Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Al-Muraikhy, Shamma, Sellami, Maha, Domling, Alexander S, Rizwana, Najeha, Agouni, Abdelali, Al-Khelaifi, Fatima, Donati, Francesco, Botre, Francesco, Diboun, Ilhame, Elrayess, Mohamed A
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
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
_version_ 1784624387275620352
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
work_keys_str_mv AT almuraikhyshamma metabolicsignatureofleukocytetelomerelengthinelitemalesoccerplayers
AT sellamimaha metabolicsignatureofleukocytetelomerelengthinelitemalesoccerplayers
AT domlingalexanders metabolicsignatureofleukocytetelomerelengthinelitemalesoccerplayers
AT rizwananajeha metabolicsignatureofleukocytetelomerelengthinelitemalesoccerplayers
AT agouniabdelali metabolicsignatureofleukocytetelomerelengthinelitemalesoccerplayers
AT alkhelaififatima metabolicsignatureofleukocytetelomerelengthinelitemalesoccerplayers
AT donatifrancesco metabolicsignatureofleukocytetelomerelengthinelitemalesoccerplayers
AT botrefrancesco metabolicsignatureofleukocytetelomerelengthinelitemalesoccerplayers
AT dibounilhame metabolicsignatureofleukocytetelomerelengthinelitemalesoccerplayers
AT elrayessmohameda metabolicsignatureofleukocytetelomerelengthinelitemalesoccerplayers