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Distinct maternal metabolites are associated with obesity and glucose-insulin axis in the first trimester of pregnancy
BACKGROUND/OBJECTIVES: Obesity in pregnancy associates with changes in the glucose-insulin axis. We hypothesized that these changes affect the maternal metabolome already in the first trimester of human pregnancy and, thus, aimed to identify these metabolites. PATIENTS/METHODS: We performed untarget...
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/PMC10299907/ https://www.ncbi.nlm.nih.gov/pubmed/37029207 http://dx.doi.org/10.1038/s41366-023-01295-4 |
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author | Bandres-Meriz, Julia Kunz, Christina Havelund, Jesper F. Færgeman, Nils J. Majali-Martinez, Alejandro Ensenauer, Regina Desoye, Gernot |
author_facet | Bandres-Meriz, Julia Kunz, Christina Havelund, Jesper F. Færgeman, Nils J. Majali-Martinez, Alejandro Ensenauer, Regina Desoye, Gernot |
author_sort | Bandres-Meriz, Julia |
collection | PubMed |
description | BACKGROUND/OBJECTIVES: Obesity in pregnancy associates with changes in the glucose-insulin axis. We hypothesized that these changes affect the maternal metabolome already in the first trimester of human pregnancy and, thus, aimed to identify these metabolites. PATIENTS/METHODS: We performed untargeted metabolomics (HPLC-MS/MS) on maternal serum (n = 181, gestational weeks 4(+0)–11(+6)). For further analysis, we included only non-smoking women as assessed by serum cotinine levels (ELISA) (n = 111). In addition to body mass index (BMI) and leptin as measures of obesity and adiposity, we metabolically phenotyped women by their fasting glucose, C-peptide and insulin sensitivity (IS(HOMA) index). To identify metabolites (outcome) associated with BMI, leptin, glucose, C-peptide and/or IS(HOMA) (exposures), we used a combination of univariable and multivariable regression analyses with multiple confounders and machine learning methods (Partial Least Squares Discriminant Analysis, Random Forest and Support Vector Machine). Additional statistical tests confirmed robustness of results. Furthermore, we performed network analyses (MoDentify package) to identify sets of correlating metabolites that are coordinately regulated by the exposures. RESULTS: We detected 2449 serum features of which 277 were annotated. After stringent analysis, 15 metabolites associated with at least one exposure (BMI, leptin, glucose, C-peptide, IS(HOMA)). Among these, palmitoleoyl ethanolamine (POEA), an endocannabinoid-like lipid endogenously synthesized from palmitoleic acid, and N-acetyl-L-alanine were consistently associated with C-peptide in all the analyses (95% CI: 0.10–0.34; effect size: 21%; p < 0.001; 95% CI: 0.04–0.10; effect size: 7%; p < 0.001). In network analysis, most features correlating with palmitoleoyl ethanolamide and N-acetyl-L-alanine and associated with C-peptide, were amino acids or dipeptides (n = 9, 35%), followed by lipids (n = 7, 27%). CONCLUSIONS: We conclude that the metabolome of pregnant women with overweight/obesity is already altered early in pregnancy because of associated changes of C-peptide. Changes of palmitoleoyl ethanolamide concentration in pregnant women with obesity-associated hyperinsulinemia may reflect dysfunctional endocannabinoid-like signalling. |
format | Online Article Text |
id | pubmed-10299907 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-102999072023-06-29 Distinct maternal metabolites are associated with obesity and glucose-insulin axis in the first trimester of pregnancy Bandres-Meriz, Julia Kunz, Christina Havelund, Jesper F. Færgeman, Nils J. Majali-Martinez, Alejandro Ensenauer, Regina Desoye, Gernot Int J Obes (Lond) Article BACKGROUND/OBJECTIVES: Obesity in pregnancy associates with changes in the glucose-insulin axis. We hypothesized that these changes affect the maternal metabolome already in the first trimester of human pregnancy and, thus, aimed to identify these metabolites. PATIENTS/METHODS: We performed untargeted metabolomics (HPLC-MS/MS) on maternal serum (n = 181, gestational weeks 4(+0)–11(+6)). For further analysis, we included only non-smoking women as assessed by serum cotinine levels (ELISA) (n = 111). In addition to body mass index (BMI) and leptin as measures of obesity and adiposity, we metabolically phenotyped women by their fasting glucose, C-peptide and insulin sensitivity (IS(HOMA) index). To identify metabolites (outcome) associated with BMI, leptin, glucose, C-peptide and/or IS(HOMA) (exposures), we used a combination of univariable and multivariable regression analyses with multiple confounders and machine learning methods (Partial Least Squares Discriminant Analysis, Random Forest and Support Vector Machine). Additional statistical tests confirmed robustness of results. Furthermore, we performed network analyses (MoDentify package) to identify sets of correlating metabolites that are coordinately regulated by the exposures. RESULTS: We detected 2449 serum features of which 277 were annotated. After stringent analysis, 15 metabolites associated with at least one exposure (BMI, leptin, glucose, C-peptide, IS(HOMA)). Among these, palmitoleoyl ethanolamine (POEA), an endocannabinoid-like lipid endogenously synthesized from palmitoleic acid, and N-acetyl-L-alanine were consistently associated with C-peptide in all the analyses (95% CI: 0.10–0.34; effect size: 21%; p < 0.001; 95% CI: 0.04–0.10; effect size: 7%; p < 0.001). In network analysis, most features correlating with palmitoleoyl ethanolamide and N-acetyl-L-alanine and associated with C-peptide, were amino acids or dipeptides (n = 9, 35%), followed by lipids (n = 7, 27%). CONCLUSIONS: We conclude that the metabolome of pregnant women with overweight/obesity is already altered early in pregnancy because of associated changes of C-peptide. Changes of palmitoleoyl ethanolamide concentration in pregnant women with obesity-associated hyperinsulinemia may reflect dysfunctional endocannabinoid-like signalling. Nature Publishing Group UK 2023-04-07 2023 /pmc/articles/PMC10299907/ /pubmed/37029207 http://dx.doi.org/10.1038/s41366-023-01295-4 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 Bandres-Meriz, Julia Kunz, Christina Havelund, Jesper F. Færgeman, Nils J. Majali-Martinez, Alejandro Ensenauer, Regina Desoye, Gernot Distinct maternal metabolites are associated with obesity and glucose-insulin axis in the first trimester of pregnancy |
title | Distinct maternal metabolites are associated with obesity and glucose-insulin axis in the first trimester of pregnancy |
title_full | Distinct maternal metabolites are associated with obesity and glucose-insulin axis in the first trimester of pregnancy |
title_fullStr | Distinct maternal metabolites are associated with obesity and glucose-insulin axis in the first trimester of pregnancy |
title_full_unstemmed | Distinct maternal metabolites are associated with obesity and glucose-insulin axis in the first trimester of pregnancy |
title_short | Distinct maternal metabolites are associated with obesity and glucose-insulin axis in the first trimester of pregnancy |
title_sort | distinct maternal metabolites are associated with obesity and glucose-insulin axis in the first trimester of pregnancy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10299907/ https://www.ncbi.nlm.nih.gov/pubmed/37029207 http://dx.doi.org/10.1038/s41366-023-01295-4 |
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