Altered microRNA expression in COVID-19 patients enables identification of SARS-CoV-2 infection.
The host response to SARS-CoV-2 infection provide insights into both viral pathogenesis and patient management. The host-encoded microRNA (miRNA) response to SARS-CoV-2 infection, however, remains poorly defined. Here we profiled circulating miRNAs from ten COVID-19 patients sampled longitudinally a...
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2021-07-01
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Series: | PLoS Pathogens |
Online Access: | https://doi.org/10.1371/journal.ppat.1009759 |
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doaj-9d54b16d350a4c6ca04d6e50ac0757f62021-08-08T04:33:04ZengPublic Library of Science (PLoS)PLoS Pathogens1553-73661553-73742021-07-01177e100975910.1371/journal.ppat.1009759Altered microRNA expression in COVID-19 patients enables identification of SARS-CoV-2 infection.Ryan J FarrChristina L RootesLouise C RowntreeThi H O NguyenLuca HensenLukasz KedzierskiAllen C ChengKatherine KedzierskaGough G AuGlenn A MarshSeshadri S VasanChwan Hong FooChristopher CowledCameron R StewartThe host response to SARS-CoV-2 infection provide insights into both viral pathogenesis and patient management. The host-encoded microRNA (miRNA) response to SARS-CoV-2 infection, however, remains poorly defined. Here we profiled circulating miRNAs from ten COVID-19 patients sampled longitudinally and ten age and gender matched healthy donors. We observed 55 miRNAs that were altered in COVID-19 patients during early-stage disease, with the inflammatory miR-31-5p the most strongly upregulated. Supervised machine learning analysis revealed that a three-miRNA signature (miR-423-5p, miR-23a-3p and miR-195-5p) independently classified COVID-19 cases with an accuracy of 99.9%. In a ferret COVID-19 model, the three-miRNA signature again detected SARS-CoV-2 infection with 99.7% accuracy, and distinguished SARS-CoV-2 infection from influenza A (H1N1) infection and healthy controls with 95% accuracy. Distinct miRNA profiles were also observed in COVID-19 patients requiring oxygenation. This study demonstrates that SARS-CoV-2 infection induces a robust host miRNA response that could improve COVID-19 detection and patient management.https://doi.org/10.1371/journal.ppat.1009759 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Ryan J Farr Christina L Rootes Louise C Rowntree Thi H O Nguyen Luca Hensen Lukasz Kedzierski Allen C Cheng Katherine Kedzierska Gough G Au Glenn A Marsh Seshadri S Vasan Chwan Hong Foo Christopher Cowled Cameron R Stewart |
spellingShingle |
Ryan J Farr Christina L Rootes Louise C Rowntree Thi H O Nguyen Luca Hensen Lukasz Kedzierski Allen C Cheng Katherine Kedzierska Gough G Au Glenn A Marsh Seshadri S Vasan Chwan Hong Foo Christopher Cowled Cameron R Stewart Altered microRNA expression in COVID-19 patients enables identification of SARS-CoV-2 infection. PLoS Pathogens |
author_facet |
Ryan J Farr Christina L Rootes Louise C Rowntree Thi H O Nguyen Luca Hensen Lukasz Kedzierski Allen C Cheng Katherine Kedzierska Gough G Au Glenn A Marsh Seshadri S Vasan Chwan Hong Foo Christopher Cowled Cameron R Stewart |
author_sort |
Ryan J Farr |
title |
Altered microRNA expression in COVID-19 patients enables identification of SARS-CoV-2 infection. |
title_short |
Altered microRNA expression in COVID-19 patients enables identification of SARS-CoV-2 infection. |
title_full |
Altered microRNA expression in COVID-19 patients enables identification of SARS-CoV-2 infection. |
title_fullStr |
Altered microRNA expression in COVID-19 patients enables identification of SARS-CoV-2 infection. |
title_full_unstemmed |
Altered microRNA expression in COVID-19 patients enables identification of SARS-CoV-2 infection. |
title_sort |
altered microrna expression in covid-19 patients enables identification of sars-cov-2 infection. |
publisher |
Public Library of Science (PLoS) |
series |
PLoS Pathogens |
issn |
1553-7366 1553-7374 |
publishDate |
2021-07-01 |
description |
The host response to SARS-CoV-2 infection provide insights into both viral pathogenesis and patient management. The host-encoded microRNA (miRNA) response to SARS-CoV-2 infection, however, remains poorly defined. Here we profiled circulating miRNAs from ten COVID-19 patients sampled longitudinally and ten age and gender matched healthy donors. We observed 55 miRNAs that were altered in COVID-19 patients during early-stage disease, with the inflammatory miR-31-5p the most strongly upregulated. Supervised machine learning analysis revealed that a three-miRNA signature (miR-423-5p, miR-23a-3p and miR-195-5p) independently classified COVID-19 cases with an accuracy of 99.9%. In a ferret COVID-19 model, the three-miRNA signature again detected SARS-CoV-2 infection with 99.7% accuracy, and distinguished SARS-CoV-2 infection from influenza A (H1N1) infection and healthy controls with 95% accuracy. Distinct miRNA profiles were also observed in COVID-19 patients requiring oxygenation. This study demonstrates that SARS-CoV-2 infection induces a robust host miRNA response that could improve COVID-19 detection and patient management. |
url |
https://doi.org/10.1371/journal.ppat.1009759 |
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