Evidence of a causal and modifiable relationship between kidney function and circulating trimethylamine N-oxide
Artikel i vetenskaplig tidskrift, 2023

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.

Författare

Petros Andrikopoulos

Imperial College London

National Heart and Lung Institute

Judith Aron-Wisnewsky

Assistance publique – Hôpitaux de Paris (AP-HP)

Université Pierre et Marie Curie (UPMC)

Rima Chakaroun

Wallenberg Lab.

Universität Leipzig

Antonis Myridakis

Imperial College London

Sofia K. Forslund

Max Delbrueck Centrum Fuer Molekulare Medizin

European Molecular Biology Laboratory

Charité Universitätsmedizin Berlin

Deutsches Zentrum für Herz-Kreislauf-Forshung (DZHK)

Trine Nielsen

Novo Nordisk Fonden

Solia Adriouch

Université Pierre et Marie Curie (UPMC)

Bridget Holmes

Danone Research

J. Chilloux

Imperial College London

Sara Vieira-Silva

University Medical Center Mainz

KU Leuven

Flanders Interuniversity Institute for Biotechnology

Johannes Gutenberg-Universität Mainz

Gwen Falony

KU Leuven

University Medical Center Mainz

Flanders Interuniversity Institute for Biotechnology

Johannes Gutenberg-Universität Mainz

Joe-Elie Salem

Assistance publique – Hôpitaux de Paris (AP-HP)

Fabrizio Andreelli

Assistance publique – Hôpitaux de Paris (AP-HP)

Université Pierre et Marie Curie (UPMC)

Eugeni Belda

Université Pierre et Marie Curie (UPMC)

Julius Kieswich

The Royal London Hospital

Barts Cancer Institute

Kanta Chechi

National Heart and Lung Institute

Imperial College London

Francesc Puig-Castellvi

Lille University Hospital

Mickael Chevalier

Lille University Hospital

Emmanuelle Le Chatelier

Université Paris-Saclay

Michael Olanipekun

Imperial College London

L. Hoyles

Nottingham Trent University

Renato Alves

European Molecular Biology Laboratory

Gerard Helft

Inserm Transfert

Assistance publique – Hôpitaux de Paris (AP-HP)

Richard Isnard

Université Pierre et Marie Curie (UPMC)

Assistance publique – Hôpitaux de Paris (AP-HP)

Lars Køber

Rigshospitalet

Luis P. Coelho

European Molecular Biology Laboratory

Christine Rouault

Université Pierre et Marie Curie (UPMC)

Dominique Gauguier

McGill University

Sorbonne Université

Jens P. Gøtze

Rigshospitalet

Edi Prifti

Université Pierre et Marie Curie (UPMC)

Philippe Froguel

Imperial College London

Lille University Hospital

Rohia Alili

Université Pierre et Marie Curie (UPMC)

Ehm Astrid Andersson Galijatovic

Novo Nordisk Fonden

Olivier Barthelemy

Assistance publique – Hôpitaux de Paris (AP-HP)

Jean-Phillippe Bastard

Université Pierre et Marie Curie (UPMC)

Jean-Paul Batisse

Assistance publique – Hôpitaux de Paris (AP-HP)

Pierre Bel-Lassen

Université Pierre et Marie Curie (UPMC)

Magalie Berland

Université Paris-Saclay

Randa Bittar

Assistance publique – Hôpitaux de Paris (AP-HP)

Hervé Blottière

Université Paris-Saclay

Frederic Bosquet

Assistance publique – Hôpitaux de Paris (AP-HP)

Rachid Boubrit

Assistance publique – Hôpitaux de Paris (AP-HP)

Olivier Bourron

Assistance publique – Hôpitaux de Paris (AP-HP)

Mickael Camus

Université Pierre et Marie Curie (UPMC)

Cecile Ciangura

Assistance publique – Hôpitaux de Paris (AP-HP)

Jean-Philippe Collet

Assistance publique – Hôpitaux de Paris (AP-HP)

Arne Dietrich

Universität Leipzig

Morad Djebbar

Assistance publique – Hôpitaux de Paris (AP-HP)

Angélique Doré

Université Paris-Saclay

Line Engelbrechtsen

Novo Nordisk Fonden

Leopold Fezeu

Conservatoire National des Arts et Metiers

Sebastien Fromentin

Université Paris-Saclay

Nicolas Pons

Université Paris-Saclay

Marianne Graine

Université Pierre et Marie Curie (UPMC)

Caroline Grünemann

Universität Leipzig

Agnes Hartemann

Assistance publique – Hôpitaux de Paris (AP-HP)

Bolette Hartmann

Novo Nordisk Fonden

Malene Hornbak

Novo Nordisk Fonden

Sophie Jaqueminet

Assistance publique – Hôpitaux de Paris (AP-HP)

Niklas Rye Jørgensen

Rigshospitalet

Hanna Julienne

Université Paris-Saclay

Johanne Justesen

Novo Nordisk Fonden

Judith Kammer

Universität Leipzig

Nikolaj Karup

Novo Nordisk Fonden

Ruby Kozlowski

Imperial College London

Michael Kuhn

European Molecular Biology Laboratory

Véronique Lejard

Université Paris-Saclay

Ivica Letunic

European Molecular Biology Laboratory

Florence Levenez

Université Paris-Saclay

Lajos Markó

Max Delbrueck Centrum Fuer Molekulare Medizin

Laura Martinez-Gili

Imperial College London

Robin Massey

Université Paris-Saclay

Nicolas Maziers

Université Paris-Saclay

Lucas Moitinho-Silva

European Molecular Biology Laboratory

Gilles Montalescot

Assistance publique – Hôpitaux de Paris (AP-HP)

Ana Luisa Neves

Imperial College London

Laetitia Pasero Le Pavin

Université Paris-Saclay

Francoise Pousset

Assistance publique – Hôpitaux de Paris (AP-HP)

Andrea Rodriguez-Martinez

Imperial College London

Sebastian Schmidt

European Molecular Biology Laboratory

Tatjana Schütz

Universität Leipzig

Lucas Silva

European Molecular Biology Laboratory

Johanne Silvain

Assistance publique – Hôpitaux de Paris (AP-HP)

Mathilde Svendstrup

Novo Nordisk Fonden

Timothy Swartz

Université Pierre et Marie Curie (UPMC)

Thierry Vanduyvenboden

Université Paris-Saclay

Eric Verger

Université de Montpellier

Stefanie Walther

Universität Leipzig

Jean-Daniel Zucker

Université Pierre et Marie Curie (UPMC)

Fredrik Bäckhed

Novo Nordisk Fonden

Wallenberg Lab.

H. Vestergaard

Bornholms Hospital

Novo Nordisk Fonden

Torben Hansen

Novo Nordisk Fonden

Jean-Michel Oppert

Assistance publique – Hôpitaux de Paris (AP-HP)

M. Bluher

Universität Leipzig

Jens B Nielsen

Chalmers, Life sciences, Systembiologi

Jeroen Raes

KU Leuven

Flanders Interuniversity Institute for Biotechnology

Peer Bork

Max Delbrueck Centrum Fuer Molekulare Medizin

European Molecular Biology Laboratory

Yonsei University

Julius-Maximilians Universität Würzburg

Muhammad Magdi Yaqoob

Barts Cancer Institute

The Royal London Hospital

M. Stumvoll

Universität Leipzig

O. B. Pedersen

Novo Nordisk Fonden

Gentofte Hospital

Nature Communications

2041-1723 (ISSN) 20411723 (eISSN)

Vol. 14 1 5843

Ämneskategorier (SSIF 2011)

Urologi och njurmedicin

Kardiologi

DOI

10.1038/s41467-023-39824-4

PubMed

37730687

Mer information

Senast uppdaterat

2026-09-22