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Functional Microbiomics Reveals Alterations of the Gut Microbiome and Host Co‐Metabolism in Patients With Alcoholic Hepatitis
Alcohol‐related liver disease is a major public health burden, and the gut microbiota is an important contributor to disease pathogenesis. The aim of the present study is to characterize functional alterations of the gut microbiota and test their performance for short‐term mortality prediction in pa...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7395072/ https://www.ncbi.nlm.nih.gov/pubmed/32766476 http://dx.doi.org/10.1002/hep4.1537 |
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author | Gao, Bei Duan, Yi Lang, Sonja Barupal, Dinesh Wu, Tsung‐Chin Valdiviez, Luis Roberts, Bryan Choy, Ying Yng Shen, Tong Byram, Gregory Zhang, Ying Fan, Sili Wancewicz, Benjamin Shao, Yan Vervier, Kevin Wang, Yanhan Zhou, Rongrong Jiang, Lu Nath, Shilpa Loomba, Rohit Abraldes, Juan G. Bataller, Ramon Tu, Xin M. Stärkel, Peter Lawley, Trevor D. Fiehn, Oliver Schnabl, Bernd |
author_facet | Gao, Bei Duan, Yi Lang, Sonja Barupal, Dinesh Wu, Tsung‐Chin Valdiviez, Luis Roberts, Bryan Choy, Ying Yng Shen, Tong Byram, Gregory Zhang, Ying Fan, Sili Wancewicz, Benjamin Shao, Yan Vervier, Kevin Wang, Yanhan Zhou, Rongrong Jiang, Lu Nath, Shilpa Loomba, Rohit Abraldes, Juan G. Bataller, Ramon Tu, Xin M. Stärkel, Peter Lawley, Trevor D. Fiehn, Oliver Schnabl, Bernd |
author_sort | Gao, Bei |
collection | PubMed |
description | Alcohol‐related liver disease is a major public health burden, and the gut microbiota is an important contributor to disease pathogenesis. The aim of the present study is to characterize functional alterations of the gut microbiota and test their performance for short‐term mortality prediction in patients with alcoholic hepatitis. We integrated shotgun metagenomics with untargeted metabolomics to investigate functional alterations of the gut microbiota and host co‐metabolism in a multicenter cohort of patients with alcoholic hepatitis. Profound changes were found in the gut microbial composition, functional metagenome, serum, and fecal metabolomes in patients with alcoholic hepatitis compared with nonalcoholic controls. We demonstrate that in comparison with single omics alone, the performance to predict 30‐day mortality was improved when combining microbial pathways with respective serum metabolites in patients with alcoholic hepatitis. The area under the receiver operating curve was higher than 0.85 for the tryptophan, isoleucine, and methionine pathways as predictors for 30‐day mortality, but achieved 0.989 for using the urea cycle pathway in combination with serum urea, with a bias‐corrected prediction error of 0.083 when using leave‐one‐out cross validation. Conclusion: Our study reveals changes in key microbial metabolic pathways associated with disease severity that predict short‐term mortality in our cohort of patients with alcoholic hepatitis. |
format | Online Article Text |
id | pubmed-7395072 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-73950722020-08-05 Functional Microbiomics Reveals Alterations of the Gut Microbiome and Host Co‐Metabolism in Patients With Alcoholic Hepatitis Gao, Bei Duan, Yi Lang, Sonja Barupal, Dinesh Wu, Tsung‐Chin Valdiviez, Luis Roberts, Bryan Choy, Ying Yng Shen, Tong Byram, Gregory Zhang, Ying Fan, Sili Wancewicz, Benjamin Shao, Yan Vervier, Kevin Wang, Yanhan Zhou, Rongrong Jiang, Lu Nath, Shilpa Loomba, Rohit Abraldes, Juan G. Bataller, Ramon Tu, Xin M. Stärkel, Peter Lawley, Trevor D. Fiehn, Oliver Schnabl, Bernd Hepatol Commun Original Articles Alcohol‐related liver disease is a major public health burden, and the gut microbiota is an important contributor to disease pathogenesis. The aim of the present study is to characterize functional alterations of the gut microbiota and test their performance for short‐term mortality prediction in patients with alcoholic hepatitis. We integrated shotgun metagenomics with untargeted metabolomics to investigate functional alterations of the gut microbiota and host co‐metabolism in a multicenter cohort of patients with alcoholic hepatitis. Profound changes were found in the gut microbial composition, functional metagenome, serum, and fecal metabolomes in patients with alcoholic hepatitis compared with nonalcoholic controls. We demonstrate that in comparison with single omics alone, the performance to predict 30‐day mortality was improved when combining microbial pathways with respective serum metabolites in patients with alcoholic hepatitis. The area under the receiver operating curve was higher than 0.85 for the tryptophan, isoleucine, and methionine pathways as predictors for 30‐day mortality, but achieved 0.989 for using the urea cycle pathway in combination with serum urea, with a bias‐corrected prediction error of 0.083 when using leave‐one‐out cross validation. Conclusion: Our study reveals changes in key microbial metabolic pathways associated with disease severity that predict short‐term mortality in our cohort of patients with alcoholic hepatitis. John Wiley and Sons Inc. 2020-06-19 /pmc/articles/PMC7395072/ /pubmed/32766476 http://dx.doi.org/10.1002/hep4.1537 Text en © 2020 The Authors. Hepatology Communications published by Wiley Periodicals, Inc., on behalf of the American Association for the Study of Liver Diseases. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Articles Gao, Bei Duan, Yi Lang, Sonja Barupal, Dinesh Wu, Tsung‐Chin Valdiviez, Luis Roberts, Bryan Choy, Ying Yng Shen, Tong Byram, Gregory Zhang, Ying Fan, Sili Wancewicz, Benjamin Shao, Yan Vervier, Kevin Wang, Yanhan Zhou, Rongrong Jiang, Lu Nath, Shilpa Loomba, Rohit Abraldes, Juan G. Bataller, Ramon Tu, Xin M. Stärkel, Peter Lawley, Trevor D. Fiehn, Oliver Schnabl, Bernd Functional Microbiomics Reveals Alterations of the Gut Microbiome and Host Co‐Metabolism in Patients With Alcoholic Hepatitis |
title | Functional Microbiomics Reveals Alterations of the Gut Microbiome and Host Co‐Metabolism in Patients With Alcoholic Hepatitis |
title_full | Functional Microbiomics Reveals Alterations of the Gut Microbiome and Host Co‐Metabolism in Patients With Alcoholic Hepatitis |
title_fullStr | Functional Microbiomics Reveals Alterations of the Gut Microbiome and Host Co‐Metabolism in Patients With Alcoholic Hepatitis |
title_full_unstemmed | Functional Microbiomics Reveals Alterations of the Gut Microbiome and Host Co‐Metabolism in Patients With Alcoholic Hepatitis |
title_short | Functional Microbiomics Reveals Alterations of the Gut Microbiome and Host Co‐Metabolism in Patients With Alcoholic Hepatitis |
title_sort | functional microbiomics reveals alterations of the gut microbiome and host co‐metabolism in patients with alcoholic hepatitis |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7395072/ https://www.ncbi.nlm.nih.gov/pubmed/32766476 http://dx.doi.org/10.1002/hep4.1537 |
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