Genomewide Association Study of Severe Covid-19 with Respiratory Failure

Severe Covid-19 GWAS Group, David Ellinghaus, Frauke Degenhardt, Luis Bujanda, Maria Buti, Agustín Albillos, Pietro Invernizzi, Javier Fernández, Daniele Prati, Guido Baselli, Rosanna Asselta, Marit M Grimsrud, Chiara Milani, Fátima Aziz, Jan Kässens, Sandra May, Mareike Wendorff, Lars Wienbrandt, Florian Uellendahl-Werth, Tenghao Zheng, Xiaoli Yi, Raúl de Pablo, Adolfo G Chercoles, Adriana Palom, Alba-Estela Garcia-Fernandez, Francisco Rodriguez-Frias, Alberto Zanella, Alessandra Bandera, Alessandro Protti, Alessio Aghemo, Ana Lleo, Andrea Biondi, Andrea Caballero-Garralda, Andrea Gori, Anja Tanck, Anna Carreras Nolla, Anna Latiano, Anna Ludovica Fracanzani, Anna Peschuck, Antonio Julià, Antonio Pesenti, Antonio Voza, David Jiménez, Beatriz Mateos, Beatriz Nafria Jimenez, Carmen Quereda, Cinzia Paccapelo, Christoph Gassner, Claudio Angelini, Cristina Cea, Aurora Solier, David Pestaña, Eduardo Muñiz-Diaz, Elena Sandoval, Elvezia M Paraboschi, Enrique Navas, Félix García Sánchez, Ferruccio Ceriotti, Filippo Martinelli-Boneschi, Flora Peyvandi, Francesco Blasi, Luis Téllez, Albert Blanco-Grau, Georg Hemmrich-Stanisak, Giacomo Grasselli, Giorgio Costantino, Giulia Cardamone, Giuseppe Foti, Serena Aneli, Hayato Kurihara, Hesham ElAbd, Ilaria My, Iván Galván-Femenia, Javier Martín, Jeanette Erdmann, Jose Ferrusquía-Acosta, Koldo Garcia-Etxebarria, Laura Izquierdo-Sanchez, Laura R Bettini, Lauro Sumoy, Leonardo Terranova, Leticia Moreira, Luigi Santoro, Luigia Scudeller, Francisco Mesonero, Luisa Roade, Malte C Rühlemann, Marco Schaefer, Maria Carrabba, Mar Riveiro-Barciela, Maria E Figuera Basso, Maria G Valsecchi, María Hernandez-Tejero, Marialbert Acosta-Herrera, Mariella D'Angiò, Marina Baldini, Marina Cazzaniga, Martin Schulzky, Maurizio Cecconi, Michael Wittig, Michele Ciccarelli, Miguel Rodríguez-Gandía, Monica Bocciolone, Monica Miozzo, Nicola Montano, Nicole Braun, Nicoletta Sacchi, Nilda Martínez, Onur Özer, Orazio Palmieri, Paola Faverio, Paoletta Preatoni, Paolo Bonfanti, Paolo Omodei, Paolo Tentorio, Pedro Castro, Pedro M Rodrigues, Aaron Blandino Ortiz, Rafael de Cid, Ricard Ferrer, Roberta Gualtierotti, Rosa Nieto, Siegfried Goerg, Salvatore Badalamenti, Sara Marsal, Giuseppe Matullo, Serena Pelusi, Simonas Juzenas, Stefano Aliberti, Valter Monzani, Victor Moreno, Tanja Wesse, Tobias L Lenz, Tomas Pumarola, Valeria Rimoldi, Silvano Bosari, Wolfgang Albrecht, Wolfgang Peter, Manuel Romero-Gómez, Mauro D'Amato, Stefano Duga, Jesus M Banales, Johannes R Hov, Trine Folseraas, Luca Valenti, Andre Franke, Tom H Karlsen, Alessio Aghemo, Claudio Angelini, Salvatore Badalamenti, Luca Balzarini, Monica Bocciolone, Maurizio Cecconi, Michele Ciccarelli, Hayato Kurihara, Michele Lagioia, Paolo Omodei, Paoletta Preatoni, Antonio Voza, Stefano Accornero, Ludovico Alfarone, Hussam Ali, Ivan Arcari, Paola Arosio, Elena Azzolini, Alessandra Baccarin, Sara Baggio, Michela Barbagallo, Caterina Barberi, Franca Barbic, Viviana Barbieri, Alessandro Barbone, Alessio Basciu, Chiara Benvenuti, Ilaria Bianchi, Sara Bombace, Federica Borea, Mario Borroni, Gianluigi Bresciani, Enrico Brunetta, Cinzia Bulletti, Cristina Cadonati, Loenzo Calabro', Marta Calatroni, Albania Antonietta Calvetta, Francesco Cannata, Lorenzo Canziani, Antonio Capogreco, Giovanni Luigi Capretti, Elisa Carlani, Flaminia Carrone, Maddalena Casana, Angela Ceribelli, Carlo Ceriotti, Matteo Cimino, Leonardo Ciuffini, Chiara Colaizzi, Francesca Colapietro, Guido Costa, Ottavia Cozzi, Vincenzo Craviotto, Chiara Crespi, Massimo Crippa, Leonardo Da Rio, Sara Dal Farra, Federica D'antonio, Guido De Ambroggi, Massimo De Donato, Francesca De Lucia, Pasquale De Nittis, Maria De Santis, Giacomo Delle Rose, Marina Di Pilla, Franca Dipaola, Andrea Dipasquale, Angelo Dipasquale, Ginevra Droandi, Roberta Fazio, Giuseppe Ferrante, Elisa Chiara Ferrara, Matteo Carlo Ferrari, Sebastian Ferri, Marco Folci, Sara Foresti, Eloisa Franchi, Elia Fraolini, Federica Furfaro, Paola Galimberti, Alessia Galtieri, Francesca Gavazzi, Elena Generali, Benedetta Goletti, Giacomo Guidelli, Flavia Jacobs, Lania Andrea Gherardo, Luca Libre', Ana Lleo, Ferdinando Loiacono, Giovanni Lughezzani, Marta Maccallini, Paola Magnoni, Alfonso Francesco Maiorino, Alberto Malesci, Riccardo Mantovani, Davide Marchettini, Arianna Marinello, Nikolaos Markopoulos, Chiara Masetti, Gherardo Mazziotti, Angelo Milani, Marco Mirani, Paola Morelli, Francesca Motta, Valeria Mundula, Mattia Nigro, Monica Ormas, Arianna Pagliaro, Roberta Paliotti, Alessia Pavesi, Rosa Pedale, Francesco Pegoraro, Gaia Pellegatta, Marta Pellegrino, Gennaro Petriello, Sara Piccini, Daria Pocaterra, Laura Poliani, Fabio Procopio, Francesca Puggioni, Luca Pugliese, Nicola Pugliese, Francesca Racca, Michele Randazzo, Lancini Damiano Regazzoli, Francesco Reggiani, Monica Rimoldi, Stefano Rodolfi, Lidia Ruongo, Clara Sacco, Michele Sagasta, Maria Teresa Sandri, Marzia Savi, Iside Scarfo', Dana Shiffer, Federico Sicoli, Simone Solano, Virginia Solitano, Gianmarco Spata, Anna Stainer, Matteo Carlo Stella, Giuseppe Strangio, Antonio Taormina, Lucia Testoni, Federica Tordato, Angela Trabucco, Luisa Ulian, Rossella Valentino, Chiara Valeriano, Walter Vena, Simona Verlingieri, Edoardo Vespa, Zanon Zanon, Veronica Veronica, Valentina Zanuso, Alessandra Zilli, Fabio Lutman, Ezio Lanza, Manuel Profili, Caterina Giannitto, Federica Mrakic Sposta, Chiara Torrisi, Dario Poretti, Vittorio Pedicini, Cristiana Bonifacio, Federico D'orazio, Felice D'antuono, Alice Castelli, Alessandra Pestalozza, Silvia Paiardi, Francesca Ilaria Teofilo, Gianluigi Citterio, Monia Aloise, Marta Ripoll Pons, Elisabetta Lavezzi, Carlo Fedeli, Antonio Desai, Giuseppe Caltagirone, Giuseppe Voza, Massimo Giovanni Giorgino, Franke Lude, Marike H Boezen, Patrick Deelen, Annique Claringbould, Esteban A Lopera-Maya, David A van Heel, Bhavi Trivedi, Karen A Hunt, Beverley MacLaughlin, Qinqin Huang, Hilary C Martin, Richard C Trembath, Christopher Griffiths, Sarah Finer, John Wright, Dan Mason, Arden Moscati, Judy H Cho, Ruth J F Loos, Elizabeth T Cirulli, Kelly M Schiabor Barrett, Stephen Riffle, Alexandre Bolze, Simon White, Francisco Tanudjaja, Xueqing Wang, Jimmy M Ramirez 3rd, Yan Wei Lim, Nicole L Washington, James T Lu, Eco de Geus, Meike Bartels, Jouke-Jan Hottenga, Daniel J Wilson, Nicolas Arning, Jacob Armstrong, Justine Rudkin, Gavin Band, Sarah G Earle, Shang-Kuan Lin, Derrick W Crook, David H Wyllie, Anne Marie O'Connell, Tomoko Nakanishi, Vincenzo Forgetta, Guillaume Butler-Laporte, J Brent Richards, Konrad J Karczewski, Elizabeth G Atkinson, Masahiro Kanai, Nikolas Baya, Patrick Turley, Raymond K Walters, Duncan S Palmer, Sam Bryant, Claire Churchhouse, Hilary Finucane, Alicia R Martin, Scott Weiss, Elizabeth W Karlson, Jordan W Smoller, Susan A Slaugenhaupt, Robert Green, Yen-Chen Anne Feng, Josep M Mercader, Shawn N Murphy, James B Meigs, Ann Woolley, Emma Perez, Karolina Chwialkowska, Margherita Francescatto, Amy Trankiem, Matthew Solomonson, Rachel Liao, Huy Nguyen, Juha Karjalainen, Wei Zhou, Severe Covid-19 GWAS Group, David Ellinghaus, Frauke Degenhardt, Luis Bujanda, Maria Buti, Agustín Albillos, Pietro Invernizzi, Javier Fernández, Daniele Prati, Guido Baselli, Rosanna Asselta, Marit M Grimsrud, Chiara Milani, Fátima Aziz, Jan Kässens, Sandra May, Mareike Wendorff, Lars Wienbrandt, Florian Uellendahl-Werth, Tenghao Zheng, Xiaoli Yi, Raúl de Pablo, Adolfo G Chercoles, Adriana Palom, Alba-Estela Garcia-Fernandez, Francisco Rodriguez-Frias, Alberto Zanella, Alessandra Bandera, Alessandro Protti, Alessio Aghemo, Ana Lleo, Andrea Biondi, Andrea Caballero-Garralda, Andrea Gori, Anja Tanck, Anna Carreras Nolla, Anna Latiano, Anna Ludovica Fracanzani, Anna Peschuck, Antonio Julià, Antonio Pesenti, Antonio Voza, David Jiménez, Beatriz Mateos, Beatriz Nafria Jimenez, Carmen Quereda, Cinzia Paccapelo, Christoph Gassner, Claudio Angelini, Cristina Cea, Aurora Solier, David Pestaña, Eduardo Muñiz-Diaz, Elena Sandoval, Elvezia M Paraboschi, Enrique Navas, Félix García Sánchez, Ferruccio Ceriotti, Filippo Martinelli-Boneschi, Flora Peyvandi, Francesco Blasi, Luis Téllez, Albert Blanco-Grau, Georg Hemmrich-Stanisak, Giacomo Grasselli, Giorgio Costantino, Giulia Cardamone, Giuseppe Foti, Serena Aneli, Hayato Kurihara, Hesham ElAbd, Ilaria My, Iván Galván-Femenia, Javier Martín, Jeanette Erdmann, Jose Ferrusquía-Acosta, Koldo Garcia-Etxebarria, Laura Izquierdo-Sanchez, Laura R Bettini, Lauro Sumoy, Leonardo Terranova, Leticia Moreira, Luigi Santoro, Luigia Scudeller, Francisco Mesonero, Luisa Roade, Malte C Rühlemann, Marco Schaefer, Maria Carrabba, Mar Riveiro-Barciela, Maria E Figuera Basso, Maria G Valsecchi, María Hernandez-Tejero, Marialbert Acosta-Herrera, Mariella D'Angiò, Marina Baldini, Marina Cazzaniga, Martin Schulzky, Maurizio Cecconi, Michael Wittig, Michele Ciccarelli, Miguel Rodríguez-Gandía, Monica Bocciolone, Monica Miozzo, Nicola Montano, Nicole Braun, Nicoletta Sacchi, Nilda Martínez, Onur Özer, Orazio Palmieri, Paola Faverio, Paoletta Preatoni, Paolo Bonfanti, Paolo Omodei, Paolo Tentorio, Pedro Castro, Pedro M Rodrigues, Aaron Blandino Ortiz, Rafael de Cid, Ricard Ferrer, Roberta Gualtierotti, Rosa Nieto, Siegfried Goerg, Salvatore Badalamenti, Sara Marsal, Giuseppe Matullo, Serena Pelusi, Simonas Juzenas, Stefano Aliberti, Valter Monzani, Victor Moreno, Tanja Wesse, Tobias L Lenz, Tomas Pumarola, Valeria Rimoldi, Silvano Bosari, Wolfgang Albrecht, Wolfgang Peter, Manuel Romero-Gómez, Mauro D'Amato, Stefano Duga, Jesus M Banales, Johannes R Hov, Trine Folseraas, Luca Valenti, Andre Franke, Tom H Karlsen, Alessio Aghemo, Claudio Angelini, Salvatore Badalamenti, Luca Balzarini, Monica Bocciolone, Maurizio Cecconi, Michele Ciccarelli, Hayato Kurihara, Michele Lagioia, Paolo Omodei, Paoletta Preatoni, Antonio Voza, Stefano Accornero, Ludovico Alfarone, Hussam Ali, Ivan Arcari, Paola Arosio, Elena Azzolini, Alessandra Baccarin, Sara Baggio, Michela Barbagallo, Caterina Barberi, Franca Barbic, Viviana Barbieri, Alessandro Barbone, Alessio Basciu, Chiara Benvenuti, Ilaria Bianchi, Sara Bombace, Federica Borea, Mario Borroni, Gianluigi Bresciani, Enrico Brunetta, Cinzia Bulletti, Cristina Cadonati, Loenzo Calabro', Marta Calatroni, Albania Antonietta Calvetta, Francesco Cannata, Lorenzo Canziani, Antonio Capogreco, Giovanni Luigi Capretti, Elisa Carlani, Flaminia Carrone, Maddalena Casana, Angela Ceribelli, Carlo Ceriotti, Matteo Cimino, Leonardo Ciuffini, Chiara Colaizzi, Francesca Colapietro, Guido Costa, Ottavia Cozzi, Vincenzo Craviotto, Chiara Crespi, Massimo Crippa, Leonardo Da Rio, Sara Dal Farra, Federica D'antonio, Guido De Ambroggi, Massimo De Donato, Francesca De Lucia, Pasquale De Nittis, Maria De Santis, Giacomo Delle Rose, Marina Di Pilla, Franca Dipaola, Andrea Dipasquale, Angelo Dipasquale, Ginevra Droandi, Roberta Fazio, Giuseppe Ferrante, Elisa Chiara Ferrara, Matteo Carlo Ferrari, Sebastian Ferri, Marco Folci, Sara Foresti, Eloisa Franchi, Elia Fraolini, Federica Furfaro, Paola Galimberti, Alessia Galtieri, Francesca Gavazzi, Elena Generali, Benedetta Goletti, Giacomo Guidelli, Flavia Jacobs, Lania Andrea Gherardo, Luca Libre', Ana Lleo, Ferdinando Loiacono, Giovanni Lughezzani, Marta Maccallini, Paola Magnoni, Alfonso Francesco Maiorino, Alberto Malesci, Riccardo Mantovani, Davide Marchettini, Arianna Marinello, Nikolaos Markopoulos, Chiara Masetti, Gherardo Mazziotti, Angelo Milani, Marco Mirani, Paola Morelli, Francesca Motta, Valeria Mundula, Mattia Nigro, Monica Ormas, Arianna Pagliaro, Roberta Paliotti, Alessia Pavesi, Rosa Pedale, Francesco Pegoraro, Gaia Pellegatta, Marta Pellegrino, Gennaro Petriello, Sara Piccini, Daria Pocaterra, Laura Poliani, Fabio Procopio, Francesca Puggioni, Luca Pugliese, Nicola Pugliese, Francesca Racca, Michele Randazzo, Lancini Damiano Regazzoli, Francesco Reggiani, Monica Rimoldi, Stefano Rodolfi, Lidia Ruongo, Clara Sacco, Michele Sagasta, Maria Teresa Sandri, Marzia Savi, Iside Scarfo', Dana Shiffer, Federico Sicoli, Simone Solano, Virginia Solitano, Gianmarco Spata, Anna Stainer, Matteo Carlo Stella, Giuseppe Strangio, Antonio Taormina, Lucia Testoni, Federica Tordato, Angela Trabucco, Luisa Ulian, Rossella Valentino, Chiara Valeriano, Walter Vena, Simona Verlingieri, Edoardo Vespa, Zanon Zanon, Veronica Veronica, Valentina Zanuso, Alessandra Zilli, Fabio Lutman, Ezio Lanza, Manuel Profili, Caterina Giannitto, Federica Mrakic Sposta, Chiara Torrisi, Dario Poretti, Vittorio Pedicini, Cristiana Bonifacio, Federico D'orazio, Felice D'antuono, Alice Castelli, Alessandra Pestalozza, Silvia Paiardi, Francesca Ilaria Teofilo, Gianluigi Citterio, Monia Aloise, Marta Ripoll Pons, Elisabetta Lavezzi, Carlo Fedeli, Antonio Desai, Giuseppe Caltagirone, Giuseppe Voza, Massimo Giovanni Giorgino, Franke Lude, Marike H Boezen, Patrick Deelen, Annique Claringbould, Esteban A Lopera-Maya, David A van Heel, Bhavi Trivedi, Karen A Hunt, Beverley MacLaughlin, Qinqin Huang, Hilary C Martin, Richard C Trembath, Christopher Griffiths, Sarah Finer, John Wright, Dan Mason, Arden Moscati, Judy H Cho, Ruth J F Loos, Elizabeth T Cirulli, Kelly M Schiabor Barrett, Stephen Riffle, Alexandre Bolze, Simon White, Francisco Tanudjaja, Xueqing Wang, Jimmy M Ramirez 3rd, Yan Wei Lim, Nicole L Washington, James T Lu, Eco de Geus, Meike Bartels, Jouke-Jan Hottenga, Daniel J Wilson, Nicolas Arning, Jacob Armstrong, Justine Rudkin, Gavin Band, Sarah G Earle, Shang-Kuan Lin, Derrick W Crook, David H Wyllie, Anne Marie O'Connell, Tomoko Nakanishi, Vincenzo Forgetta, Guillaume Butler-Laporte, J Brent Richards, Konrad J Karczewski, Elizabeth G Atkinson, Masahiro Kanai, Nikolas Baya, Patrick Turley, Raymond K Walters, Duncan S Palmer, Sam Bryant, Claire Churchhouse, Hilary Finucane, Alicia R Martin, Scott Weiss, Elizabeth W Karlson, Jordan W Smoller, Susan A Slaugenhaupt, Robert Green, Yen-Chen Anne Feng, Josep M Mercader, Shawn N Murphy, James B Meigs, Ann Woolley, Emma Perez, Karolina Chwialkowska, Margherita Francescatto, Amy Trankiem, Matthew Solomonson, Rachel Liao, Huy Nguyen, Juha Karjalainen, Wei Zhou

Abstract

Background: There is considerable variation in disease behavior among patients infected with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the virus that causes coronavirus disease 2019 (Covid-19). Genomewide association analysis may allow for the identification of potential genetic factors involved in the development of Covid-19.

Methods: We conducted a genomewide association study involving 1980 patients with Covid-19 and severe disease (defined as respiratory failure) at seven hospitals in the Italian and Spanish epicenters of the SARS-CoV-2 pandemic in Europe. After quality control and the exclusion of population outliers, 835 patients and 1255 control participants from Italy and 775 patients and 950 control participants from Spain were included in the final analysis. In total, we analyzed 8,582,968 single-nucleotide polymorphisms and conducted a meta-analysis of the two case-control panels.

Results: We detected cross-replicating associations with rs11385942 at locus 3p21.31 and with rs657152 at locus 9q34.2, which were significant at the genomewide level (P<5×10-8) in the meta-analysis of the two case-control panels (odds ratio, 1.77; 95% confidence interval [CI], 1.48 to 2.11; P = 1.15×10-10; and odds ratio, 1.32; 95% CI, 1.20 to 1.47; P = 4.95×10-8, respectively). At locus 3p21.31, the association signal spanned the genes SLC6A20, LZTFL1, CCR9, FYCO1, CXCR6 and XCR1. The association signal at locus 9q34.2 coincided with the ABO blood group locus; in this cohort, a blood-group-specific analysis showed a higher risk in blood group A than in other blood groups (odds ratio, 1.45; 95% CI, 1.20 to 1.75; P = 1.48×10-4) and a protective effect in blood group O as compared with other blood groups (odds ratio, 0.65; 95% CI, 0.53 to 0.79; P = 1.06×10-5).

Conclusions: We identified a 3p21.31 gene cluster as a genetic susceptibility locus in patients with Covid-19 with respiratory failure and confirmed a potential involvement of the ABO blood-group system. (Funded by Stein Erik Hagen and others.).

Copyright © 2020 Massachusetts Medical Society.

Figures

Figure 1. Timeline of Rapid Covid-19 Genomewide…
Figure 1. Timeline of Rapid Covid-19 Genomewide Association Study (GWAS).
The main events and milestones of the study are summarized in the plot. Samples from patients in three Italian hospitals (hospital A: Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan; hospital B: Humanitas Clinical and Research Center, IRCCS, Milan; and hospital C: UNIMIB School of Medicine, San Gerardo Hospital, Monza) and four Spanish hospitals (hospital A: Hospital Clínic and IDIBAPS, Barcelona; hospital B: Hospital Universitario Vall d’Hebron, Barcelona; hospital C: Hospital Universitario Ramón y Cajal, Madrid; and hospital D: Donostia University Hospital, San Sebastian) were obtained around the peak of the local epidemics, and ethics applications were quickly obtained by means of fast-track procedures (i.e., every local ethics review board supported studies of coronavirus disease 2019 [Covid-19] studies by providing rapid turn-around times, thus facilitating this fast de novo data generation). All the obtained blood samples were centrally isolated, genotyped, and analyzed within 8 weeks. Control data were obtained from control participants and from historical control data in Italy and Spain. The rapid workflow from patients to target identification shows the usefulness of GWAS, a standardized research tool that often relies on international and interdisciplinary cooperation. One center alone could not have completed this study, not to mention the increase in statistical power that was available because of the contribution of patients from multiple centers. The speed of data production depended heavily on laboratory automation, and the speed of analyses reflects existing analytic pipelines and the support of public so-called imputation servers (here, the Michigan imputation server of the G. Abecasis group). QC denotes quality control.
Figure 2. GWAS Summary (Manhattan) Plot of…
Figure 2. GWAS Summary (Manhattan) Plot of the Meta-analysis Association Statistics Highlighting Two Susceptibility Loci with Genomewide Significance for Severe Covid-19 with Respiratory Failure.
Shown is a Manhattan plot of the association statistics from the main meta-analysis (controlled for potential population stratification). The red dashed line indicates the genomewide significance threshold of a P value less than 5×10−8. Figure S6 in Supplementary Appendix 1 shows Manhattan plots that include hits passing a suggestive significance threshold of a P value less than 1×10−5 (total of 24 additional suggestive genomic loci) (see the Supplementary Methods section and Supplementary Appendix 4).
Figure 3. Regional Association Plots of Susceptibility…
Figure 3. Regional Association Plots of Susceptibility Loci Associated with Severe Covid-19 with Respiratory Failure.
Bayesian fine-mapping analysis prioritized 22 and 38 variants for loci 3p21.31 (Panel A) and 9q34.2 (Panel B), respectively, with greater than 95% certainty. The linkage disequilibrium values were calculated on the basis of genotypes of the merged Italian and Spanish data sets derived from TOPMed (Trans-Omics for Precision Medicine) imputation. The positions in the genome assembly hg38 are plotted. The recombination rate is shown in centimorgans (cM) per million base pairs (Mb). The plot shows the names and locations of the genes; the transcribed strand is indicated with an arrow. Genes are represented with intronic and exonic regions. The purple diamond in each panel represents the variant most strongly associated with severe Covid-19 and respiratory failure.

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Source: PubMed

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