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A gut microbiome signature for cirrhosis due to nonalcoholic fatty liver disease
The presence of cirrhosis in nonalcoholic-fatty-liver-disease (NAFLD) is the most important predictor of liver-related mortality. Limited data exist concerning the diagnostic accuracy of gut-microbiome-derived signatures for detecting NAFLD-cirrhosis. Here we report 16S gut-microbiome compositions o...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6440960/ https://www.ncbi.nlm.nih.gov/pubmed/30926798 http://dx.doi.org/10.1038/s41467-019-09455-9 |
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author | Caussy, Cyrielle Tripathi, Anupriya Humphrey, Greg Bassirian, Shirin Singh, Seema Faulkner, Claire Bettencourt, Ricki Rizo, Emily Richards, Lisa Xu, Zhenjiang Z. Downes, Michael R. Evans, Ronald M. Brenner, David A. Sirlin, Claude B. Knight, Rob Loomba, Rohit |
author_facet | Caussy, Cyrielle Tripathi, Anupriya Humphrey, Greg Bassirian, Shirin Singh, Seema Faulkner, Claire Bettencourt, Ricki Rizo, Emily Richards, Lisa Xu, Zhenjiang Z. Downes, Michael R. Evans, Ronald M. Brenner, David A. Sirlin, Claude B. Knight, Rob Loomba, Rohit |
author_sort | Caussy, Cyrielle |
collection | PubMed |
description | The presence of cirrhosis in nonalcoholic-fatty-liver-disease (NAFLD) is the most important predictor of liver-related mortality. Limited data exist concerning the diagnostic accuracy of gut-microbiome-derived signatures for detecting NAFLD-cirrhosis. Here we report 16S gut-microbiome compositions of 203 uniquely well-characterized participants from a prospective twin and family cohort, including 98 probands encompassing the entire spectrum of NAFLD and 105 of their first-degree relatives, assessed by advanced magnetic-resonance-imaging. We show strong familial correlation of gut-microbiome profiles, driven by shared housing. We report a panel of 30 features, including 27 bacterial features with discriminatory ability to detect NAFLD-cirrhosis using a Random Forest classifier model. In a derivation cohort of probands, the model has a robust diagnostic accuracy (AUROC of 0.92) for detecting NAFLD-cirrhosis, confirmed in a validation cohort of relatives of proband with NAFLD-cirrhosis (AUROC of 0.87). This study provides evidence for a fecal-microbiome-derived signature to detect NAFLD-cirrhosis. |
format | Online Article Text |
id | pubmed-6440960 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-64409602019-04-01 A gut microbiome signature for cirrhosis due to nonalcoholic fatty liver disease Caussy, Cyrielle Tripathi, Anupriya Humphrey, Greg Bassirian, Shirin Singh, Seema Faulkner, Claire Bettencourt, Ricki Rizo, Emily Richards, Lisa Xu, Zhenjiang Z. Downes, Michael R. Evans, Ronald M. Brenner, David A. Sirlin, Claude B. Knight, Rob Loomba, Rohit Nat Commun Article The presence of cirrhosis in nonalcoholic-fatty-liver-disease (NAFLD) is the most important predictor of liver-related mortality. Limited data exist concerning the diagnostic accuracy of gut-microbiome-derived signatures for detecting NAFLD-cirrhosis. Here we report 16S gut-microbiome compositions of 203 uniquely well-characterized participants from a prospective twin and family cohort, including 98 probands encompassing the entire spectrum of NAFLD and 105 of their first-degree relatives, assessed by advanced magnetic-resonance-imaging. We show strong familial correlation of gut-microbiome profiles, driven by shared housing. We report a panel of 30 features, including 27 bacterial features with discriminatory ability to detect NAFLD-cirrhosis using a Random Forest classifier model. In a derivation cohort of probands, the model has a robust diagnostic accuracy (AUROC of 0.92) for detecting NAFLD-cirrhosis, confirmed in a validation cohort of relatives of proband with NAFLD-cirrhosis (AUROC of 0.87). This study provides evidence for a fecal-microbiome-derived signature to detect NAFLD-cirrhosis. Nature Publishing Group UK 2019-03-29 /pmc/articles/PMC6440960/ /pubmed/30926798 http://dx.doi.org/10.1038/s41467-019-09455-9 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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 images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Caussy, Cyrielle Tripathi, Anupriya Humphrey, Greg Bassirian, Shirin Singh, Seema Faulkner, Claire Bettencourt, Ricki Rizo, Emily Richards, Lisa Xu, Zhenjiang Z. Downes, Michael R. Evans, Ronald M. Brenner, David A. Sirlin, Claude B. Knight, Rob Loomba, Rohit A gut microbiome signature for cirrhosis due to nonalcoholic fatty liver disease |
title | A gut microbiome signature for cirrhosis due to nonalcoholic fatty liver disease |
title_full | A gut microbiome signature for cirrhosis due to nonalcoholic fatty liver disease |
title_fullStr | A gut microbiome signature for cirrhosis due to nonalcoholic fatty liver disease |
title_full_unstemmed | A gut microbiome signature for cirrhosis due to nonalcoholic fatty liver disease |
title_short | A gut microbiome signature for cirrhosis due to nonalcoholic fatty liver disease |
title_sort | gut microbiome signature for cirrhosis due to nonalcoholic fatty liver disease |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6440960/ https://www.ncbi.nlm.nih.gov/pubmed/30926798 http://dx.doi.org/10.1038/s41467-019-09455-9 |
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