich , Germany

220. Department of Psychiatry, University Medical Center, University of Munich , Munich , Germany

221. European Foundation for the Study of Chronic Liver Failure (EF-CLIF) , Barcelona , Spain

222. ICREA , Barcelona , Spain

223. University Hospital Schleswig-Holstein (UKSH) , Kiel , Germany

Abstract

Abstract Given the highly variable clinical phenotype of Coronavirus disease 2019 (COVID-19), a deeper analysis of the host genetic contribution to severe COVID-19 is important to improve our understanding of underlying disease mechanisms. Here, we describe an extended genome-wide association meta-analysis of a well-characterized cohort of 3255 COVID-19 patients with respiratory failure and 12 488 population controls from Italy, Spain, Norway and Germany/Austria, including stratified analyses based on age, sex and disease severity, as well as targeted analyses of chromosome Y haplotypes, the human leukocyte antigen region and the SARS-CoV-2 peptidome. By inversion imputation, we traced a reported association at 17q21.31 to a ~0.9-Mb inversion polymorphism that creates two highly differentiated haplotypes and characterized the potential effects of the inversion in detail. Our data, together with the 5th release of summary statistics from the COVID-19 Host Genetics Initiative including non-Caucasian individuals, also identified a new locus at 19q13.33, including NAPSA, a gene which is expressed primarily in alveolar cells responsible for gas exchange in the lung.

Funder

Deutsche Forschungsgemeinschaft

Juan de la Cierva Incorporacion program

German Federal Ministry of Education and Research

Research Council of Norway

Spanish Ministry of Economy, Innovation and Competition, the Instituto de Salud Carlos III

Agencia Estatal de Investigación (AEI, Spain) and the European Regional Development Fund

Basque Foundation for Health Innovation and Research-BIOEF

Acción Estratégica en Salud (ISCIII) and the FEDER

Spanish Ministry of Economy and Competitiveness

European Regional Development Fund

VEIS project

Agència de Gestió d’Ajuts Universitaris i de Recerca

Acción de Dinamización del ISCIII-MINECO and the Ministry of Health of the Generalitat of Catalunya

Fondazione IRCCS Ca’ Granda ‘5permille’ ‘COVID-19 Biobank’

Fondazione IRCCS Ca’ Granda ‘Ricerca corrente’, Fondazione Sviluppo Ca’ Granda ‘Liver-BIBLE’

The European Union (EU) Programme Horizon 2020

Ricerca Finalizzata Ministero della Salute

German Research Foundation (DFG) through the Research Training Group

Novo Nordisk Foundation

German Federal Ministry of Education and Research (BMBF) within the framework of the Computational Life Sciences

Deutsche Forschungsgemeinschaft Cluster of Excellence ‘Precision Medicine in Chronic Inflammation’

Publisher

Oxford University Press (OUP)

Subject

Genetics (clinical),Genetics,Molecular Biology,General Medicine

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