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Dysbiosis, inflammation, and response to treatment: a longitudinal study of pediatric subjects with newly diagnosed inflammatory bowel disease
BACKGROUND: Gut microbiome dysbiosis has been demonstrated in subjects with newly diagnosed and chronic inflammatory bowel disease (IBD). In this study we sought to explore longitudinal changes in dysbiosis and ascertain associations between dysbiosis and markers of disease activity and treatment ou...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4944441/ https://www.ncbi.nlm.nih.gov/pubmed/27412252 http://dx.doi.org/10.1186/s13073-016-0331-y |
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author | Shaw, Kelly A. Bertha, Madeline Hofmekler, Tatyana Chopra, Pankaj Vatanen, Tommi Srivatsa, Abhiram Prince, Jarod Kumar, Archana Sauer, Cary Zwick, Michael E. Satten, Glen A. Kostic, Aleksandar D. Mulle, Jennifer G. Xavier, Ramnik J. Kugathasan, Subra |
author_facet | Shaw, Kelly A. Bertha, Madeline Hofmekler, Tatyana Chopra, Pankaj Vatanen, Tommi Srivatsa, Abhiram Prince, Jarod Kumar, Archana Sauer, Cary Zwick, Michael E. Satten, Glen A. Kostic, Aleksandar D. Mulle, Jennifer G. Xavier, Ramnik J. Kugathasan, Subra |
author_sort | Shaw, Kelly A. |
collection | PubMed |
description | BACKGROUND: Gut microbiome dysbiosis has been demonstrated in subjects with newly diagnosed and chronic inflammatory bowel disease (IBD). In this study we sought to explore longitudinal changes in dysbiosis and ascertain associations between dysbiosis and markers of disease activity and treatment outcome. METHODS: We performed a prospective cohort study of 19 treatment-naïve pediatric IBD subjects and 10 healthy controls, measuring fecal calprotectin and assessing the gut microbiome via repeated stool samples. Associations between clinical characteristics and the microbiome were tested using generalized estimating equations. Random forest classification was used to predict ultimate treatment response (presence of mucosal healing at follow-up colonoscopy) or non-response using patients’ pretreatment samples. RESULTS: Patients with Crohn’s disease had increased markers of inflammation and dysbiosis compared to controls. Patients with ulcerative colitis had even higher inflammation and dysbiosis compared to those with Crohn’s disease. For all cases, the gut microbial dysbiosis index associated significantly with clinical and biological measures of disease severity, but did not associate with treatment response. We found differences in specific gut microbiome genera between cases/controls and responders/non-responders including Akkermansia, Coprococcus, Fusobacterium, Veillonella, Faecalibacterium, and Adlercreutzia. Using pretreatment microbiome data in a weighted random forest classifier, we were able to obtain 76.5 % accuracy for prediction of responder status. CONCLUSIONS: Patient dysbiosis improved over time but persisted even among those who responded to treatment and achieved mucosal healing. Although dysbiosis index was not significantly different between responders and non-responders, we found specific genus-level differences. We found that pretreatment microbiome signatures are a promising avenue for prediction of remission and response to treatment. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13073-016-0331-y) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4944441 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-49444412016-07-15 Dysbiosis, inflammation, and response to treatment: a longitudinal study of pediatric subjects with newly diagnosed inflammatory bowel disease Shaw, Kelly A. Bertha, Madeline Hofmekler, Tatyana Chopra, Pankaj Vatanen, Tommi Srivatsa, Abhiram Prince, Jarod Kumar, Archana Sauer, Cary Zwick, Michael E. Satten, Glen A. Kostic, Aleksandar D. Mulle, Jennifer G. Xavier, Ramnik J. Kugathasan, Subra Genome Med Research BACKGROUND: Gut microbiome dysbiosis has been demonstrated in subjects with newly diagnosed and chronic inflammatory bowel disease (IBD). In this study we sought to explore longitudinal changes in dysbiosis and ascertain associations between dysbiosis and markers of disease activity and treatment outcome. METHODS: We performed a prospective cohort study of 19 treatment-naïve pediatric IBD subjects and 10 healthy controls, measuring fecal calprotectin and assessing the gut microbiome via repeated stool samples. Associations between clinical characteristics and the microbiome were tested using generalized estimating equations. Random forest classification was used to predict ultimate treatment response (presence of mucosal healing at follow-up colonoscopy) or non-response using patients’ pretreatment samples. RESULTS: Patients with Crohn’s disease had increased markers of inflammation and dysbiosis compared to controls. Patients with ulcerative colitis had even higher inflammation and dysbiosis compared to those with Crohn’s disease. For all cases, the gut microbial dysbiosis index associated significantly with clinical and biological measures of disease severity, but did not associate with treatment response. We found differences in specific gut microbiome genera between cases/controls and responders/non-responders including Akkermansia, Coprococcus, Fusobacterium, Veillonella, Faecalibacterium, and Adlercreutzia. Using pretreatment microbiome data in a weighted random forest classifier, we were able to obtain 76.5 % accuracy for prediction of responder status. CONCLUSIONS: Patient dysbiosis improved over time but persisted even among those who responded to treatment and achieved mucosal healing. Although dysbiosis index was not significantly different between responders and non-responders, we found specific genus-level differences. We found that pretreatment microbiome signatures are a promising avenue for prediction of remission and response to treatment. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13073-016-0331-y) contains supplementary material, which is available to authorized users. BioMed Central 2016-07-13 /pmc/articles/PMC4944441/ /pubmed/27412252 http://dx.doi.org/10.1186/s13073-016-0331-y Text en © The Author(s). 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Shaw, Kelly A. Bertha, Madeline Hofmekler, Tatyana Chopra, Pankaj Vatanen, Tommi Srivatsa, Abhiram Prince, Jarod Kumar, Archana Sauer, Cary Zwick, Michael E. Satten, Glen A. Kostic, Aleksandar D. Mulle, Jennifer G. Xavier, Ramnik J. Kugathasan, Subra Dysbiosis, inflammation, and response to treatment: a longitudinal study of pediatric subjects with newly diagnosed inflammatory bowel disease |
title | Dysbiosis, inflammation, and response to treatment: a longitudinal study of pediatric subjects with newly diagnosed inflammatory bowel disease |
title_full | Dysbiosis, inflammation, and response to treatment: a longitudinal study of pediatric subjects with newly diagnosed inflammatory bowel disease |
title_fullStr | Dysbiosis, inflammation, and response to treatment: a longitudinal study of pediatric subjects with newly diagnosed inflammatory bowel disease |
title_full_unstemmed | Dysbiosis, inflammation, and response to treatment: a longitudinal study of pediatric subjects with newly diagnosed inflammatory bowel disease |
title_short | Dysbiosis, inflammation, and response to treatment: a longitudinal study of pediatric subjects with newly diagnosed inflammatory bowel disease |
title_sort | dysbiosis, inflammation, and response to treatment: a longitudinal study of pediatric subjects with newly diagnosed inflammatory bowel disease |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4944441/ https://www.ncbi.nlm.nih.gov/pubmed/27412252 http://dx.doi.org/10.1186/s13073-016-0331-y |
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