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Mendelian randomization suggests a bidirectional, causal relationship between physical inactivity and adiposity
Physical inactivity and increased sedentary time are associated with excess weight gain in observational studies. However, some longitudinal studies indicate reverse causality where weight gain leads to physical inactivity and increased sedentary time. As observational studies suffer from reverse ca...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
eLife Sciences Publications, Ltd
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8975550/ https://www.ncbi.nlm.nih.gov/pubmed/35254260 http://dx.doi.org/10.7554/eLife.70386 |
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author | Carrasquilla, Germán D García-Ureña, Mario Fall, Tove Sørensen, Thorkild IA Kilpeläinen, Tuomas O |
author_facet | Carrasquilla, Germán D García-Ureña, Mario Fall, Tove Sørensen, Thorkild IA Kilpeläinen, Tuomas O |
author_sort | Carrasquilla, Germán D |
collection | PubMed |
description | Physical inactivity and increased sedentary time are associated with excess weight gain in observational studies. However, some longitudinal studies indicate reverse causality where weight gain leads to physical inactivity and increased sedentary time. As observational studies suffer from reverse causality, it is challenging to assess the true causal directions. Here, we assess the bidirectional causality between physical inactivity, sedentary time, and adiposity by bidirectional Mendelian randomization analysis. We used results from genome-wide association studies for accelerometer-based physical activity and sedentary time in 91,105 individuals and for body mass index (BMI) in 806,834 individuals. We implemented Mendelian randomization using CAUSE method that accounts for pleiotropy and sample overlap using full genome-wide data. We also applied inverse variance-weighted, MR-Egger, weighted median, and weighted mode methods using genome-wide significant variants only. We found evidence of bidirectional causality between sedentary time and BMI: longer sedentary time was causal for higher BMI [beta (95% CI) from CAUSE method: 0.11 (0.02, 0.2), p = 0.02], and higher BMI was causal for longer sedentary time (0.13 (0.08, 0.17), p = 6.3 x 10(-4)). Our analyses suggest that higher moderate and vigorous physical activity are causal for lower BMI (moderate: –0.18 (-0.3,–0.05), p = 0.006; vigorous: –0.16 (-0.24,–0.08), p = 3.8 × 10(-4)), but indicate that the association between higher BMI and lower levels of physical activity is due to horizontal pleiotropy. The bidirectional, causal relationship between sedentary time and BMI suggests that decreasing sedentary time is beneficial for weight management, but also that targeting adiposity may lead to additional health benefits by reducing sedentary time. |
format | Online Article Text |
id | pubmed-8975550 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | eLife Sciences Publications, Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-89755502022-04-02 Mendelian randomization suggests a bidirectional, causal relationship between physical inactivity and adiposity Carrasquilla, Germán D García-Ureña, Mario Fall, Tove Sørensen, Thorkild IA Kilpeläinen, Tuomas O eLife Epidemiology and Global Health Physical inactivity and increased sedentary time are associated with excess weight gain in observational studies. However, some longitudinal studies indicate reverse causality where weight gain leads to physical inactivity and increased sedentary time. As observational studies suffer from reverse causality, it is challenging to assess the true causal directions. Here, we assess the bidirectional causality between physical inactivity, sedentary time, and adiposity by bidirectional Mendelian randomization analysis. We used results from genome-wide association studies for accelerometer-based physical activity and sedentary time in 91,105 individuals and for body mass index (BMI) in 806,834 individuals. We implemented Mendelian randomization using CAUSE method that accounts for pleiotropy and sample overlap using full genome-wide data. We also applied inverse variance-weighted, MR-Egger, weighted median, and weighted mode methods using genome-wide significant variants only. We found evidence of bidirectional causality between sedentary time and BMI: longer sedentary time was causal for higher BMI [beta (95% CI) from CAUSE method: 0.11 (0.02, 0.2), p = 0.02], and higher BMI was causal for longer sedentary time (0.13 (0.08, 0.17), p = 6.3 x 10(-4)). Our analyses suggest that higher moderate and vigorous physical activity are causal for lower BMI (moderate: –0.18 (-0.3,–0.05), p = 0.006; vigorous: –0.16 (-0.24,–0.08), p = 3.8 × 10(-4)), but indicate that the association between higher BMI and lower levels of physical activity is due to horizontal pleiotropy. The bidirectional, causal relationship between sedentary time and BMI suggests that decreasing sedentary time is beneficial for weight management, but also that targeting adiposity may lead to additional health benefits by reducing sedentary time. eLife Sciences Publications, Ltd 2022-03-07 /pmc/articles/PMC8975550/ /pubmed/35254260 http://dx.doi.org/10.7554/eLife.70386 Text en © 2022, Carrasquilla et al https://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited. |
spellingShingle | Epidemiology and Global Health Carrasquilla, Germán D García-Ureña, Mario Fall, Tove Sørensen, Thorkild IA Kilpeläinen, Tuomas O Mendelian randomization suggests a bidirectional, causal relationship between physical inactivity and adiposity |
title | Mendelian randomization suggests a bidirectional, causal relationship between physical inactivity and adiposity |
title_full | Mendelian randomization suggests a bidirectional, causal relationship between physical inactivity and adiposity |
title_fullStr | Mendelian randomization suggests a bidirectional, causal relationship between physical inactivity and adiposity |
title_full_unstemmed | Mendelian randomization suggests a bidirectional, causal relationship between physical inactivity and adiposity |
title_short | Mendelian randomization suggests a bidirectional, causal relationship between physical inactivity and adiposity |
title_sort | mendelian randomization suggests a bidirectional, causal relationship between physical inactivity and adiposity |
topic | Epidemiology and Global Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8975550/ https://www.ncbi.nlm.nih.gov/pubmed/35254260 http://dx.doi.org/10.7554/eLife.70386 |
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