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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
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.
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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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