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Validation of a host response test to distinguish bacterial and viral respiratory infection
BACKGROUND: Distinguishing bacterial and viral respiratory infections is challenging. Novel diagnostics based on differential host gene expression patterns are promising but have not been translated to a clinical platform nor extensively tested. Here, we validate a microarray-derived host response s...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6838360/ https://www.ncbi.nlm.nih.gov/pubmed/31631046 http://dx.doi.org/10.1016/j.ebiom.2019.09.040 |
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author | Lydon, Emily C. Henao, Ricardo Burke, Thomas W. Aydin, Mert Nicholson, Bradly P. Glickman, Seth W. Fowler, Vance G. Quackenbush, Eugenia B. Cairns, Charles B. Kingsmore, Stephen F. Jaehne, Anja K. Rivers, Emanuel P. Langley, Raymond J. Petzold, Elizabeth Ko, Emily R. McClain, Micah T. Ginsburg, Geoffrey S. Woods, Christopher W. Tsalik, Ephraim L. |
author_facet | Lydon, Emily C. Henao, Ricardo Burke, Thomas W. Aydin, Mert Nicholson, Bradly P. Glickman, Seth W. Fowler, Vance G. Quackenbush, Eugenia B. Cairns, Charles B. Kingsmore, Stephen F. Jaehne, Anja K. Rivers, Emanuel P. Langley, Raymond J. Petzold, Elizabeth Ko, Emily R. McClain, Micah T. Ginsburg, Geoffrey S. Woods, Christopher W. Tsalik, Ephraim L. |
author_sort | Lydon, Emily C. |
collection | PubMed |
description | BACKGROUND: Distinguishing bacterial and viral respiratory infections is challenging. Novel diagnostics based on differential host gene expression patterns are promising but have not been translated to a clinical platform nor extensively tested. Here, we validate a microarray-derived host response signature and explore performance in microbiology-negative and coinfection cases. METHODS: Subjects with acute respiratory illness were enrolled in participating emergency departments. Reference standard was an adjudicated diagnosis of bacterial infection, viral infection, both, or neither. An 87-transcript signature for distinguishing bacterial, viral, and noninfectious illness was measured from peripheral blood using RT-PCR. Performance characteristics were evaluated in subjects with confirmed bacterial, viral, or noninfectious illness. Subjects with bacterial-viral coinfection and microbiologically-negative suspected bacterial infection were also evaluated. Performance was compared to procalcitonin. FINDINGS: 151 subjects with microbiologically confirmed, single-etiology illness were tested, yielding AUROCs 0•85–0•89 for bacterial, viral, and noninfectious illness. Accuracy was similar to procalcitonin (88% vs 83%, p = 0•23) for bacterial vs. non-bacterial infection. Whereas procalcitonin cannot distinguish viral from non-infectious illness, the RT-PCR test had 81% accuracy in making this determination. Bacterial-viral coinfection was subdivided. Among 19 subjects with bacterial superinfection, the RT-PCR test identified 95% as bacterial, compared to 68% with procalcitonin (p = 0•13). Among 12 subjects with bacterial infection superimposed on chronic viral infection, the RT-PCR test identified 83% as bacterial, identical to procalcitonin. 39 subjects had suspected bacterial infection; the RT-PCR test identified bacterial infection more frequently than procalcitonin (82% vs 64%, p = 0•02). INTERPRETATION: The RT-PCR test offered similar diagnostic performance to procalcitonin in some subgroups but offered better discrimination in others such as viral vs. non-infectious illness and bacterial/viral coinfection. Gene expression-based tests could impact decision-making for acute respiratory illness as well as a growing number of other infectious and non-infectious diseases. |
format | Online Article Text |
id | pubmed-6838360 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-68383602019-11-12 Validation of a host response test to distinguish bacterial and viral respiratory infection Lydon, Emily C. Henao, Ricardo Burke, Thomas W. Aydin, Mert Nicholson, Bradly P. Glickman, Seth W. Fowler, Vance G. Quackenbush, Eugenia B. Cairns, Charles B. Kingsmore, Stephen F. Jaehne, Anja K. Rivers, Emanuel P. Langley, Raymond J. Petzold, Elizabeth Ko, Emily R. McClain, Micah T. Ginsburg, Geoffrey S. Woods, Christopher W. Tsalik, Ephraim L. EBioMedicine Research paper BACKGROUND: Distinguishing bacterial and viral respiratory infections is challenging. Novel diagnostics based on differential host gene expression patterns are promising but have not been translated to a clinical platform nor extensively tested. Here, we validate a microarray-derived host response signature and explore performance in microbiology-negative and coinfection cases. METHODS: Subjects with acute respiratory illness were enrolled in participating emergency departments. Reference standard was an adjudicated diagnosis of bacterial infection, viral infection, both, or neither. An 87-transcript signature for distinguishing bacterial, viral, and noninfectious illness was measured from peripheral blood using RT-PCR. Performance characteristics were evaluated in subjects with confirmed bacterial, viral, or noninfectious illness. Subjects with bacterial-viral coinfection and microbiologically-negative suspected bacterial infection were also evaluated. Performance was compared to procalcitonin. FINDINGS: 151 subjects with microbiologically confirmed, single-etiology illness were tested, yielding AUROCs 0•85–0•89 for bacterial, viral, and noninfectious illness. Accuracy was similar to procalcitonin (88% vs 83%, p = 0•23) for bacterial vs. non-bacterial infection. Whereas procalcitonin cannot distinguish viral from non-infectious illness, the RT-PCR test had 81% accuracy in making this determination. Bacterial-viral coinfection was subdivided. Among 19 subjects with bacterial superinfection, the RT-PCR test identified 95% as bacterial, compared to 68% with procalcitonin (p = 0•13). Among 12 subjects with bacterial infection superimposed on chronic viral infection, the RT-PCR test identified 83% as bacterial, identical to procalcitonin. 39 subjects had suspected bacterial infection; the RT-PCR test identified bacterial infection more frequently than procalcitonin (82% vs 64%, p = 0•02). INTERPRETATION: The RT-PCR test offered similar diagnostic performance to procalcitonin in some subgroups but offered better discrimination in others such as viral vs. non-infectious illness and bacterial/viral coinfection. Gene expression-based tests could impact decision-making for acute respiratory illness as well as a growing number of other infectious and non-infectious diseases. Elsevier 2019-10-17 /pmc/articles/PMC6838360/ /pubmed/31631046 http://dx.doi.org/10.1016/j.ebiom.2019.09.040 Text en Published by Elsevier B.V. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Research paper Lydon, Emily C. Henao, Ricardo Burke, Thomas W. Aydin, Mert Nicholson, Bradly P. Glickman, Seth W. Fowler, Vance G. Quackenbush, Eugenia B. Cairns, Charles B. Kingsmore, Stephen F. Jaehne, Anja K. Rivers, Emanuel P. Langley, Raymond J. Petzold, Elizabeth Ko, Emily R. McClain, Micah T. Ginsburg, Geoffrey S. Woods, Christopher W. Tsalik, Ephraim L. Validation of a host response test to distinguish bacterial and viral respiratory infection |
title | Validation of a host response test to distinguish bacterial and viral respiratory infection |
title_full | Validation of a host response test to distinguish bacterial and viral respiratory infection |
title_fullStr | Validation of a host response test to distinguish bacterial and viral respiratory infection |
title_full_unstemmed | Validation of a host response test to distinguish bacterial and viral respiratory infection |
title_short | Validation of a host response test to distinguish bacterial and viral respiratory infection |
title_sort | validation of a host response test to distinguish bacterial and viral respiratory infection |
topic | Research paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6838360/ https://www.ncbi.nlm.nih.gov/pubmed/31631046 http://dx.doi.org/10.1016/j.ebiom.2019.09.040 |
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