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The multivariate physical activity signature associated with metabolic health in children
BACKGROUND: Physical activity is a cornerstone for promoting good metabolic health in children, but it is heavily debated which intensities (including sedentary time) are most influential. A fundamental limitation to current evidence for this relationship is the reliance on analytic approaches that...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6094580/ https://www.ncbi.nlm.nih.gov/pubmed/30111365 http://dx.doi.org/10.1186/s12966-018-0707-z |
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author | Aadland, Eivind Kvalheim, Olav Martin Anderssen, Sigmund Alfred Resaland, Geir Kåre Andersen, Lars Bo |
author_facet | Aadland, Eivind Kvalheim, Olav Martin Anderssen, Sigmund Alfred Resaland, Geir Kåre Andersen, Lars Bo |
author_sort | Aadland, Eivind |
collection | PubMed |
description | BACKGROUND: Physical activity is a cornerstone for promoting good metabolic health in children, but it is heavily debated which intensities (including sedentary time) are most influential. A fundamental limitation to current evidence for this relationship is the reliance on analytic approaches that cannot handle collinear variables. The aim of the present study was to determine the physical activity signature related to metabolic health in children, by investigating the association pattern for the whole spectrum of physical activity intensities using multivariate pattern analysis. METHODS: We used a sample of 841 children (age 10.2 ± 0.3 years; BMI 18.0 ± 3.0; 50% boys) from the Active Smarter Kids study, who provided valid data on accelerometry (ActiGraph GT3X+) and several indices of metabolic health (aerobic fitness, abdominal fatness, insulin sensitivity, lipid metabolism, blood pressure) that were used to create a composite metabolic health score. We created 16 physical activity variables covering the whole intensity spectrum (from 0–100 to ≥ 8000 counts per minute) and used multivariate pattern analysis to analyze the data. RESULTS: Physical activity intensities in the vigorous range (5000–7000 counts per minute) were most strongly associated with metabolic health. Moderate intensity physical activity was weakly related to health, and sedentary time and light physical activity were not related to health. CONCLUSIONS: This study is the first to determine the multivariate physical activity signature related to metabolic health in children across the whole intensity spectrum. This novel approach shows that vigorous physical activity is strongest related to metabolic health. We recommend future studies adapt a multivariate analytic approach to further develop the field of physical activity epidemiology. TRIAL REGISTRATION: The study was registered in Clinicaltrials.gov (www.clinicaltrials.gov) 7th of April 2014 with identification number NCT02132494. |
format | Online Article Text |
id | pubmed-6094580 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-60945802018-08-24 The multivariate physical activity signature associated with metabolic health in children Aadland, Eivind Kvalheim, Olav Martin Anderssen, Sigmund Alfred Resaland, Geir Kåre Andersen, Lars Bo Int J Behav Nutr Phys Act Research BACKGROUND: Physical activity is a cornerstone for promoting good metabolic health in children, but it is heavily debated which intensities (including sedentary time) are most influential. A fundamental limitation to current evidence for this relationship is the reliance on analytic approaches that cannot handle collinear variables. The aim of the present study was to determine the physical activity signature related to metabolic health in children, by investigating the association pattern for the whole spectrum of physical activity intensities using multivariate pattern analysis. METHODS: We used a sample of 841 children (age 10.2 ± 0.3 years; BMI 18.0 ± 3.0; 50% boys) from the Active Smarter Kids study, who provided valid data on accelerometry (ActiGraph GT3X+) and several indices of metabolic health (aerobic fitness, abdominal fatness, insulin sensitivity, lipid metabolism, blood pressure) that were used to create a composite metabolic health score. We created 16 physical activity variables covering the whole intensity spectrum (from 0–100 to ≥ 8000 counts per minute) and used multivariate pattern analysis to analyze the data. RESULTS: Physical activity intensities in the vigorous range (5000–7000 counts per minute) were most strongly associated with metabolic health. Moderate intensity physical activity was weakly related to health, and sedentary time and light physical activity were not related to health. CONCLUSIONS: This study is the first to determine the multivariate physical activity signature related to metabolic health in children across the whole intensity spectrum. This novel approach shows that vigorous physical activity is strongest related to metabolic health. We recommend future studies adapt a multivariate analytic approach to further develop the field of physical activity epidemiology. TRIAL REGISTRATION: The study was registered in Clinicaltrials.gov (www.clinicaltrials.gov) 7th of April 2014 with identification number NCT02132494. BioMed Central 2018-08-15 /pmc/articles/PMC6094580/ /pubmed/30111365 http://dx.doi.org/10.1186/s12966-018-0707-z Text en © The Author(s). 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Aadland, Eivind Kvalheim, Olav Martin Anderssen, Sigmund Alfred Resaland, Geir Kåre Andersen, Lars Bo The multivariate physical activity signature associated with metabolic health in children |
title | The multivariate physical activity signature associated with metabolic health in children |
title_full | The multivariate physical activity signature associated with metabolic health in children |
title_fullStr | The multivariate physical activity signature associated with metabolic health in children |
title_full_unstemmed | The multivariate physical activity signature associated with metabolic health in children |
title_short | The multivariate physical activity signature associated with metabolic health in children |
title_sort | multivariate physical activity signature associated with metabolic health in children |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6094580/ https://www.ncbi.nlm.nih.gov/pubmed/30111365 http://dx.doi.org/10.1186/s12966-018-0707-z |
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