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Plasma Metabolites Related to Peripheral and Hepatic Insulin Sensitivity Are Not Directly Linked to Gut Microbiota Composition

Plasma metabolites affect a range of metabolic functions in humans, including insulin sensitivity (IS). A subset of these plasma metabolites is modified by the gut microbiota. To identify potential microbial–metabolite pathways involved in IS, we investigated the link between plasma metabolites, gut...

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Autores principales: Koopen, Annefleur M., de Clercq, Nicolien C., Warmbrunn, Moritz V., Herrema, Hilde, Davids, Mark, de Groot, Pieter F., Kootte, Ruud S., Bouter, Kristien E. C., Nieuwdorp, Max, Groen, Albert K., Prodan, Andrei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7469041/
https://www.ncbi.nlm.nih.gov/pubmed/32752028
http://dx.doi.org/10.3390/nu12082308
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author Koopen, Annefleur M.
de Clercq, Nicolien C.
Warmbrunn, Moritz V.
Herrema, Hilde
Davids, Mark
de Groot, Pieter F.
Kootte, Ruud S.
Bouter, Kristien E. C.
Nieuwdorp, Max
Groen, Albert K.
Prodan, Andrei
author_facet Koopen, Annefleur M.
de Clercq, Nicolien C.
Warmbrunn, Moritz V.
Herrema, Hilde
Davids, Mark
de Groot, Pieter F.
Kootte, Ruud S.
Bouter, Kristien E. C.
Nieuwdorp, Max
Groen, Albert K.
Prodan, Andrei
author_sort Koopen, Annefleur M.
collection PubMed
description Plasma metabolites affect a range of metabolic functions in humans, including insulin sensitivity (IS). A subset of these plasma metabolites is modified by the gut microbiota. To identify potential microbial–metabolite pathways involved in IS, we investigated the link between plasma metabolites, gut microbiota composition, and IS, using the gold-standard for peripheral and hepatic IS measurement in a group of participants with metabolic syndrome (MetSyn). In a cross-sectional study with 115 MetSyn participants, fasting plasma samples were collected for untargeted metabolomics analysis and fecal samples for 16S rRNA gene amplicon sequencing. A two-step hyperinsulinemic euglycemic clamp was performed to assess peripheral and hepatic IS. Collected data were integrated and potential interdependence between metabolites, gut microbiota, and IS was analyzed using machine learning prediction models. Plasma metabolites explained 13.2% and 16.7% of variance in peripheral and hepatic IS, respectively. Fecal microbiota composition explained 4.2% of variance in peripheral IS and was not related to hepatic IS. Although metabolites could partially explain the variances in IS, the top metabolites related to peripheral and hepatic IS did not significantly correlate with gut microbiota composition (both on taxonomical level and alpha-diversity). However, all plasma metabolites could explain 18.5% of the variance in microbial alpha-diversity (Shannon); the top 20 metabolites could even explain 44.5% of gut microbial alpha-diversity. In conclusion, plasma metabolites could partially explain the variance in peripheral and hepatic IS; however, these metabolites were not directly linked to the gut microbiota composition, underscoring the intricate relation between plasma metabolites, the gut microbiota, and IS in MetSyn
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spelling pubmed-74690412020-09-04 Plasma Metabolites Related to Peripheral and Hepatic Insulin Sensitivity Are Not Directly Linked to Gut Microbiota Composition Koopen, Annefleur M. de Clercq, Nicolien C. Warmbrunn, Moritz V. Herrema, Hilde Davids, Mark de Groot, Pieter F. Kootte, Ruud S. Bouter, Kristien E. C. Nieuwdorp, Max Groen, Albert K. Prodan, Andrei Nutrients Article Plasma metabolites affect a range of metabolic functions in humans, including insulin sensitivity (IS). A subset of these plasma metabolites is modified by the gut microbiota. To identify potential microbial–metabolite pathways involved in IS, we investigated the link between plasma metabolites, gut microbiota composition, and IS, using the gold-standard for peripheral and hepatic IS measurement in a group of participants with metabolic syndrome (MetSyn). In a cross-sectional study with 115 MetSyn participants, fasting plasma samples were collected for untargeted metabolomics analysis and fecal samples for 16S rRNA gene amplicon sequencing. A two-step hyperinsulinemic euglycemic clamp was performed to assess peripheral and hepatic IS. Collected data were integrated and potential interdependence between metabolites, gut microbiota, and IS was analyzed using machine learning prediction models. Plasma metabolites explained 13.2% and 16.7% of variance in peripheral and hepatic IS, respectively. Fecal microbiota composition explained 4.2% of variance in peripheral IS and was not related to hepatic IS. Although metabolites could partially explain the variances in IS, the top metabolites related to peripheral and hepatic IS did not significantly correlate with gut microbiota composition (both on taxonomical level and alpha-diversity). However, all plasma metabolites could explain 18.5% of the variance in microbial alpha-diversity (Shannon); the top 20 metabolites could even explain 44.5% of gut microbial alpha-diversity. In conclusion, plasma metabolites could partially explain the variance in peripheral and hepatic IS; however, these metabolites were not directly linked to the gut microbiota composition, underscoring the intricate relation between plasma metabolites, the gut microbiota, and IS in MetSyn MDPI 2020-07-31 /pmc/articles/PMC7469041/ /pubmed/32752028 http://dx.doi.org/10.3390/nu12082308 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Koopen, Annefleur M.
de Clercq, Nicolien C.
Warmbrunn, Moritz V.
Herrema, Hilde
Davids, Mark
de Groot, Pieter F.
Kootte, Ruud S.
Bouter, Kristien E. C.
Nieuwdorp, Max
Groen, Albert K.
Prodan, Andrei
Plasma Metabolites Related to Peripheral and Hepatic Insulin Sensitivity Are Not Directly Linked to Gut Microbiota Composition
title Plasma Metabolites Related to Peripheral and Hepatic Insulin Sensitivity Are Not Directly Linked to Gut Microbiota Composition
title_full Plasma Metabolites Related to Peripheral and Hepatic Insulin Sensitivity Are Not Directly Linked to Gut Microbiota Composition
title_fullStr Plasma Metabolites Related to Peripheral and Hepatic Insulin Sensitivity Are Not Directly Linked to Gut Microbiota Composition
title_full_unstemmed Plasma Metabolites Related to Peripheral and Hepatic Insulin Sensitivity Are Not Directly Linked to Gut Microbiota Composition
title_short Plasma Metabolites Related to Peripheral and Hepatic Insulin Sensitivity Are Not Directly Linked to Gut Microbiota Composition
title_sort plasma metabolites related to peripheral and hepatic insulin sensitivity are not directly linked to gut microbiota composition
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7469041/
https://www.ncbi.nlm.nih.gov/pubmed/32752028
http://dx.doi.org/10.3390/nu12082308
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