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Distinct interacting core taxa in co-occurrence networks enable discrimination of polymicrobial oral diseases with similar symptoms

Polymicrobial diseases, which can be life threatening, are caused by the presence and interactions of multiple microbes. Peri-implantitis and periodontitis are representative polymicrobial diseases that show similar clinical symptoms. To establish a means of differentiating between them, we compared...

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Autores principales: Shiba, Takahiko, Watanabe, Takayasu, Kachi, Hirokazu, Koyanagi, Tatsuro, Maruyama, Noriko, Murase, Kazunori, Takeuchi, Yasuo, Maruyama, Fumito, Izumi, Yuichi, Nakagawa, Ichiro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4976368/
https://www.ncbi.nlm.nih.gov/pubmed/27499042
http://dx.doi.org/10.1038/srep30997
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author Shiba, Takahiko
Watanabe, Takayasu
Kachi, Hirokazu
Koyanagi, Tatsuro
Maruyama, Noriko
Murase, Kazunori
Takeuchi, Yasuo
Maruyama, Fumito
Izumi, Yuichi
Nakagawa, Ichiro
author_facet Shiba, Takahiko
Watanabe, Takayasu
Kachi, Hirokazu
Koyanagi, Tatsuro
Maruyama, Noriko
Murase, Kazunori
Takeuchi, Yasuo
Maruyama, Fumito
Izumi, Yuichi
Nakagawa, Ichiro
author_sort Shiba, Takahiko
collection PubMed
description Polymicrobial diseases, which can be life threatening, are caused by the presence and interactions of multiple microbes. Peri-implantitis and periodontitis are representative polymicrobial diseases that show similar clinical symptoms. To establish a means of differentiating between them, we compared microbial species and functional genes in situ by performing metatranscriptomic analyses of peri-implantitis and periodontitis samples obtained from the same subjects (n = 12 each). Although the two diseases differed in terms of 16S rRNA-based taxonomic profiles, they showed similarities with respect to functional genes and taxonomic and virulence factor mRNA profiles. The latter—defined as microbial virulence types—differed from those of healthy periodontal sites. We also showed that networks based on co-occurrence relationships of taxonomic mRNA abundance (co-occurrence networks) were dissimilar between the two diseases. Remarkably, these networks consisted mainly of taxa with a high relative mRNA-to-rRNA ratio, with some showing significant co-occurrence defined as interacting core taxa, highlighting differences between the two groups. Thus, peri-implantitis and periodontitis have shared as well as distinct microbiological characteristics. Our findings provide insight into microbial interactions in polymicrobial diseases with unknown etiologies.
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spelling pubmed-49763682016-08-22 Distinct interacting core taxa in co-occurrence networks enable discrimination of polymicrobial oral diseases with similar symptoms Shiba, Takahiko Watanabe, Takayasu Kachi, Hirokazu Koyanagi, Tatsuro Maruyama, Noriko Murase, Kazunori Takeuchi, Yasuo Maruyama, Fumito Izumi, Yuichi Nakagawa, Ichiro Sci Rep Article Polymicrobial diseases, which can be life threatening, are caused by the presence and interactions of multiple microbes. Peri-implantitis and periodontitis are representative polymicrobial diseases that show similar clinical symptoms. To establish a means of differentiating between them, we compared microbial species and functional genes in situ by performing metatranscriptomic analyses of peri-implantitis and periodontitis samples obtained from the same subjects (n = 12 each). Although the two diseases differed in terms of 16S rRNA-based taxonomic profiles, they showed similarities with respect to functional genes and taxonomic and virulence factor mRNA profiles. The latter—defined as microbial virulence types—differed from those of healthy periodontal sites. We also showed that networks based on co-occurrence relationships of taxonomic mRNA abundance (co-occurrence networks) were dissimilar between the two diseases. Remarkably, these networks consisted mainly of taxa with a high relative mRNA-to-rRNA ratio, with some showing significant co-occurrence defined as interacting core taxa, highlighting differences between the two groups. Thus, peri-implantitis and periodontitis have shared as well as distinct microbiological characteristics. Our findings provide insight into microbial interactions in polymicrobial diseases with unknown etiologies. Nature Publishing Group 2016-08-08 /pmc/articles/PMC4976368/ /pubmed/27499042 http://dx.doi.org/10.1038/srep30997 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Shiba, Takahiko
Watanabe, Takayasu
Kachi, Hirokazu
Koyanagi, Tatsuro
Maruyama, Noriko
Murase, Kazunori
Takeuchi, Yasuo
Maruyama, Fumito
Izumi, Yuichi
Nakagawa, Ichiro
Distinct interacting core taxa in co-occurrence networks enable discrimination of polymicrobial oral diseases with similar symptoms
title Distinct interacting core taxa in co-occurrence networks enable discrimination of polymicrobial oral diseases with similar symptoms
title_full Distinct interacting core taxa in co-occurrence networks enable discrimination of polymicrobial oral diseases with similar symptoms
title_fullStr Distinct interacting core taxa in co-occurrence networks enable discrimination of polymicrobial oral diseases with similar symptoms
title_full_unstemmed Distinct interacting core taxa in co-occurrence networks enable discrimination of polymicrobial oral diseases with similar symptoms
title_short Distinct interacting core taxa in co-occurrence networks enable discrimination of polymicrobial oral diseases with similar symptoms
title_sort distinct interacting core taxa in co-occurrence networks enable discrimination of polymicrobial oral diseases with similar symptoms
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4976368/
https://www.ncbi.nlm.nih.gov/pubmed/27499042
http://dx.doi.org/10.1038/srep30997
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