Novel genes and sex differences in COVID-19 severity

Author:

Cruz Raquel1234ORCID,Diz-de Almeida Silvia4,López de Heredia Miguel2,Quintela Inés1,Ceballos Francisco C56,Pita Guillermo7,Lorenzo-Salazar José M8,González-Montelongo Rafaela8,Gago-Domínguez Manuela93,Sevilla Porras Marta210,Tenorio Castaño Jair Antonio21011,Nevado Julian21011,Aguado Jose María1213141516,Aguilar Carlos17,Aguilera-Albesa Sergio1819,Almadana Virginia20,Almoguera Berta212,Alvarez Nuria7,Andreu-Bernabeu Álvaro2215,Arana-Arri Eunate2324,Arango Celso222515,Arranz María J26,Artiga Maria-Jesus27,Baptista-Rosas Raúl C282930,Barreda-Sánchez María3132,Belhassen-Garcia Moncef3334,Bezerra Joao F35,Bezerra Marcos A C36,Boix-Palop Lucía37,Brion María3839ORCID,Brugada Ramón40413942,Bustos Matilde43,Calderón Enrique J444546ORCID,Carbonell Cristina4734,Castano Luis234824950,Castelao Jose E51,Conde-Vicente Rosa52,Cordero-Lorenzana M Lourdes53,Cortes-Sanchez Jose L5455,Corton Marta212,Darnaude M Teresa56,De Martino-Rodríguez Alba5758,del Campo-Pérez Victor59,Diaz de Bustamante Aranzazu56,Domínguez-Garrido Elena60,Luchessi Andre D61,Eiros Rocío62,Estigarribia Sanabria Gladys Mercedes63,Carmen Fariñas María646566,Fernández-Robelo Uxía67,Fernández-Rodríguez Amanda5616,Fernández-Villa Tania68,Gil-Fournier Belén69,Gómez-Arrue Javier5758,González Álvarez Beatriz5758,Gonzalez Bernaldo de Quirós Fernan70,González-Peñas Javier221525,Gutiérrez-Bautista Juan F71ORCID,Herrero María José7273,Herrero-Gonzalez Antonio74,Jimenez-Sousa María A5616,Lattig María Claudia7576,Liger Borja Anabel77,Lopez-Rodriguez Rosario212,Mancebo Esther7879,Martín-López Caridad77,Martín Vicente8045,Martinez-Nieto Oscar8176,Martinez-Lopez Iciar8283,Martinez-Resendez Michel F54,Martinez-Perez Angel84,Mazzeu Juliana F858687,Merayo Macías Eleuterio88,Minguez Pablo212,Moreno Cuerda Victor8990,Silbiger Vivian N61,Oliveira Silviene F8591929394,Ortega-Paino Eva27,Parellada Mara222515,Paz-Artal Estela787995,Santos Ney P C96,Pérez-Matute Patricia9798,Perez Patricia99,Pérez-Tomás M Elena31,Perucho Teresa100,Pinsach-Abuin Mel Lina4039,Pompa-Mera Ericka N101,Porras-Hurtado Gloria L102,Pujol Aurora1032104,Ramiro León Soraya69,Resino Salvador5616,Fernandes Marianne R96105,Rodríguez-Ruiz Emilio1063,Rodriguez-Artalejo Fernando10710845109,Rodriguez-Garcia José A110,Ruiz Cabello Francisco71111112,Ruiz-Hornillos Javier113114115,Ryan Pablo116117118,Soria José Manuel84,Souto Juan Carlos119,Tamayo Eduardo120121,Tamayo-Velasco Alvaro122,Taracido-Fernandez Juan Carlos74,Teper Alejandro123,Torres-Tobar Lilian124,Urioste Miguel125,Valencia-Ramos Juan126,Yáñez Zuleima127,Zarate Ruth128,Nakanishi Tomoko129130131132133ORCID,Pigazzini Sara134135,Degenhardt Frauke136137ORCID,Butler-Laporte Guillaume138139131ORCID,Maya-Miles Douglas140141,Bujanda Luis142141,Bouysran Youssef143144,Palom Adriana145146147148,Ellinghaus David149150136,Martínez-Bueno Manuel151152,Rolker Selina153,Amitrano Sara154,Roade Luisa141145146147,Fava Francesca155156157158,Spinner Christoph D159ORCID,Prati Daniele160,Bernardo David161141,Garcia Federico162163,Darcis Gilles164165,Fernández-Cadenas Israel166,Holter Jan Cato167168,Banales Jesus M169141,Frithiof Robert170171,Duga Stefano172173,Asselta Rosanna172173,Pereira Alexandre C174,Romero-Gómez Manuel140141,Nafría-Jiménez Beatriz175,Hov Johannes R176177168178,Migeotte Isabelle179143144,Renieri Alessandra155156157158ORCID,Planas Anna M180181,Ludwig Kerstin U153ORCID,Buti Maria141145146147,Rahmouni Souad164,Alarcón-Riquelme Marta E151152182,Schulte Eva C183184185,Franke Andre136137,Karlsen Tom H176177168186,Valenti Luca187188,Zeberg Hugo189190,Richards Brent191192131193,Ganna Andrea135194,Boada Mercè195196,de Rojas Itziar195196,Ruiz Agustín195196,Sánchez-Juan Pascual197,Real Luis Miguel198,Guillen-Navarro Encarna31199200201202203,Ayuso Carmen212,González-Neira Anna7,Riancho José A646566,Rojas-Martinez Augusto204ORCID,Flores Carlos8205206207,Lapunzina Pablo21011,Carracedo Angel12349, , ,

Affiliation:

1. Centro Nacional de Genotipado (CEGEN), Universidade de Santiago de Compostela , 15706 Santiago de Compostela, Spain

2. Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III , 28029 Madrid, Spain

3. Instituto de Investigación Sanitaria de Santiago (IDIS) , 15706 Santiago de Compostela, Spain

4. Centro Singular de Investigación en Medicina Molecular y Enfermedades Crónicas (CIMUS), Universidade de Santiago de Compostela , 15782 Santiago de Compostela, Spain

5. Unidad de Infección Viral e Inmunidad , Centro Nacional de Microbiología (CNM), , 28220 Madrid, Spain

6. Instituto de Salud Carlos III (ISCIII) , Centro Nacional de Microbiología (CNM), , 28220 Madrid, Spain

7. Spanish National Cancer Research Centre, Human Genotyping-CEGEN Unit , 28029 Madrid, Spain

8. Genomics Division, Instituto Tecnológico y de Energías Renovables , 38600 Santa Cruz de Tenerife, Spain

9. Fundación Pública Galega de Medicina Xenómica, Sistema Galego de Saúde (SERGAS) , 15706 Santiago de Compostela, Spain

10. Instituto de Genética Médica y Molecular (INGEMM) , Hospital Universitario La Paz-IDIPAZ, 28046 Madrid, Spain

11. ERN-ITHACA-European Reference Network

12. Unit of Infectious Diseases , Hospital Universitario 12 de Octubre, , 28041 Madrid, Spain

13. Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12) , Hospital Universitario 12 de Octubre, , 28041 Madrid, Spain

14. Spanish Network for Research in Infectious Diseases (REIPI RD16/0016/0002), Instituto de Salud Carlos III , 28029 Madrid, Spain

15. School of Medicine , Universidad Complutense, 28040 Madrid, Spain

16. Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III , 28029 Madrid, Spain

17. Hospital General Santa Bárbara de Soria , 42005 Soria, Spain

18. Pediatric Neurology Unit, Department of Pediatrics , Navarra Health Service Hospital, 31008 Pamplona, Spain

19. Navarra Health Service, NavarraBioMed Research Group , 31008 Pamplona, Spain

20. Hospital Universitario Virgen Macarena , Neumología, 41009 Seville, Spain

21. Department of Genetics & Genomics , Instituto de Investigación Sanitaria-Fundación Jiménez Díaz University Hospital - Universidad Autónoma de Madrid (IIS-FJD, UAM), 28040 Madrid, Spain

22. Department of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón (IiSGM) , 28007 Madrid, Spain

23. Biocruces Bizkai HRI , 48903 Barakaldo, Bizkaia, Spain

24. Cruces University Hospital, Osakidetza , 48903 Barakaldo, Bizkaia, Spain

25. Centre for Biomedical Network Research on Mental Health (CIBERSAM), Instituto de Salud Carlos III , 28029 Madrid, Spain

26. Fundació Docència I Recerca Mutua Terrassa , 08221 Terrassa, Spain

27. Spanish National Cancer Research Center, CNIO Biobank , 28029 Madrid, Spain

28. Hospital General de Occidente , 45170 Zapopan, Jalisco, Mexico

29. Centro Universitario de Tonalá, Universidad de Guadalajara , 45425 Tonalá, Jalisco, Mexico

30. Centro de Investigación Multidisciplinario en Salud, Universidad de Guadalajara , 45425 Tonalá, Jalisco, Mexico

31. Instituto Murciano de Investigación Biosanitaria (IMIB-Arrixaca) , 30120 Murcia, Spain

32. Universidad Católica San Antonio de Murcia (UCAM) , 30120 Murcia, Spain

33. Hospital Universitario de Salamanca-IBSAL, Servicio de Medicina Interna-Unidad de Enfermedades Infecciosas , 37007 Salamanca, Spain

34. Universidad de Salamanca , 37007 Salamanca, Spain

35. Escola Tecnica de Saúde, Laboratorio de Vigilancia Molecular Aplicada , 68515-000 Pará, Brazil

36. Federal University of Pernambuco , Genetics Postgraduate Program, Recife 50670-907, PE, Brazil

37. Hospital Universitario Mutua Terrassa , 08221 Terrassa, Spain

38. Instituto de Investigación Sanitaria de Santiago (IDIS) , Xenética Cardiovascular, 15706 Santiago de Compostela, Spain

39. Centre for Biomedical Network Research on Cardiovascular Diseases (CIBERCV), Instituto de Salud Carlos III , 28029 Madrid, Spain

40. Cardiovascular Genetics Center, Institut d’Investigació Biomèdica Girona (IDIBGI) , 17190 Girona, Spain

41. Medical Science Department, School of Medicine, University of Girona , 17190 Girona, Spain

42. Hospital Josep Trueta, Cardiology Service , 17190 Girona, Spain

43. Institute of Biomedicine of Seville (IBiS) , Consejo Superior de Investigaciones Científicas (CSIC)- University of Seville- Virgen del Rocio University Hospital, 41013 Seville, Spain

44. Departemento de Medicina, Hospital Universitario Virgen del Rocío, Universidad de Sevilla , 41013 Seville, Spain

45. Centre for Biomedical Network Research on Epidemiology and Public Health (CIBERESP), Instituto de Salud Carlos III , 28029 Madrid, Spain

46. Instituto de Biomedicina de Sevilla , 41013 Seville, Spain

47. Hospital Universitario de Salamanca-IBSAL , Servicio de Medicina Interna, 37007 Salamanca, Spain

48. Osakidetza, Cruces University Hospital , 48903 Barakaldo, Bizkaia, Spain

49. Centre for Biomedical Network Research on Diabetes and Metabolic Associated Diseases (CIBERDEM), Instituto de Salud Carlos III , 28029 Madrid, Spain

50. University of Pais Vasco , UPV/EHU, 48903 Bizkaia, Spain

51. Oncology and Genetics Unit, Instituto de Investigacion Sanitaria Galicia Sur, Xerencia de Xestion Integrada de Vigo-Servizo Galego de Saúde , 36312 Vigo, Spain

52. Hospital Universitario Río Hortega , 47012 Valladolid, Spain

53. Servicio de Medicina intensiva, Complejo Hospitalario Universitario de A Coruña (CHUAC) , Sistema Galego de Saúde (SERGAS), 15009 A Coruña, Spain

54. Tecnológico de Monterrey , 64718 Monterrey, Mexico

55. Otto von Guericke University, Departament of Microgravity and Translational Regenerative Medicine , 39106 Magdeburg, Germany

56. Hospital Universitario Mostoles, Unidad de Genética , 28935 Madrid, Spain

57. Instituto Aragonés de Ciencias de la Salud (IACS) , 50009 Zaragoza, Spain

58. Instituto Investigación Sanitaria Aragón (IIS-Aragon) , 50009 Zaragoza, Spain

59. Preventive Medicine Department, Instituto de Investigacion Sanitaria Galicia Sur, Xerencia de Xestion Integrada de Vigo-Servizo Galego de Saúde , 36312 Vigo, Spain

60. Unidad Diagnóstico Molecular. Fundación Rioja Salud , 26006 La Rioja, Spain

61. Universidade Federal do Rio Grande do Norte, Departamento de Analises Clinicas e Toxicologicas , 59012-570 Natal, Brazil

62. Hospital Universitario de Salamanca-IBSAL, Servicio de Cardiología , 37007 Salamanca, Spain

63. Instituto Regional de Investigación en Salud-Universidad Nacional de Caaguazú, HH36+J3Q Caaguazú, Paraguay

64. IDIVAL , 39008 Cantabria, Spain

65. Universidad de Cantabria , 39008 Cantabria, Spain

66. Hospital U M Valdecilla , 39008 Cantabria, Spain

67. Urgencias Hospitalarias, Complejo Hospitalario Universitario de A Coruña (CHUAC) , Sistema Galego de Saúde (SERGAS), 15009 A Coruña, Spain

68. Grupo de Investigación en Interacciones Gen-Ambiente y Salud (GIIGAS) - Instituto de Biomedicina (IBIOMED) , Universidad de León, 24071 León, Spain

69. Hospital Universitario de Getafe , Servicio de Genética, 28905 Madrid, Spain

70. Ministerio de Salud Ciudad de Buenos Aires , Buenos Aires C1425EFD CABA, Argentina

71. Hospital Universitario Virgen de las Nieves, Servicio de Análisis Clínicos e Inmunología , 18014 Granada, Spain

72. IIS La Fe, Plataforma de Farmacogenética , 46026 Valencia, Spain

73. Universidad de Valencia, Departamento de Farmacología , 46010 Valencia, Spain

74. Data Analysis Department, Instituto de Investigación Sanitaria-Fundación Jiménez Díaz University Hospital - Universidad Autónoma de Madrid (IIS-FJD, UAM) , 28040 Madrid, Spain

75. Universidad de los Andes, Facultad de Ciencias , Bogotá 111711, Colombia

76. SIGEN Alianza Universidad de los Andes - Fundación Santa Fe de Bogotá , Bogotá 111711, Clombia

77. Hospital General de Segovia, Medicina Intensiva , 40002 Segovia, Spain

78. Hospital Universitario 12 de Octubre, Department of Immunology , 28041 Madrid, Spain

79. Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12) , Transplant Immunology and Immunodeficiencies Group, 28041 Madrid, Spain

80. Instituto de Biomedicina (IBIOMED) , Universidad de León, 24071 León, Spain

81. Fundación Santa Fe de Bogota, Departamento Patologia y Laboratorios , Bogotá 111711, Colombia

82. Unidad de Genética y Genómica Islas Baleares , 07120 Islas Baleares, Spain

83. Hospital Universitario Son Espases, Unidad de Diagnóstico Molecular y Genética Clínica , 07120 Islas Baleares, Spain

84. Genomics of Complex Diseases Unit, Research Institute of Hospital de la Santa Creu i Sant Pau , IIB Sant Pau, 08041 Barcelona, Spain

85. Faculdade de Medicina, Universidade de Brasília , Brasilia 70910-900, Brazil

86. Programa de Pós-Graduação em Ciências Médicas, Universidade de Brasília , Brasilia 70910-900, Brazil

87. Programa de Pós-Graduação em Ciências da Saúde, Universidade de Brasília , Brasilia 70910-900, Brazil

88. Hospital El Bierzo, Unidad Cuidados Intensivos , 24404 León, Spain

89. Hospital Universitario Mostoles , Medicina Interna, 28935 Madrid, Spain

90. Universidad Francisco de Vitoria , 28223 Madrid, Spain

91. Programa de Pós-Graduação em Biologia Animal, Universidade de Brasília , Brasília 70910-900, Brazil

92. Programa de Pós-Graduação Profissional em Ensino de Biologia, Universidade de Brasília , Brasília 70910-900, Brazil

93. Programa de Pós-Graduação Profissional em Ensino de Biologia (UnB), Universidade de Brasília , Brasília 70910-900, Brazil

94. Programa de Pós-Graduação em Ciências Médicas, Universidade de Brasília , Brasília 70910-900, Brazil

95. Universidad Complutense de Madrid, Department of Immunology, Ophthalmology and ENT , 28040 Madrid, Spain

96. Universidade Federal do Pará, Núcleo de Pesquisas em Oncologia , Belém, Pará 66075-110, Brazil

97. Infectious Diseases , Microbiota and Metabolism Unit, , 26006 Logroño, Spain

98. Center for Biomedical Research of La Rioja (CIBIR) , Microbiota and Metabolism Unit, , 26006 Logroño, Spain

99. Inditex , 15141 A Coruña, Spain

100. GENYCA , 28220 Madrid, Spain

101. Instituto Mexicano del Seguro Social (IMSS), Centro Médico Nacional Siglo XXI, Unidad de Investigación Médica en Enfermedades Infecciosas y Parasitarias , Mexico City 02990, Mexico

102. Clinica Comfamiliar Risaralda , 660003 Pereira, Colombia

103. Bellvitge Biomedical Research Institute (IDIBELL) , Neurometabolic Diseases Laboratory, 08908 L’Hospitalet de Llobregat, Spain

104. Catalan Institution of Research and Advanced Studies (ICREA) , 08010 Barcelona, Spain

105. Hospital Ophir Loyola, Departamento de Ensino e Pesquisa , Belém, Pará 66063-240, Brazil

106. Unidad de Cuidados Intensivos, Hospital Clínico Universitario de Santiago (CHUS), Sistema Galego de Saúde (SERGAS) , 15706 Santiago de Compostela, Spain

107. Department of Preventive Medicine and Public Health, School of Medicine, Universidad Autónoma de Madrid , 28049 Madrid, Spain

108. IdiPaz (Instituto de Investigación Sanitaria Hospital Universitario La Paz) , 28046 Madrid, Spain

109. IMDEA-Food Institute , CEI UAM+CSIC, 28049 Madrid, Spain

110. Complejo Asistencial Universitario de León , 24071 León, Spain

111. Instituto de Investigación Biosanitaria de Granada (ibs GRANADA) , 18012 Granada, Spain

112. Universidad de Granada, Departamento Bioquímica , Biología Molecular e Inmunología III, 18071 Granada, Spain

113. Hospital Infanta Elena, Allergy Unit, Valdemoro , 28342 Madrid, Spain

114. Instituto de Investigación Sanitaria-Fundación Jiménez Díaz University Hospital - Universidad Autónoma de Madrid (IIS-FJD, UAM) , 28040 Madrid, Spain

115. Faculty of Medicine, Universidad Francisco de Vitoria , 28223 Madrid, Spain

116. Hospital Universitario Infanta Leonor , 28031 Madrid, Spain

117. Complutense University of Madrid , 28040 Madrid, Spain

118. Gregorio Marañón Health Research Institute (IiSGM) , 28007 Madrid, Spain

119. Haemostasis and Thrombosis Unit, Hospital de la Santa Creu i Sant Pau , IIB Sant Pau, 08041 Barcelona, Spain

120. Hospital Clinico Universitario de Valladolid, Servicio de Anestesiologia y Reanimación , 47003 Valladolid, Spain

121. Universidad de Valladolid, Departamento de Cirugía , 47005 Valladolid, Spain

122. Hospital Clinico Universitario de Valladolid, Servicio de Hematologia y Hemoterapia , 47003 Valladolid, Spain

123. Hospital de Niños Ricardo Gutierrez , Buenos Aires C1425EFD CABA, Argentina

124. Fundación Universitaria de Ciencias de la Salud , 113827 Bogotá, Colombia

125. Spanish National Cancer Research Centre, Familial Cancer Clinical Unit , 28029 Madrid, Spain

126. University Hospital of Burgos , 09006 Burgos, Spain

127. Universidad Simón Bolívar, Facultad de Ciencias de la Salud , 080002 Barranquilla, Colombia

128. Centro para el Desarrollo de la Investigación Científica , 1255 Asunción, Paraguay

129. Institute for Molecular Medicine Finland (FIMM) , 00014 Univerisity of Helsinki, Finland

130. McGill University , Department of Human Genetics, H3A 0G4 Montréal, Québec, Canada

131. Lady Davis Institute , Jewish General Hospital, McGill University, H3T 1E2 Montréal, Québec, Canada

132. Kyoto-McGill International Collaborative School in Genomic Medicine, Graduate School of Medicine, Kyoto University , 606-8501 Kyoto, Japan

133. Research Fellow, Japan Society for the Promotion of Science , 102-0083 Tokyo, Japan

134. University of Milano-Bicocca , 20126 Milano, Italy

135. Institute for Molecular Medicine Finland , Univerisity of Helsinki, 00014 Helsinki, Finland

136. Institute of Clinical Molecular Biology , Christian-Albrechts-University, 24118 Kiel, Germany

137. University Hospital Schleswig-Holstein , Campus Kiel, 24118 Kiel, Germany

138. Department of Epidemiology , Biostatistics and Occupational Health, , H3A 0G4 Montréal, Québec, Canada

139. McGill University , Biostatistics and Occupational Health, , H3A 0G4 Montréal, Québec, Canada

140. Digestive Diseases Unit, Virgen del Rocio University Hospital, Institute of Biomedicine of Seville, University of Seville , 41103 Seville, Spain

141. Centre for Biomedical Network Research on Hepatic and Digestive Diseases (CIBEREHD), Instituto de Salud Carlos III , 28029 Madrid, Spain

142. Department of Liver and Gastrointestinal Diseases, Biodonostia Health Research Institute - Donostia University Hospital, University of the Basque Country (UPV/EHU) , 20014 San Sebastian, Spain

143. Centre de Génétique Humaine , Hôpital Erasme, , 1070 Brussels, Belgium

144. Université Libre de Bruxelles , Hôpital Erasme, , 1070 Brussels, Belgium

145. Liver Unit , Department of Internal Medicine, , 08035 Barcelona, Spain

146. Hospital Universitari Vall d’Hebron, Vall d’Hebron Barcelona Hospital Campus , Department of Internal Medicine, , 08035 Barcelona, Spain

147. Universitat Autònoma de Barcelona, Departament de Medicina , Bellatera, 08193 Barcelona, Spain

148. Vall d’Hebron Institut de Recerca (VHIR), Liver Diseases , 08035 Barcelona, Spain

149. Novo Nordisk Foundation Center for Protein Research , Disease Systems Biology, Faculty of Health and Medical Sciences, , DK-2200 Copenhagen, Denmark

150. University of Copenhagen , Disease Systems Biology, Faculty of Health and Medical Sciences, , DK-2200 Copenhagen, Denmark

151. GENYO , Centre for Genomics and Oncological Research: Pfizer, , 18016 Granada, Spain

152. University of Granada, Andalusian Regional Government , Centre for Genomics and Oncological Research: Pfizer, , 18016 Granada, Spain

153. Institute of Human Genetics , University Hospital Bonn, Medical Faculty University of Bonn, 53127 Bonn, Germany

154. Genetica Medica, Azienda Ospedaliero-Universitaria Senese , 53100 Siena, Italy

155. University of Siena , Medical Genetics, 53100 Siena, Italy

156. Azienda Ospedaliero-Universitaria Senese, Genetica Medica , 53100 Siena, Italy

157. Med Biotech Hub and Competence Center , Department of Medical Biotechnologies, , 53100 Siena, Italy

158. University of Siena , Department of Medical Biotechnologies, , 53100 Siena, Italy

159. Technical University of Munich , School of Medicine, University Hospital rechts der Isar, Department of Internal Medicine II, 80333 Munich, Germany

160. Department of Transfusion Medicine and Hematology, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Università degli Studi di Milano , 20126 Milano, Italy

161. Mucosal Immunology Lab, Unidad de Excelencia del Instituto de Biomedicina y Genética Molecular (IBGM, Universidad de Valladolid-CSIC) , 47005 Valladolid, Spain

162. Hospital Universitario Clinico San Cecilio , 18016 Granada, Spain

163. Instituto de Investigación Ibs, Granada , 18012 Granada, Spain

164. University of Liege. GIGA-Insitute , B- 4000 Liege, Belgium

165. Liege University Hospital (CHU of Liege) , B- 4000 Liege, Belgium

166. Biomedical Research Institute Sant Pau (IIB Sant Pau) , Stroke Pharmacogenomics and Genetics Group, 08041 Barcelona, Spain

167. Oslo University Hospital , Department of Microbiology, 0424 Oslo, Norway

168. Institute of Clinical Medicine , University of Oslo, 0424 Oslo, Norway

169. Department of Liver and Gastrointestinal Diseases, Biodonostia Health Research Institute - Donostia University Hospital, University of the Basque Country (UPV/EHU), Ikerbasque , 20014 San Sebastian, Spain

170. Department of Surgical Sciences , Anaesthesiology and Intensive Care Medicine, , 751 05 Uppsala, Sweden

171. Uppsala University , Anaesthesiology and Intensive Care Medicine, , 751 05 Uppsala, Sweden

172. Humanitas University , Department of Biomedical Sciences, 20089 Milan, Italy

173. IRCCS Humanitas Research Hospital , Rozzano, 20089 Milan, Italy

174. Heart Institute (InCor)/University of Sao Paulo Medical School , 05508-070 Sao Paulo, Brazil

175. Osakidetza Basque Health Service, Donostialdea Integrated Health Organisation, Clinical Biochemistry Department , 20006 San Sebastian, Spain

176. Norwegian PSC Research Center and Section of Gastroenterology , Dept Transplantation Medicine, , 0424 Oslo, Norway

177. Oslo University Hospital , Dept Transplantation Medicine, , 0424 Oslo, Norway

178. Research Institute of Internal Medicine , Oslo University Hospital, 0424 Oslo, Norway

179. Fonds de la Recherche Scientifique (FNRS) , B – 1000 Brussels

180. Institute for Biomedical Research of Barcelona (IIBB) , National Spanish Research Council (CSIC), 08028 Barcelona, Spain

181. Institut d’Investigacions Biomediques August Pi i Sunyer (IDIBAPS) , 08036 Barcelona, Spain

182. Institute for Environmental Medicine, Karolinska Institutet , 171 65 Solna, Sweden

183. Institute of Virology , Technical University Munich/Helmholtz Zentrum München, D-85764 Munich, Germany

184. Institute of Psychiatric Phenomics and Genomics , University Hospital, LMU Munich University, 80539 Munich, Germany

185. Department of Psychiatry, University Hospital, LMU Munich University , 80539 Munich, Germany

186. Research Institute of Internal Medicine , Oslo University Hospital, 0318 Oslo, Norway

187. Università degli Studi di Milano, Department of Pathopgysiology and Transplantation , 20126 Milano, Italy

188. Department of Transfusion Medicine and Hematology, Precision Medicine, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico , 20122 Milano, Italy

189. Karolinska Institutet , Department of Neuroscience, 171 77 Stockholm, Sweden

190. Max-Planck Institute for Evolutionary Anthropology , 04103 Leipzig, Germany

191. Department of Human Genetics , Epidemiology, Biostatistics and Occupational Health, , H3A 0G4 Montréal, Québec, Canada

192. McGill University , Epidemiology, Biostatistics and Occupational Health, , H3A 0G4 Montréal, Québec, Canada

193. King’s College London, Department of Twin Research , London, WC2R 2LS, United Kingdom

194. Massachusetts General Hospital, Harvard Medical School , Boston, MA 02114, USA

195. Research Center and Memory clinic, ACE Alzheimer Center Barcelona, Universitat Internacional de Catalunya , 08028 Barcelona, Spain

196. Centre for Biomedical Network Research on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III , 28029 Madrid, Spain

197. CIEN Foundation/Queen Sofia Foundation Alzheimer Center , 28031 Madrid, Spain

198. Hospital Universitario de Valme, Unidad Clínica de Enfermedades Infecciosas y Microbiología , 41014 Sevilla, Spain

199. Sección Genética Médica - Servicio de Pediatría, Hospital Clínico Universitario Virgen de la Arrixaca, Servicio Murciano de Salud , 30120 Murcia, Spain

200. Departamento Cirugía , Pediatría, Obstetricia y Ginecología, , 30100 Murcia, Spain

201. Facultad de Medicina, Universidad de Murcia (UMU) , Pediatría, Obstetricia y Ginecología, , 30100 Murcia, Spain

202. Grupo Clínico Vinculado , Centre for Biomedical Network Research on Rare Diseases (CIBERER), , 28029 Madrid, Spain

203. Instituto de Salud Carlos III , Centre for Biomedical Network Research on Rare Diseases (CIBERER), , 28029 Madrid, Spain

204. Tecnologico de Monterrey, Escuela de Medicina y Ciencias de la Salud , 64718 Monterrey, Mexico

205. Research Unit, Hospital Universitario N.S. de Candelaria , 38010 Santa Cruz de Tenerife, Spain

206. Centre for Biomedical Network Research on Respiratory Diseases (CIBERES), Instituto de Salud Carlos III , 28029 Madrid, Spain

207. Facultad de Ciencias de la Salud, Universidad Fernando Pessoa Canarias , 35450 Las Palmas de Gran Canaria, Spain

Abstract

Abstract Here, we describe the results of a genome-wide study conducted in 11 939 coronavirus disease 2019 (COVID-19) positive cases with an extensive clinical information that were recruited from 34 hospitals across Spain (SCOURGE consortium). In sex-disaggregated genome-wide association studies for COVID-19 hospitalization, genome-wide significance (P < 5 × 10−8) was crossed for variants in 3p21.31 and 21q22.11 loci only among males (P = 1.3 × 10−22 and P = 8.1 × 10−12, respectively), and for variants in 9q21.32 near TLE1 only among females (P = 4.4 × 10−8). In a second phase, results were combined with an independent Spanish cohort (1598 COVID-19 cases and 1068 population controls), revealing in the overall analysis two novel risk loci in 9p13.3 and 19q13.12, with fine-mapping prioritized variants functionally associated with AQP3 (P = 2.7 × 10−8) and ARHGAP33 (P = 1.3 × 10−8), respectively. The meta-analysis of both phases with four European studies stratified by sex from the Host Genetics Initiative (HGI) confirmed the association of the 3p21.31 and 21q22.11 loci predominantly in males and replicated a recently reported variant in 11p13 (ELF5, P = 4.1 × 10−8). Six of the COVID-19 HGI discovered loci were replicated and an HGI-based genetic risk score predicted the severity strata in SCOURGE. We also found more SNP-heritability and larger heritability differences by age (<60 or ≥60 years) among males than among females. Parallel genome-wide screening of inbreeding depression in SCOURGE also showed an effect of homozygosity in COVID-19 hospitalization and severity and this effect was stronger among older males. In summary, new candidate genes for COVID-19 severity and evidence supporting genetic disparities among sexes are provided.

Funder

Instituto de Salud Carlos III

European Union

Obra Social La Caixa

Agencia Estatal de Investigación

Cabildo Insular de Tenerife

Fundación Canaria Instituto de Investigación Sanitaria de Canarias

Publisher

Oxford University Press (OUP)

Subject

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

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