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Distilling causality between physical activity traits and obesity via Mendelian randomization
BACKGROUND: Whether obesity is a cause or consequence of low physical activity levels and more sedentary time has not yet been fully elucidated. Better instrumental variables and a more thorough consideration of potential confounding variables that may influence the causal inference between physical...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10689836/ https://www.ncbi.nlm.nih.gov/pubmed/38036650 http://dx.doi.org/10.1038/s43856-023-00407-5 |
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author | Wang, Zhe Davey Smith, George Loos, Ruth J. F. den Hoed, Marcel |
author_facet | Wang, Zhe Davey Smith, George Loos, Ruth J. F. den Hoed, Marcel |
author_sort | Wang, Zhe |
collection | PubMed |
description | BACKGROUND: Whether obesity is a cause or consequence of low physical activity levels and more sedentary time has not yet been fully elucidated. Better instrumental variables and a more thorough consideration of potential confounding variables that may influence the causal inference between physical activity and obesity are needed. METHODS: Leveraging results from our recent genome-wide association study for leisure time moderate-to-vigorous intensity (MV) physical activity and screen time, we here disentangle the causal relationships between physical activity, sedentary behavior, education—defined by years of schooling—and body mass index (BMI), using multiple univariable and multivariable Mendelian Randomization (MR) approaches. RESULTS: Univariable MR analyses suggest bidirectional causal effects of physical activity and sedentary behavior with BMI. However, multivariable MR analyses that take years of schooling into account suggest that more MV physical activity causes a lower BMI, and a higher BMI causes more screen time, but not vice versa. In addition, more years of schooling causes higher levels of MV physical activity, less screen time, and lower BMI. CONCLUSIONS: In conclusion, our results highlight the beneficial effect of education on improved health and suggest that a more physically active lifestyle leads to lower BMI, while sedentary behavior is a consequence of higher BMI. |
format | Online Article Text |
id | pubmed-10689836 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-106898362023-12-02 Distilling causality between physical activity traits and obesity via Mendelian randomization Wang, Zhe Davey Smith, George Loos, Ruth J. F. den Hoed, Marcel Commun Med (Lond) Article BACKGROUND: Whether obesity is a cause or consequence of low physical activity levels and more sedentary time has not yet been fully elucidated. Better instrumental variables and a more thorough consideration of potential confounding variables that may influence the causal inference between physical activity and obesity are needed. METHODS: Leveraging results from our recent genome-wide association study for leisure time moderate-to-vigorous intensity (MV) physical activity and screen time, we here disentangle the causal relationships between physical activity, sedentary behavior, education—defined by years of schooling—and body mass index (BMI), using multiple univariable and multivariable Mendelian Randomization (MR) approaches. RESULTS: Univariable MR analyses suggest bidirectional causal effects of physical activity and sedentary behavior with BMI. However, multivariable MR analyses that take years of schooling into account suggest that more MV physical activity causes a lower BMI, and a higher BMI causes more screen time, but not vice versa. In addition, more years of schooling causes higher levels of MV physical activity, less screen time, and lower BMI. CONCLUSIONS: In conclusion, our results highlight the beneficial effect of education on improved health and suggest that a more physically active lifestyle leads to lower BMI, while sedentary behavior is a consequence of higher BMI. Nature Publishing Group UK 2023-11-30 /pmc/articles/PMC10689836/ /pubmed/38036650 http://dx.doi.org/10.1038/s43856-023-00407-5 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Wang, Zhe Davey Smith, George Loos, Ruth J. F. den Hoed, Marcel Distilling causality between physical activity traits and obesity via Mendelian randomization |
title | Distilling causality between physical activity traits and obesity via Mendelian randomization |
title_full | Distilling causality between physical activity traits and obesity via Mendelian randomization |
title_fullStr | Distilling causality between physical activity traits and obesity via Mendelian randomization |
title_full_unstemmed | Distilling causality between physical activity traits and obesity via Mendelian randomization |
title_short | Distilling causality between physical activity traits and obesity via Mendelian randomization |
title_sort | distilling causality between physical activity traits and obesity via mendelian randomization |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10689836/ https://www.ncbi.nlm.nih.gov/pubmed/38036650 http://dx.doi.org/10.1038/s43856-023-00407-5 |
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