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The oral microbiome of early stage Parkinson’s disease and its relationship with functional measures of motor and non-motor function
Changes in the function and microbiome of the upper and lower gastrointestinal tract have been documented in Parkinson’s disease (PD), although most studies have examined merely fecal microbiome profiles and patients with advanced disease states. In the present study we sought to identify sensitive...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6597068/ https://www.ncbi.nlm.nih.gov/pubmed/31247001 http://dx.doi.org/10.1371/journal.pone.0218252 |
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author | Mihaila, Dragos Donegan, Jordan Barns, Sarah LaRocca, Daria Du, Qian Zheng, Danny Vidal, Michael Neville, Christopher Uhlig, Richard Middleton, Frank A. |
author_facet | Mihaila, Dragos Donegan, Jordan Barns, Sarah LaRocca, Daria Du, Qian Zheng, Danny Vidal, Michael Neville, Christopher Uhlig, Richard Middleton, Frank A. |
author_sort | Mihaila, Dragos |
collection | PubMed |
description | Changes in the function and microbiome of the upper and lower gastrointestinal tract have been documented in Parkinson’s disease (PD), although most studies have examined merely fecal microbiome profiles and patients with advanced disease states. In the present study we sought to identify sensitive and specific biomarkers of changes in the oral microbiome of early stage PD through shotgun metatranscriptomic profiling. We recruited 48 PD subjects and 36 age- and gender-matched healthy controls. Subjects completed detailed assessments of motor, cognitive, balance, autonomic and chemosensory (smell and taste) functions to determine their disease stage. We also obtained a saliva sample for profiling of microbial RNA and host mRNA using next generation sequencing. We found no differences in overall alpha and beta diversity between subject groups. However, changes in specific microbial taxa were observed, including primarily bacteria, but also yeast and phage. Nearly half of our findings were consistent with prior studies in the field obtained through profiling of fecal samples, with others representing highly novel candidates for detection of early stage PD. Testing of the diagnostic utility of the microbiome data revealed potentially robust performance with as few as 11 taxonomic features achieving a cross-validated area under the ROC curve of 0.90 and overall accuracy of 84.5%. Bioinformatic analysis of 167 different metabolic pathways supported shifts in a small set of distinct pathways involved in amino acid and energy metabolism among the organisms comprising the oral microbiome. In parallel with the microbial analysis, we also examined the evidence for changes in human salivary mRNAs in the same subjects. This revealed significant changes in a set of 9 host mRNAs, several of which mapped to various brain functions and showed correlations with some of the significantly changed microbial taxa. Unexpectedly, we also observed robust correlations between many of the microbiota and functional measures, including those reflecting cognition, balance, and disease duration. These results suggest that the oral microbiome may represent a highly-accessible and informative microenvironment that offers new insights in the pathophysiology of early stage PD. |
format | Online Article Text |
id | pubmed-6597068 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-65970682019-07-05 The oral microbiome of early stage Parkinson’s disease and its relationship with functional measures of motor and non-motor function Mihaila, Dragos Donegan, Jordan Barns, Sarah LaRocca, Daria Du, Qian Zheng, Danny Vidal, Michael Neville, Christopher Uhlig, Richard Middleton, Frank A. PLoS One Research Article Changes in the function and microbiome of the upper and lower gastrointestinal tract have been documented in Parkinson’s disease (PD), although most studies have examined merely fecal microbiome profiles and patients with advanced disease states. In the present study we sought to identify sensitive and specific biomarkers of changes in the oral microbiome of early stage PD through shotgun metatranscriptomic profiling. We recruited 48 PD subjects and 36 age- and gender-matched healthy controls. Subjects completed detailed assessments of motor, cognitive, balance, autonomic and chemosensory (smell and taste) functions to determine their disease stage. We also obtained a saliva sample for profiling of microbial RNA and host mRNA using next generation sequencing. We found no differences in overall alpha and beta diversity between subject groups. However, changes in specific microbial taxa were observed, including primarily bacteria, but also yeast and phage. Nearly half of our findings were consistent with prior studies in the field obtained through profiling of fecal samples, with others representing highly novel candidates for detection of early stage PD. Testing of the diagnostic utility of the microbiome data revealed potentially robust performance with as few as 11 taxonomic features achieving a cross-validated area under the ROC curve of 0.90 and overall accuracy of 84.5%. Bioinformatic analysis of 167 different metabolic pathways supported shifts in a small set of distinct pathways involved in amino acid and energy metabolism among the organisms comprising the oral microbiome. In parallel with the microbial analysis, we also examined the evidence for changes in human salivary mRNAs in the same subjects. This revealed significant changes in a set of 9 host mRNAs, several of which mapped to various brain functions and showed correlations with some of the significantly changed microbial taxa. Unexpectedly, we also observed robust correlations between many of the microbiota and functional measures, including those reflecting cognition, balance, and disease duration. These results suggest that the oral microbiome may represent a highly-accessible and informative microenvironment that offers new insights in the pathophysiology of early stage PD. Public Library of Science 2019-06-27 /pmc/articles/PMC6597068/ /pubmed/31247001 http://dx.doi.org/10.1371/journal.pone.0218252 Text en © 2019 Mihaila et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Mihaila, Dragos Donegan, Jordan Barns, Sarah LaRocca, Daria Du, Qian Zheng, Danny Vidal, Michael Neville, Christopher Uhlig, Richard Middleton, Frank A. The oral microbiome of early stage Parkinson’s disease and its relationship with functional measures of motor and non-motor function |
title | The oral microbiome of early stage Parkinson’s disease and its relationship with functional measures of motor and non-motor function |
title_full | The oral microbiome of early stage Parkinson’s disease and its relationship with functional measures of motor and non-motor function |
title_fullStr | The oral microbiome of early stage Parkinson’s disease and its relationship with functional measures of motor and non-motor function |
title_full_unstemmed | The oral microbiome of early stage Parkinson’s disease and its relationship with functional measures of motor and non-motor function |
title_short | The oral microbiome of early stage Parkinson’s disease and its relationship with functional measures of motor and non-motor function |
title_sort | oral microbiome of early stage parkinson’s disease and its relationship with functional measures of motor and non-motor function |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6597068/ https://www.ncbi.nlm.nih.gov/pubmed/31247001 http://dx.doi.org/10.1371/journal.pone.0218252 |
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