Cargando…
Distinct microbes, metabolites, and ecologies define the microbiome in deficient and proficient mismatch repair colorectal cancers
BACKGROUND: Links between colorectal cancer (CRC) and the gut microbiome have been established, but the specific microbial species and their role in carcinogenesis remain an active area of inquiry. Our understanding would be enhanced by better accounting for tumor subtype, microbial community intera...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6208080/ https://www.ncbi.nlm.nih.gov/pubmed/30376889 http://dx.doi.org/10.1186/s13073-018-0586-6 |
_version_ | 1783366647350820864 |
---|---|
author | Hale, Vanessa L. Jeraldo, Patricio Chen, Jun Mundy, Michael Yao, Janet Priya, Sambhawa Keeney, Gary Lyke, Kelly Ridlon, Jason White, Bryan A. French, Amy J. Thibodeau, Stephen N. Diener, Christian Resendis-Antonio, Osbaldo Gransee, Jaime Dutta, Tumpa Petterson, Xuan-Mai Sung, Jaeyun Blekhman, Ran Boardman, Lisa Larson, David Nelson, Heidi Chia, Nicholas |
author_facet | Hale, Vanessa L. Jeraldo, Patricio Chen, Jun Mundy, Michael Yao, Janet Priya, Sambhawa Keeney, Gary Lyke, Kelly Ridlon, Jason White, Bryan A. French, Amy J. Thibodeau, Stephen N. Diener, Christian Resendis-Antonio, Osbaldo Gransee, Jaime Dutta, Tumpa Petterson, Xuan-Mai Sung, Jaeyun Blekhman, Ran Boardman, Lisa Larson, David Nelson, Heidi Chia, Nicholas |
author_sort | Hale, Vanessa L. |
collection | PubMed |
description | BACKGROUND: Links between colorectal cancer (CRC) and the gut microbiome have been established, but the specific microbial species and their role in carcinogenesis remain an active area of inquiry. Our understanding would be enhanced by better accounting for tumor subtype, microbial community interactions, metabolism, and ecology. METHODS: We collected paired colon tumor and normal-adjacent tissue and mucosa samples from 83 individuals who underwent partial or total colectomies for CRC. Mismatch repair (MMR) status was determined in each tumor sample and classified as either deficient MMR (dMMR) or proficient MMR (pMMR) tumor subtypes. Samples underwent 16S rRNA gene sequencing and a subset of samples from 50 individuals were submitted for targeted metabolomic analysis to quantify amino acids and short-chain fatty acids. A PERMANOVA was used to identify the biological variables that explained variance within the microbial communities. dMMR and pMMR microbial communities were then analyzed separately using a generalized linear mixed effects model that accounted for MMR status, sample location, intra-subject variability, and read depth. Genome-scale metabolic models were then used to generate microbial interaction networks for dMMR and pMMR microbial communities. We assessed global network properties as well as the metabolic influence of each microbe within the dMMR and pMMR networks. RESULTS: We demonstrate distinct roles for microbes in dMMR and pMMR CRC. Bacteroides fragilis and sulfidogenic Fusobacterium nucleatum were significantly enriched in dMMR CRC, but not pMMR CRC. These findings were further supported by metabolic modeling and metabolomics indicating suppression of B. fragilis in pMMR CRC and increased production of amino acid proxies for hydrogen sulfide in dMMR CRC. CONCLUSIONS: Integrating tumor biology and microbial ecology highlighted distinct microbial, metabolic, and ecological properties unique to dMMR and pMMR CRC. This approach could critically improve our ability to define, predict, prevent, and treat colorectal cancers. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13073-018-0586-6) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6208080 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-62080802018-11-16 Distinct microbes, metabolites, and ecologies define the microbiome in deficient and proficient mismatch repair colorectal cancers Hale, Vanessa L. Jeraldo, Patricio Chen, Jun Mundy, Michael Yao, Janet Priya, Sambhawa Keeney, Gary Lyke, Kelly Ridlon, Jason White, Bryan A. French, Amy J. Thibodeau, Stephen N. Diener, Christian Resendis-Antonio, Osbaldo Gransee, Jaime Dutta, Tumpa Petterson, Xuan-Mai Sung, Jaeyun Blekhman, Ran Boardman, Lisa Larson, David Nelson, Heidi Chia, Nicholas Genome Med Research BACKGROUND: Links between colorectal cancer (CRC) and the gut microbiome have been established, but the specific microbial species and their role in carcinogenesis remain an active area of inquiry. Our understanding would be enhanced by better accounting for tumor subtype, microbial community interactions, metabolism, and ecology. METHODS: We collected paired colon tumor and normal-adjacent tissue and mucosa samples from 83 individuals who underwent partial or total colectomies for CRC. Mismatch repair (MMR) status was determined in each tumor sample and classified as either deficient MMR (dMMR) or proficient MMR (pMMR) tumor subtypes. Samples underwent 16S rRNA gene sequencing and a subset of samples from 50 individuals were submitted for targeted metabolomic analysis to quantify amino acids and short-chain fatty acids. A PERMANOVA was used to identify the biological variables that explained variance within the microbial communities. dMMR and pMMR microbial communities were then analyzed separately using a generalized linear mixed effects model that accounted for MMR status, sample location, intra-subject variability, and read depth. Genome-scale metabolic models were then used to generate microbial interaction networks for dMMR and pMMR microbial communities. We assessed global network properties as well as the metabolic influence of each microbe within the dMMR and pMMR networks. RESULTS: We demonstrate distinct roles for microbes in dMMR and pMMR CRC. Bacteroides fragilis and sulfidogenic Fusobacterium nucleatum were significantly enriched in dMMR CRC, but not pMMR CRC. These findings were further supported by metabolic modeling and metabolomics indicating suppression of B. fragilis in pMMR CRC and increased production of amino acid proxies for hydrogen sulfide in dMMR CRC. CONCLUSIONS: Integrating tumor biology and microbial ecology highlighted distinct microbial, metabolic, and ecological properties unique to dMMR and pMMR CRC. This approach could critically improve our ability to define, predict, prevent, and treat colorectal cancers. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13073-018-0586-6) contains supplementary material, which is available to authorized users. BioMed Central 2018-10-31 /pmc/articles/PMC6208080/ /pubmed/30376889 http://dx.doi.org/10.1186/s13073-018-0586-6 Text en © The Author(s). 2018 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 Hale, Vanessa L. Jeraldo, Patricio Chen, Jun Mundy, Michael Yao, Janet Priya, Sambhawa Keeney, Gary Lyke, Kelly Ridlon, Jason White, Bryan A. French, Amy J. Thibodeau, Stephen N. Diener, Christian Resendis-Antonio, Osbaldo Gransee, Jaime Dutta, Tumpa Petterson, Xuan-Mai Sung, Jaeyun Blekhman, Ran Boardman, Lisa Larson, David Nelson, Heidi Chia, Nicholas Distinct microbes, metabolites, and ecologies define the microbiome in deficient and proficient mismatch repair colorectal cancers |
title | Distinct microbes, metabolites, and ecologies define the microbiome in deficient and proficient mismatch repair colorectal cancers |
title_full | Distinct microbes, metabolites, and ecologies define the microbiome in deficient and proficient mismatch repair colorectal cancers |
title_fullStr | Distinct microbes, metabolites, and ecologies define the microbiome in deficient and proficient mismatch repair colorectal cancers |
title_full_unstemmed | Distinct microbes, metabolites, and ecologies define the microbiome in deficient and proficient mismatch repair colorectal cancers |
title_short | Distinct microbes, metabolites, and ecologies define the microbiome in deficient and proficient mismatch repair colorectal cancers |
title_sort | distinct microbes, metabolites, and ecologies define the microbiome in deficient and proficient mismatch repair colorectal cancers |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6208080/ https://www.ncbi.nlm.nih.gov/pubmed/30376889 http://dx.doi.org/10.1186/s13073-018-0586-6 |
work_keys_str_mv | AT halevanessal distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT jeraldopatricio distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT chenjun distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT mundymichael distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT yaojanet distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT priyasambhawa distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT keeneygary distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT lykekelly distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT ridlonjason distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT whitebryana distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT frenchamyj distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT thibodeaustephenn distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT dienerchristian distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT resendisantonioosbaldo distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT granseejaime distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT duttatumpa distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT pettersonxuanmai distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT sungjaeyun distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT blekhmanran distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT boardmanlisa distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT larsondavid distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT nelsonheidi distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers AT chianicholas distinctmicrobesmetabolitesandecologiesdefinethemicrobiomeindeficientandproficientmismatchrepaircolorectalcancers |