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The Development of a Personalised Training Framework: Implementation of Emerging Technologies for Performance

Over the last decade, there has been considerable interest in the individualisation of athlete training, including the use of genetic information, alongside more advanced data capture and analysis techniques. Here, we explore the evidence for, and practical use of, a number of these emerging technol...

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Detalles Bibliográficos
Autores principales: Pickering, Craig, Kiely, John
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7739422/
https://www.ncbi.nlm.nih.gov/pubmed/33467340
http://dx.doi.org/10.3390/jfmk4020025
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author Pickering, Craig
Kiely, John
author_facet Pickering, Craig
Kiely, John
author_sort Pickering, Craig
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description Over the last decade, there has been considerable interest in the individualisation of athlete training, including the use of genetic information, alongside more advanced data capture and analysis techniques. Here, we explore the evidence for, and practical use of, a number of these emerging technologies, including the measurement and quantification of epigenetic changes, microbiome analysis and the use of cell-free DNA, along with data mining and machine learning. In doing so, we develop a theoretical model for the use of these technologies in an elite sport setting, allowing the coach to better answer six key questions: (1) To what training will my athlete best respond? (2) How well is my athlete adapting to training? (3) When should I change the training stimulus (i.e., has the athlete reached their adaptive ceiling for this training modality)? (4) How long will it take for a certain adaptation to occur? (5) How well is my athlete tolerating the current training load? (6) What load can my athlete handle today? Special consideration is given to whether such an individualised training framework will outperform current methods as well as the challenges in implementing this approach.
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spelling pubmed-77394222021-01-13 The Development of a Personalised Training Framework: Implementation of Emerging Technologies for Performance Pickering, Craig Kiely, John J Funct Morphol Kinesiol Review Over the last decade, there has been considerable interest in the individualisation of athlete training, including the use of genetic information, alongside more advanced data capture and analysis techniques. Here, we explore the evidence for, and practical use of, a number of these emerging technologies, including the measurement and quantification of epigenetic changes, microbiome analysis and the use of cell-free DNA, along with data mining and machine learning. In doing so, we develop a theoretical model for the use of these technologies in an elite sport setting, allowing the coach to better answer six key questions: (1) To what training will my athlete best respond? (2) How well is my athlete adapting to training? (3) When should I change the training stimulus (i.e., has the athlete reached their adaptive ceiling for this training modality)? (4) How long will it take for a certain adaptation to occur? (5) How well is my athlete tolerating the current training load? (6) What load can my athlete handle today? Special consideration is given to whether such an individualised training framework will outperform current methods as well as the challenges in implementing this approach. MDPI 2019-05-16 /pmc/articles/PMC7739422/ /pubmed/33467340 http://dx.doi.org/10.3390/jfmk4020025 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Pickering, Craig
Kiely, John
The Development of a Personalised Training Framework: Implementation of Emerging Technologies for Performance
title The Development of a Personalised Training Framework: Implementation of Emerging Technologies for Performance
title_full The Development of a Personalised Training Framework: Implementation of Emerging Technologies for Performance
title_fullStr The Development of a Personalised Training Framework: Implementation of Emerging Technologies for Performance
title_full_unstemmed The Development of a Personalised Training Framework: Implementation of Emerging Technologies for Performance
title_short The Development of a Personalised Training Framework: Implementation of Emerging Technologies for Performance
title_sort development of a personalised training framework: implementation of emerging technologies for performance
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7739422/
https://www.ncbi.nlm.nih.gov/pubmed/33467340
http://dx.doi.org/10.3390/jfmk4020025
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