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Compositional and genetic alterations in Graves’ disease gut microbiome reveal specific diagnostic biomarkers
Graves’ Disease is the most common organ-specific autoimmune disease and has been linked in small pilot studies to taxonomic markers within the gut microbiome. Important limitations of this work include small sample sizes and low-resolution taxonomic markers. Accordingly, we studied 162 gut microbio...
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/PMC8528855/ https://www.ncbi.nlm.nih.gov/pubmed/34079079 http://dx.doi.org/10.1038/s41396-021-01016-7 |
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author | Zhu, Qiyun Hou, Qiangchuan Huang, Shi Ou, Qianying Huo, Dongxue Vázquez-Baeza, Yoshiki Cen, Chaoping Cantu, Victor Estaki, Mehrbod Chang, Haibo Belda-Ferre, Pedro Kim, Ho-Cheol Chen, Kaining Knight, Rob Zhang, Jiachao |
author_facet | Zhu, Qiyun Hou, Qiangchuan Huang, Shi Ou, Qianying Huo, Dongxue Vázquez-Baeza, Yoshiki Cen, Chaoping Cantu, Victor Estaki, Mehrbod Chang, Haibo Belda-Ferre, Pedro Kim, Ho-Cheol Chen, Kaining Knight, Rob Zhang, Jiachao |
author_sort | Zhu, Qiyun |
collection | PubMed |
description | Graves’ Disease is the most common organ-specific autoimmune disease and has been linked in small pilot studies to taxonomic markers within the gut microbiome. Important limitations of this work include small sample sizes and low-resolution taxonomic markers. Accordingly, we studied 162 gut microbiomes of mild and severe Graves’ disease (GD) patients and healthy controls. Taxonomic and functional analyses based on metagenome-assembled genomes (MAGs) and MAG-annotated genes, together with predicted metabolic functions and metabolite profiles, revealed a well-defined network of MAGs, genes and clinical indexes separating healthy from GD subjects. A supervised classification model identified a combination of biomarkers including microbial species, MAGs, genes and SNPs, with predictive power superior to models from any single biomarker type (AUC = 0.98). Global, cross-disease multi-cohort analysis of gut microbiomes revealed high specificity of these GD biomarkers, notably discriminating against Parkinson’s Disease, and suggesting that non-invasive stool-based diagnostics will be useful for these diseases. |
format | Online Article Text |
id | pubmed-8528855 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-85288552021-10-22 Compositional and genetic alterations in Graves’ disease gut microbiome reveal specific diagnostic biomarkers Zhu, Qiyun Hou, Qiangchuan Huang, Shi Ou, Qianying Huo, Dongxue Vázquez-Baeza, Yoshiki Cen, Chaoping Cantu, Victor Estaki, Mehrbod Chang, Haibo Belda-Ferre, Pedro Kim, Ho-Cheol Chen, Kaining Knight, Rob Zhang, Jiachao ISME J Article Graves’ Disease is the most common organ-specific autoimmune disease and has been linked in small pilot studies to taxonomic markers within the gut microbiome. Important limitations of this work include small sample sizes and low-resolution taxonomic markers. Accordingly, we studied 162 gut microbiomes of mild and severe Graves’ disease (GD) patients and healthy controls. Taxonomic and functional analyses based on metagenome-assembled genomes (MAGs) and MAG-annotated genes, together with predicted metabolic functions and metabolite profiles, revealed a well-defined network of MAGs, genes and clinical indexes separating healthy from GD subjects. A supervised classification model identified a combination of biomarkers including microbial species, MAGs, genes and SNPs, with predictive power superior to models from any single biomarker type (AUC = 0.98). Global, cross-disease multi-cohort analysis of gut microbiomes revealed high specificity of these GD biomarkers, notably discriminating against Parkinson’s Disease, and suggesting that non-invasive stool-based diagnostics will be useful for these diseases. Nature Publishing Group UK 2021-06-02 2021-11 /pmc/articles/PMC8528855/ /pubmed/34079079 http://dx.doi.org/10.1038/s41396-021-01016-7 Text en © The Author(s) 2021, corrected publication 2021 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Zhu, Qiyun Hou, Qiangchuan Huang, Shi Ou, Qianying Huo, Dongxue Vázquez-Baeza, Yoshiki Cen, Chaoping Cantu, Victor Estaki, Mehrbod Chang, Haibo Belda-Ferre, Pedro Kim, Ho-Cheol Chen, Kaining Knight, Rob Zhang, Jiachao Compositional and genetic alterations in Graves’ disease gut microbiome reveal specific diagnostic biomarkers |
title | Compositional and genetic alterations in Graves’ disease gut microbiome reveal specific diagnostic biomarkers |
title_full | Compositional and genetic alterations in Graves’ disease gut microbiome reveal specific diagnostic biomarkers |
title_fullStr | Compositional and genetic alterations in Graves’ disease gut microbiome reveal specific diagnostic biomarkers |
title_full_unstemmed | Compositional and genetic alterations in Graves’ disease gut microbiome reveal specific diagnostic biomarkers |
title_short | Compositional and genetic alterations in Graves’ disease gut microbiome reveal specific diagnostic biomarkers |
title_sort | compositional and genetic alterations in graves’ disease gut microbiome reveal specific diagnostic biomarkers |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8528855/ https://www.ncbi.nlm.nih.gov/pubmed/34079079 http://dx.doi.org/10.1038/s41396-021-01016-7 |
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