Cargando…

A preliminary model of football-related neural stress that integrates metabolomics with transcriptomics and virtual reality

Research suggests contact sports affect neurological health. This study used permutation-based mediation statistics to integrate measures of metabolomics, neuroinflammatory miRNAs, and virtual reality (VR)-based motor control to investigate multi-scale relationships across a season of collegiate Ame...

Descripción completa

Detalles Bibliográficos
Autores principales: Vike, Nicole L., Bari, Sumra, Stetsiv, Khrystyna, Walter, Alexa, Newman, Sharlene, Kawata, Keisuke, Bazarian, Jeffrey J., Martinovich, Zoran, Nauman, Eric A., Talavage, Thomas M., Papa, Linda, Slobounov, Semyon M., Breiter, Hans C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8786649/
https://www.ncbi.nlm.nih.gov/pubmed/35106455
http://dx.doi.org/10.1016/j.isci.2021.103483
_version_ 1784639159053320192
author Vike, Nicole L.
Bari, Sumra
Stetsiv, Khrystyna
Walter, Alexa
Newman, Sharlene
Kawata, Keisuke
Bazarian, Jeffrey J.
Martinovich, Zoran
Nauman, Eric A.
Talavage, Thomas M.
Papa, Linda
Slobounov, Semyon M.
Breiter, Hans C.
author_facet Vike, Nicole L.
Bari, Sumra
Stetsiv, Khrystyna
Walter, Alexa
Newman, Sharlene
Kawata, Keisuke
Bazarian, Jeffrey J.
Martinovich, Zoran
Nauman, Eric A.
Talavage, Thomas M.
Papa, Linda
Slobounov, Semyon M.
Breiter, Hans C.
author_sort Vike, Nicole L.
collection PubMed
description Research suggests contact sports affect neurological health. This study used permutation-based mediation statistics to integrate measures of metabolomics, neuroinflammatory miRNAs, and virtual reality (VR)-based motor control to investigate multi-scale relationships across a season of collegiate American football. Fourteen significant mediations (six pre-season, eight across-season) were observed where metabolites always mediated the statistical relationship between miRNAs and VR-based motor control ([Formula: see text] [Formula: see text] 0.05; total effect [Formula: see text] 50%), suggesting a hypothesis that metabolites sit in the statistical pathway between transcriptome and behavior. Three results further supported a model of chronic neuroinflammation, consistent with mitochondrial dysfunction: (1) Mediating metabolites were consistently medium-to-long chain fatty acids, (2) tricarboxylic acid cycle metabolites decreased across-season, and (3) accumulated head acceleration events statistically moderated pre-season metabolite levels to directionally model post-season metabolite levels. These preliminary findings implicate potential mitochondrial dysfunction and highlight probable peripheral blood biomarkers underlying repetitive head impacts in otherwise healthy collegiate football athletes.
format Online
Article
Text
id pubmed-8786649
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Elsevier
record_format MEDLINE/PubMed
spelling pubmed-87866492022-01-31 A preliminary model of football-related neural stress that integrates metabolomics with transcriptomics and virtual reality Vike, Nicole L. Bari, Sumra Stetsiv, Khrystyna Walter, Alexa Newman, Sharlene Kawata, Keisuke Bazarian, Jeffrey J. Martinovich, Zoran Nauman, Eric A. Talavage, Thomas M. Papa, Linda Slobounov, Semyon M. Breiter, Hans C. iScience Article Research suggests contact sports affect neurological health. This study used permutation-based mediation statistics to integrate measures of metabolomics, neuroinflammatory miRNAs, and virtual reality (VR)-based motor control to investigate multi-scale relationships across a season of collegiate American football. Fourteen significant mediations (six pre-season, eight across-season) were observed where metabolites always mediated the statistical relationship between miRNAs and VR-based motor control ([Formula: see text] [Formula: see text] 0.05; total effect [Formula: see text] 50%), suggesting a hypothesis that metabolites sit in the statistical pathway between transcriptome and behavior. Three results further supported a model of chronic neuroinflammation, consistent with mitochondrial dysfunction: (1) Mediating metabolites were consistently medium-to-long chain fatty acids, (2) tricarboxylic acid cycle metabolites decreased across-season, and (3) accumulated head acceleration events statistically moderated pre-season metabolite levels to directionally model post-season metabolite levels. These preliminary findings implicate potential mitochondrial dysfunction and highlight probable peripheral blood biomarkers underlying repetitive head impacts in otherwise healthy collegiate football athletes. Elsevier 2021-12-15 /pmc/articles/PMC8786649/ /pubmed/35106455 http://dx.doi.org/10.1016/j.isci.2021.103483 Text en © 2021 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Vike, Nicole L.
Bari, Sumra
Stetsiv, Khrystyna
Walter, Alexa
Newman, Sharlene
Kawata, Keisuke
Bazarian, Jeffrey J.
Martinovich, Zoran
Nauman, Eric A.
Talavage, Thomas M.
Papa, Linda
Slobounov, Semyon M.
Breiter, Hans C.
A preliminary model of football-related neural stress that integrates metabolomics with transcriptomics and virtual reality
title A preliminary model of football-related neural stress that integrates metabolomics with transcriptomics and virtual reality
title_full A preliminary model of football-related neural stress that integrates metabolomics with transcriptomics and virtual reality
title_fullStr A preliminary model of football-related neural stress that integrates metabolomics with transcriptomics and virtual reality
title_full_unstemmed A preliminary model of football-related neural stress that integrates metabolomics with transcriptomics and virtual reality
title_short A preliminary model of football-related neural stress that integrates metabolomics with transcriptomics and virtual reality
title_sort preliminary model of football-related neural stress that integrates metabolomics with transcriptomics and virtual reality
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8786649/
https://www.ncbi.nlm.nih.gov/pubmed/35106455
http://dx.doi.org/10.1016/j.isci.2021.103483
work_keys_str_mv AT vikenicolel apreliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT barisumra apreliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT stetsivkhrystyna apreliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT walteralexa apreliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT newmansharlene apreliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT kawatakeisuke apreliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT bazarianjeffreyj apreliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT martinovichzoran apreliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT naumanerica apreliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT talavagethomasm apreliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT papalinda apreliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT slobounovsemyonm apreliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT breiterhansc apreliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT vikenicolel preliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT barisumra preliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT stetsivkhrystyna preliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT walteralexa preliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT newmansharlene preliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT kawatakeisuke preliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT bazarianjeffreyj preliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT martinovichzoran preliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT naumanerica preliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT talavagethomasm preliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT papalinda preliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT slobounovsemyonm preliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality
AT breiterhansc preliminarymodeloffootballrelatedneuralstressthatintegratesmetabolomicswithtranscriptomicsandvirtualreality