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Metabolic Signature of Leukocyte Telomere Length in Elite Male Soccer Players
Introduction: Biological aging is associated with changes in the metabolic pathways. Leukocyte telomere length (LTL) is a predictive marker of biological aging; however, the underlying metabolic pathways remain largely unknown. The aim of this study was to investigate the metabolic alterations and i...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8716766/ https://www.ncbi.nlm.nih.gov/pubmed/34977149 http://dx.doi.org/10.3389/fmolb.2021.727144 |
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author | Al-Muraikhy, Shamma Sellami, Maha Domling, Alexander S Rizwana, Najeha Agouni, Abdelali Al-Khelaifi, Fatima Donati, Francesco Botre, Francesco Diboun, Ilhame Elrayess, Mohamed A |
author_facet | Al-Muraikhy, Shamma Sellami, Maha Domling, Alexander S Rizwana, Najeha Agouni, Abdelali Al-Khelaifi, Fatima Donati, Francesco Botre, Francesco Diboun, Ilhame Elrayess, Mohamed A |
author_sort | Al-Muraikhy, Shamma |
collection | PubMed |
description | Introduction: Biological aging is associated with changes in the metabolic pathways. Leukocyte telomere length (LTL) is a predictive marker of biological aging; however, the underlying metabolic pathways remain largely unknown. The aim of this study was to investigate the metabolic alterations and identify the metabolic predictors of LTL in elite male soccer players. Methods: Levels of 837 blood metabolites and LTL were measured in 126 young elite male soccer players who tested negative for doping abuse at anti-doping laboratory in Italy. Multivariate analysis using orthogonal partial least squares (OPLS), univariate linear models and enrichment analyses were conducted to identify metabolites and metabolic pathways associated with LTL. Generalized linear model followed by receiver operating characteristic (ROC) analysis were conducted to identify top metabolites predictive of LTL. Results: Sixty-seven metabolites and seven metabolic pathways showed significant associations with LTL. Among enriched pathways, lysophospholipids, benzoate metabolites, and glycine/serine/threonine metabolites were elevated with longer LTL. Conversely, monoacylglycerols, sphingolipid metabolites, long chain fatty acids and polyunsaturated fatty acids were enriched with shorter telomeres. ROC analysis revealed eight metabolites that best predict LTL, including glutamine, N-acetylglutamine, xanthine, beta-sitosterol, N2-acetyllysine, stearoyl-arachidonoyl-glycerol (18:0/20:4), N-acetylserine and 3-7-dimethylurate with AUC of 0.75 (0.64–0.87, p < 0.0001). Conclusion: This study characterized the metabolic activity in relation to telomere length in elite soccer players. Investigating the functional relevance of these associations could provide a better understanding of exercise physiology and pathophysiology of elite athletes. |
format | Online Article Text |
id | pubmed-8716766 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-87167662021-12-31 Metabolic Signature of Leukocyte Telomere Length in Elite Male Soccer Players Al-Muraikhy, Shamma Sellami, Maha Domling, Alexander S Rizwana, Najeha Agouni, Abdelali Al-Khelaifi, Fatima Donati, Francesco Botre, Francesco Diboun, Ilhame Elrayess, Mohamed A Front Mol Biosci Molecular Biosciences Introduction: Biological aging is associated with changes in the metabolic pathways. Leukocyte telomere length (LTL) is a predictive marker of biological aging; however, the underlying metabolic pathways remain largely unknown. The aim of this study was to investigate the metabolic alterations and identify the metabolic predictors of LTL in elite male soccer players. Methods: Levels of 837 blood metabolites and LTL were measured in 126 young elite male soccer players who tested negative for doping abuse at anti-doping laboratory in Italy. Multivariate analysis using orthogonal partial least squares (OPLS), univariate linear models and enrichment analyses were conducted to identify metabolites and metabolic pathways associated with LTL. Generalized linear model followed by receiver operating characteristic (ROC) analysis were conducted to identify top metabolites predictive of LTL. Results: Sixty-seven metabolites and seven metabolic pathways showed significant associations with LTL. Among enriched pathways, lysophospholipids, benzoate metabolites, and glycine/serine/threonine metabolites were elevated with longer LTL. Conversely, monoacylglycerols, sphingolipid metabolites, long chain fatty acids and polyunsaturated fatty acids were enriched with shorter telomeres. ROC analysis revealed eight metabolites that best predict LTL, including glutamine, N-acetylglutamine, xanthine, beta-sitosterol, N2-acetyllysine, stearoyl-arachidonoyl-glycerol (18:0/20:4), N-acetylserine and 3-7-dimethylurate with AUC of 0.75 (0.64–0.87, p < 0.0001). Conclusion: This study characterized the metabolic activity in relation to telomere length in elite soccer players. Investigating the functional relevance of these associations could provide a better understanding of exercise physiology and pathophysiology of elite athletes. Frontiers Media S.A. 2021-12-16 /pmc/articles/PMC8716766/ /pubmed/34977149 http://dx.doi.org/10.3389/fmolb.2021.727144 Text en Copyright © 2021 Al-Muraikhy, Sellami, Domling, Rizwana, Agouni, Al-Khelaifi, Donati, Botre, Diboun and Elrayess. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Molecular Biosciences Al-Muraikhy, Shamma Sellami, Maha Domling, Alexander S Rizwana, Najeha Agouni, Abdelali Al-Khelaifi, Fatima Donati, Francesco Botre, Francesco Diboun, Ilhame Elrayess, Mohamed A Metabolic Signature of Leukocyte Telomere Length in Elite Male Soccer Players |
title | Metabolic Signature of Leukocyte Telomere Length in Elite Male Soccer Players |
title_full | Metabolic Signature of Leukocyte Telomere Length in Elite Male Soccer Players |
title_fullStr | Metabolic Signature of Leukocyte Telomere Length in Elite Male Soccer Players |
title_full_unstemmed | Metabolic Signature of Leukocyte Telomere Length in Elite Male Soccer Players |
title_short | Metabolic Signature of Leukocyte Telomere Length in Elite Male Soccer Players |
title_sort | metabolic signature of leukocyte telomere length in elite male soccer players |
topic | Molecular Biosciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8716766/ https://www.ncbi.nlm.nih.gov/pubmed/34977149 http://dx.doi.org/10.3389/fmolb.2021.727144 |
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