Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
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
_version_ 1785108200607973376
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
work_keys_str_mv AT andrikopoulospetros evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT aronwisnewskyjudith evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT chakarounrima evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT myridakisantonis evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT forslundsofiak evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT nielsentrine evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT adriouchsolia evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT holmesbridget evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT chillouxjulien evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT vieirasilvasara evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT falonygwen evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT salemjoeelie evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT andreellifabrizio evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT beldaeugeni evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT kieswichjulius evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT chechikanta evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT puigcastellvifrancesc evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT chevaliermickael evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT lechatelieremmanuelle evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT olanipekunmichaelt evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT hoyleslesley evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT alvesrenato evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT helftgerard evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT isnardrichard evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT køberlars evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT coelholuispedro evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT rouaultchristine evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT gauguierdominique evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT gøtzejenspeter evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT priftiedi evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT froguelphilippe evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT zuckerjeandaniel evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT backhedfredrik evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT vestergaardhenrik evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT hansentorben evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT oppertjeanmichel evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT bluhermatthias evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT nielsenjens evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT raesjeroen evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT borkpeer evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT yaqoobmuhammadm evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT stumvollmichael evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT pedersenoluf evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT ehrlichsdusko evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT clementkarine evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide
AT dumasmarcemmanuel evidenceofacausalandmodifiablerelationshipbetweenkidneyfunctionandcirculatingtrimethylaminenoxide