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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...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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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. |
format | Online Article Text |
id | pubmed-10026548 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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