Detecting Microbial Dysbiosis Associated with Pediatric Crohn Disease Despite the High Variability of the Gut Microbiota

The relationship between the host and its microbiota is challenging to understand because both microbial communities and their environments are highly variable. We have developed a set of techniques based on population dynamics and information theory to address this challenge. These methods identify...

Cijeli opis

Bibliografski detalji
Glavni autori: Wang, Feng, Kaplan, Jess L., Gold, Benjamin D., Bhasin, Manoj K., Ward, Naomi L., Kellermayer, Richard, Kirschner, Barbara S., Heyman, Melvin B., Dowd, Scot E., Cox, Stephen B., Dogan, Haluk, Steven, Blaire, Ferry, George D., Cohen, Stanley A., Baldassano, Robert N., Moran, Christopher J., Garnett, Elizabeth A., Drake, Lauren, Otu, Hasan H., Libermann, Towia A., Winter, Harland S., Korolev, Kirill S., Mirny, Leonid A
Daljnji autori: Massachusetts Institute of Technology. Institute for Medical Engineering & Science
Format: Članak
Jezik:en_US
Izdano: Elsevier 2016
Online pristup:http://hdl.handle.net/1721.1/101707
https://orcid.org/0000-0002-0785-5410
_version_ 1826192848330948608
author Wang, Feng
Kaplan, Jess L.
Gold, Benjamin D.
Bhasin, Manoj K.
Ward, Naomi L.
Kellermayer, Richard
Kirschner, Barbara S.
Heyman, Melvin B.
Dowd, Scot E.
Cox, Stephen B.
Dogan, Haluk
Steven, Blaire
Ferry, George D.
Cohen, Stanley A.
Baldassano, Robert N.
Moran, Christopher J.
Garnett, Elizabeth A.
Drake, Lauren
Otu, Hasan H.
Libermann, Towia A.
Winter, Harland S.
Korolev, Kirill S.
Mirny, Leonid A
author2 Massachusetts Institute of Technology. Institute for Medical Engineering & Science
author_facet Massachusetts Institute of Technology. Institute for Medical Engineering & Science
Wang, Feng
Kaplan, Jess L.
Gold, Benjamin D.
Bhasin, Manoj K.
Ward, Naomi L.
Kellermayer, Richard
Kirschner, Barbara S.
Heyman, Melvin B.
Dowd, Scot E.
Cox, Stephen B.
Dogan, Haluk
Steven, Blaire
Ferry, George D.
Cohen, Stanley A.
Baldassano, Robert N.
Moran, Christopher J.
Garnett, Elizabeth A.
Drake, Lauren
Otu, Hasan H.
Libermann, Towia A.
Winter, Harland S.
Korolev, Kirill S.
Mirny, Leonid A
author_sort Wang, Feng
collection MIT
description The relationship between the host and its microbiota is challenging to understand because both microbial communities and their environments are highly variable. We have developed a set of techniques based on population dynamics and information theory to address this challenge. These methods identify additional bacterial taxa associated with pediatric Crohn disease and can detect significant changes in microbial communities with fewer samples than previous statistical approaches required. We have also substantially improved the accuracy of the diagnosis based on the microbiota from stool samples, and we found that the ecological niche of a microbe predicts its role in Crohn disease. Bacteria typically residing in the lumen of healthy individuals decrease in disease, whereas bacteria typically residing on the mucosa of healthy individuals increase in disease. Our results also show that the associations with Crohn disease are evolutionarily conserved and provide a mutual information-based method to depict dysbiosis.
first_indexed 2024-09-23T09:29:48Z
format Article
id mit-1721.1/101707
institution Massachusetts Institute of Technology
language en_US
last_indexed 2024-09-23T09:29:48Z
publishDate 2016
publisher Elsevier
record_format dspace
spelling mit-1721.1/1017072022-09-30T14:49:51Z Detecting Microbial Dysbiosis Associated with Pediatric Crohn Disease Despite the High Variability of the Gut Microbiota Wang, Feng Kaplan, Jess L. Gold, Benjamin D. Bhasin, Manoj K. Ward, Naomi L. Kellermayer, Richard Kirschner, Barbara S. Heyman, Melvin B. Dowd, Scot E. Cox, Stephen B. Dogan, Haluk Steven, Blaire Ferry, George D. Cohen, Stanley A. Baldassano, Robert N. Moran, Christopher J. Garnett, Elizabeth A. Drake, Lauren Otu, Hasan H. Libermann, Towia A. Winter, Harland S. Korolev, Kirill S. Mirny, Leonid A Massachusetts Institute of Technology. Institute for Medical Engineering & Science Mirny, Leonid A. The relationship between the host and its microbiota is challenging to understand because both microbial communities and their environments are highly variable. We have developed a set of techniques based on population dynamics and information theory to address this challenge. These methods identify additional bacterial taxa associated with pediatric Crohn disease and can detect significant changes in microbial communities with fewer samples than previous statistical approaches required. We have also substantially improved the accuracy of the diagnosis based on the microbiota from stool samples, and we found that the ecological niche of a microbe predicts its role in Crohn disease. Bacteria typically residing in the lumen of healthy individuals decrease in disease, whereas bacteria typically residing on the mucosa of healthy individuals increase in disease. Our results also show that the associations with Crohn disease are evolutionarily conserved and provide a mutual information-based method to depict dysbiosis. 2016-03-15T00:52:29Z 2016-03-15T00:52:29Z 2016-01 2015-12 Article http://purl.org/eprint/type/JournalArticle 22111247 http://hdl.handle.net/1721.1/101707 Wang, Feng, Jess L. Kaplan, Benjamin D. Gold, Manoj K. Bhasin, Naomi L. Ward, Richard Kellermayer, Barbara S. Kirschner, et al. “Detecting Microbial Dysbiosis Associated with Pediatric Crohn Disease Despite the High Variability of the Gut Microbiota.” Cell Reports 14, no. 4 (February 2016): 945–955. https://orcid.org/0000-0002-0785-5410 en_US http://dx.doi.org/10.1016/j.celrep.2015.12.088 Cell Reports Creative Commons Attribution http://creativecommons.org/licenses/by-nc-nd/4.0/ application/pdf Elsevier Elsevier
spellingShingle Wang, Feng
Kaplan, Jess L.
Gold, Benjamin D.
Bhasin, Manoj K.
Ward, Naomi L.
Kellermayer, Richard
Kirschner, Barbara S.
Heyman, Melvin B.
Dowd, Scot E.
Cox, Stephen B.
Dogan, Haluk
Steven, Blaire
Ferry, George D.
Cohen, Stanley A.
Baldassano, Robert N.
Moran, Christopher J.
Garnett, Elizabeth A.
Drake, Lauren
Otu, Hasan H.
Libermann, Towia A.
Winter, Harland S.
Korolev, Kirill S.
Mirny, Leonid A
Detecting Microbial Dysbiosis Associated with Pediatric Crohn Disease Despite the High Variability of the Gut Microbiota
title Detecting Microbial Dysbiosis Associated with Pediatric Crohn Disease Despite the High Variability of the Gut Microbiota
title_full Detecting Microbial Dysbiosis Associated with Pediatric Crohn Disease Despite the High Variability of the Gut Microbiota
title_fullStr Detecting Microbial Dysbiosis Associated with Pediatric Crohn Disease Despite the High Variability of the Gut Microbiota
title_full_unstemmed Detecting Microbial Dysbiosis Associated with Pediatric Crohn Disease Despite the High Variability of the Gut Microbiota
title_short Detecting Microbial Dysbiosis Associated with Pediatric Crohn Disease Despite the High Variability of the Gut Microbiota
title_sort detecting microbial dysbiosis associated with pediatric crohn disease despite the high variability of the gut microbiota
url http://hdl.handle.net/1721.1/101707
https://orcid.org/0000-0002-0785-5410
work_keys_str_mv AT wangfeng detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT kaplanjessl detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT goldbenjamind detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT bhasinmanojk detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT wardnaomil detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT kellermayerrichard detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT kirschnerbarbaras detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT heymanmelvinb detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT dowdscote detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT coxstephenb detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT doganhaluk detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT stevenblaire detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT ferrygeorged detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT cohenstanleya detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT baldassanorobertn detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT moranchristopherj detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT garnettelizabetha detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT drakelauren detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT otuhasanh detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT libermanntowiaa detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT winterharlands detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT korolevkirills detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota
AT mirnyleonida detectingmicrobialdysbiosisassociatedwithpediatriccrohndiseasedespitethehighvariabilityofthegutmicrobiota