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Evidence of a causal and modifiable relationship between kidney function and circulating trimethylamine N-oxide
The host-microbiota co-metabolite trimethylamine N-oxide (TMAO) is linked to increased cardiovascular risk but how its circulating levels are regulated remains unclear. We applied “explainable” machine learning, univariate, multivariate and mediation analyses of fasting plasma TMAO concentration and...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10511707/ https://www.ncbi.nlm.nih.gov/pubmed/37730687 http://dx.doi.org/10.1038/s41467-023-39824-4 |
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author | Andrikopoulos, Petros Aron-Wisnewsky, Judith Chakaroun, Rima Myridakis, Antonis Forslund, Sofia K. Nielsen, Trine Adriouch, Solia Holmes, Bridget Chilloux, Julien Vieira-Silva, Sara Falony, Gwen Salem, Joe-Elie Andreelli, Fabrizio Belda, Eugeni Kieswich, Julius Chechi, Kanta Puig-Castellvi, Francesc Chevalier, Mickael Le Chatelier, Emmanuelle Olanipekun, Michael T. Hoyles, Lesley Alves, Renato Helft, Gerard Isnard, Richard Køber, Lars Coelho, Luis Pedro Rouault, Christine Gauguier, Dominique Gøtze, Jens Peter Prifti, Edi Froguel, Philippe Zucker, Jean-Daniel Bäckhed, Fredrik Vestergaard, Henrik Hansen, Torben Oppert, Jean-Michel Blüher, Matthias Nielsen, Jens Raes, Jeroen Bork, Peer Yaqoob, Muhammad M. Stumvoll, Michael Pedersen, Oluf Ehrlich, S. Dusko Clément, Karine Dumas, Marc-Emmanuel |
author_facet | Andrikopoulos, Petros Aron-Wisnewsky, Judith Chakaroun, Rima Myridakis, Antonis Forslund, Sofia K. Nielsen, Trine Adriouch, Solia Holmes, Bridget Chilloux, Julien Vieira-Silva, Sara Falony, Gwen Salem, Joe-Elie Andreelli, Fabrizio Belda, Eugeni Kieswich, Julius Chechi, Kanta Puig-Castellvi, Francesc Chevalier, Mickael Le Chatelier, Emmanuelle Olanipekun, Michael T. Hoyles, Lesley Alves, Renato Helft, Gerard Isnard, Richard Køber, Lars Coelho, Luis Pedro Rouault, Christine Gauguier, Dominique Gøtze, Jens Peter Prifti, Edi Froguel, Philippe Zucker, Jean-Daniel Bäckhed, Fredrik Vestergaard, Henrik Hansen, Torben Oppert, Jean-Michel Blüher, Matthias Nielsen, Jens Raes, Jeroen Bork, Peer Yaqoob, Muhammad M. Stumvoll, Michael Pedersen, Oluf Ehrlich, S. Dusko Clément, Karine Dumas, Marc-Emmanuel |
author_sort | Andrikopoulos, Petros |
collection | PubMed |
description | The host-microbiota co-metabolite trimethylamine N-oxide (TMAO) is linked to increased cardiovascular risk but how its circulating levels are regulated remains unclear. We applied “explainable” machine learning, univariate, multivariate and mediation analyses of fasting plasma TMAO concentration and a multitude of phenotypes in 1,741 adult Europeans of the MetaCardis study. Here we show that next to age, kidney function is the primary variable predicting circulating TMAO, with microbiota composition and diet playing minor, albeit significant, roles. Mediation analysis suggests a causal relationship between TMAO and kidney function that we corroborate in preclinical models where TMAO exposure increases kidney scarring. Consistent with our findings, patients receiving glucose-lowering drugs with reno-protective properties have significantly lower circulating TMAO when compared to propensity-score matched control individuals. Our analyses uncover a bidirectional relationship between kidney function and TMAO that can potentially be modified by reno-protective anti-diabetic drugs and suggest a clinically actionable intervention for decreasing TMAO-associated excess cardiovascular risk. |
format | Online Article Text |
id | pubmed-10511707 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-105117072023-09-22 Evidence of a causal and modifiable relationship between kidney function and circulating trimethylamine N-oxide Andrikopoulos, Petros Aron-Wisnewsky, Judith Chakaroun, Rima Myridakis, Antonis Forslund, Sofia K. Nielsen, Trine Adriouch, Solia Holmes, Bridget Chilloux, Julien Vieira-Silva, Sara Falony, Gwen Salem, Joe-Elie Andreelli, Fabrizio Belda, Eugeni Kieswich, Julius Chechi, Kanta Puig-Castellvi, Francesc Chevalier, Mickael Le Chatelier, Emmanuelle Olanipekun, Michael T. Hoyles, Lesley Alves, Renato Helft, Gerard Isnard, Richard Køber, Lars Coelho, Luis Pedro Rouault, Christine Gauguier, Dominique Gøtze, Jens Peter Prifti, Edi Froguel, Philippe Zucker, Jean-Daniel Bäckhed, Fredrik Vestergaard, Henrik Hansen, Torben Oppert, Jean-Michel Blüher, Matthias Nielsen, Jens Raes, Jeroen Bork, Peer Yaqoob, Muhammad M. Stumvoll, Michael Pedersen, Oluf Ehrlich, S. Dusko Clément, Karine Dumas, Marc-Emmanuel Nat Commun Article The host-microbiota co-metabolite trimethylamine N-oxide (TMAO) is linked to increased cardiovascular risk but how its circulating levels are regulated remains unclear. We applied “explainable” machine learning, univariate, multivariate and mediation analyses of fasting plasma TMAO concentration and a multitude of phenotypes in 1,741 adult Europeans of the MetaCardis study. Here we show that next to age, kidney function is the primary variable predicting circulating TMAO, with microbiota composition and diet playing minor, albeit significant, roles. Mediation analysis suggests a causal relationship between TMAO and kidney function that we corroborate in preclinical models where TMAO exposure increases kidney scarring. Consistent with our findings, patients receiving glucose-lowering drugs with reno-protective properties have significantly lower circulating TMAO when compared to propensity-score matched control individuals. Our analyses uncover a bidirectional relationship between kidney function and TMAO that can potentially be modified by reno-protective anti-diabetic drugs and suggest a clinically actionable intervention for decreasing TMAO-associated excess cardiovascular risk. Nature Publishing Group UK 2023-09-20 /pmc/articles/PMC10511707/ /pubmed/37730687 http://dx.doi.org/10.1038/s41467-023-39824-4 Text en © The Author(s) 2023 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 Andrikopoulos, Petros Aron-Wisnewsky, Judith Chakaroun, Rima Myridakis, Antonis Forslund, Sofia K. Nielsen, Trine Adriouch, Solia Holmes, Bridget Chilloux, Julien Vieira-Silva, Sara Falony, Gwen Salem, Joe-Elie Andreelli, Fabrizio Belda, Eugeni Kieswich, Julius Chechi, Kanta Puig-Castellvi, Francesc Chevalier, Mickael Le Chatelier, Emmanuelle Olanipekun, Michael T. Hoyles, Lesley Alves, Renato Helft, Gerard Isnard, Richard Køber, Lars Coelho, Luis Pedro Rouault, Christine Gauguier, Dominique Gøtze, Jens Peter Prifti, Edi Froguel, Philippe Zucker, Jean-Daniel Bäckhed, Fredrik Vestergaard, Henrik Hansen, Torben Oppert, Jean-Michel Blüher, Matthias Nielsen, Jens Raes, Jeroen Bork, Peer Yaqoob, Muhammad M. Stumvoll, Michael Pedersen, Oluf Ehrlich, S. Dusko Clément, Karine Dumas, Marc-Emmanuel Evidence of a causal and modifiable relationship between kidney function and circulating trimethylamine N-oxide |
title | Evidence of a causal and modifiable relationship between kidney function and circulating trimethylamine N-oxide |
title_full | Evidence of a causal and modifiable relationship between kidney function and circulating trimethylamine N-oxide |
title_fullStr | Evidence of a causal and modifiable relationship between kidney function and circulating trimethylamine N-oxide |
title_full_unstemmed | Evidence of a causal and modifiable relationship between kidney function and circulating trimethylamine N-oxide |
title_short | Evidence of a causal and modifiable relationship between kidney function and circulating trimethylamine N-oxide |
title_sort | evidence of a causal and modifiable relationship between kidney function and circulating trimethylamine n-oxide |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10511707/ https://www.ncbi.nlm.nih.gov/pubmed/37730687 http://dx.doi.org/10.1038/s41467-023-39824-4 |
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