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...
Autores principales: | , , , , , , , , , , , , |
---|---|
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 |