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Replication and mediation of the association between the metabolome and clinical markers of metabolic health in an adolescent cohort study
Metabolomics-derived metabolites (henceforth metabolites) may mediate the relationship between modifiable risk factors and clinical biomarkers of metabolic health (henceforth clinical biomarkers). We set out to study the associations of metabolites with clinical biomarkers and a potential mediation...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9968318/ https://www.ncbi.nlm.nih.gov/pubmed/36841863 http://dx.doi.org/10.1038/s41598-023-30231-9 |
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author | Brachem, Christian Weinhold, Leonie Alexy, Ute Schmid, Matthias Oluwagbemigun, Kolade Nöthlings, Ute |
author_facet | Brachem, Christian Weinhold, Leonie Alexy, Ute Schmid, Matthias Oluwagbemigun, Kolade Nöthlings, Ute |
author_sort | Brachem, Christian |
collection | PubMed |
description | Metabolomics-derived metabolites (henceforth metabolites) may mediate the relationship between modifiable risk factors and clinical biomarkers of metabolic health (henceforth clinical biomarkers). We set out to study the associations of metabolites with clinical biomarkers and a potential mediation effect in a population of young adults. First, we conducted a systematic literature review searching for metabolites associated with 11 clinical biomarkers (inflammation markers, glucose, blood pressure or blood lipids). Second, we replicated the identified associations in a study population of n = 218 (88 males and 130 females, average age of 18 years) participants of the DONALD Study. Sex-stratified linear regression models adjusted for age and BMI and corrected for multiple testing were calculated. Third, we investigated our previously reported metabolites associated with anthropometric and dietary factors mediators in sex-stratified causal mediation analysis. For all steps, both urine and blood metabolites were considered. We found 41 metabolites in the literature associated with clinical biomarkers meeting our inclusion criteria. We were able to replicate an inverse association of betaine with CRP in women, between body mass index and C-reactive protein (CRP) and between body fat and leptin. There was no evidence of mediation by lifestyle-related metabolites after correction for multiple testing. We were only able to partially replicate previous findings in our age group and did not find evidence of mediation. The complex interactions between lifestyle factors, the metabolome, and clinical biomarkers warrant further investigation. |
format | Online Article Text |
id | pubmed-9968318 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-99683182023-02-27 Replication and mediation of the association between the metabolome and clinical markers of metabolic health in an adolescent cohort study Brachem, Christian Weinhold, Leonie Alexy, Ute Schmid, Matthias Oluwagbemigun, Kolade Nöthlings, Ute Sci Rep Article Metabolomics-derived metabolites (henceforth metabolites) may mediate the relationship between modifiable risk factors and clinical biomarkers of metabolic health (henceforth clinical biomarkers). We set out to study the associations of metabolites with clinical biomarkers and a potential mediation effect in a population of young adults. First, we conducted a systematic literature review searching for metabolites associated with 11 clinical biomarkers (inflammation markers, glucose, blood pressure or blood lipids). Second, we replicated the identified associations in a study population of n = 218 (88 males and 130 females, average age of 18 years) participants of the DONALD Study. Sex-stratified linear regression models adjusted for age and BMI and corrected for multiple testing were calculated. Third, we investigated our previously reported metabolites associated with anthropometric and dietary factors mediators in sex-stratified causal mediation analysis. For all steps, both urine and blood metabolites were considered. We found 41 metabolites in the literature associated with clinical biomarkers meeting our inclusion criteria. We were able to replicate an inverse association of betaine with CRP in women, between body mass index and C-reactive protein (CRP) and between body fat and leptin. There was no evidence of mediation by lifestyle-related metabolites after correction for multiple testing. We were only able to partially replicate previous findings in our age group and did not find evidence of mediation. The complex interactions between lifestyle factors, the metabolome, and clinical biomarkers warrant further investigation. Nature Publishing Group UK 2023-02-25 /pmc/articles/PMC9968318/ /pubmed/36841863 http://dx.doi.org/10.1038/s41598-023-30231-9 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 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/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Brachem, Christian Weinhold, Leonie Alexy, Ute Schmid, Matthias Oluwagbemigun, Kolade Nöthlings, Ute Replication and mediation of the association between the metabolome and clinical markers of metabolic health in an adolescent cohort study |
title | Replication and mediation of the association between the metabolome and clinical markers of metabolic health in an adolescent cohort study |
title_full | Replication and mediation of the association between the metabolome and clinical markers of metabolic health in an adolescent cohort study |
title_fullStr | Replication and mediation of the association between the metabolome and clinical markers of metabolic health in an adolescent cohort study |
title_full_unstemmed | Replication and mediation of the association between the metabolome and clinical markers of metabolic health in an adolescent cohort study |
title_short | Replication and mediation of the association between the metabolome and clinical markers of metabolic health in an adolescent cohort study |
title_sort | replication and mediation of the association between the metabolome and clinical markers of metabolic health in an adolescent cohort study |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9968318/ https://www.ncbi.nlm.nih.gov/pubmed/36841863 http://dx.doi.org/10.1038/s41598-023-30231-9 |
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