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Biodiversity indices and Random Forests reveal the potential for striped skunk (Mephitis mephitis) fecal microbial communities to function as a biomarker for oral rabies vaccination

Wildlife disease surveillance and monitoring poses unique challenges when assessing rates of population vaccination, immunity, or infection prevalence. Non-invasively detected biomarkers can help reduce risk to both animal and field personnel during wildlife disease management activities. In this st...

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Autores principales: Hopken, Matthew W., Gilfillan, Darby, Gilbert, Amy T., Piaggio, Antoinette J., Hilton, Mikaela Samsel, Pierce, James, Kimball, Bruce, Abdo, Zaid
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10443867/
https://www.ncbi.nlm.nih.gov/pubmed/37607164
http://dx.doi.org/10.1371/journal.pone.0285852
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author Hopken, Matthew W.
Gilfillan, Darby
Gilbert, Amy T.
Piaggio, Antoinette J.
Hilton, Mikaela Samsel
Pierce, James
Kimball, Bruce
Abdo, Zaid
author_facet Hopken, Matthew W.
Gilfillan, Darby
Gilbert, Amy T.
Piaggio, Antoinette J.
Hilton, Mikaela Samsel
Pierce, James
Kimball, Bruce
Abdo, Zaid
author_sort Hopken, Matthew W.
collection PubMed
description Wildlife disease surveillance and monitoring poses unique challenges when assessing rates of population vaccination, immunity, or infection prevalence. Non-invasively detected biomarkers can help reduce risk to both animal and field personnel during wildlife disease management activities. In this study, we investigated the utility of fecal microbiome data collected from captive striped skunks (Mephitis mephitis) in predicting rabies virus vaccination and infection status. We sequenced the hypervariable region 4 (V4) of the bacterial 16S gene and estimated alpha and beta diversity across timepoints in three groups of skunks: vaccination then rabies virus infection, sham vaccination then rabies virus infection, and rabies virus infected without vaccination. Alpha diversity did not differ among treatment groups but beta diversity between treatments was statistically significant. The phyla Firmicutes and Proteobacteria were dominant among all samples. Using Random Forests, we identified operational taxonomic units (OTUs) that greatly influenced classification of fecal samples into treatment groups. Each of these OTUs was correlated with fecal volatile organic compounds detected from the samples for companion treatment groups in another study. This research is the first to highlight striped skunk microbiome biodiversity as a vaccination biomarker which pushes the frontier on alternative methods for surveillance and monitoring of vaccination and disease in wildlife populations.
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spelling pubmed-104438672023-08-23 Biodiversity indices and Random Forests reveal the potential for striped skunk (Mephitis mephitis) fecal microbial communities to function as a biomarker for oral rabies vaccination Hopken, Matthew W. Gilfillan, Darby Gilbert, Amy T. Piaggio, Antoinette J. Hilton, Mikaela Samsel Pierce, James Kimball, Bruce Abdo, Zaid PLoS One Research Article Wildlife disease surveillance and monitoring poses unique challenges when assessing rates of population vaccination, immunity, or infection prevalence. Non-invasively detected biomarkers can help reduce risk to both animal and field personnel during wildlife disease management activities. In this study, we investigated the utility of fecal microbiome data collected from captive striped skunks (Mephitis mephitis) in predicting rabies virus vaccination and infection status. We sequenced the hypervariable region 4 (V4) of the bacterial 16S gene and estimated alpha and beta diversity across timepoints in three groups of skunks: vaccination then rabies virus infection, sham vaccination then rabies virus infection, and rabies virus infected without vaccination. Alpha diversity did not differ among treatment groups but beta diversity between treatments was statistically significant. The phyla Firmicutes and Proteobacteria were dominant among all samples. Using Random Forests, we identified operational taxonomic units (OTUs) that greatly influenced classification of fecal samples into treatment groups. Each of these OTUs was correlated with fecal volatile organic compounds detected from the samples for companion treatment groups in another study. This research is the first to highlight striped skunk microbiome biodiversity as a vaccination biomarker which pushes the frontier on alternative methods for surveillance and monitoring of vaccination and disease in wildlife populations. Public Library of Science 2023-08-22 /pmc/articles/PMC10443867/ /pubmed/37607164 http://dx.doi.org/10.1371/journal.pone.0285852 Text en https://creativecommons.org/publicdomain/zero/1.0/This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication.
spellingShingle Research Article
Hopken, Matthew W.
Gilfillan, Darby
Gilbert, Amy T.
Piaggio, Antoinette J.
Hilton, Mikaela Samsel
Pierce, James
Kimball, Bruce
Abdo, Zaid
Biodiversity indices and Random Forests reveal the potential for striped skunk (Mephitis mephitis) fecal microbial communities to function as a biomarker for oral rabies vaccination
title Biodiversity indices and Random Forests reveal the potential for striped skunk (Mephitis mephitis) fecal microbial communities to function as a biomarker for oral rabies vaccination
title_full Biodiversity indices and Random Forests reveal the potential for striped skunk (Mephitis mephitis) fecal microbial communities to function as a biomarker for oral rabies vaccination
title_fullStr Biodiversity indices and Random Forests reveal the potential for striped skunk (Mephitis mephitis) fecal microbial communities to function as a biomarker for oral rabies vaccination
title_full_unstemmed Biodiversity indices and Random Forests reveal the potential for striped skunk (Mephitis mephitis) fecal microbial communities to function as a biomarker for oral rabies vaccination
title_short Biodiversity indices and Random Forests reveal the potential for striped skunk (Mephitis mephitis) fecal microbial communities to function as a biomarker for oral rabies vaccination
title_sort biodiversity indices and random forests reveal the potential for striped skunk (mephitis mephitis) fecal microbial communities to function as a biomarker for oral rabies vaccination
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10443867/
https://www.ncbi.nlm.nih.gov/pubmed/37607164
http://dx.doi.org/10.1371/journal.pone.0285852
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