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Meta-omics characteristics of intestinal microbiota associated to HBeAg seroconversion induced by oral antiviral therapy
Tenofovir and entecavir are currently designated as the preferred oral antiviral drugs for chronic hepatitis B. However, only less than 40% of patients can achieve HBeAg seroconversion. We aim at investigating the role of intestinal microbiome in HBeAg seroconversion induced by oral antiviral therap...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7864979/ https://www.ncbi.nlm.nih.gov/pubmed/33547384 http://dx.doi.org/10.1038/s41598-021-82939-1 |
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author | Zeng, Yu-Li Qin, Lei Wei, Wen-Jun Cai, Hong Yu, Xiao-Fang Zhang, Wei Wu, Xiao-Lu Liu, Xiao-Bin Chen, Wei-Ming You, Pan Hong, Mei-Zhu Liu, Yaming Dong, Xuan Shia, Ben-Chang Niu, Jian-Jun Pan, Jin-Shui |
author_facet | Zeng, Yu-Li Qin, Lei Wei, Wen-Jun Cai, Hong Yu, Xiao-Fang Zhang, Wei Wu, Xiao-Lu Liu, Xiao-Bin Chen, Wei-Ming You, Pan Hong, Mei-Zhu Liu, Yaming Dong, Xuan Shia, Ben-Chang Niu, Jian-Jun Pan, Jin-Shui |
author_sort | Zeng, Yu-Li |
collection | PubMed |
description | Tenofovir and entecavir are currently designated as the preferred oral antiviral drugs for chronic hepatitis B. However, only less than 40% of patients can achieve HBeAg seroconversion. We aim at investigating the role of intestinal microbiome in HBeAg seroconversion induced by oral antiviral therapy and describe multi-omics characteristics of HBeAg seroconversion associated intestinal flora. In this study, we prospectively collected fecal samples at baseline from the patients with HBeAg positive chronic hepatitis B who would have oral antiviral therapy. 16S rDNA sequencing and metabolomics were performed. We identified HBeAg seroconversion-related microbial signature and constructed prediction model for HBeAg seroconversion. Thirty-seven of these subjects achieved HBeAg seroconversion within 156 weeks after the initiation of oral antiviral therapy, while 41 subjects remained HBeAg positive even after over 156 weeks of therapy. A computational statistical and machine learning approach allowed us to identify a microbial signature for HBeAg seroconversion. Using random forest method, we further constructed a classifier based on the microbial signature, with area under curve being 0.749 for the test set. Patients who achieved HBeAg seroconversion tended to have lower abundance of certain fecal metabolites such as essential amino acids, and several dipeptides. By analyzing the fecal microbiota from the patients with and without HBeAg seroconversion, we showed intestinal microbiome play a critical role in HBeAg seroconversion induced by oral antiviral therapy. We also identified intestinal microbial signature that is associated with HBeAg seroconversion after oral antiviral therapy. |
format | Online Article Text |
id | pubmed-7864979 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-78649792021-02-08 Meta-omics characteristics of intestinal microbiota associated to HBeAg seroconversion induced by oral antiviral therapy Zeng, Yu-Li Qin, Lei Wei, Wen-Jun Cai, Hong Yu, Xiao-Fang Zhang, Wei Wu, Xiao-Lu Liu, Xiao-Bin Chen, Wei-Ming You, Pan Hong, Mei-Zhu Liu, Yaming Dong, Xuan Shia, Ben-Chang Niu, Jian-Jun Pan, Jin-Shui Sci Rep Article Tenofovir and entecavir are currently designated as the preferred oral antiviral drugs for chronic hepatitis B. However, only less than 40% of patients can achieve HBeAg seroconversion. We aim at investigating the role of intestinal microbiome in HBeAg seroconversion induced by oral antiviral therapy and describe multi-omics characteristics of HBeAg seroconversion associated intestinal flora. In this study, we prospectively collected fecal samples at baseline from the patients with HBeAg positive chronic hepatitis B who would have oral antiviral therapy. 16S rDNA sequencing and metabolomics were performed. We identified HBeAg seroconversion-related microbial signature and constructed prediction model for HBeAg seroconversion. Thirty-seven of these subjects achieved HBeAg seroconversion within 156 weeks after the initiation of oral antiviral therapy, while 41 subjects remained HBeAg positive even after over 156 weeks of therapy. A computational statistical and machine learning approach allowed us to identify a microbial signature for HBeAg seroconversion. Using random forest method, we further constructed a classifier based on the microbial signature, with area under curve being 0.749 for the test set. Patients who achieved HBeAg seroconversion tended to have lower abundance of certain fecal metabolites such as essential amino acids, and several dipeptides. By analyzing the fecal microbiota from the patients with and without HBeAg seroconversion, we showed intestinal microbiome play a critical role in HBeAg seroconversion induced by oral antiviral therapy. We also identified intestinal microbial signature that is associated with HBeAg seroconversion after oral antiviral therapy. Nature Publishing Group UK 2021-02-05 /pmc/articles/PMC7864979/ /pubmed/33547384 http://dx.doi.org/10.1038/s41598-021-82939-1 Text en © The Author(s) 2021 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Zeng, Yu-Li Qin, Lei Wei, Wen-Jun Cai, Hong Yu, Xiao-Fang Zhang, Wei Wu, Xiao-Lu Liu, Xiao-Bin Chen, Wei-Ming You, Pan Hong, Mei-Zhu Liu, Yaming Dong, Xuan Shia, Ben-Chang Niu, Jian-Jun Pan, Jin-Shui Meta-omics characteristics of intestinal microbiota associated to HBeAg seroconversion induced by oral antiviral therapy |
title | Meta-omics characteristics of intestinal microbiota associated to HBeAg seroconversion induced by oral antiviral therapy |
title_full | Meta-omics characteristics of intestinal microbiota associated to HBeAg seroconversion induced by oral antiviral therapy |
title_fullStr | Meta-omics characteristics of intestinal microbiota associated to HBeAg seroconversion induced by oral antiviral therapy |
title_full_unstemmed | Meta-omics characteristics of intestinal microbiota associated to HBeAg seroconversion induced by oral antiviral therapy |
title_short | Meta-omics characteristics of intestinal microbiota associated to HBeAg seroconversion induced by oral antiviral therapy |
title_sort | meta-omics characteristics of intestinal microbiota associated to hbeag seroconversion induced by oral antiviral therapy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7864979/ https://www.ncbi.nlm.nih.gov/pubmed/33547384 http://dx.doi.org/10.1038/s41598-021-82939-1 |
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