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A blood-based host gene expression assay for early detection of respiratory viral infection: an index-cluster prospective cohort study

BACKGROUND: Early and accurate identification of individuals with viral infections is crucial for clinical management and public health interventions. We aimed to assess the ability of transcriptomic biomarkers to identify naturally acquired respiratory viral infection before typical symptoms are pr...

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Autores principales: McClain, Micah T, Constantine, Florica J, Nicholson, Bradly P, Nichols, Marshall, Burke, Thomas W, Henao, Ricardo, Jones, Daphne C, Hudson, Lori L, Jaggers, L Brett, Veldman, Timothy, Mazur, Anna, Park, Lawrence P, Suchindran, Sunil, Tsalik, Ephraim L, Ginsburg, Geoffrey S, Woods, Christopher W
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier Ltd. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7515566/
https://www.ncbi.nlm.nih.gov/pubmed/32979932
http://dx.doi.org/10.1016/S1473-3099(20)30486-2
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author McClain, Micah T
Constantine, Florica J
Nicholson, Bradly P
Nichols, Marshall
Burke, Thomas W
Henao, Ricardo
Jones, Daphne C
Hudson, Lori L
Jaggers, L Brett
Veldman, Timothy
Mazur, Anna
Park, Lawrence P
Suchindran, Sunil
Tsalik, Ephraim L
Ginsburg, Geoffrey S
Woods, Christopher W
author_facet McClain, Micah T
Constantine, Florica J
Nicholson, Bradly P
Nichols, Marshall
Burke, Thomas W
Henao, Ricardo
Jones, Daphne C
Hudson, Lori L
Jaggers, L Brett
Veldman, Timothy
Mazur, Anna
Park, Lawrence P
Suchindran, Sunil
Tsalik, Ephraim L
Ginsburg, Geoffrey S
Woods, Christopher W
author_sort McClain, Micah T
collection PubMed
description BACKGROUND: Early and accurate identification of individuals with viral infections is crucial for clinical management and public health interventions. We aimed to assess the ability of transcriptomic biomarkers to identify naturally acquired respiratory viral infection before typical symptoms are present. METHODS: In this index-cluster study, we prospectively recruited a cohort of undergraduate students (aged 18–25 years) at Duke University (Durham, NC, USA) over a period of 5 academic years. To identify index cases, we monitored students for the entire academic year, for the presence and severity of eight symptoms of respiratory tract infection using a daily web-based survey, with symptoms rated on a scale of 0–4. Index cases were defined as individuals who reported a 6-point increase in cumulative daily symptom score. Suspected index cases were visited by study staff to confirm the presence of reported symptoms of illness and to collect biospecimen samples. We then identified clusters of close contacts of index cases (ie, individuals who lived in close proximity to index cases, close friends, and partners) who were presumed to be at increased risk of developing symptomatic respiratory tract infection while under observation. We monitored each close contact for 5 days for symptoms and viral shedding and measured transcriptomic responses at each timepoint each day using a blood-based 36-gene RT-PCR assay. FINDINGS: Between Sept 1, 2009, and April 10, 2015, we enrolled 1465 participants. Of 264 index cases with respiratory tract infection symptoms, 150 (57%) had a viral cause confirmed by RT-PCR. Of their 555 close contacts, 106 (19%) developed symptomatic respiratory tract infection with a proven viral cause during the observation window, of whom 60 (57%) had the same virus as their associated index case. Nine viruses were detected in total. The transcriptomic assay accurately predicted viral infection at the time of maximum symptom severity (mean area under the receiver operating characteristic curve [AUROC] 0·94 [95% CI 0·92–0·96]), as well as at 1 day (0·87 [95% CI 0·84–0·90]), 2 days (0·85 [0·82–0·88]), and 3 days (0·74 [0·71–0·77]) before peak illness, when symptoms were minimal or absent and 22 (62%) of 35 individuals, 25 (69%) of 36 individuals, and 24 (82%) of 29 individuals, respectively, had no detectable viral shedding. INTERPRETATION: Transcriptional biomarkers accurately predict and diagnose infection across diverse viral causes and stages of disease and thus might prove useful for guiding the administration of early effective therapy, quarantine decisions, and other clinical and public health interventions in the setting of endemic and pandemic infectious diseases. FUNDING: US Defense Advanced Research Projects Agency.
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spelling pubmed-75155662020-09-25 A blood-based host gene expression assay for early detection of respiratory viral infection: an index-cluster prospective cohort study McClain, Micah T Constantine, Florica J Nicholson, Bradly P Nichols, Marshall Burke, Thomas W Henao, Ricardo Jones, Daphne C Hudson, Lori L Jaggers, L Brett Veldman, Timothy Mazur, Anna Park, Lawrence P Suchindran, Sunil Tsalik, Ephraim L Ginsburg, Geoffrey S Woods, Christopher W Lancet Infect Dis Articles BACKGROUND: Early and accurate identification of individuals with viral infections is crucial for clinical management and public health interventions. We aimed to assess the ability of transcriptomic biomarkers to identify naturally acquired respiratory viral infection before typical symptoms are present. METHODS: In this index-cluster study, we prospectively recruited a cohort of undergraduate students (aged 18–25 years) at Duke University (Durham, NC, USA) over a period of 5 academic years. To identify index cases, we monitored students for the entire academic year, for the presence and severity of eight symptoms of respiratory tract infection using a daily web-based survey, with symptoms rated on a scale of 0–4. Index cases were defined as individuals who reported a 6-point increase in cumulative daily symptom score. Suspected index cases were visited by study staff to confirm the presence of reported symptoms of illness and to collect biospecimen samples. We then identified clusters of close contacts of index cases (ie, individuals who lived in close proximity to index cases, close friends, and partners) who were presumed to be at increased risk of developing symptomatic respiratory tract infection while under observation. We monitored each close contact for 5 days for symptoms and viral shedding and measured transcriptomic responses at each timepoint each day using a blood-based 36-gene RT-PCR assay. FINDINGS: Between Sept 1, 2009, and April 10, 2015, we enrolled 1465 participants. Of 264 index cases with respiratory tract infection symptoms, 150 (57%) had a viral cause confirmed by RT-PCR. Of their 555 close contacts, 106 (19%) developed symptomatic respiratory tract infection with a proven viral cause during the observation window, of whom 60 (57%) had the same virus as their associated index case. Nine viruses were detected in total. The transcriptomic assay accurately predicted viral infection at the time of maximum symptom severity (mean area under the receiver operating characteristic curve [AUROC] 0·94 [95% CI 0·92–0·96]), as well as at 1 day (0·87 [95% CI 0·84–0·90]), 2 days (0·85 [0·82–0·88]), and 3 days (0·74 [0·71–0·77]) before peak illness, when symptoms were minimal or absent and 22 (62%) of 35 individuals, 25 (69%) of 36 individuals, and 24 (82%) of 29 individuals, respectively, had no detectable viral shedding. INTERPRETATION: Transcriptional biomarkers accurately predict and diagnose infection across diverse viral causes and stages of disease and thus might prove useful for guiding the administration of early effective therapy, quarantine decisions, and other clinical and public health interventions in the setting of endemic and pandemic infectious diseases. FUNDING: US Defense Advanced Research Projects Agency. Elsevier Ltd. 2021-03 2020-09-24 /pmc/articles/PMC7515566/ /pubmed/32979932 http://dx.doi.org/10.1016/S1473-3099(20)30486-2 Text en © 2020 Elsevier Ltd. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active.
spellingShingle Articles
McClain, Micah T
Constantine, Florica J
Nicholson, Bradly P
Nichols, Marshall
Burke, Thomas W
Henao, Ricardo
Jones, Daphne C
Hudson, Lori L
Jaggers, L Brett
Veldman, Timothy
Mazur, Anna
Park, Lawrence P
Suchindran, Sunil
Tsalik, Ephraim L
Ginsburg, Geoffrey S
Woods, Christopher W
A blood-based host gene expression assay for early detection of respiratory viral infection: an index-cluster prospective cohort study
title A blood-based host gene expression assay for early detection of respiratory viral infection: an index-cluster prospective cohort study
title_full A blood-based host gene expression assay for early detection of respiratory viral infection: an index-cluster prospective cohort study
title_fullStr A blood-based host gene expression assay for early detection of respiratory viral infection: an index-cluster prospective cohort study
title_full_unstemmed A blood-based host gene expression assay for early detection of respiratory viral infection: an index-cluster prospective cohort study
title_short A blood-based host gene expression assay for early detection of respiratory viral infection: an index-cluster prospective cohort study
title_sort blood-based host gene expression assay for early detection of respiratory viral infection: an index-cluster prospective cohort study
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7515566/
https://www.ncbi.nlm.nih.gov/pubmed/32979932
http://dx.doi.org/10.1016/S1473-3099(20)30486-2
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