3
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Cruz R, Almeida SDD, Heredia ML, Quintela I, Ceballos FC, Pita G, Lorenzo-Salazar JM, González-Montelongo R, Gago-Domínguez M, Porras MS, Castaño JAT, Nevado J, Aguado JM, Aguilar C, Aguilera-Albesa S, Almadana V, Almoguera B, Alvarez N, Andreu-Bernabeu Á, Arana-Arri E, Arango C, Arranz MJ, Artiga MJ, Baptista-Rosas RC, Barreda-Sánchez M, Belhassen-Garcia M, Bezerra JF, Bezerra MAC, Boix-Palop L, Brion M, Brugada R, Bustos M, Calderón EJ, Carbonell C, Castano L, Castelao JE, Conde-Vicente R, Cordero-Lorenzana ML, Cortes-Sanchez JL, Corton M, Darnaude MT, De Martino-Rodríguez A, Campo-Pérez V, Bustamante AD, Domínguez-Garrido E, Luchessi AD, Eirós R, Sanabria GME, Fariñas MC, Fernández-Robelo U, Fernández-Rodríguez A, Fernández-Villa T, Gil-Fournier B, Gómez-Arrue J, Álvarez BG, Quirós FGB, González-Peñas J, Gutiérrez-Bautista JF, Herrero MJ, Herrero-Gonzalez A, Jimenez-Sousa MA, Lattig MC, Borja AL, Lopez-Rodriguez R, Mancebo E, Martín-López C, Martín V, Martinez-Nieto O, Martinez-Lopez I, Martinez-Resendez MF, Martinez-Perez Á, Mazzeu JA, Macías EM, Minguez P, Cuerda VM, Silbiger VN, Oliveira SF, Ortega-Paino E, Parellada M, Paz-Artal E, Santos NPC, Pérez-Matute P, Perez P, Pérez-Tomás ME, Perucho T, Pinsach-Abuin ML, Pompa-Mera EN, Porras-Hurtado GL, Pujol A, León SR, Resino S, Fernandes MR, Rodríguez-Ruiz E, Rodriguez-Artalejo F, Rodriguez-Garcia JA, Ruiz-Cabello F, Ruiz-Hornillos J, Ryan P, Soria JM, Souto JC, Tamayo E, Tamayo-Velasco A, Taracido-Fernandez JC, Teper A, Torres-Tobar L, Urioste M, Valencia-Ramos J, Yáñez Z, Zarate R, Nakanishi T, Pigazzini S, Degenhardt F, Butler-Laporte G, Maya-Miles D, Bujanda L, Bouysran Y, Palom A, Ellinghaus D, Martínez-Bueno M, Rolker S, Amitrano S, Roade L, Fava F, Spinner CD, Prati D, Bernardo D, Garcia F, Darcis G, Fernández-Cadenas I, Holter JC, Banales JM, Frithiof R, Duga S, Asselta R, Pereira AC, Romero-Gómez M, Nafría-Jiménez B, Hov JR, Migeotte I, Renieri A, Planas AM, Ludwig KU, Buti M, Rahmouni S, Alarcón-Riquelme ME, Schulte EC, Franke A, Karlsen TH, Valenti L, Zeberg H, Richards B, Ganna A, Boada M, Rojas I, Ruiz A, Sánchez P, Real LM, Guillen-Navarro E, Ayuso C, González-Neira A, Riancho JA, Rojas-Martinez A, Flores C, Lapunzina P, Carracedo Á. Novel genes and sex differences in COVID-19 severity. Hum Mol Genet 2022; 31:3789-3806. [PMID: 35708486 DOI: 10.1093/hmg/ddac132] [Citation(s) in RCA: 33] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Revised: 05/16/2022] [Accepted: 06/01/2022] [Indexed: 01/08/2023] Open
Abstract
Here we describe the results of a genome-wide study conducted in 11 939 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 < 5x10-8) was crossed for variants in 3p21.31 and 21q22.11 loci only among males (p = 1.3x10-22 and p = 8.1x10-12, respectively), and for variants in 9q21.32 near TLE1 only among females (p = 4.4x10-8). 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 = 2.7x10-8) and ARHGAP33 (p = 1.3x10-8), respectively. The meta-analysis of both phases with four European studies stratified by sex from the Host Genetics Initiative confirmed the association of the 3p21.31 and 21q22.11 loci predominantly in males and replicated a recently reported variant in 11p13 (ELF5, p = 4.1x10-8). 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.
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Affiliation(s)
- Raquel Cruz
- Centro Nacional de Genotipado (CEGEN), Universidade de Santiago de Compostela, Santiago de Compostela, Spain.,Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain.,Instituto de Investigación Sanitaria de Santiago (IDIS), Santiago de Compostela, Spain.,Centro Singular de Investigación en Medicina Molecular y Enfermedades Crónicas (CIMUS), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
| | - Silvia Diz-de Almeida
- 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
| | - Miguel López Heredia
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
| | - Inés Quintela
- Centro Nacional de Genotipado (CEGEN), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
| | - Francisco C Ceballos
- Unidad de Infección Viral e Inmunidad, Centro Nacional de Microbiología (CNM), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
| | - Guillermo Pita
- Human Genotyping-CEGEN Unit, Spanish National Cancer Research Centre, Madrid, Spain
| | - José M Lorenzo-Salazar
- Genomics Division, Instituto Tecnológico y de Energías Renovables, Santa Cruz de Tenerife, Spain
| | | | - Manuela Gago-Domínguez
- Fundación Pública Galega de Medicina Xenómica, Sistema Galego de Saúde (SERGAS), Santiago de Compostela, Spain.,Instituto de Investigación Sanitaria de Santiago (IDIS), Santiago de Compostela, Spain
| | - Marta Sevilla Porras
- 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
| | - Jair Antonio Tenorio Castaño
- 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
| | - Julian Nevado
- 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
| | - Jose María Aguado
- Unit of Infectious Diseases, Hospital Universitario 12 de Octubre, Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Madrid, Spain.,Spanish Network for Research in Infectious Diseases (REIPI RD16/0016/0002), Instituto de Salud Carlos III, Madrid, Spain.,School of Medicine, Universidad Complutense, Madrid, Spain.,Centre for Biomedical Network Research on Infectious Diseases, Instituto de Salud Carlos III, Madrid, Spain
| | | | - Sergio Aguilera-Albesa
- Pediatric Neurology Unit, Department of Pediatrics, Navarra Health Service Hospital, Pamplona, Spain.,Navarra Health Service, Navarra BioMed Research Group, Pamplona, Spain
| | | | - Berta Almoguera
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain.,Department of Genetics & Genomics, Instituto de Investigación Sanitaria-Fundación Jiménez Díaz University Hospital - Universidad Autónoma de Madrid (IIS-FJD, UAM), Madrid, Spain
| | - Nuria Alvarez
- Human Genotyping-CEGEN Unit, Spanish National Cancer Research Centre, Madrid, Spain
| | - Álvaro Andreu-Bernabeu
- Spanish Network for Research in Infectious Diseases (REIPI RD16/0016/0002), Instituto de Salud Carlos III, Madrid, Spain.,Department of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón (IiSGM), Madrid, Spain
| | - Eunate Arana-Arri
- Biocruces Bizkai HRI, Bizkaia, Spain.,Cruces University Hospital, Osakidetza, Bizkaia, Spain
| | - Celso Arango
- School of Medicine, Universidad Complutense, Madrid, Spain.,Department of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón (IiSGM), Madrid, Spain.,Centre for Biomedical Network Research on Mental Health (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain
| | - María J Arranz
- Fundació Docència I Recerca Mutua Terrassa, Barcelona, Spain
| | | | - Raúl C Baptista-Rosas
- Hospital General de Occidente, Zapopan Jalisco, Mexico.,Centro Universitario de Tonalá, Universidad de Guadalajara, Tonalá Jalisco, Mexico.,Centro de Investigación Multidisciplinario en Salud, Universidad de Guadalajara, Tonalá Jalisco, Mexico
| | - María Barreda-Sánchez
- Instituto Murciano de Investigación Biosanitaria (IMIB-Arrixaca), Murcia, Spain.,Universidad Católica San Antonio de Murcia (UCAM), Murcia, Spain
| | - Moncef Belhassen-Garcia
- Servicio de Medicina Interna-Unidad de Enfermedades Infecciosas, Hospital Universitario de Salamanca-IBSAL, Salamanca, Spain.,Universidad de Salamanca, Salamanca, Spain
| | - Joao F Bezerra
- Escola Tecnica de Saúde, Laboratorio de Vigilancia Molecular Aplicada, Brazil
| | - Marcos A C Bezerra
- Genetics Postgraduate Program, Federal University of Pernambuco, Recife, PE, Brazil
| | | | - María Brion
- Xenética Cardiovascular, Instituto de Investigación Sanitaria de Santiago (IDIS), Santiago de Compostela, Spain.,Centre for Biomedical Network Research on Cardiovascular Diseases (CIBERCV), Instituto de Salud Carlos III, Madrid, Spain
| | - Ramón Brugada
- Centre for Biomedical Network Research on Cardiovascular Diseases (CIBERCV), Instituto de Salud Carlos III, Madrid, Spain.,Cardiovascular Genetics Center, Institut d'Investigació Biomèdica Girona (IDIBGI), Girona, Spain.,Medical Science Department, School of Medicine, University of Girona, Girona, Spain.,Cardiology Service, Hospital Josep Trueta, Girona, Spain
| | - Matilde Bustos
- Institute of Biomedicine of Seville (IBiS), Consejo Superior de Investigaciones Científicas (CSIC)- University of Seville- Virgen del Rocio University Hospital, Seville, Spain
| | - Enrique J Calderón
- Departemento de Medicina, Hospital Universitario Virgen del Rocío, Universidad de Sevilla, Seville, Spain.,Centre for Biomedical Network Research on Epidemiology and Public Health (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.,Instituto de Biomedicina de Sevilla, Seville, Spain
| | - Cristina Carbonell
- Universidad de Salamanca, Salamanca, Spain.,Servicio de Medicina Interna, Hospital Universitario de Salamanca-IBSAL, Salamanca, Spain
| | - Luis Castano
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain.,Biocruces Bizkai HRI, Bizkaia, Spain.,Osakidetza, Cruces University Hospital, Bizkaia, Spain.,Centre for Biomedical Network Research on Diabetes and Metabolic Associated Diseases (CIBERDEM), Instituto de Salud Carlos III, Madrid, Spain.,University of Pais Vasco, UPV/EHU, Bizkaia, Spain
| | - Jose E Castelao
- Oncology and Genetics Unit, Instituto de Investigacion Sanitaria Galicia Sur, Xerencia de Xestion Integrada de Vigo-Servizo Galego de Saúde, Vigo, Spain
| | | | - M Lourdes Cordero-Lorenzana
- Servicio de Medicina intensiva, Complejo Hospitalario Universitario de A Coruña (CHUAC), Sistema Galego de Saúde (SERGAS), A Coruña, Spain
| | - Jose L Cortes-Sanchez
- Tecnológico de Monterrey, Monterrey, Mexico.,Departament of Microgravity and Translational Regenerative Medicine, Otto von Guericke University, Magdeburg, Germany
| | - Marta Corton
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain.,Department of Genetics & Genomics, Instituto de Investigación Sanitaria-Fundación Jiménez Díaz University Hospital - Universidad Autónoma de Madrid (IIS-FJD, UAM), Madrid, Spain
| | | | - Alba De Martino-Rodríguez
- Instituto Aragonés de Ciencias de la Salud (IACS), Zaragoza, Spain.,Instituto Investigación Sanitaria Aragón (IIS-Aragon), Zaragoza, Spain
| | - Victor Campo-Pérez
- Preventive Medicine Department, Instituto de Investigacion Sanitaria Galicia Sur, Xerencia de Xestion Integrada de Vigo-Servizo Galego de Saúde, Vigo, Spain
| | | | | | - Andre D Luchessi
- Departamento de Analises Clinicas e Toxicologicas, Universidade Federal do Rio Grande do Norte, Natal, Brazil
| | - Rocío Eirós
- Servicio de Cardiología, Hospital Universitario de Salamanca-IBSAL, Salamanca, Spain
| | | | - María Carmen Fariñas
- IDIVAL, Cantabria, Spain.,Universidad de Cantabria, Cantabria, Spain.,Hospital U M Valdecilla, Cantabria, Spain
| | - Uxía Fernández-Robelo
- Urgencias Hospitalarias, Complejo Hospitalario Universitario de A Coruña (CHUAC), Sistema Galego de Saúde (SERGAS), A Coruña, Spain
| | - Amanda Fernández-Rodríguez
- Unidad de Infección Viral e Inmunidad, Centro Nacional de Microbiología (CNM), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
| | - Tania Fernández-Villa
- Grupo de Investigación en Interacciones Gen-Ambiente y Salud (GIIGAS) - Instituto de Biomedicina (IBIOMED), Universidad de León, León, Spain
| | | | - Javier Gómez-Arrue
- Instituto Aragonés de Ciencias de la Salud (IACS), Zaragoza, Spain.,Instituto Investigación Sanitaria Aragón (IIS-Aragon), Zaragoza, Spain
| | - Beatriz González Álvarez
- Instituto Aragonés de Ciencias de la Salud (IACS), Zaragoza, Spain.,Instituto Investigación Sanitaria Aragón (IIS-Aragon), Zaragoza, Spain
| | | | - Javier González-Peñas
- Department of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón (IiSGM), Madrid, Spain.,School of Medicine, Universidad Complutense, Madrid, Spain.,Centre for Biomedical Network Research on Mental Health (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain
| | - Juan F Gutiérrez-Bautista
- Servicio de Análisis Clínicos e Inmunología, Hospital Universitario Virgen de las Nieves, Granada, Spain
| | - María José Herrero
- Plataforma de Farmacogenética, IIS La Fe, Valencia, Spain.,Departamento de Farmacología, Universidad de Valencia, Valencia, Spain
| | - Antonio Herrero-Gonzalez
- Data Analysis Department, Instituto de Investigación Sanitaria-Fundación Jiménez Díaz University Hospital - Universidad Autónoma de Madrid (IIS-FJD, UAM), Madrid, Spain
| | - María A Jimenez-Sousa
- Unidad de Infección Viral e Inmunidad, Centro Nacional de Microbiología (CNM), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
| | - María Claudia Lattig
- Facultad de Ciencias, Universidad de los Andes, Bogotá, Colombia.,SIGEN Alianza Universidad de los Andes - Fundación Santa Fe de Bogotá, Bogotá, Colombia
| | | | - Rosario Lopez-Rodriguez
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain.,Department of Genetics & Genomics, Instituto de Investigación Sanitaria-Fundación Jiménez Díaz University Hospital - Universidad Autónoma de Madrid (IIS-FJD, UAM), Madrid, Spain
| | - Esther Mancebo
- Department of Immunology, Hospital Universitario 12 de Octubre, Madrid, Spain.,Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Transplant Immunology and Immunodeficiencies Group, Madrid, Spain
| | | | - Vicente Martín
- Centre for Biomedical Network Research on Epidemiology and Public Health (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.,Instituto de Biomedicina (IBIOMED), Universidad de León, León, Spain
| | - Oscar Martinez-Nieto
- SIGEN Alianza Universidad de los Andes - Fundación Santa Fe de Bogotá, Bogotá, Colombia.,Departamento Patologia y Laboratorios, Fundación Santa Fe de Bogota, Bogotá, Colombia
| | - Iciar Martinez-Lopez
- Unidad de Genética y Genómica Islas Baleares, Islas Baleares, Spain.,Unidad de Diagnóstico Molecular y Genética Clínica, Hospital Universitario Son Espases, Islas Baleares, Spain
| | | | - Ángel Martinez-Perez
- Genomics of Complex Diseases Unit, Research Institute of Hospital de la Santa Creu i Sant Pau, IIB Sant Pau, Barcelona, Spain
| | - Juliana A Mazzeu
- Faculdade de Medicina, Universidade de Brasília, Brazil.,Programa de Pós-Graduação em Ciências Médicas (UnB), Brazil.,Programa de Pós-Graduação em Ciencias da Saude (UnB), Brazil
| | | | - Pablo Minguez
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain.,Department of Genetics & Genomics, Instituto de Investigación Sanitaria-Fundación Jiménez Díaz University Hospital - Universidad Autónoma de Madrid (IIS-FJD, UAM), Madrid, Spain
| | - Victor Moreno Cuerda
- Medicina Interna, Hospital Universitario Mostoles, Madrid, Spain.,Universidad Francisco de Vitoria, Madrid, Spain
| | - Vivian N Silbiger
- Departamento de Analises Clinicas e Toxicologicas, Universidade Federal do Rio Grande do Norte, Natal, Brazil
| | - Silviene F Oliveira
- Programa de Pós-Graduação em Ciencias da Saude (UnB), Brazil.,Departamento de Genética e Morfologia, Instituto de Ciências Biológicas, Universidade de Brasília, Brazil.,Programa de Pós-Graduação em Biologia Animal (UnB), Brazil.,Programa de Pós-Graduação Profissional em Ensino de Biologia (UnB), Brazil
| | - Eva Ortega-Paino
- Spanish National Cancer Research Center, CNIO Biobank, Madrid, Spain
| | - Mara Parellada
- School of Medicine, Universidad Complutense, Madrid, Spain.,Department of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón (IiSGM), Madrid, Spain.,Centre for Biomedical Network Research on Mental Health (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain
| | - Estela Paz-Artal
- Department of Immunology, Hospital Universitario 12 de Octubre, Madrid, Spain.,Instituto de Investigación Sanitaria Hospital 12 de Octubre (imas12), Transplant Immunology and Immunodeficiencies Group, Madrid, Spain.,Department of Immunology, Ophthalmology and ENT, Universidad Complutense de Madrid, Madrid, Spain
| | - Ney P C Santos
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil
| | - Patricia Pérez-Matute
- Infectious Diseases, Microbiota and Metabolism Unit, Center for Biomedical Research of La Rioja (CIBIR), Logroño, Spain
| | | | - M Elena Pérez-Tomás
- Instituto Murciano de Investigación Biosanitaria (IMIB-Arrixaca), Murcia, Spain
| | | | - Mel Lina Pinsach-Abuin
- Cardiovascular Genetics Center, Institut d'Investigació Biomèdica Girona (IDIBGI), Girona, Spain.,Centre for Biomedical Network Research on Cardiovascular Diseases (CIBERCV), Instituto de Salud Carlos III, Madrid, Spain
| | - Ericka N Pompa-Mera
- Unidad de Investigación Médica en Enfermedades Infecciosas y Parasitarias, Instituto Mexicano del Seguro Social (IMSS), Centro Médico Nacional Siglo XXI, Mexico City, Mexico
| | | | - Aurora Pujol
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain.,Bellvitge Biomedical Research Institute (IDIBELL), Neurometabolic Diseases Laboratory, L'Hospitalet de Llobregat, Spain.,Catalan Institution of Research and Advanced Studies (ICREA), Barcelona, Spain
| | | | - Salvador Resino
- Unidad de Infección Viral e Inmunidad, Centro Nacional de Microbiología (CNM), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
| | - Marianne R Fernandes
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil.,Departamento de Ensino e Pesquisa, Hospital Ophir Loyola, Belém, Pará, Brazil
| | - Emilio Rodríguez-Ruiz
- Instituto de Investigación Sanitaria de Santiago (IDIS), Santiago de Compostela, Spain.,Unidad de Cuidados Intensivos, Hospital Clínico Universitario de Santiago (CHUS), Sistema Galego de Saúde (SERGAS), Santiago de Compostela, Spain
| | - Fernando Rodriguez-Artalejo
- Centre for Biomedical Network Research on Epidemiology and Public Health (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain.,Department of Preventive Medicine and Public Health, School of Medicine, Universidad Autónoma de Madrid, Madrid, Spain.,IdiPaz (Instituto de Investigación Sanitaria Hospital Universitario La Paz), Madrid, Spain.,IMDEA-Food Institute, CEI UAM+CSIC, Madrid, Spain
| | | | - Francisco Ruiz-Cabello
- Servicio de Análisis Clínicos e Inmunología, Hospital Universitario Virgen de las Nieves, Granada, Spain.,Instituto de Investigación Biosanitaria de Granada (ibs GRANADA), Granada, Spain.,Departamento Bioquímica, Biología Molecular e Inmunología III, Universidad de Granada, Granada, Spain
| | - Javier Ruiz-Hornillos
- Allergy Unit, Valdemoro, Hospital Infanta Elena, Madrid, Spain.,Instituto de Investigación Sanitaria-Fundación Jiménez Díaz University Hospital - Universidad Autónoma de Madrid (IIS-FJD, UAM), Madrid, Spain.,Faculty of Medicine, Universidad Francisco de Vitoria, Madrid, Spain
| | - Pablo Ryan
- Hospital Universitario Infanta Leonor, Madrid, Spain.,Complutense University of Madrid, Madrid, Spain.,Gregorio Marañón Health Research Institute (IiSGM), Madrid, Spain
| | - José Manuel Soria
- Genomics of Complex Diseases Unit, Research Institute of Hospital de la Santa Creu i Sant Pau, IIB Sant Pau, Barcelona, Spain
| | - Juan Carlos Souto
- Haemostasis and Thrombosis Unit, Hospital de la Santa Creu i Sant Pau, IIB Sant Pau, Barcelona, Spain
| | - Eduardo Tamayo
- Servicio de Anestesiologia y Reanimación, Hospital Clinico Universitario de Valladolid, Valladolid, Spain.,Departamento de Cirugía, Universidad de Valladolid, Valladolid, Spain
| | - Alvaro Tamayo-Velasco
- Servicio de Hematologia y Hemoterapia, Hospital Clinico Universitario de Valladolid, Valladolid, Spain
| | - Juan Carlos Taracido-Fernandez
- Data Analysis Department, Instituto de Investigación Sanitaria-Fundación Jiménez Díaz University Hospital - Universidad Autónoma de Madrid (IIS-FJD, UAM), Madrid, Spain
| | - Alejandro Teper
- Hospital de Niños Ricardo Gutierrez, Buenos Aires, Argentina
| | | | - Miguel Urioste
- Familial Cancer Clinical Unit, Spanish National Cancer Research Centre, Madrid, Spain
| | | | - Zuleima Yáñez
- Facultad de Ciencias de la Salud, Universidad Simón Bolívar, Barranquilla, Colombia
| | - Ruth Zarate
- Centro para el Desarrollo de la Investigación Científica, Paraguay
| | - Tomoko Nakanishi
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Finland.,Department of Human Genetics, McGill University, Montréal, Québec, Canada.,Lady Davis Institute, Jewish General Hospital, 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, Japan
| | - Sara Pigazzini
- University of Milano-Bicocca, Milano, Italy.,Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
| | - Frauke Degenhardt
- Institute of Clinical Molecular Biology, Christian-Albrechts-University, Kiel, Germany.,University Hospital Schleswig-Holstein, Campus Kiel, Kiel, Germany
| | - Guillaume Butler-Laporte
- Lady Davis Institute, Jewish General Hospital, McGill University, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
| | - Douglas Maya-Miles
- Digestive Diseases Unit, Virgen del Rocio University Hospital, Institute of Biomedicine of Seville, University of Seville, Seville, Spain.,Centre for Biomedical Network Research on Hepatic and Digestive Diseases (CIBEREHD), Instituto de Salud Carlos III, Madrid, Spain
| | - Luis Bujanda
- Centre for Biomedical Network Research on Hepatic and Digestive Diseases (CIBEREHD), Instituto de Salud Carlos III, Madrid, Spain.,Department of Liver and Gastrointestinal Diseases, Biodonostia Health Research Institute - Donostia University Hospital, University of the Basque Country (UPV/EHU), San Sebastian, Spain
| | - Youssef Bouysran
- Centre de Génétique Humaine, Hôpital Erasme, Université Libre de Bruxelles, Brussels, Belgium
| | - Adriana Palom
- Liver Unit, Department of Internal Medicine, Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Barcelona, Spain.,Departament de Medicina, Universitat Autònoma de Barcelona, Bellatera, Barcelona, Spain.,Liver Diseases, Vall d'Hebron Institut de Recerca (VHIR), Barcelona, Spain
| | - David Ellinghaus
- Institute of Clinical Molecular Biology, Christian-Albrechts-University, Kiel, Germany.,Novo Nordisk Foundation Center for Protein Research, Disease Systems Biology, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Manuel Martínez-Bueno
- GENYO, Centre for Genomics and Oncological Research: Pfizer/University of Granada/Andalusian Regional Government, Granada, Spain
| | - Selina Rolker
- Institute of Human Genetics, University Hospital Bonn, Medical Faculty University of Bonn, Bonn, Germany
| | - Sara Amitrano
- Genetica Medica, Azienda Ospedaliero-Universitaria Senese, Italy
| | - Luisa Roade
- Centre for Biomedical Network Research on Hepatic and Digestive Diseases (CIBEREHD), Instituto de Salud Carlos III, Madrid, Spain.,Liver Unit, Department of Internal Medicine, Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Barcelona, Spain.,Universitat Autònoma de Barcelona, Departament de Medicina, Bellatera, Barcelona, Spain
| | - Francesca Fava
- Medical Genetics, University of Siena, Italy.,Azienda Ospedaliero-Universitaria Senese, Genetica Medica, Italy.,Med Biotech Hub and Competence Center, Department of Medical Biotechnologies, University of Siena, Italy
| | - Christoph D Spinner
- Technical University of Munich, School of Medicine, University Hospital rechts der Isar, Department of Internal Medicine II, Munich, Germany
| | - Daniele Prati
- Department of Transfusion Medicine and Hematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Università degli Studi di Milano, Milano, Italy
| | - David Bernardo
- Centre for Biomedical Network Research on Hepatic and Digestive Diseases (CIBEREHD), Instituto de Salud Carlos III, Madrid, Spain.,Mucosal Immunology Lab, Unidad de Excelencia del Instituto de Biomedicina y Genética Molecular (IBGM, Universidad de Valladolid-CSIC), Valladolid, Spain
| | - Federico Garcia
- Hospital Universitario Clinico San Cecilio, Granada, Spain.,Instituto de Investigación Ibs.Granada, Granada, Spain
| | - Gilles Darcis
- University of Liege. GIGA-Insitute, Liege, Belgium.,Liege University Hospital (CHU of Liege), Liege, Belgium
| | - Israel Fernández-Cadenas
- Biomedical Research Institute Sant Pau (IIB Sant Pau), Stroke Pharmacogenomics and Genetics Group, Barcelona, Spain
| | - Jan Cato Holter
- Department of Microbiology, Oslo University Hospital, Oslo, Norway.,Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Jesus M Banales
- Centre for Biomedical Network Research on Hepatic and Digestive Diseases (CIBEREHD), Instituto de Salud Carlos III, Madrid, Spain.,Department of Liver and Gastrointestinal Diseases, Biodonostia Health Research Institute - Donostia University Hospital, University of the Basque Country (UPV/EHU), Ikerbasque, San Sebastian, Spain
| | - Robert Frithiof
- Department of Surgical Sciences, Anaesthesiology and Intensive Care Medicine, Uppsala University, Uppsala, Sweden
| | - Stefano Duga
- Department of Biomedical Sciences, Humanitas University, Milan, Italy.,IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy
| | - Rosanna Asselta
- Department of Biomedical Sciences, Humanitas University, Milan, Italy.,IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy
| | | | - Manuel Romero-Gómez
- Digestive Diseases Unit, Virgen del Rocio University Hospital, Institute of Biomedicine of Seville, University of Seville, Seville, Spain.,Centre for Biomedical Network Research on Hepatic and Digestive Diseases (CIBEREHD), Instituto de Salud Carlos III, Madrid, Spain
| | - Beatriz Nafría-Jiménez
- Osakidetza Basque Health Service, Donostialdea Integrated Health Organisation, Clinical Biochemistry Department, San Sebastian, Spain
| | - Johannes R Hov
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway.,Norwegian PSC Research Center and Section of Gastroenterology, Dept Transplantation Medicine, Oslo University Hospital, Oslo, Norway.,Research Institute of Internal Medicine, Oslo University Hospital, Oslo, Norway
| | - Isabelle Migeotte
- Centre de Génétique Humaine, Hôpital Erasme, Université Libre de Bruxelles, Brussels, Belgium.,Fonds de la Recherche Scientifique (FNRS)
| | - Alessandra Renieri
- Medical Genetics, University of Siena, Italy.,Azienda Ospedaliero-Universitaria Senese, Genetica Medica, Italy.,Med Biotech Hub and Competence Center, Department of Medical Biotechnologies, University of Siena, Italy
| | - Anna M Planas
- Institute for Biomedical Researhc of Barcelona (IIBB), National Spanish Research Council (CSIC), Barcelona, Spain.,Institut d'Investigacions Biomediques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Kerstin U Ludwig
- Institute of Human Genetics, University Hospital Bonn, Medical Faculty University of Bonn, Bonn, Germany
| | - Maria Buti
- Centre for Biomedical Network Research on Hepatic and Digestive Diseases (CIBEREHD), Instituto de Salud Carlos III, Madrid, Spain.,Liver Unit, Department of Internal Medicine, Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Barcelona, Spain.,Universitat Autònoma de Barcelona, Departament de Medicina, Bellatera, Barcelona, Spain
| | | | - Marta E Alarcón-Riquelme
- GENYO, Centre for Genomics and Oncological Research: Pfizer/University of Granada/Andalusian Regional Government, Granada, Spain.,Institute for Environmental Medicine, Karolinska Institutet, Solna, Sweden
| | - Eva C Schulte
- Institute of Virology, Technical University Munich/Helmholtz Zentrum München, Munich, Germany.,Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich University, Munich, Germany.,Department of Psychiatry, University Hospital, LMU Munich University, Munich, Germany
| | - Andre Franke
- Institute of Clinical Molecular Biology, Christian-Albrechts-University, Kiel, Germany.,University Hospital Schleswig-Holstein, Campus Kiel, Kiel, Germany
| | - Tom H Karlsen
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway.,Norwegian PSC Research Center and Section of Gastroenterology, Dept Transplantation Medicine, Oslo University Hospital, Oslo, Norway.,Research Institute of Internal Medicine, Oslo University Hospital, Oslo, Norway
| | - Luca Valenti
- Department of Pathopgysiology and Transplantation, Università degli Studi di Milano, Milano, Italy.,Department of Transfusion Medicine and Hematology, Precision Medicine, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milano, Italy
| | - Hugo Zeberg
- Department of Neuroscience, Karolinska Institutet, Sweden.,Max-Planck Institute for Evolutionary Anthropology, Leipzig, Germany
| | - Brent Richards
- Lady Davis Institute, Jewish General Hospital, McGill University, Montréal, Québec, Canada.,Department of Human Genetics, Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada.,King's College London, Department of Twin Research, London, United Kingdom
| | - Andrea Ganna
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland.,Massachusetts General Hospital, Harvard Medical School, Boston, USA
| | - Mercè Boada
- Research Center and Memory clinic, ACE Alzheimer Center Barcelona, Universitat Internacional de Catalunya, Spain.,Centre for Biomedical Network Research on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain
| | - Itziar Rojas
- Research Center and Memory clinic, ACE Alzheimer Center Barcelona, Universitat Internacional de Catalunya, Spain.,Centre for Biomedical Network Research on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain
| | - Agustín Ruiz
- Research Center and Memory clinic, ACE Alzheimer Center Barcelona, Universitat Internacional de Catalunya, Spain.,Centre for Biomedical Network Research on Neurodegenerative Diseases (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain
| | - Pascual Sánchez
- CIEN Foundation/Queen Sofia Foundation Alzheimer Center, Madrid, Spain
| | - Luis Miguel Real
- Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario de Valme, Sevilla, Spain
| | | | | | | | - Encarna Guillen-Navarro
- Instituto Murciano de Investigación Biosanitaria (IMIB-Arrixaca), Murcia, Spain.,Sección Genética Médica - Servicio de Pediatría, Hospital Clínico Universitario Virgen de la Arrixaca, Servicio Murciano de Salud, Murcia, Spain.,Departamento Cirugía, Pediatría, Obstetricia y Ginecología, Facultad de Medicina, Universidad de Murcia (UMU), Murcia, Spain.,Grupo Clínico Vinculado, Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
| | - Carmen Ayuso
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain.,Department of Genetics & Genomics, Instituto de Investigación Sanitaria-Fundación Jiménez Díaz University Hospital - Universidad Autónoma de Madrid (IIS-FJD, UAM), Madrid, Spain
| | - Anna González-Neira
- Human Genotyping-CEGEN Unit, Spanish National Cancer Research Centre, Madrid, Spain
| | - José A Riancho
- IDIVAL, Cantabria, Spain.,Universidad de Cantabria, Cantabria, Spain.,Hospital U M Valdecilla, Cantabria, Spain
| | | | - 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
| | - 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
| | - Ángel Carracedo
- Centro Nacional de Genotipado (CEGEN), Universidade de Santiago de Compostela, Santiago de Compostela, Spain.,Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain.,Fundación Pública Galega de Medicina Xenómica, Sistema Galego de Saúde (SERGAS), Santiago de Compostela, Spain.,Instituto de Investigación Sanitaria de Santiago (IDIS), Santiago de Compostela, Spain.,Centro Singular de Investigación en Medicina Molecular y Enfermedades Crónicas (CIMUS), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
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