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LB14. Cerebrospinal Fluid Profiling of the Human Host Response Reveals Species-Specific Enterovirus Biosignatures in Acute Flaccid Myelitis Cases
BACKGROUND: Since 2014 there have been global biennial outbreaks of acute flaccid myelitis (AFM), a rare but severe “polio-like” illness of as yet-unknown etiology primarily affecting children. Enteroviruses (EVs),, especially EV-D68 and EV-A71, have been implicated in association with AFM cases, bu...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6810260/ http://dx.doi.org/10.1093/ofid/ofz415.2497 |
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author | Briggs, Benjamin J Santos, Yale Ramesh, Akshaya Grabherr, Manfred Achari, Asmeeta Yu, Guixia Miller, Steve Miller, Steve Federman, Scot Arevalo, Shaun Sample, Hannah Zorn, Kelsey Harriman, Kathleen Messenger, Sharon Domingue, Samuel Dominguez, Samuel Glaser, Carol Wadford, Debra Messacar, Kevin Messacar, Kevin Wilson, Michael Chiu, Charles Chiu, Charles |
author_facet | Briggs, Benjamin J Santos, Yale Ramesh, Akshaya Grabherr, Manfred Achari, Asmeeta Yu, Guixia Miller, Steve Miller, Steve Federman, Scot Arevalo, Shaun Sample, Hannah Zorn, Kelsey Harriman, Kathleen Messenger, Sharon Domingue, Samuel Dominguez, Samuel Glaser, Carol Wadford, Debra Messacar, Kevin Messacar, Kevin Wilson, Michael Chiu, Charles Chiu, Charles |
author_sort | Briggs, Benjamin J |
collection | PubMed |
description | BACKGROUND: Since 2014 there have been global biennial outbreaks of acute flaccid myelitis (AFM), a rare but severe “polio-like” illness of as yet-unknown etiology primarily affecting children. Enteroviruses (EVs),, especially EV-D68 and EV-A71, have been implicated in association with AFM cases, but proving causality has been difficult as EVs are rarely isolated from cerebrospinal fluid. In addition, early identification of EV-associated AFM is challenging given that the diagnosis is reliant on potentially subjective clinical and radiological criteria with no specific biomarkers described to date. METHODS: We leveraged existing and newly generated data from a clinical CSF metagenomic assay for pathogen identification at University of California, San Francisco (UCSF) to interrogate the host response at the transcriptome level by RNA sequencing (RNA-Seq). These transcriptome RNA-Seq data were used to create statistical classification models to discriminate among viral infections that have been linked to AFM, including EV-D68, EV-A71, West Nile virus, and Powassan virus. The dynamic range of CSF cellularity (0 to >10(6) cells/mL), resulting in varying trancriptome coverage, as well as technical variation across samples required the development and validation of novel normalization techniques. In total, we analyzed ~50 CSF samples split into independent training and test sets. RESULTS: We were able to demonstrate a distinct signature of AFM that was able to predict the virus associated with AFM in blinded test samples with >80% accuracy. The key transcriptional features that best discriminated EV-A71 from EV-D68-associated AFM involved protein targeting, viral transcription, viral gene expression, and translation initiation pathways. CONCLUSION: Here we demonstrate a novel approach to diagnosis of AFM that relies on host transcriptional biomarkers from cerebrospinal fluid. In the future, this method might allow earlier diagnosis of AFM to drive appropriate therapies and vaccines and predict patient outcomes, as well as guide research studies on the pathophysiology of EV-associated AFM. DISCLOSURES: All authors: No reported disclosures. |
format | Online Article Text |
id | pubmed-6810260 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-68102602019-10-28 LB14. Cerebrospinal Fluid Profiling of the Human Host Response Reveals Species-Specific Enterovirus Biosignatures in Acute Flaccid Myelitis Cases Briggs, Benjamin J Santos, Yale Ramesh, Akshaya Grabherr, Manfred Achari, Asmeeta Yu, Guixia Miller, Steve Miller, Steve Federman, Scot Arevalo, Shaun Sample, Hannah Zorn, Kelsey Harriman, Kathleen Messenger, Sharon Domingue, Samuel Dominguez, Samuel Glaser, Carol Wadford, Debra Messacar, Kevin Messacar, Kevin Wilson, Michael Chiu, Charles Chiu, Charles Open Forum Infect Dis Abstracts BACKGROUND: Since 2014 there have been global biennial outbreaks of acute flaccid myelitis (AFM), a rare but severe “polio-like” illness of as yet-unknown etiology primarily affecting children. Enteroviruses (EVs),, especially EV-D68 and EV-A71, have been implicated in association with AFM cases, but proving causality has been difficult as EVs are rarely isolated from cerebrospinal fluid. In addition, early identification of EV-associated AFM is challenging given that the diagnosis is reliant on potentially subjective clinical and radiological criteria with no specific biomarkers described to date. METHODS: We leveraged existing and newly generated data from a clinical CSF metagenomic assay for pathogen identification at University of California, San Francisco (UCSF) to interrogate the host response at the transcriptome level by RNA sequencing (RNA-Seq). These transcriptome RNA-Seq data were used to create statistical classification models to discriminate among viral infections that have been linked to AFM, including EV-D68, EV-A71, West Nile virus, and Powassan virus. The dynamic range of CSF cellularity (0 to >10(6) cells/mL), resulting in varying trancriptome coverage, as well as technical variation across samples required the development and validation of novel normalization techniques. In total, we analyzed ~50 CSF samples split into independent training and test sets. RESULTS: We were able to demonstrate a distinct signature of AFM that was able to predict the virus associated with AFM in blinded test samples with >80% accuracy. The key transcriptional features that best discriminated EV-A71 from EV-D68-associated AFM involved protein targeting, viral transcription, viral gene expression, and translation initiation pathways. CONCLUSION: Here we demonstrate a novel approach to diagnosis of AFM that relies on host transcriptional biomarkers from cerebrospinal fluid. In the future, this method might allow earlier diagnosis of AFM to drive appropriate therapies and vaccines and predict patient outcomes, as well as guide research studies on the pathophysiology of EV-associated AFM. DISCLOSURES: All authors: No reported disclosures. Oxford University Press 2019-10-23 /pmc/articles/PMC6810260/ http://dx.doi.org/10.1093/ofid/ofz415.2497 Text en © The Author(s) 2019. 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 | Abstracts Briggs, Benjamin J Santos, Yale Ramesh, Akshaya Grabherr, Manfred Achari, Asmeeta Yu, Guixia Miller, Steve Miller, Steve Federman, Scot Arevalo, Shaun Sample, Hannah Zorn, Kelsey Harriman, Kathleen Messenger, Sharon Domingue, Samuel Dominguez, Samuel Glaser, Carol Wadford, Debra Messacar, Kevin Messacar, Kevin Wilson, Michael Chiu, Charles Chiu, Charles LB14. Cerebrospinal Fluid Profiling of the Human Host Response Reveals Species-Specific Enterovirus Biosignatures in Acute Flaccid Myelitis Cases |
title | LB14. Cerebrospinal Fluid Profiling of the Human Host Response Reveals Species-Specific Enterovirus Biosignatures in Acute Flaccid Myelitis Cases |
title_full | LB14. Cerebrospinal Fluid Profiling of the Human Host Response Reveals Species-Specific Enterovirus Biosignatures in Acute Flaccid Myelitis Cases |
title_fullStr | LB14. Cerebrospinal Fluid Profiling of the Human Host Response Reveals Species-Specific Enterovirus Biosignatures in Acute Flaccid Myelitis Cases |
title_full_unstemmed | LB14. Cerebrospinal Fluid Profiling of the Human Host Response Reveals Species-Specific Enterovirus Biosignatures in Acute Flaccid Myelitis Cases |
title_short | LB14. Cerebrospinal Fluid Profiling of the Human Host Response Reveals Species-Specific Enterovirus Biosignatures in Acute Flaccid Myelitis Cases |
title_sort | lb14. cerebrospinal fluid profiling of the human host response reveals species-specific enterovirus biosignatures in acute flaccid myelitis cases |
topic | Abstracts |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6810260/ http://dx.doi.org/10.1093/ofid/ofz415.2497 |
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