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Integrated plasma proteomic and single-cell immune signaling network signatures demarcate mild, moderate, and severe COVID-19
The biological determinants of the wide spectrum of COVID-19 clinical manifestations are not fully understood. Here, over 1400 plasma proteins and 2600 single-cell immune features comprising cell phenotype, basal signaling activity, and signaling responses to inflammatory ligands were assessed in pe...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7885914/ https://www.ncbi.nlm.nih.gov/pubmed/33594362 http://dx.doi.org/10.1101/2021.02.09.430269 |
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author | Feyaerts, Dorien Hédou, Julien Gillard, Joshua Chen, Han Tsai, Eileen S. Peterson, Laura S. Ando, Kazuo Manohar, Monali Do, Evan Dhondalay, Gopal K.R. Fitzpatrick, Jessica Artandi, Maja Chang, Iris Snow, Theo T. Chinthrajah, R. Sharon Warren, Christopher M. Wittman, Rich Meyerowitz, Justin G. Ganio, Edward A. Stelzer, Ina A. Han, Xiaoyuan Verdonk, Franck Gaudillière, Dyani K. Mukherjee, Nilanjan Tsai, Amy S. Rumer, Kristen K. Jiang, Sizun Valdés Ferrer, Sergio Iván Kelly, J. Daniel Furman, David Aghaeepour, Nima Angst, Martin S. Boyd, Scott D. Pinsky, Benjamin A. Nolan, Garry P. Nadeau, Kari C. Gaudillière, Brice McIlwain, David R. |
author_facet | Feyaerts, Dorien Hédou, Julien Gillard, Joshua Chen, Han Tsai, Eileen S. Peterson, Laura S. Ando, Kazuo Manohar, Monali Do, Evan Dhondalay, Gopal K.R. Fitzpatrick, Jessica Artandi, Maja Chang, Iris Snow, Theo T. Chinthrajah, R. Sharon Warren, Christopher M. Wittman, Rich Meyerowitz, Justin G. Ganio, Edward A. Stelzer, Ina A. Han, Xiaoyuan Verdonk, Franck Gaudillière, Dyani K. Mukherjee, Nilanjan Tsai, Amy S. Rumer, Kristen K. Jiang, Sizun Valdés Ferrer, Sergio Iván Kelly, J. Daniel Furman, David Aghaeepour, Nima Angst, Martin S. Boyd, Scott D. Pinsky, Benjamin A. Nolan, Garry P. Nadeau, Kari C. Gaudillière, Brice McIlwain, David R. |
author_sort | Feyaerts, Dorien |
collection | PubMed |
description | The biological determinants of the wide spectrum of COVID-19 clinical manifestations are not fully understood. Here, over 1400 plasma proteins and 2600 single-cell immune features comprising cell phenotype, basal signaling activity, and signaling responses to inflammatory ligands were assessed in peripheral blood from patients with mild, moderate, and severe COVID-19, at the time of diagnosis. Using an integrated computational approach to analyze the combined plasma and single-cell proteomic data, we identified and independently validated a multivariate model classifying COVID-19 severity (multi-class AUC(training) = 0.799, p-value = 4.2e–6; multi-class AUC(validation) = 0.773, p-value = 7.7e−6). Features of this high-dimensional model recapitulated recent COVID-19 related observations of immune perturbations, and revealed novel biological signatures of severity, including the mobilization of elements of the renin-angiotensin system and primary hemostasis, as well as dysregulation of JAK/STAT, MAPK/mTOR, and NF-κB immune signaling networks. These results provide a set of early determinants of COVID-19 severity that may point to therapeutic targets for the prevention of COVID-19 progression. |
format | Online Article Text |
id | pubmed-7885914 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-78859142021-02-17 Integrated plasma proteomic and single-cell immune signaling network signatures demarcate mild, moderate, and severe COVID-19 Feyaerts, Dorien Hédou, Julien Gillard, Joshua Chen, Han Tsai, Eileen S. Peterson, Laura S. Ando, Kazuo Manohar, Monali Do, Evan Dhondalay, Gopal K.R. Fitzpatrick, Jessica Artandi, Maja Chang, Iris Snow, Theo T. Chinthrajah, R. Sharon Warren, Christopher M. Wittman, Rich Meyerowitz, Justin G. Ganio, Edward A. Stelzer, Ina A. Han, Xiaoyuan Verdonk, Franck Gaudillière, Dyani K. Mukherjee, Nilanjan Tsai, Amy S. Rumer, Kristen K. Jiang, Sizun Valdés Ferrer, Sergio Iván Kelly, J. Daniel Furman, David Aghaeepour, Nima Angst, Martin S. Boyd, Scott D. Pinsky, Benjamin A. Nolan, Garry P. Nadeau, Kari C. Gaudillière, Brice McIlwain, David R. bioRxiv Article The biological determinants of the wide spectrum of COVID-19 clinical manifestations are not fully understood. Here, over 1400 plasma proteins and 2600 single-cell immune features comprising cell phenotype, basal signaling activity, and signaling responses to inflammatory ligands were assessed in peripheral blood from patients with mild, moderate, and severe COVID-19, at the time of diagnosis. Using an integrated computational approach to analyze the combined plasma and single-cell proteomic data, we identified and independently validated a multivariate model classifying COVID-19 severity (multi-class AUC(training) = 0.799, p-value = 4.2e–6; multi-class AUC(validation) = 0.773, p-value = 7.7e−6). Features of this high-dimensional model recapitulated recent COVID-19 related observations of immune perturbations, and revealed novel biological signatures of severity, including the mobilization of elements of the renin-angiotensin system and primary hemostasis, as well as dysregulation of JAK/STAT, MAPK/mTOR, and NF-κB immune signaling networks. These results provide a set of early determinants of COVID-19 severity that may point to therapeutic targets for the prevention of COVID-19 progression. Cold Spring Harbor Laboratory 2021-02-10 /pmc/articles/PMC7885914/ /pubmed/33594362 http://dx.doi.org/10.1101/2021.02.09.430269 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator. |
spellingShingle | Article Feyaerts, Dorien Hédou, Julien Gillard, Joshua Chen, Han Tsai, Eileen S. Peterson, Laura S. Ando, Kazuo Manohar, Monali Do, Evan Dhondalay, Gopal K.R. Fitzpatrick, Jessica Artandi, Maja Chang, Iris Snow, Theo T. Chinthrajah, R. Sharon Warren, Christopher M. Wittman, Rich Meyerowitz, Justin G. Ganio, Edward A. Stelzer, Ina A. Han, Xiaoyuan Verdonk, Franck Gaudillière, Dyani K. Mukherjee, Nilanjan Tsai, Amy S. Rumer, Kristen K. Jiang, Sizun Valdés Ferrer, Sergio Iván Kelly, J. Daniel Furman, David Aghaeepour, Nima Angst, Martin S. Boyd, Scott D. Pinsky, Benjamin A. Nolan, Garry P. Nadeau, Kari C. Gaudillière, Brice McIlwain, David R. Integrated plasma proteomic and single-cell immune signaling network signatures demarcate mild, moderate, and severe COVID-19 |
title | Integrated plasma proteomic and single-cell immune signaling network signatures demarcate mild, moderate, and severe COVID-19 |
title_full | Integrated plasma proteomic and single-cell immune signaling network signatures demarcate mild, moderate, and severe COVID-19 |
title_fullStr | Integrated plasma proteomic and single-cell immune signaling network signatures demarcate mild, moderate, and severe COVID-19 |
title_full_unstemmed | Integrated plasma proteomic and single-cell immune signaling network signatures demarcate mild, moderate, and severe COVID-19 |
title_short | Integrated plasma proteomic and single-cell immune signaling network signatures demarcate mild, moderate, and severe COVID-19 |
title_sort | integrated plasma proteomic and single-cell immune signaling network signatures demarcate mild, moderate, and severe covid-19 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7885914/ https://www.ncbi.nlm.nih.gov/pubmed/33594362 http://dx.doi.org/10.1101/2021.02.09.430269 |
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