Mendelian randomization suggests a bidirectional, causal relationship between physical inactivity and adiposity

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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.

In: eLife, Vol. 11, e70386, 2022.

Research output: Contribution to journalJournal articleResearchpeer-review

Harvard

Carrasquilla, GD, García-Ureña, M, Fall, T, Sørensen, TIA & Kilpeläinen, T 2022, 'Mendelian randomization suggests a bidirectional, causal relationship between physical inactivity and adiposity', eLife, vol. 11, e70386. https://doi.org/10.7554/eLife.70386

APA

Carrasquilla, G. D., García-Ureña, M., Fall, T., Sørensen, T. IA., & Kilpeläinen, T. (2022). Mendelian randomization suggests a bidirectional, causal relationship between physical inactivity and adiposity. eLife, 11, [e70386]. https://doi.org/10.7554/eLife.70386

Vancouver

Carrasquilla GD, García-Ureña M, Fall T, Sørensen TIA, Kilpeläinen T. Mendelian randomization suggests a bidirectional, causal relationship between physical inactivity and adiposity. eLife. 2022;11. e70386. https://doi.org/10.7554/eLife.70386

Author

Carrasquilla, Germán D ; García-Ureña, Mario ; Fall, Tove ; Sørensen, Thorkild IA ; Kilpeläinen, Tuomas. / Mendelian randomization suggests a bidirectional, causal relationship between physical inactivity and adiposity. In: eLife. 2022 ; Vol. 11.

Bibtex

@article{3ebdb91db0b5441ebccee06fd9776bdf,
title = "Mendelian randomization suggests a bidirectional, causal relationship between physical inactivity and adiposity",
abstract = "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 .x10- 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.",
author = "Carrasquilla, {Germ{\'a}n D} and Mario Garc{\'i}a-Ure{\~n}a and Tove Fall and S{\o}rensen, {Thorkild IA} and Tuomas Kilpel{\"a}inen",
note = "{\textcopyright} 2022, Carrasquilla et al.",
year = "2022",
doi = "10.7554/eLife.70386",
language = "English",
volume = "11",
journal = "eLife",
issn = "2050-084X",
publisher = "eLife Sciences Publications Ltd.",

}

RIS

TY - JOUR

T1 - Mendelian randomization suggests a bidirectional, causal relationship between physical inactivity and adiposity

AU - Carrasquilla, Germán D

AU - García-Ureña, Mario

AU - Fall, Tove

AU - Sørensen, Thorkild IA

AU - Kilpeläinen, Tuomas

N1 - © 2022, Carrasquilla et al.

PY - 2022

Y1 - 2022

N2 - 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 .x10- 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.

AB - 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 .x10- 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.

U2 - 10.7554/eLife.70386

DO - 10.7554/eLife.70386

M3 - Journal article

C2 - 35254260

VL - 11

JO - eLife

JF - eLife

SN - 2050-084X

M1 - e70386

ER -

ID: 300904451