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Disease severity-specific neutrophil signatures in blood transcriptomes stratify COVID-19 patients

BACKGROUND: The SARS-CoV-2 pandemic is currently leading to increasing numbers of COVID-19 patients all over the world. Clinical presentations range from asymptomatic, mild respiratory tract infection, to severe cases with acute respiratory distress syndrome, respiratory failure, and death. Reports...

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Autores principales: Aschenbrenner, Anna C., Mouktaroudi, Maria, Krämer, Benjamin, Oestreich, Marie, Antonakos, Nikolaos, Nuesch-Germano, Melanie, Gkizeli, Konstantina, Bonaguro, Lorenzo, Reusch, Nico, Baßler, Kevin, Saridaki, Maria, Knoll, Rainer, Pecht, Tal, Kapellos, Theodore S., Doulou, Sarandia, Kröger, Charlotte, Herbert, Miriam, Holsten, Lisa, Horne, Arik, Gemünd, Ioanna D., Rovina, Nikoletta, Agrawal, Shobhit, Dahm, Kilian, van Uelft, Martina, Drews, Anna, Lenkeit, Lena, Bruse, Niklas, Gerretsen, Jelle, Gierlich, Jannik, Becker, Matthias, Händler, Kristian, Kraut, Michael, Theis, Heidi, Mengiste, Simachew, De Domenico, Elena, Schulte-Schrepping, Jonas, Seep, Lea, Raabe, Jan, Hoffmeister, Christoph, ToVinh, Michael, Keitel, Verena, Rieke, Gereon, Talevi, Valentina, Skowasch, Dirk, Aziz, N. Ahmad, Pickkers, Peter, van de Veerdonk, Frank L., Netea, Mihai G., Schultze, Joachim L., Kox, Matthijs, Breteler, Monique M. B., Nattermann, Jacob, Koutsoukou, Antonia, Giamarellos-Bourboulis, Evangelos J., Ulas, Thomas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7805430/
https://www.ncbi.nlm.nih.gov/pubmed/33441124
http://dx.doi.org/10.1186/s13073-020-00823-5
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author Aschenbrenner, Anna C.
Mouktaroudi, Maria
Krämer, Benjamin
Oestreich, Marie
Antonakos, Nikolaos
Nuesch-Germano, Melanie
Gkizeli, Konstantina
Bonaguro, Lorenzo
Reusch, Nico
Baßler, Kevin
Saridaki, Maria
Knoll, Rainer
Pecht, Tal
Kapellos, Theodore S.
Doulou, Sarandia
Kröger, Charlotte
Herbert, Miriam
Holsten, Lisa
Horne, Arik
Gemünd, Ioanna D.
Rovina, Nikoletta
Agrawal, Shobhit
Dahm, Kilian
van Uelft, Martina
Drews, Anna
Lenkeit, Lena
Bruse, Niklas
Gerretsen, Jelle
Gierlich, Jannik
Becker, Matthias
Händler, Kristian
Kraut, Michael
Theis, Heidi
Mengiste, Simachew
De Domenico, Elena
Schulte-Schrepping, Jonas
Seep, Lea
Raabe, Jan
Hoffmeister, Christoph
ToVinh, Michael
Keitel, Verena
Rieke, Gereon
Talevi, Valentina
Skowasch, Dirk
Aziz, N. Ahmad
Pickkers, Peter
van de Veerdonk, Frank L.
Netea, Mihai G.
Schultze, Joachim L.
Kox, Matthijs
Breteler, Monique M. B.
Nattermann, Jacob
Koutsoukou, Antonia
Giamarellos-Bourboulis, Evangelos J.
Ulas, Thomas
author_facet Aschenbrenner, Anna C.
Mouktaroudi, Maria
Krämer, Benjamin
Oestreich, Marie
Antonakos, Nikolaos
Nuesch-Germano, Melanie
Gkizeli, Konstantina
Bonaguro, Lorenzo
Reusch, Nico
Baßler, Kevin
Saridaki, Maria
Knoll, Rainer
Pecht, Tal
Kapellos, Theodore S.
Doulou, Sarandia
Kröger, Charlotte
Herbert, Miriam
Holsten, Lisa
Horne, Arik
Gemünd, Ioanna D.
Rovina, Nikoletta
Agrawal, Shobhit
Dahm, Kilian
van Uelft, Martina
Drews, Anna
Lenkeit, Lena
Bruse, Niklas
Gerretsen, Jelle
Gierlich, Jannik
Becker, Matthias
Händler, Kristian
Kraut, Michael
Theis, Heidi
Mengiste, Simachew
De Domenico, Elena
Schulte-Schrepping, Jonas
Seep, Lea
Raabe, Jan
Hoffmeister, Christoph
ToVinh, Michael
Keitel, Verena
Rieke, Gereon
Talevi, Valentina
Skowasch, Dirk
Aziz, N. Ahmad
Pickkers, Peter
van de Veerdonk, Frank L.
Netea, Mihai G.
Schultze, Joachim L.
Kox, Matthijs
Breteler, Monique M. B.
Nattermann, Jacob
Koutsoukou, Antonia
Giamarellos-Bourboulis, Evangelos J.
Ulas, Thomas
author_sort Aschenbrenner, Anna C.
collection PubMed
description BACKGROUND: The SARS-CoV-2 pandemic is currently leading to increasing numbers of COVID-19 patients all over the world. Clinical presentations range from asymptomatic, mild respiratory tract infection, to severe cases with acute respiratory distress syndrome, respiratory failure, and death. Reports on a dysregulated immune system in the severe cases call for a better characterization and understanding of the changes in the immune system. METHODS: In order to dissect COVID-19-driven immune host responses, we performed RNA-seq of whole blood cell transcriptomes and granulocyte preparations from mild and severe COVID-19 patients and analyzed the data using a combination of conventional and data-driven co-expression analysis. Additionally, publicly available data was used to show the distinction from COVID-19 to other diseases. Reverse drug target prediction was used to identify known or novel drug candidates based on finding from data-driven findings. RESULTS: Here, we profiled whole blood transcriptomes of 39 COVID-19 patients and 10 control donors enabling a data-driven stratification based on molecular phenotype. Neutrophil activation-associated signatures were prominently enriched in severe patient groups, which was corroborated in whole blood transcriptomes from an independent second cohort of 30 as well as in granulocyte samples from a third cohort of 16 COVID-19 patients (44 samples). Comparison of COVID-19 blood transcriptomes with those of a collection of over 3100 samples derived from 12 different viral infections, inflammatory diseases, and independent control samples revealed highly specific transcriptome signatures for COVID-19. Further, stratified transcriptomes predicted patient subgroup-specific drug candidates targeting the dysregulated systemic immune response of the host. CONCLUSIONS: Our study provides novel insights in the distinct molecular subgroups or phenotypes that are not simply explained by clinical parameters. We show that whole blood transcriptomes are extremely informative for COVID-19 since they capture granulocytes which are major drivers of disease severity. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13073-020-00823-5.
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spelling pubmed-78054302021-01-14 Disease severity-specific neutrophil signatures in blood transcriptomes stratify COVID-19 patients Aschenbrenner, Anna C. Mouktaroudi, Maria Krämer, Benjamin Oestreich, Marie Antonakos, Nikolaos Nuesch-Germano, Melanie Gkizeli, Konstantina Bonaguro, Lorenzo Reusch, Nico Baßler, Kevin Saridaki, Maria Knoll, Rainer Pecht, Tal Kapellos, Theodore S. Doulou, Sarandia Kröger, Charlotte Herbert, Miriam Holsten, Lisa Horne, Arik Gemünd, Ioanna D. Rovina, Nikoletta Agrawal, Shobhit Dahm, Kilian van Uelft, Martina Drews, Anna Lenkeit, Lena Bruse, Niklas Gerretsen, Jelle Gierlich, Jannik Becker, Matthias Händler, Kristian Kraut, Michael Theis, Heidi Mengiste, Simachew De Domenico, Elena Schulte-Schrepping, Jonas Seep, Lea Raabe, Jan Hoffmeister, Christoph ToVinh, Michael Keitel, Verena Rieke, Gereon Talevi, Valentina Skowasch, Dirk Aziz, N. Ahmad Pickkers, Peter van de Veerdonk, Frank L. Netea, Mihai G. Schultze, Joachim L. Kox, Matthijs Breteler, Monique M. B. Nattermann, Jacob Koutsoukou, Antonia Giamarellos-Bourboulis, Evangelos J. Ulas, Thomas Genome Med Research BACKGROUND: The SARS-CoV-2 pandemic is currently leading to increasing numbers of COVID-19 patients all over the world. Clinical presentations range from asymptomatic, mild respiratory tract infection, to severe cases with acute respiratory distress syndrome, respiratory failure, and death. Reports on a dysregulated immune system in the severe cases call for a better characterization and understanding of the changes in the immune system. METHODS: In order to dissect COVID-19-driven immune host responses, we performed RNA-seq of whole blood cell transcriptomes and granulocyte preparations from mild and severe COVID-19 patients and analyzed the data using a combination of conventional and data-driven co-expression analysis. Additionally, publicly available data was used to show the distinction from COVID-19 to other diseases. Reverse drug target prediction was used to identify known or novel drug candidates based on finding from data-driven findings. RESULTS: Here, we profiled whole blood transcriptomes of 39 COVID-19 patients and 10 control donors enabling a data-driven stratification based on molecular phenotype. Neutrophil activation-associated signatures were prominently enriched in severe patient groups, which was corroborated in whole blood transcriptomes from an independent second cohort of 30 as well as in granulocyte samples from a third cohort of 16 COVID-19 patients (44 samples). Comparison of COVID-19 blood transcriptomes with those of a collection of over 3100 samples derived from 12 different viral infections, inflammatory diseases, and independent control samples revealed highly specific transcriptome signatures for COVID-19. Further, stratified transcriptomes predicted patient subgroup-specific drug candidates targeting the dysregulated systemic immune response of the host. CONCLUSIONS: Our study provides novel insights in the distinct molecular subgroups or phenotypes that are not simply explained by clinical parameters. We show that whole blood transcriptomes are extremely informative for COVID-19 since they capture granulocytes which are major drivers of disease severity. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13073-020-00823-5. BioMed Central 2021-01-13 /pmc/articles/PMC7805430/ /pubmed/33441124 http://dx.doi.org/10.1186/s13073-020-00823-5 Text en © The Author(s) 2021 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Aschenbrenner, Anna C.
Mouktaroudi, Maria
Krämer, Benjamin
Oestreich, Marie
Antonakos, Nikolaos
Nuesch-Germano, Melanie
Gkizeli, Konstantina
Bonaguro, Lorenzo
Reusch, Nico
Baßler, Kevin
Saridaki, Maria
Knoll, Rainer
Pecht, Tal
Kapellos, Theodore S.
Doulou, Sarandia
Kröger, Charlotte
Herbert, Miriam
Holsten, Lisa
Horne, Arik
Gemünd, Ioanna D.
Rovina, Nikoletta
Agrawal, Shobhit
Dahm, Kilian
van Uelft, Martina
Drews, Anna
Lenkeit, Lena
Bruse, Niklas
Gerretsen, Jelle
Gierlich, Jannik
Becker, Matthias
Händler, Kristian
Kraut, Michael
Theis, Heidi
Mengiste, Simachew
De Domenico, Elena
Schulte-Schrepping, Jonas
Seep, Lea
Raabe, Jan
Hoffmeister, Christoph
ToVinh, Michael
Keitel, Verena
Rieke, Gereon
Talevi, Valentina
Skowasch, Dirk
Aziz, N. Ahmad
Pickkers, Peter
van de Veerdonk, Frank L.
Netea, Mihai G.
Schultze, Joachim L.
Kox, Matthijs
Breteler, Monique M. B.
Nattermann, Jacob
Koutsoukou, Antonia
Giamarellos-Bourboulis, Evangelos J.
Ulas, Thomas
Disease severity-specific neutrophil signatures in blood transcriptomes stratify COVID-19 patients
title Disease severity-specific neutrophil signatures in blood transcriptomes stratify COVID-19 patients
title_full Disease severity-specific neutrophil signatures in blood transcriptomes stratify COVID-19 patients
title_fullStr Disease severity-specific neutrophil signatures in blood transcriptomes stratify COVID-19 patients
title_full_unstemmed Disease severity-specific neutrophil signatures in blood transcriptomes stratify COVID-19 patients
title_short Disease severity-specific neutrophil signatures in blood transcriptomes stratify COVID-19 patients
title_sort disease severity-specific neutrophil signatures in blood transcriptomes stratify covid-19 patients
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7805430/
https://www.ncbi.nlm.nih.gov/pubmed/33441124
http://dx.doi.org/10.1186/s13073-020-00823-5
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