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Characterization of TMAO productivity from carnitine challenge facilitates personalized nutrition and microbiome signatures discovery
The capability of gut microbiota in degrading foods and drugs administered orally can result in diversified efficacies and toxicity interpersonally and cause significant impact on human health. Production of atherogenic trimethylamine N-oxide (TMAO) from carnitine is a gut microbiota-directed pathwa...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7676756/ https://www.ncbi.nlm.nih.gov/pubmed/33213511 http://dx.doi.org/10.1186/s40168-020-00912-y |
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author | Wu, Wei-Kai Panyod, Suraphan Liu, Po-Yu Chen, Chieh-Chang Kao, Hsien-Li Chuang, Hsiao-Li Chen, Ying-Hsien Zou, Hsin-Bai Kuo, Han-Chun Kuo, Ching-Hua Liao, Ben-Yang Chiu, Tina H. T. Chung, Ching-Hu Lin, Angela Yu-Chen Lee, Yi-Chia Tang, Sen-Lin Wang, Jin-Town Wu, Yu-Wei Hsu, Cheng-Chih Sheen, Lee-Yan Orekhov, Alexander N. Wu, Ming-Shiang |
author_facet | Wu, Wei-Kai Panyod, Suraphan Liu, Po-Yu Chen, Chieh-Chang Kao, Hsien-Li Chuang, Hsiao-Li Chen, Ying-Hsien Zou, Hsin-Bai Kuo, Han-Chun Kuo, Ching-Hua Liao, Ben-Yang Chiu, Tina H. T. Chung, Ching-Hu Lin, Angela Yu-Chen Lee, Yi-Chia Tang, Sen-Lin Wang, Jin-Town Wu, Yu-Wei Hsu, Cheng-Chih Sheen, Lee-Yan Orekhov, Alexander N. Wu, Ming-Shiang |
author_sort | Wu, Wei-Kai |
collection | PubMed |
description | The capability of gut microbiota in degrading foods and drugs administered orally can result in diversified efficacies and toxicity interpersonally and cause significant impact on human health. Production of atherogenic trimethylamine N-oxide (TMAO) from carnitine is a gut microbiota-directed pathway and varies widely among individuals. Here, we demonstrated a personalized TMAO formation and carnitine bioavailability from carnitine supplements by differentiating individual TMAO productivities with a recently developed oral carnitine challenge test (OCCT). By exploring gut microbiome in subjects characterized by TMAO producer phenotypes, we identified 39 operational taxonomy units that were highly correlated to TMAO productivity, including Emergencia timonensis, which has been recently discovered to convert γ-butyrobetaine to TMA in vitro. A microbiome-based random forest classifier was therefore constructed to predict the TMAO producer phenotype (AUROC = 0.81) which was then validated with an external cohort (AUROC = 0.80). A novel bacterium called Ihubacter massiliensis was also discovered to be a key microbe for TMA/TMAO production by using an OCCT-based humanized gnotobiotic mice model. Simply combining the presence of E. timonensis and I. massiliensis could account for 43% of high TMAO producers with 97% specificity. Collectively, this human gut microbiota phenotype-directed approach offers potential for developing precision medicine and provides insights into translational research. |
format | Online Article Text |
id | pubmed-7676756 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-76767562020-11-20 Characterization of TMAO productivity from carnitine challenge facilitates personalized nutrition and microbiome signatures discovery Wu, Wei-Kai Panyod, Suraphan Liu, Po-Yu Chen, Chieh-Chang Kao, Hsien-Li Chuang, Hsiao-Li Chen, Ying-Hsien Zou, Hsin-Bai Kuo, Han-Chun Kuo, Ching-Hua Liao, Ben-Yang Chiu, Tina H. T. Chung, Ching-Hu Lin, Angela Yu-Chen Lee, Yi-Chia Tang, Sen-Lin Wang, Jin-Town Wu, Yu-Wei Hsu, Cheng-Chih Sheen, Lee-Yan Orekhov, Alexander N. Wu, Ming-Shiang Microbiome Research The capability of gut microbiota in degrading foods and drugs administered orally can result in diversified efficacies and toxicity interpersonally and cause significant impact on human health. Production of atherogenic trimethylamine N-oxide (TMAO) from carnitine is a gut microbiota-directed pathway and varies widely among individuals. Here, we demonstrated a personalized TMAO formation and carnitine bioavailability from carnitine supplements by differentiating individual TMAO productivities with a recently developed oral carnitine challenge test (OCCT). By exploring gut microbiome in subjects characterized by TMAO producer phenotypes, we identified 39 operational taxonomy units that were highly correlated to TMAO productivity, including Emergencia timonensis, which has been recently discovered to convert γ-butyrobetaine to TMA in vitro. A microbiome-based random forest classifier was therefore constructed to predict the TMAO producer phenotype (AUROC = 0.81) which was then validated with an external cohort (AUROC = 0.80). A novel bacterium called Ihubacter massiliensis was also discovered to be a key microbe for TMA/TMAO production by using an OCCT-based humanized gnotobiotic mice model. Simply combining the presence of E. timonensis and I. massiliensis could account for 43% of high TMAO producers with 97% specificity. Collectively, this human gut microbiota phenotype-directed approach offers potential for developing precision medicine and provides insights into translational research. BioMed Central 2020-11-19 /pmc/articles/PMC7676756/ /pubmed/33213511 http://dx.doi.org/10.1186/s40168-020-00912-y Text en © The Author(s) 2020 Open AccessThis 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/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Wu, Wei-Kai Panyod, Suraphan Liu, Po-Yu Chen, Chieh-Chang Kao, Hsien-Li Chuang, Hsiao-Li Chen, Ying-Hsien Zou, Hsin-Bai Kuo, Han-Chun Kuo, Ching-Hua Liao, Ben-Yang Chiu, Tina H. T. Chung, Ching-Hu Lin, Angela Yu-Chen Lee, Yi-Chia Tang, Sen-Lin Wang, Jin-Town Wu, Yu-Wei Hsu, Cheng-Chih Sheen, Lee-Yan Orekhov, Alexander N. Wu, Ming-Shiang Characterization of TMAO productivity from carnitine challenge facilitates personalized nutrition and microbiome signatures discovery |
title | Characterization of TMAO productivity from carnitine challenge facilitates personalized nutrition and microbiome signatures discovery |
title_full | Characterization of TMAO productivity from carnitine challenge facilitates personalized nutrition and microbiome signatures discovery |
title_fullStr | Characterization of TMAO productivity from carnitine challenge facilitates personalized nutrition and microbiome signatures discovery |
title_full_unstemmed | Characterization of TMAO productivity from carnitine challenge facilitates personalized nutrition and microbiome signatures discovery |
title_short | Characterization of TMAO productivity from carnitine challenge facilitates personalized nutrition and microbiome signatures discovery |
title_sort | characterization of tmao productivity from carnitine challenge facilitates personalized nutrition and microbiome signatures discovery |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7676756/ https://www.ncbi.nlm.nih.gov/pubmed/33213511 http://dx.doi.org/10.1186/s40168-020-00912-y |
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