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Blood Inflammatory Biomarkers Differentiate Inpatient and Outpatient Coronavirus Disease 2019 From Influenza

BACKGROUND: The ongoing circulation of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) poses a diagnostic challenge because symptoms of coronavirus disease 2019 (COVID-19) are difficult to distinguish from other respiratory diseases. Our goal was to use statistical analyses and machine...

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Autores principales: Luciani, Lauren L, Miller, Leigh M, Zhai, Bo, Clarke, Karen, Hughes Kramer, Kailey, Schratz, Lucas J, Balasubramani, G K, Dauer, Klancie, Nowalk, M Patricia, Zimmerman, Richard K, Shoemaker, Jason E, Alcorn, John F
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10026548/
https://www.ncbi.nlm.nih.gov/pubmed/36949873
http://dx.doi.org/10.1093/ofid/ofad095
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author Luciani, Lauren L
Miller, Leigh M
Zhai, Bo
Clarke, Karen
Hughes Kramer, Kailey
Schratz, Lucas J
Balasubramani, G K
Dauer, Klancie
Nowalk, M Patricia
Zimmerman, Richard K
Shoemaker, Jason E
Alcorn, John F
author_facet Luciani, Lauren L
Miller, Leigh M
Zhai, Bo
Clarke, Karen
Hughes Kramer, Kailey
Schratz, Lucas J
Balasubramani, G K
Dauer, Klancie
Nowalk, M Patricia
Zimmerman, Richard K
Shoemaker, Jason E
Alcorn, John F
author_sort Luciani, Lauren L
collection PubMed
description BACKGROUND: The ongoing circulation of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) poses a diagnostic challenge because symptoms of coronavirus disease 2019 (COVID-19) are difficult to distinguish from other respiratory diseases. Our goal was to use statistical analyses and machine learning to identify biomarkers that distinguish patients with COVID-19 from patients with influenza. METHODS: Cytokine levels were analyzed in plasma and serum samples from patients with influenza and COVID-19, which were collected as part of the Centers for Disease Control and Prevention's Hospitalized Adult Influenza Vaccine Effectiveness Network (inpatient network) and the US Flu Vaccine Effectiveness (outpatient network). RESULTS: We determined that interleukin (IL)-10 family cytokines are significantly different between COVID-19 and influenza patients. The results suggest that the IL-10 family cytokines are a potential diagnostic biomarker to distinguish COVID-19 and influenza infection, especially for inpatients. We also demonstrate that cytokine combinations, consisting of up to 3 cytokines, can distinguish SARS-CoV-2 and influenza infection with high accuracy in both inpatient (area under the receiver operating characteristics curve [AUC] = 0.84) and outpatient (AUC = 0.81) groups, revealing another potential screening tool for SARS-CoV-2 infection. CONCLUSIONS: This study not only reveals prospective screening tools for COVID-19 infections that are independent of polymerase chain reaction testing or clinical condition, but it also emphasizes potential pathways involved in disease pathogenesis that act as potential targets for future mechanistic studies.
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spelling pubmed-100265482023-03-21 Blood Inflammatory Biomarkers Differentiate Inpatient and Outpatient Coronavirus Disease 2019 From Influenza Luciani, Lauren L Miller, Leigh M Zhai, Bo Clarke, Karen Hughes Kramer, Kailey Schratz, Lucas J Balasubramani, G K Dauer, Klancie Nowalk, M Patricia Zimmerman, Richard K Shoemaker, Jason E Alcorn, John F Open Forum Infect Dis Major Article BACKGROUND: The ongoing circulation of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) poses a diagnostic challenge because symptoms of coronavirus disease 2019 (COVID-19) are difficult to distinguish from other respiratory diseases. Our goal was to use statistical analyses and machine learning to identify biomarkers that distinguish patients with COVID-19 from patients with influenza. METHODS: Cytokine levels were analyzed in plasma and serum samples from patients with influenza and COVID-19, which were collected as part of the Centers for Disease Control and Prevention's Hospitalized Adult Influenza Vaccine Effectiveness Network (inpatient network) and the US Flu Vaccine Effectiveness (outpatient network). RESULTS: We determined that interleukin (IL)-10 family cytokines are significantly different between COVID-19 and influenza patients. The results suggest that the IL-10 family cytokines are a potential diagnostic biomarker to distinguish COVID-19 and influenza infection, especially for inpatients. We also demonstrate that cytokine combinations, consisting of up to 3 cytokines, can distinguish SARS-CoV-2 and influenza infection with high accuracy in both inpatient (area under the receiver operating characteristics curve [AUC] = 0.84) and outpatient (AUC = 0.81) groups, revealing another potential screening tool for SARS-CoV-2 infection. CONCLUSIONS: This study not only reveals prospective screening tools for COVID-19 infections that are independent of polymerase chain reaction testing or clinical condition, but it also emphasizes potential pathways involved in disease pathogenesis that act as potential targets for future mechanistic studies. Oxford University Press 2023-02-21 /pmc/articles/PMC10026548/ /pubmed/36949873 http://dx.doi.org/10.1093/ofid/ofad095 Text en © The Author(s) 2023. Published by Oxford University Press on behalf of Infectious Diseases Society of America. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs licence (https://creativecommons.org/licenses/by-nc-nd/4.0/), which permits non-commercial reproduction and distribution of the work, in any medium, provided the original work is not altered or transformed in any way, and that the work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Major Article
Luciani, Lauren L
Miller, Leigh M
Zhai, Bo
Clarke, Karen
Hughes Kramer, Kailey
Schratz, Lucas J
Balasubramani, G K
Dauer, Klancie
Nowalk, M Patricia
Zimmerman, Richard K
Shoemaker, Jason E
Alcorn, John F
Blood Inflammatory Biomarkers Differentiate Inpatient and Outpatient Coronavirus Disease 2019 From Influenza
title Blood Inflammatory Biomarkers Differentiate Inpatient and Outpatient Coronavirus Disease 2019 From Influenza
title_full Blood Inflammatory Biomarkers Differentiate Inpatient and Outpatient Coronavirus Disease 2019 From Influenza
title_fullStr Blood Inflammatory Biomarkers Differentiate Inpatient and Outpatient Coronavirus Disease 2019 From Influenza
title_full_unstemmed Blood Inflammatory Biomarkers Differentiate Inpatient and Outpatient Coronavirus Disease 2019 From Influenza
title_short Blood Inflammatory Biomarkers Differentiate Inpatient and Outpatient Coronavirus Disease 2019 From Influenza
title_sort blood inflammatory biomarkers differentiate inpatient and outpatient coronavirus disease 2019 from influenza
topic Major Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10026548/
https://www.ncbi.nlm.nih.gov/pubmed/36949873
http://dx.doi.org/10.1093/ofid/ofad095
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