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Previously Derived Host Gene Expression Classifiers Identify Bacterial and Viral Etiologies of Acute Febrile Respiratory Illness in a South Asian Population
BACKGROUND: Pathogen-based diagnostics for acute respiratory infection (ARI) have limited ability to detect etiology of illness. We previously showed that peripheral blood-based host gene expression classifiers accurately identify bacterial and viral ARI in cohorts of European and African descent. W...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7314590/ https://www.ncbi.nlm.nih.gov/pubmed/32617371 http://dx.doi.org/10.1093/ofid/ofaa194 |
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author | Tillekeratne, L Gayani Suchindran, Sunil Ko, Emily R Petzold, Elizabeth A Bodinayake, Champica K Nagahawatte, Ajith Devasiri, Vasantha Kurukulasooriya, Ruvini Nicholson, Bradly P McClain, Micah T Burke, Thomas W Tsalik, Ephraim L Henao, Ricardo Ginsburg, Geoffrey S Reller, Megan E Woods, Christopher W |
author_facet | Tillekeratne, L Gayani Suchindran, Sunil Ko, Emily R Petzold, Elizabeth A Bodinayake, Champica K Nagahawatte, Ajith Devasiri, Vasantha Kurukulasooriya, Ruvini Nicholson, Bradly P McClain, Micah T Burke, Thomas W Tsalik, Ephraim L Henao, Ricardo Ginsburg, Geoffrey S Reller, Megan E Woods, Christopher W |
author_sort | Tillekeratne, L Gayani |
collection | PubMed |
description | BACKGROUND: Pathogen-based diagnostics for acute respiratory infection (ARI) have limited ability to detect etiology of illness. We previously showed that peripheral blood-based host gene expression classifiers accurately identify bacterial and viral ARI in cohorts of European and African descent. We determined classifier performance in a South Asian cohort. METHODS: Patients ≥15 years with fever and respiratory symptoms were enrolled in Sri Lanka. Comprehensive pathogen-based testing was performed. Peripheral blood ribonucleic acid was sequenced and previously developed signatures were applied: a pan-viral classifier (viral vs nonviral) and an ARI classifier (bacterial vs viral vs noninfectious). RESULTS: Ribonucleic acid sequencing was performed in 79 subjects: 58 viral infections (36 influenza, 22 dengue) and 21 bacterial infections (10 leptospirosis, 11 scrub typhus). The pan-viral classifier had an overall classification accuracy of 95%. The ARI classifier had an overall classification accuracy of 94%, with sensitivity and specificity of 91% and 95%, respectively, for bacterial infection. The sensitivity and specificity of C-reactive protein (>10 mg/L) and procalcitonin (>0.25 ng/mL) for bacterial infection were 100% and 34%, and 100% and 41%, respectively. CONCLUSIONS: Previously derived gene expression classifiers had high predictive accuracy at distinguishing viral and bacterial infection in South Asian patients with ARI caused by typical and atypical pathogens. |
format | Online Article Text |
id | pubmed-7314590 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-73145902020-07-01 Previously Derived Host Gene Expression Classifiers Identify Bacterial and Viral Etiologies of Acute Febrile Respiratory Illness in a South Asian Population Tillekeratne, L Gayani Suchindran, Sunil Ko, Emily R Petzold, Elizabeth A Bodinayake, Champica K Nagahawatte, Ajith Devasiri, Vasantha Kurukulasooriya, Ruvini Nicholson, Bradly P McClain, Micah T Burke, Thomas W Tsalik, Ephraim L Henao, Ricardo Ginsburg, Geoffrey S Reller, Megan E Woods, Christopher W Open Forum Infect Dis Major Article BACKGROUND: Pathogen-based diagnostics for acute respiratory infection (ARI) have limited ability to detect etiology of illness. We previously showed that peripheral blood-based host gene expression classifiers accurately identify bacterial and viral ARI in cohorts of European and African descent. We determined classifier performance in a South Asian cohort. METHODS: Patients ≥15 years with fever and respiratory symptoms were enrolled in Sri Lanka. Comprehensive pathogen-based testing was performed. Peripheral blood ribonucleic acid was sequenced and previously developed signatures were applied: a pan-viral classifier (viral vs nonviral) and an ARI classifier (bacterial vs viral vs noninfectious). RESULTS: Ribonucleic acid sequencing was performed in 79 subjects: 58 viral infections (36 influenza, 22 dengue) and 21 bacterial infections (10 leptospirosis, 11 scrub typhus). The pan-viral classifier had an overall classification accuracy of 95%. The ARI classifier had an overall classification accuracy of 94%, with sensitivity and specificity of 91% and 95%, respectively, for bacterial infection. The sensitivity and specificity of C-reactive protein (>10 mg/L) and procalcitonin (>0.25 ng/mL) for bacterial infection were 100% and 34%, and 100% and 41%, respectively. CONCLUSIONS: Previously derived gene expression classifiers had high predictive accuracy at distinguishing viral and bacterial infection in South Asian patients with ARI caused by typical and atypical pathogens. Oxford University Press 2020-05-26 /pmc/articles/PMC7314590/ /pubmed/32617371 http://dx.doi.org/10.1093/ofid/ofaa194 Text en © The Author(s) 2020. Published by Oxford University Press on behalf of Infectious Diseases Society of America. http://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 (http://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 Tillekeratne, L Gayani Suchindran, Sunil Ko, Emily R Petzold, Elizabeth A Bodinayake, Champica K Nagahawatte, Ajith Devasiri, Vasantha Kurukulasooriya, Ruvini Nicholson, Bradly P McClain, Micah T Burke, Thomas W Tsalik, Ephraim L Henao, Ricardo Ginsburg, Geoffrey S Reller, Megan E Woods, Christopher W Previously Derived Host Gene Expression Classifiers Identify Bacterial and Viral Etiologies of Acute Febrile Respiratory Illness in a South Asian Population |
title | Previously Derived Host Gene Expression Classifiers Identify Bacterial and Viral Etiologies of Acute Febrile Respiratory Illness in a South Asian Population |
title_full | Previously Derived Host Gene Expression Classifiers Identify Bacterial and Viral Etiologies of Acute Febrile Respiratory Illness in a South Asian Population |
title_fullStr | Previously Derived Host Gene Expression Classifiers Identify Bacterial and Viral Etiologies of Acute Febrile Respiratory Illness in a South Asian Population |
title_full_unstemmed | Previously Derived Host Gene Expression Classifiers Identify Bacterial and Viral Etiologies of Acute Febrile Respiratory Illness in a South Asian Population |
title_short | Previously Derived Host Gene Expression Classifiers Identify Bacterial and Viral Etiologies of Acute Febrile Respiratory Illness in a South Asian Population |
title_sort | previously derived host gene expression classifiers identify bacterial and viral etiologies of acute febrile respiratory illness in a south asian population |
topic | Major Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7314590/ https://www.ncbi.nlm.nih.gov/pubmed/32617371 http://dx.doi.org/10.1093/ofid/ofaa194 |
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