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Upper airway gene expression differentiates COVID-19 from other acute respiratory illnesses and reveals suppression of innate immune responses by SARS-CoV-2
We studied the host transcriptional response to SARS-CoV-2 by performing metagenomic sequencing of upper airway samples in 238 patients with COVID-19, other viral or non-viral acute respiratory illnesses (ARIs). Compared to other viral ARIs, COVID-19 was characterized by a diminished innate immune r...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7273244/ https://www.ncbi.nlm.nih.gov/pubmed/32511476 http://dx.doi.org/10.1101/2020.05.18.20105171 |
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author | Mick, Eran Kamm, Jack Pisco, Angela Oliveira Ratnasiri, Kalani Babik, Jennifer M. Calfee, Carolyn S. Castañeda, Gloria DeRisi, Joseph L. Detweiler, Angela M. Hao, Samantha Kangelaris, Kirsten N. Kumar, G. Renuka Li, Lucy M. Mann, Sabrina A. Neff, Norma Prasad, Priya A. Serpa, Paula Hayakawa Shah, Sachin J. Spottiswoode, Natasha Tan, Michelle Christenson, Stephanie A. Kistler, Amy Langelier, Charles |
author_facet | Mick, Eran Kamm, Jack Pisco, Angela Oliveira Ratnasiri, Kalani Babik, Jennifer M. Calfee, Carolyn S. Castañeda, Gloria DeRisi, Joseph L. Detweiler, Angela M. Hao, Samantha Kangelaris, Kirsten N. Kumar, G. Renuka Li, Lucy M. Mann, Sabrina A. Neff, Norma Prasad, Priya A. Serpa, Paula Hayakawa Shah, Sachin J. Spottiswoode, Natasha Tan, Michelle Christenson, Stephanie A. Kistler, Amy Langelier, Charles |
author_sort | Mick, Eran |
collection | PubMed |
description | We studied the host transcriptional response to SARS-CoV-2 by performing metagenomic sequencing of upper airway samples in 238 patients with COVID-19, other viral or non-viral acute respiratory illnesses (ARIs). Compared to other viral ARIs, COVID-19 was characterized by a diminished innate immune response, with reduced expression of genes involved in toll-like receptor and interleukin signaling, chemokine binding, neutrophil degranulation and interactions with lymphoid cells. Patients with COVID-19 also exhibited significantly reduced proportions of neutrophils and macrophages, and increased proportions of goblet, dendritic and B-cells, compared to other viral ARIs. Using machine learning, we built 26-, 10- and 3-gene classifiers that differentiated COVID-19 from other acute respiratory illnesses with AUCs of 0.980, 0.950 and 0.871, respectively. Classifier performance was stable at low viral loads, suggesting utility in settings where direct detection of viral nucleic acid may be unsuccessful. Taken together, our results illuminate unique aspects of the host transcriptional response to SARS-CoV-2 in comparison to other respiratory viruses and demonstrate the feasibility of COVID-19 diagnostics based on patient gene expression. |
format | Online Article Text |
id | pubmed-7273244 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-72732442020-06-07 Upper airway gene expression differentiates COVID-19 from other acute respiratory illnesses and reveals suppression of innate immune responses by SARS-CoV-2 Mick, Eran Kamm, Jack Pisco, Angela Oliveira Ratnasiri, Kalani Babik, Jennifer M. Calfee, Carolyn S. Castañeda, Gloria DeRisi, Joseph L. Detweiler, Angela M. Hao, Samantha Kangelaris, Kirsten N. Kumar, G. Renuka Li, Lucy M. Mann, Sabrina A. Neff, Norma Prasad, Priya A. Serpa, Paula Hayakawa Shah, Sachin J. Spottiswoode, Natasha Tan, Michelle Christenson, Stephanie A. Kistler, Amy Langelier, Charles medRxiv Article We studied the host transcriptional response to SARS-CoV-2 by performing metagenomic sequencing of upper airway samples in 238 patients with COVID-19, other viral or non-viral acute respiratory illnesses (ARIs). Compared to other viral ARIs, COVID-19 was characterized by a diminished innate immune response, with reduced expression of genes involved in toll-like receptor and interleukin signaling, chemokine binding, neutrophil degranulation and interactions with lymphoid cells. Patients with COVID-19 also exhibited significantly reduced proportions of neutrophils and macrophages, and increased proportions of goblet, dendritic and B-cells, compared to other viral ARIs. Using machine learning, we built 26-, 10- and 3-gene classifiers that differentiated COVID-19 from other acute respiratory illnesses with AUCs of 0.980, 0.950 and 0.871, respectively. Classifier performance was stable at low viral loads, suggesting utility in settings where direct detection of viral nucleic acid may be unsuccessful. Taken together, our results illuminate unique aspects of the host transcriptional response to SARS-CoV-2 in comparison to other respiratory viruses and demonstrate the feasibility of COVID-19 diagnostics based on patient gene expression. Cold Spring Harbor Laboratory 2020-05-22 /pmc/articles/PMC7273244/ /pubmed/32511476 http://dx.doi.org/10.1101/2020.05.18.20105171 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/It is made available under a CC-BY-NC-ND 4.0 International license (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Article Mick, Eran Kamm, Jack Pisco, Angela Oliveira Ratnasiri, Kalani Babik, Jennifer M. Calfee, Carolyn S. Castañeda, Gloria DeRisi, Joseph L. Detweiler, Angela M. Hao, Samantha Kangelaris, Kirsten N. Kumar, G. Renuka Li, Lucy M. Mann, Sabrina A. Neff, Norma Prasad, Priya A. Serpa, Paula Hayakawa Shah, Sachin J. Spottiswoode, Natasha Tan, Michelle Christenson, Stephanie A. Kistler, Amy Langelier, Charles Upper airway gene expression differentiates COVID-19 from other acute respiratory illnesses and reveals suppression of innate immune responses by SARS-CoV-2 |
title | Upper airway gene expression differentiates COVID-19 from other acute respiratory illnesses and reveals suppression of innate immune responses by SARS-CoV-2 |
title_full | Upper airway gene expression differentiates COVID-19 from other acute respiratory illnesses and reveals suppression of innate immune responses by SARS-CoV-2 |
title_fullStr | Upper airway gene expression differentiates COVID-19 from other acute respiratory illnesses and reveals suppression of innate immune responses by SARS-CoV-2 |
title_full_unstemmed | Upper airway gene expression differentiates COVID-19 from other acute respiratory illnesses and reveals suppression of innate immune responses by SARS-CoV-2 |
title_short | Upper airway gene expression differentiates COVID-19 from other acute respiratory illnesses and reveals suppression of innate immune responses by SARS-CoV-2 |
title_sort | upper airway gene expression differentiates covid-19 from other acute respiratory illnesses and reveals suppression of innate immune responses by sars-cov-2 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7273244/ https://www.ncbi.nlm.nih.gov/pubmed/32511476 http://dx.doi.org/10.1101/2020.05.18.20105171 |
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