Skip to main content
Top

02-09-2024 | Gastroesophageal Reflux Disease | Systematic Review

Causal Association Between Sedentary Behaviors and Health Outcomes: A Systematic Review and Meta-Analysis of Mendelian Randomization Studies

Authors: Ying Gao, Qingyang Li, Luyao Yang, Hanhua Zhao, Di Wang, Arto J. Pesola

Published in: Sports Medicine

Login to get access

Abstract

Background

Different types of sedentary behavior are associated with several health outcomes, but the causality of these associations remains unclear.

Objectives

To conduct a systematic review and meta-analysis of Mendelian randomization (MR) studies investigating the associations between sedentary behaviors and health outcomes.

Methods

A systematic search on PubMed, Embase, Web of Science, Scopus, and PsycINFO up to August 2023 was conducted to identify eligible MR studies. We selected studies that assessed associations of genetically determined sedentary behaviors and health outcomes. A meta-analysis was conducted to examine the causal associations when two or more MR studies were available. We graded the evidence level of each MR association based on the results of the main method and sensitivity analyses in MR studies.

Results

A total of 31 studies with 168 MR associations between six types of sedentary behavior and 47 health outcomes were included. Results from meta-analyses suggested a total of 47 significant causal associations between sedentary behaviors and health outcomes. Notably, more leisure TV watching is robustly correlated with increased risks of myocardial infarction, coronary artery disease, all-cause ischemic stroke, and type 2 diabetes. Conversely, robust inverse associations were observed between leisure computer use and risks of rheumatoid arthritis, Alzheimer’s disease, and gastroesophageal reflux disease.

Conclusion

These findings suggest that different types of sedentary behavior have distinct causal effects on health outcomes. Therefore, interventions should focus not only on reducing sedentary time but also on promoting healthier types of sedentary behavior.

PROSPERO Registration

CRD42023453828.
Appendix
Available only for authorised users
Literature
1.
go back to reference Tremblay MS, Aubert S, Barnes JD, Saunders TJ, Carson V, Latimer-Cheung AE, et al. Sedentary Behavior Research Network (SBRN)—Terminology Consensus Project process and outcome. Int J Behav Nutr Phys Act. 2017;14(1):75.PubMedPubMedCentralCrossRef Tremblay MS, Aubert S, Barnes JD, Saunders TJ, Carson V, Latimer-Cheung AE, et al. Sedentary Behavior Research Network (SBRN)—Terminology Consensus Project process and outcome. Int J Behav Nutr Phys Act. 2017;14(1):75.PubMedPubMedCentralCrossRef
2.
go back to reference Biswas A, Oh PI, Faulkner GE, Bajaj RR, Silver MA, Mitchell MS, et al. Sedentary time and its association with risk for disease incidence, mortality, and hospitalization in adults: a systematic review and meta-analysis. Ann Intern Med. 2015;162(2):123–32.PubMedCrossRef Biswas A, Oh PI, Faulkner GE, Bajaj RR, Silver MA, Mitchell MS, et al. Sedentary time and its association with risk for disease incidence, mortality, and hospitalization in adults: a systematic review and meta-analysis. Ann Intern Med. 2015;162(2):123–32.PubMedCrossRef
3.
go back to reference Dzakpasu FQS, Carver A, Brakenridge CJ, Cicuttini F, Urquhart DM, Owen N, et al. Musculoskeletal pain and sedentary behaviour in occupational and non-occupational settings: a systematic review with meta-analysis. Int J Behav Nutr Phys Act. 2021;18(1):159.PubMedPubMedCentralCrossRef Dzakpasu FQS, Carver A, Brakenridge CJ, Cicuttini F, Urquhart DM, Owen N, et al. Musculoskeletal pain and sedentary behaviour in occupational and non-occupational settings: a systematic review with meta-analysis. Int J Behav Nutr Phys Act. 2021;18(1):159.PubMedPubMedCentralCrossRef
4.
go back to reference Rodriguez-Ayllon M, Cadenas-Sánchez C, Estévez-López F, Muñoz NE, Mora-Gonzalez J, Migueles JH, et al. Role of physical activity and sedentary behavior in the mental health of preschoolers, children and adolescents: a systematic review and meta-analysis. Sports Med. 2019;49(9):1383–410.PubMedCrossRef Rodriguez-Ayllon M, Cadenas-Sánchez C, Estévez-López F, Muñoz NE, Mora-Gonzalez J, Migueles JH, et al. Role of physical activity and sedentary behavior in the mental health of preschoolers, children and adolescents: a systematic review and meta-analysis. Sports Med. 2019;49(9):1383–410.PubMedCrossRef
5.
go back to reference Patterson R, McNamara E, Tainio M, de Sá TH, Smith AD, Sharp SJ, et al. Sedentary behaviour and risk of all-cause, cardiovascular and cancer mortality, and incident type 2 diabetes: a systematic review and dose response meta-analysis. Eur J Epidemiol. 2018;33(9):811–29.PubMedPubMedCentralCrossRef Patterson R, McNamara E, Tainio M, de Sá TH, Smith AD, Sharp SJ, et al. Sedentary behaviour and risk of all-cause, cardiovascular and cancer mortality, and incident type 2 diabetes: a systematic review and dose response meta-analysis. Eur J Epidemiol. 2018;33(9):811–29.PubMedPubMedCentralCrossRef
6.
go back to reference Hansen BH, Kolle E, Dyrstad SM, Holme I, Anderssen SA. Accelerometer-determined physical activity in adults and older people. Med Sci Sports Exerc. 2012;44(2):266–72.PubMedCrossRef Hansen BH, Kolle E, Dyrstad SM, Holme I, Anderssen SA. Accelerometer-determined physical activity in adults and older people. Med Sci Sports Exerc. 2012;44(2):266–72.PubMedCrossRef
7.
go back to reference Mosabbir A. Mechanisms behind the development of chronic low back pain and its neurodegenerative features. Life (Basel). 2022;13(1):84.PubMedPubMedCentral Mosabbir A. Mechanisms behind the development of chronic low back pain and its neurodegenerative features. Life (Basel). 2022;13(1):84.PubMedPubMedCentral
8.
go back to reference Hoare E, Milton K, Foster C, Allender S. The associations between sedentary behaviour and mental health among adolescents: a systematic review. Int J Behav Nutr Phys Act. 2016;13:1–22.CrossRef Hoare E, Milton K, Foster C, Allender S. The associations between sedentary behaviour and mental health among adolescents: a systematic review. Int J Behav Nutr Phys Act. 2016;13:1–22.CrossRef
9.
go back to reference Rezende LFM, Lee DH, Giovannucci E. Possible reverse causation and confounding in study of the association of sedentary behavior with cancer mortality. JAMA Oncol. 2021;7(1):138–9.PubMedCrossRef Rezende LFM, Lee DH, Giovannucci E. Possible reverse causation and confounding in study of the association of sedentary behavior with cancer mortality. JAMA Oncol. 2021;7(1):138–9.PubMedCrossRef
10.
go back to reference Burgess S, Thompson SG. Multivariable Mendelian randomization: the use of pleiotropic genetic variants to estimate causal effects. Am J Epidemiol. 2015;181(4):251–60.PubMedPubMedCentralCrossRef Burgess S, Thompson SG. Multivariable Mendelian randomization: the use of pleiotropic genetic variants to estimate causal effects. Am J Epidemiol. 2015;181(4):251–60.PubMedPubMedCentralCrossRef
11.
go back to reference Zheng J, Baird D, Borges MC, Bowden J, Hemani G, Haycock P, et al. Recent developments in mendelian randomization studies. Curr Epidemiol Rep. 2017;4(4):330–45.PubMedPubMedCentralCrossRef Zheng J, Baird D, Borges MC, Bowden J, Hemani G, Haycock P, et al. Recent developments in mendelian randomization studies. Curr Epidemiol Rep. 2017;4(4):330–45.PubMedPubMedCentralCrossRef
12.
go back to reference Taylor AE, Davies NM, Ware JJ, VanderWeele T, Smith GD, Munafò MR. Mendelian randomization in health research: using appropriate genetic variants and avoiding biased estimates. Econ Hum Biol. 2014;13(100):99–106.PubMedPubMedCentralCrossRef Taylor AE, Davies NM, Ware JJ, VanderWeele T, Smith GD, Munafò MR. Mendelian randomization in health research: using appropriate genetic variants and avoiding biased estimates. Econ Hum Biol. 2014;13(100):99–106.PubMedPubMedCentralCrossRef
13.
go back to reference Doherty A, Smith-Byrne K, Ferreira T, Holmes MV, Holmes C, Pulit SL, et al. GWAS identifies 14 loci for device-measured physical activity and sleep duration. Nat Commun. 2018;9(1):5257.PubMedPubMedCentralCrossRef Doherty A, Smith-Byrne K, Ferreira T, Holmes MV, Holmes C, Pulit SL, et al. GWAS identifies 14 loci for device-measured physical activity and sleep duration. Nat Commun. 2018;9(1):5257.PubMedPubMedCentralCrossRef
14.
go back to reference van de Vegte YJ, Said MA, Rienstra M, van der Harst P, Verweij N. Genome-wide association studies and Mendelian randomization analyses for leisure sedentary behaviours. Nat Commun. 2020;11(1):1770.PubMedPubMedCentralCrossRef van de Vegte YJ, Said MA, Rienstra M, van der Harst P, Verweij N. Genome-wide association studies and Mendelian randomization analyses for leisure sedentary behaviours. Nat Commun. 2020;11(1):1770.PubMedPubMedCentralCrossRef
15.
go back to reference Wang Z, Emmerich A, Pillon NJ, Moore T, Hemerich D, Cornelis MC, et al. Genome-wide association analyses of physical activity and sedentary behavior provide insights into underlying mechanisms and roles in disease prevention. Nat Genet. 2022;54(9):1332–44.PubMedPubMedCentralCrossRef Wang Z, Emmerich A, Pillon NJ, Moore T, Hemerich D, Cornelis MC, et al. Genome-wide association analyses of physical activity and sedentary behavior provide insights into underlying mechanisms and roles in disease prevention. Nat Genet. 2022;54(9):1332–44.PubMedPubMedCentralCrossRef
16.
go back to reference Yang F, Huangfu N, Chen S, Hu T, Qu Z, Wang K, et al. Genetic liability to sedentary behavior in relation to myocardial infarction and heart failure: a mendelian randomization study. Nutr Metab Cardiovasc Dis. 2022;32(11):2621–9.PubMedCrossRef Yang F, Huangfu N, Chen S, Hu T, Qu Z, Wang K, et al. Genetic liability to sedentary behavior in relation to myocardial infarction and heart failure: a mendelian randomization study. Nutr Metab Cardiovasc Dis. 2022;32(11):2621–9.PubMedCrossRef
17.
go back to reference Bahls M, Leitzmann MF, Karch A, Teumer A, Dörr M, Felix SB, et al. Physical activity, sedentary behavior and risk of coronary artery disease, myocardial infarction and ischemic stroke: a two-sample Mendelian randomization study. Clin Res Cardiol. 2021;110(10):1564–73.PubMedPubMedCentralCrossRef Bahls M, Leitzmann MF, Karch A, Teumer A, Dörr M, Felix SB, et al. Physical activity, sedentary behavior and risk of coronary artery disease, myocardial infarction and ischemic stroke: a two-sample Mendelian randomization study. Clin Res Cardiol. 2021;110(10):1564–73.PubMedPubMedCentralCrossRef
18.
19.
go back to reference Bowden J, Davey Smith G, Burgess S. Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression. Int J Epidemiol. 2015;44(2):512–25.PubMedPubMedCentralCrossRef Bowden J, Davey Smith G, Burgess S. Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression. Int J Epidemiol. 2015;44(2):512–25.PubMedPubMedCentralCrossRef
20.
go back to reference Markozannes G, Kanellopoulou A, Dimopoulou O, Kosmidis D, Zhang X, Wang L, et al. Systematic review of Mendelian randomization studies on risk of cancer. BMC Med. 2022;20(1):41.PubMedPubMedCentralCrossRef Markozannes G, Kanellopoulou A, Dimopoulou O, Kosmidis D, Zhang X, Wang L, et al. Systematic review of Mendelian randomization studies on risk of cancer. BMC Med. 2022;20(1):41.PubMedPubMedCentralCrossRef
21.
go back to reference Bowden J, Davey Smith G, Haycock PC, Burgess S. Consistent estimation in Mendelian randomization with some invalid instruments using a weighted median estimator. Genet Epidemiol. 2016;40(4):304–14.PubMedPubMedCentralCrossRef Bowden J, Davey Smith G, Haycock PC, Burgess S. Consistent estimation in Mendelian randomization with some invalid instruments using a weighted median estimator. Genet Epidemiol. 2016;40(4):304–14.PubMedPubMedCentralCrossRef
22.
go back to reference Verbanck M, Chen CY, Neale B, Do R. Detection of widespread horizontal pleiotropy in causal relationships inferred from Mendelian randomization between complex traits and diseases. Nat Genet. 2018;50(5):693–8.PubMedPubMedCentralCrossRef Verbanck M, Chen CY, Neale B, Do R. Detection of widespread horizontal pleiotropy in causal relationships inferred from Mendelian randomization between complex traits and diseases. Nat Genet. 2018;50(5):693–8.PubMedPubMedCentralCrossRef
23.
25.
go back to reference Max Gordon T. forestplot: advanced forest plot using ‘grid’ Graphics. Secondary forestplot: advanced forest plot using ‘grid’. Graphics. 2015. Max Gordon T. forestplot: advanced forest plot using ‘grid’ Graphics. Secondary forestplot: advanced forest plot using ‘grid’. Graphics. 2015.
26.
go back to reference Melkevik O, Torsheim T, Iannotti RJ, Wold B. Is spending time in screen-based sedentary behaviors associated with less physical activity: a cross national investigation. Int J Behav Nutr Phys Act. 2010;7:46.PubMedPubMedCentralCrossRef Melkevik O, Torsheim T, Iannotti RJ, Wold B. Is spending time in screen-based sedentary behaviors associated with less physical activity: a cross national investigation. Int J Behav Nutr Phys Act. 2010;7:46.PubMedPubMedCentralCrossRef
27.
go back to reference Jensen ML, Dillman Carpentier FR, Corvalán C, Popkin BM, Evenson KR, Adair L, et al. Television viewing and using screens while eating: associations with dietary intake in children and adolescents. Appetite. 2022;168: 105670.PubMedCrossRef Jensen ML, Dillman Carpentier FR, Corvalán C, Popkin BM, Evenson KR, Adair L, et al. Television viewing and using screens while eating: associations with dietary intake in children and adolescents. Appetite. 2022;168: 105670.PubMedCrossRef
28.
go back to reference Gao Y, Li QY, Finni T, Pesola AJ. Enhanced muscle activity during interrupted sitting improves glycemic control in overweight and obese men. Scand J Med Sci Sports. 2024;34(4): e14628.PubMedCrossRef Gao Y, Li QY, Finni T, Pesola AJ. Enhanced muscle activity during interrupted sitting improves glycemic control in overweight and obese men. Scand J Med Sci Sports. 2024;34(4): e14628.PubMedCrossRef
29.
go back to reference Pesola AJ, Laukkanen A, Tikkanen O, Sipilä S, Kainulainen H, Finni T. Muscle inactivity is adversely associated with biomarkers in physically active adults. Med Sci Sports Exerc. 2015;47(6):1188–96.PubMedCrossRef Pesola AJ, Laukkanen A, Tikkanen O, Sipilä S, Kainulainen H, Finni T. Muscle inactivity is adversely associated with biomarkers in physically active adults. Med Sci Sports Exerc. 2015;47(6):1188–96.PubMedCrossRef
30.
go back to reference He Q, Bennett AN, Fan B, Han X, Liu J, Wu KCH, et al. Assessment of bidirectional relationships between leisure sedentary behaviors and neuropsychiatric disorders: a two-sample mendelian randomization study. Genes (Basel). 2022;13(6):962.PubMedPubMedCentralCrossRef He Q, Bennett AN, Fan B, Han X, Liu J, Wu KCH, et al. Assessment of bidirectional relationships between leisure sedentary behaviors and neuropsychiatric disorders: a two-sample mendelian randomization study. Genes (Basel). 2022;13(6):962.PubMedPubMedCentralCrossRef
31.
go back to reference Hallgren M, Dunstan DW, Owen N. Passive versus mentally active sedentary behaviors and depression. Exerc Sport Sci Rev. 2020;48(1):20–7.PubMedCrossRef Hallgren M, Dunstan DW, Owen N. Passive versus mentally active sedentary behaviors and depression. Exerc Sport Sci Rev. 2020;48(1):20–7.PubMedCrossRef
32.
go back to reference Gao Y, Silvennoinen M, Pesola AJ, Kainulainen H, Cronin NJ, Finni T. Acute metabolic response, energy expenditure, and EMG activity in sitting and standing. Med Sci Sports Exerc. 2017;49(9):1927–34.PubMedCrossRef Gao Y, Silvennoinen M, Pesola AJ, Kainulainen H, Cronin NJ, Finni T. Acute metabolic response, energy expenditure, and EMG activity in sitting and standing. Med Sci Sports Exerc. 2017;49(9):1927–34.PubMedCrossRef
33.
go back to reference Gianoudis J, Bailey CA, Daly RM. Associations between sedentary behaviour and body composition, muscle function and sarcopenia in community-dwelling older adults. Osteoporos Int. 2015;26(2):571–9.PubMedCrossRef Gianoudis J, Bailey CA, Daly RM. Associations between sedentary behaviour and body composition, muscle function and sarcopenia in community-dwelling older adults. Osteoporos Int. 2015;26(2):571–9.PubMedCrossRef
34.
go back to reference Ferrucci L, Baroni M, Ranchelli A, Lauretani F, Maggio M, Mecocci P, et al. Interaction between bone and muscle in older persons with mobility limitations. Curr Pharm Des. 2014;20(19):3178–97.PubMedPubMedCentralCrossRef Ferrucci L, Baroni M, Ranchelli A, Lauretani F, Maggio M, Mecocci P, et al. Interaction between bone and muscle in older persons with mobility limitations. Curr Pharm Des. 2014;20(19):3178–97.PubMedPubMedCentralCrossRef
35.
go back to reference Pinto AJ, Bergouignan A, Dempsey PC, Roschel H, Owen N, Gualano B, et al. Physiology of sedentary behavior. Physiol Rev. 2023;103(4):2561–622.PubMedCrossRef Pinto AJ, Bergouignan A, Dempsey PC, Roschel H, Owen N, Gualano B, et al. Physiology of sedentary behavior. Physiol Rev. 2023;103(4):2561–622.PubMedCrossRef
36.
go back to reference Holloszy JO. Exercise-induced increase in muscle insulin sensitivity. J Appl Physiol (1985). 2005;99(1):338–43.PubMedCrossRef Holloszy JO. Exercise-induced increase in muscle insulin sensitivity. J Appl Physiol (1985). 2005;99(1):338–43.PubMedCrossRef
37.
go back to reference Brocklebank LA, Falconer CL, Page AS, Perry R, Cooper AR. Accelerometer-measured sedentary time and cardiometabolic biomarkers: a systematic review. Prev Med. 2015;76:92–102.PubMedCrossRef Brocklebank LA, Falconer CL, Page AS, Perry R, Cooper AR. Accelerometer-measured sedentary time and cardiometabolic biomarkers: a systematic review. Prev Med. 2015;76:92–102.PubMedCrossRef
38.
go back to reference Cavalot F, Petrelli A, Traversa M, Bonomo K, Fiora E, Conti M, et al. Postprandial blood glucose is a stronger predictor of cardiovascular events than fasting blood glucose in type 2 diabetes mellitus, particularly in women: lessons from the San Luigi Gonzaga Diabetes Study. J Clin Endocrinol Metab. 2006;91(3):813–9.PubMedCrossRef Cavalot F, Petrelli A, Traversa M, Bonomo K, Fiora E, Conti M, et al. Postprandial blood glucose is a stronger predictor of cardiovascular events than fasting blood glucose in type 2 diabetes mellitus, particularly in women: lessons from the San Luigi Gonzaga Diabetes Study. J Clin Endocrinol Metab. 2006;91(3):813–9.PubMedCrossRef
39.
go back to reference Restaino RM, Holwerda SW, Credeur DP, Fadel PJ, Padilla J. Impact of prolonged sitting on lower and upper limb micro- and macrovascular dilator function. Exp Physiol. 2015;100(7):829–38.PubMedCrossRef Restaino RM, Holwerda SW, Credeur DP, Fadel PJ, Padilla J. Impact of prolonged sitting on lower and upper limb micro- and macrovascular dilator function. Exp Physiol. 2015;100(7):829–38.PubMedCrossRef
40.
go back to reference Carter S, Hartman Y, Holder S, Thijssen DH, Hopkins ND. Sedentary behavior and cardiovascular disease risk: mediating mechanisms. Exerc Sport Sci Rev. 2017;45(2):80–6.PubMedCrossRef Carter S, Hartman Y, Holder S, Thijssen DH, Hopkins ND. Sedentary behavior and cardiovascular disease risk: mediating mechanisms. Exerc Sport Sci Rev. 2017;45(2):80–6.PubMedCrossRef
41.
go back to reference Flynn MG, Markofski MM, Carrillo AE. Elevated inflammatory status and increased risk of chronic disease in chronological aging: inflamm-aging or inflamm-inactivity? Aging Dis. 2019;10(1):147–56.PubMedPubMedCentralCrossRef Flynn MG, Markofski MM, Carrillo AE. Elevated inflammatory status and increased risk of chronic disease in chronological aging: inflamm-aging or inflamm-inactivity? Aging Dis. 2019;10(1):147–56.PubMedPubMedCentralCrossRef
42.
go back to reference Thomée S, Lissner L, Hagberg M, Grimby-Ekman A. Leisure time computer use and overweight development in young adults—a prospective study. BMC Public Health. 2015;15:1–14.CrossRef Thomée S, Lissner L, Hagberg M, Grimby-Ekman A. Leisure time computer use and overweight development in young adults—a prospective study. BMC Public Health. 2015;15:1–14.CrossRef
43.
go back to reference Dockrell S, Bennett K, Culleton-Quinn E. Computer use and musculoskeletal symptoms among undergraduate university students. Comput Educ. 2015;85:102–9.CrossRef Dockrell S, Bennett K, Culleton-Quinn E. Computer use and musculoskeletal symptoms among undergraduate university students. Comput Educ. 2015;85:102–9.CrossRef
44.
go back to reference Kocak UZ. Are eSports more than just sitting? A study comparing energy expenditure. J Comp Eff Res. 2022;11(1):39–45.PubMedCrossRef Kocak UZ. Are eSports more than just sitting? A study comparing energy expenditure. J Comp Eff Res. 2022;11(1):39–45.PubMedCrossRef
45.
go back to reference Gilson ND, Suppini A, Ryde GC, Brown HE, Brown WJ. Does the use of standing ‘hot’ desks change sedentary work time in an open plan office? Prev Med. 2012;54(1):65–7.PubMedCrossRef Gilson ND, Suppini A, Ryde GC, Brown HE, Brown WJ. Does the use of standing ‘hot’ desks change sedentary work time in an open plan office? Prev Med. 2012;54(1):65–7.PubMedCrossRef
46.
go back to reference Neter E, Chachashvili-Bolotin S, Erlich B, Ifrah K. Benefiting from digital use: prospective association of internet use with knowledge and preventive behaviors related to Alzheimer disease in the Israeli survey of aging. JMIR aging. 2021;4(2): e25706.PubMedPubMedCentralCrossRef Neter E, Chachashvili-Bolotin S, Erlich B, Ifrah K. Benefiting from digital use: prospective association of internet use with knowledge and preventive behaviors related to Alzheimer disease in the Israeli survey of aging. JMIR aging. 2021;4(2): e25706.PubMedPubMedCentralCrossRef
47.
go back to reference Raichlen DA, Klimentidis YC, Sayre MK, Bharadwaj PK, Lai MH, Wilcox RR, et al. Leisure-time sedentary behaviors are differentially associated with all-cause dementia regardless of engagement in physical activity. Proc Natl Acad Sci. 2022;119(35): e2206931119.PubMedPubMedCentralCrossRef Raichlen DA, Klimentidis YC, Sayre MK, Bharadwaj PK, Lai MH, Wilcox RR, et al. Leisure-time sedentary behaviors are differentially associated with all-cause dementia regardless of engagement in physical activity. Proc Natl Acad Sci. 2022;119(35): e2206931119.PubMedPubMedCentralCrossRef
48.
go back to reference Zhuang Z, Zhao Y, Song Z, Wang W, Huang N, Dong X, et al. Leisure-time television viewing and computer use, family history, and incidence of dementia. Neuroepidemiology. 2023;57(5):304–15.PubMedCrossRef Zhuang Z, Zhao Y, Song Z, Wang W, Huang N, Dong X, et al. Leisure-time television viewing and computer use, family history, and incidence of dementia. Neuroepidemiology. 2023;57(5):304–15.PubMedCrossRef
49.
go back to reference Wanders L, Bakker EA, van Hout HP, Eijsvogels TM, Hopman MT, Visser LN, et al. Association between sedentary time and cognitive function: a focus on different domains of sedentary behavior. Prev Med. 2021;153: 106731.PubMedCrossRef Wanders L, Bakker EA, van Hout HP, Eijsvogels TM, Hopman MT, Visser LN, et al. Association between sedentary time and cognitive function: a focus on different domains of sedentary behavior. Prev Med. 2021;153: 106731.PubMedCrossRef
50.
go back to reference Ferreira N, Owen A, Mohan A, Corbett A, Ballard C. Associations between cognitively stimulating leisure activities, cognitive function and age-related cognitive decline. Int J Geriatr Psychiatry. 2015;30(4):422–30.PubMedCrossRef Ferreira N, Owen A, Mohan A, Corbett A, Ballard C. Associations between cognitively stimulating leisure activities, cognitive function and age-related cognitive decline. Int J Geriatr Psychiatry. 2015;30(4):422–30.PubMedCrossRef
51.
go back to reference Tun PA, Lachman ME. The association between computer use and cognition across adulthood: use it so you won’t lose it? Psychol Aging. 2010;25(3):560–8.PubMedPubMedCentralCrossRef Tun PA, Lachman ME. The association between computer use and cognition across adulthood: use it so you won’t lose it? Psychol Aging. 2010;25(3):560–8.PubMedPubMedCentralCrossRef
52.
go back to reference Chapman SB, Mudar RA. Enhancement of cognitive and neural functions through complex reasoning training: evidence from normal and clinical populations. Front Syst Neurosci. 2014;8:69.PubMedPubMedCentralCrossRef Chapman SB, Mudar RA. Enhancement of cognitive and neural functions through complex reasoning training: evidence from normal and clinical populations. Front Syst Neurosci. 2014;8:69.PubMedPubMedCentralCrossRef
53.
go back to reference Yang F, Chen S, Qu Z, Wang K, Xie X, Cui H. Genetic liability to sedentary behavior in relation to stroke, its subtypes and neurodegenerative diseases: a Mendelian randomization study. Front Aging Neurosci. 2021;13: 757388.PubMedPubMedCentralCrossRef Yang F, Chen S, Qu Z, Wang K, Xie X, Cui H. Genetic liability to sedentary behavior in relation to stroke, its subtypes and neurodegenerative diseases: a Mendelian randomization study. Front Aging Neurosci. 2021;13: 757388.PubMedPubMedCentralCrossRef
54.
go back to reference Sun Y, Cao X, Cao D, Cui Y, Su K, Jia Z, et al. Genetic estimation of correlations and causalities between multifaceted modifiable factors and gastro-oesophageal reflux disease. Front Nutr. 2022;9:1009122.PubMedPubMedCentralCrossRef Sun Y, Cao X, Cao D, Cui Y, Su K, Jia Z, et al. Genetic estimation of correlations and causalities between multifaceted modifiable factors and gastro-oesophageal reflux disease. Front Nutr. 2022;9:1009122.PubMedPubMedCentralCrossRef
55.
go back to reference Lian X, Lin Y, Peng X, Wang Y, He T, He Z, et al. Causal links between socioeconomic status, leisure sedentary behaviours and gastro-oesophageal reflux disease: a multivariable two-sample Mendelian randomisation study. J Epidemiol Community Health. 2023;77(7):460–7.PubMedCrossRef Lian X, Lin Y, Peng X, Wang Y, He T, He Z, et al. Causal links between socioeconomic status, leisure sedentary behaviours and gastro-oesophageal reflux disease: a multivariable two-sample Mendelian randomisation study. J Epidemiol Community Health. 2023;77(7):460–7.PubMedCrossRef
56.
go back to reference Nikpay M, Goel A, Won HH, Hall LM, Willenborg C, Kanoni S, et al. A comprehensive 1,000 Genomes-based genome-wide association meta-analysis of coronary artery disease. Nat Genet. 2015;47(10):1121–30.PubMedPubMedCentralCrossRef Nikpay M, Goel A, Won HH, Hall LM, Willenborg C, Kanoni S, et al. A comprehensive 1,000 Genomes-based genome-wide association meta-analysis of coronary artery disease. Nat Genet. 2015;47(10):1121–30.PubMedPubMedCentralCrossRef
57.
go back to reference Malik R, Chauhan G, Traylor M, Sargurupremraj M, Okada Y, Mishra A, et al. Multiancestry genome-wide association study of 520,000 subjects identifies 32 loci associated with stroke and stroke subtypes. Nat Genet. 2018;50(4):524–37.PubMedPubMedCentralCrossRef Malik R, Chauhan G, Traylor M, Sargurupremraj M, Okada Y, Mishra A, et al. Multiancestry genome-wide association study of 520,000 subjects identifies 32 loci associated with stroke and stroke subtypes. Nat Genet. 2018;50(4):524–37.PubMedPubMedCentralCrossRef
58.
go back to reference Cao Z, Li Q, Li Y, Wu J. Causal association of leisure sedentary behavior with arthritis: a Mendelian randomization analysis. Semin Arthritis Rheum. 2023;59: 152171.PubMedCrossRef Cao Z, Li Q, Li Y, Wu J. Causal association of leisure sedentary behavior with arthritis: a Mendelian randomization analysis. Semin Arthritis Rheum. 2023;59: 152171.PubMedCrossRef
59.
go back to reference Chen X, Hong X, Gao W, Luo S, Cai J, Liu G, et al. Causal relationship between physical activity, leisure sedentary behaviors and COVID-19 risk: a Mendelian randomization study. J Transl Med. 2022;20(1):216.PubMedPubMedCentralCrossRef Chen X, Hong X, Gao W, Luo S, Cai J, Liu G, et al. Causal relationship between physical activity, leisure sedentary behaviors and COVID-19 risk: a Mendelian randomization study. J Transl Med. 2022;20(1):216.PubMedPubMedCentralCrossRef
60.
go back to reference The COVID-19 Host Genetics Initiative, a global initiative to elucidate the role of host genetic factors in susceptibility and severity of the SARS-CoV-2 virus pandemic. Eur J Hum Genet. 2020;28(6):715–8. The COVID-19 Host Genetics Initiative, a global initiative to elucidate the role of host genetic factors in susceptibility and severity of the SARS-CoV-2 virus pandemic. Eur J Hum Genet. 2020;28(6):715–8.
61.
go back to reference Chen D, Wu H, Wang X, Huang T, Jia J. Shared genetic basis and causal relationship between television watching, breakfast skipping and type 2 diabetes: evidence from a comprehensive genetic analysis. Front Endocrinol (Lausanne). 2022;13: 836023.PubMedCrossRef Chen D, Wu H, Wang X, Huang T, Jia J. Shared genetic basis and causal relationship between television watching, breakfast skipping and type 2 diabetes: evidence from a comprehensive genetic analysis. Front Endocrinol (Lausanne). 2022;13: 836023.PubMedCrossRef
62.
go back to reference Scott RA, Scott LJ, Mägi R, Marullo L, Gaulton KJ, Kaakinen M, et al. An expanded genome-wide association study of type 2 diabetes in Europeans. Diabetes. 2017;66(11):2888–902.PubMedPubMedCentralCrossRef Scott RA, Scott LJ, Mägi R, Marullo L, Gaulton KJ, Kaakinen M, et al. An expanded genome-wide association study of type 2 diabetes in Europeans. Diabetes. 2017;66(11):2888–902.PubMedPubMedCentralCrossRef
63.
go back to reference Chen L, You G, Yang Z, Shen R, Zhang R, Zhu D, et al. Leisure sedentary behaviour increases the risk of venous thromboembolism: a Mendelian randomisation study. BMC Cardiovasc Disord. 2023;23(1):362.PubMedPubMedCentralCrossRef Chen L, You G, Yang Z, Shen R, Zhang R, Zhu D, et al. Leisure sedentary behaviour increases the risk of venous thromboembolism: a Mendelian randomisation study. BMC Cardiovasc Disord. 2023;23(1):362.PubMedPubMedCentralCrossRef
64.
go back to reference Deng MG, Cui HT, Lan YB, Nie JQ, Liang YH, Chai C. Physical activity, sedentary behavior, and the risk of type 2 diabetes: a two-sample Mendelian randomization analysis in the European population. Front Endocrinol (Lausanne). 2022;13: 964132.PubMedCrossRef Deng MG, Cui HT, Lan YB, Nie JQ, Liang YH, Chai C. Physical activity, sedentary behavior, and the risk of type 2 diabetes: a two-sample Mendelian randomization analysis in the European population. Front Endocrinol (Lausanne). 2022;13: 964132.PubMedCrossRef
65.
go back to reference Xue A, Wu Y, Zhu Z, Zhang F, Kemper KE, Zheng Z, et al. Genome-wide association analyses identify 143 risk variants and putative regulatory mechanisms for type 2 diabetes. Nat Commun. 2018;9(1):2941.PubMedPubMedCentralCrossRef Xue A, Wu Y, Zhu Z, Zhang F, Kemper KE, Zheng Z, et al. Genome-wide association analyses identify 143 risk variants and putative regulatory mechanisms for type 2 diabetes. Nat Commun. 2018;9(1):2941.PubMedPubMedCentralCrossRef
66.
go back to reference Dixon-Suen SC, Lewis SJ, Martin RM, English DR, Boyle T, Giles GG, et al. Physical activity, sedentary time and breast cancer risk: a Mendelian randomisation study. Br J Sports Med. 2022;56(20):1157–70.PubMedCrossRef Dixon-Suen SC, Lewis SJ, Martin RM, English DR, Boyle T, Giles GG, et al. Physical activity, sedentary time and breast cancer risk: a Mendelian randomisation study. Br J Sports Med. 2022;56(20):1157–70.PubMedCrossRef
67.
go back to reference Amos CI, Dennis J, Wang Z, Byun J, Schumacher FR, Gayther SA, et al. The OncoArray consortium: a network for understanding the genetic architecture of common cancers. Cancer Epidemiol Biomarkers Prev. 2017;26(1):126–35.PubMedCrossRef Amos CI, Dennis J, Wang Z, Byun J, Schumacher FR, Gayther SA, et al. The OncoArray consortium: a network for understanding the genetic architecture of common cancers. Cancer Epidemiol Biomarkers Prev. 2017;26(1):126–35.PubMedCrossRef
68.
go back to reference Gao Y, Mi J, Liu Z, Song Q. Leisure sedentary behavior and risk of lung cancer: a two-sample mendelian randomization study and mediation analysis. Front Genet. 2021;12: 763626.PubMedPubMedCentralCrossRef Gao Y, Mi J, Liu Z, Song Q. Leisure sedentary behavior and risk of lung cancer: a two-sample mendelian randomization study and mediation analysis. Front Genet. 2021;12: 763626.PubMedPubMedCentralCrossRef
69.
go back to reference Wang Y, McKay JD, Rafnar T, Wang Z, Timofeeva MN, Broderick P, et al. Rare variants of large effect in BRCA2 and CHEK2 affect risk of lung cancer. Nat Genet. 2014;46(7):736–41.PubMedPubMedCentralCrossRef Wang Y, McKay JD, Rafnar T, Wang Z, Timofeeva MN, Broderick P, et al. Rare variants of large effect in BRCA2 and CHEK2 affect risk of lung cancer. Nat Genet. 2014;46(7):736–41.PubMedPubMedCentralCrossRef
70.
go back to reference Kunkle BW, Grenier-Boley B, Sims R, Bis JC, Damotte V, Naj AC, et al. Genetic meta-analysis of diagnosed Alzheimer’s disease identifies new risk loci and implicates Aβ, tau, immunity and lipid processing. Nat Genet. 2019;51(3):414–30.PubMedPubMedCentralCrossRef Kunkle BW, Grenier-Boley B, Sims R, Bis JC, Damotte V, Naj AC, et al. Genetic meta-analysis of diagnosed Alzheimer’s disease identifies new risk loci and implicates Aβ, tau, immunity and lipid processing. Nat Genet. 2019;51(3):414–30.PubMedPubMedCentralCrossRef
71.
go back to reference Pardiñas AF, Holmans P, Pocklington AJ, Escott-Price V, Ripke S, Carrera N, et al. Common schizophrenia alleles are enriched in mutation-intolerant genes and in regions under strong background selection. Nat Genet. 2018;50(3):381–9.PubMedPubMedCentralCrossRef Pardiñas AF, Holmans P, Pocklington AJ, Escott-Price V, Ripke S, Carrera N, et al. Common schizophrenia alleles are enriched in mutation-intolerant genes and in regions under strong background selection. Nat Genet. 2018;50(3):381–9.PubMedPubMedCentralCrossRef
72.
go back to reference Wray NR, Ripke S, Mattheisen M, Trzaskowski M, Byrne EM, Abdellaoui A, et al. Genome-wide association analyses identify 44 risk variants and refine the genetic architecture of major depression. Nat Genet. 2018;50(5):668–81.PubMedPubMedCentralCrossRef Wray NR, Ripke S, Mattheisen M, Trzaskowski M, Byrne EM, Abdellaoui A, et al. Genome-wide association analyses identify 44 risk variants and refine the genetic architecture of major depression. Nat Genet. 2018;50(5):668–81.PubMedPubMedCentralCrossRef
73.
go back to reference Huang G, Cai J, Li W, Lu Q, Chen X, Liao W, et al. A Mendelian randomization study on causal effects of leisure sedentary behaviour on the risk of rheumatoid arthritis. Eur J Clin Invest. 2023;53(3): e13894.PubMedCrossRef Huang G, Cai J, Li W, Lu Q, Chen X, Liao W, et al. A Mendelian randomization study on causal effects of leisure sedentary behaviour on the risk of rheumatoid arthritis. Eur J Clin Invest. 2023;53(3): e13894.PubMedCrossRef
74.
go back to reference Okada Y, Wu D, Trynka G, Raj T, Terao C, Ikari K, et al. Genetics of rheumatoid arthritis contributes to biology and drug discovery. Nature. 2014;506(7488):376–81.PubMedCrossRef Okada Y, Wu D, Trynka G, Raj T, Terao C, Ikari K, et al. Genetics of rheumatoid arthritis contributes to biology and drug discovery. Nature. 2014;506(7488):376–81.PubMedCrossRef
75.
go back to reference Huang S, Tian F, Yang X, Fang S, Fan Y, Bao J. Physical activity and systemic lupus erythematosus among European populations: a two-sample Mendelian randomization study. Front Genet. 2021;12: 784922.PubMedCrossRef Huang S, Tian F, Yang X, Fang S, Fan Y, Bao J. Physical activity and systemic lupus erythematosus among European populations: a two-sample Mendelian randomization study. Front Genet. 2021;12: 784922.PubMedCrossRef
76.
go back to reference Bentham J, Morris DL, Graham DSC, Pinder CL, Tombleson P, Behrens TW, et al. Genetic association analyses implicate aberrant regulation of innate and adaptive immunity genes in the pathogenesis of systemic lupus erythematosus. Nat Genet. 2015;47(12):1457–64.PubMedPubMedCentralCrossRef Bentham J, Morris DL, Graham DSC, Pinder CL, Tombleson P, Behrens TW, et al. Genetic association analyses implicate aberrant regulation of innate and adaptive immunity genes in the pathogenesis of systemic lupus erythematosus. Nat Genet. 2015;47(12):1457–64.PubMedPubMedCentralCrossRef
77.
go back to reference Jia F, Wei Z, Kong X, Mao Y, Yang Y. Causal associations between lifestyle habits and risk of benign prostatic hyperplasia: a two-sample Mendelian randomization study. J Gerontol A Biol Sci Med Sci. 2023. Jia F, Wei Z, Kong X, Mao Y, Yang Y. Causal associations between lifestyle habits and risk of benign prostatic hyperplasia: a two-sample Mendelian randomization study. J Gerontol A Biol Sci Med Sci. 2023.
78.
go back to reference Kurki MI, Karjalainen J, Palta P, Sipilä TP, Kristiansson K, Donner K, et al. FinnGen: unique genetic insights from combining isolated population and national health register data. MedRxiv. 2022:2022.03. 03.22271360. Kurki MI, Karjalainen J, Palta P, Sipilä TP, Kristiansson K, Donner K, et al. FinnGen: unique genetic insights from combining isolated population and national health register data. MedRxiv. 2022:2022.03. 03.22271360.
79.
go back to reference Li J, Wang F, Zhang C, Li Z, Gao J, Liu H. Genetically predicted effects of physical activity and sedentary behavior on myasthenia gravis: evidence from mendelian randomization study. BMC Neurol. 2023;23(1):299.PubMedPubMedCentralCrossRef Li J, Wang F, Zhang C, Li Z, Gao J, Liu H. Genetically predicted effects of physical activity and sedentary behavior on myasthenia gravis: evidence from mendelian randomization study. BMC Neurol. 2023;23(1):299.PubMedPubMedCentralCrossRef
80.
go back to reference Chia R, Saez-Atienzar S, Murphy N, Chiò A, Blauwendraat C, Consortium IMGG, et al. Identification of genetic risk loci and prioritization of genes and pathways for myasthenia gravis: a genome-wide association study. Proc Natl Acad Sci. 2022;119(5):e2108672119. Chia R, Saez-Atienzar S, Murphy N, Chiò A, Blauwendraat C, Consortium IMGG, et al. Identification of genetic risk loci and prioritization of genes and pathways for myasthenia gravis: a genome-wide association study. Proc Natl Acad Sci. 2022;119(5):e2108672119.
81.
go back to reference Ong JS, An J, Han X, Law MH, Nandakumar P, Schumacher J, et al. Multitrait genetic association analysis identifies 50 new risk loci for gastro-oesophageal reflux, seven new loci for Barrett’s oesophagus and provides insights into clinical heterogeneity in reflux diagnosis. Gut. 2022;71(6):1053–61.PubMedCrossRef Ong JS, An J, Han X, Law MH, Nandakumar P, Schumacher J, et al. Multitrait genetic association analysis identifies 50 new risk loci for gastro-oesophageal reflux, seven new loci for Barrett’s oesophagus and provides insights into clinical heterogeneity in reflux diagnosis. Gut. 2022;71(6):1053–61.PubMedCrossRef
82.
go back to reference Ling R, Liang J, Mo S, Qi J, Fu X, Tian Y. Physical activity, sedentary behavior and pancreatitis risk: Mendelian randomization study. PLoS ONE. 2023;18(7): e0287810.PubMedPubMedCentralCrossRef Ling R, Liang J, Mo S, Qi J, Fu X, Tian Y. Physical activity, sedentary behavior and pancreatitis risk: Mendelian randomization study. PLoS ONE. 2023;18(7): e0287810.PubMedPubMedCentralCrossRef
83.
go back to reference Liu C, Ran J, Hou B, Li Y, Morelli JN, Li X. Causal effects of body mass index, education, and lifestyle behaviors on intervertebral disc disorders: Mendelian randomization study. J Orthop Res. 2023;42:183.PubMedCrossRef Liu C, Ran J, Hou B, Li Y, Morelli JN, Li X. Causal effects of body mass index, education, and lifestyle behaviors on intervertebral disc disorders: Mendelian randomization study. J Orthop Res. 2023;42:183.PubMedCrossRef
84.
go back to reference Meisinger C, Linseisen J, Leitzmann M, Baurecht H, Baumeister SE. Association of physical activity and sedentary behavior with type 2 diabetes and glycemic traits: a two-sample Mendelian randomization study. BMJ Open Diabetes Res Care. 2020;8(2):e001896.PubMedPubMedCentralCrossRef Meisinger C, Linseisen J, Leitzmann M, Baurecht H, Baumeister SE. Association of physical activity and sedentary behavior with type 2 diabetes and glycemic traits: a two-sample Mendelian randomization study. BMJ Open Diabetes Res Care. 2020;8(2):e001896.PubMedPubMedCentralCrossRef
85.
go back to reference Mahajan A, Taliun D, Thurner M, Robertson NR, Torres JM, Rayner NW, et al. Fine-mapping type 2 diabetes loci to single-variant resolution using high-density imputation and islet-specific epigenome maps. Nat Genet. 2018;50(11):1505–13.PubMedPubMedCentralCrossRef Mahajan A, Taliun D, Thurner M, Robertson NR, Torres JM, Rayner NW, et al. Fine-mapping type 2 diabetes loci to single-variant resolution using high-density imputation and islet-specific epigenome maps. Nat Genet. 2018;50(11):1505–13.PubMedPubMedCentralCrossRef
86.
go back to reference Park S, Lee S, Kim Y, Lee Y, Kang MW, Kim K, et al. Causal effects of physical activity or sedentary behaviors on kidney function: an integrated population-scale observational analysis and Mendelian randomization study. Nephrol Dial Transplant. 2022;37(6):1059–68.PubMedCrossRef Park S, Lee S, Kim Y, Lee Y, Kang MW, Kim K, et al. Causal effects of physical activity or sedentary behaviors on kidney function: an integrated population-scale observational analysis and Mendelian randomization study. Nephrol Dial Transplant. 2022;37(6):1059–68.PubMedCrossRef
87.
go back to reference Wuttke M, Li Y, Li M, Sieber KB, Feitosa MF, Gorski M, et al. A catalog of genetic loci associated with kidney function from analyses of a million individuals. Nat Genet. 2019;51(6):957–72.PubMedPubMedCentralCrossRef Wuttke M, Li Y, Li M, Sieber KB, Feitosa MF, Gorski M, et al. A catalog of genetic loci associated with kidney function from analyses of a million individuals. Nat Genet. 2019;51(6):957–72.PubMedPubMedCentralCrossRef
88.
go back to reference Peng H, Wu X, Wen Y, Ao Y, Li Y, Guan W, et al. Univariable and multivariable two-sample Mendelian randomization investigating the effects of leisure sedentary behaviors on the risk of lung cancer. Front Genet. 2021;12: 742718.PubMedPubMedCentralCrossRef Peng H, Wu X, Wen Y, Ao Y, Li Y, Guan W, et al. Univariable and multivariable two-sample Mendelian randomization investigating the effects of leisure sedentary behaviors on the risk of lung cancer. Front Genet. 2021;12: 742718.PubMedPubMedCentralCrossRef
89.
go back to reference Sun H, Gao X, Que X, Liu L, Ma J, He S, et al. The causal relationships of device-measured physical activity with bipolar disorder and schizophrenia in adults: a 2-Sample mendelian randomization study. J Affect Disord. 2020;263:598–604.PubMedCrossRef Sun H, Gao X, Que X, Liu L, Ma J, He S, et al. The causal relationships of device-measured physical activity with bipolar disorder and schizophrenia in adults: a 2-Sample mendelian randomization study. J Affect Disord. 2020;263:598–604.PubMedCrossRef
90.
go back to reference Stahl EA, Breen G, Forstner AJ, McQuillin A, Ripke S, Trubetskoy V, et al. Genome-wide association study identifies 30 loci associated with bipolar disorder. Nat Genet. 2019;51(5):793–803.PubMedPubMedCentralCrossRef Stahl EA, Breen G, Forstner AJ, McQuillin A, Ripke S, Trubetskoy V, et al. Genome-wide association study identifies 30 loci associated with bipolar disorder. Nat Genet. 2019;51(5):793–803.PubMedPubMedCentralCrossRef
91.
go back to reference Ruderfer DM, Ripke S, McQuillin A, Boocock J, Stahl EA, Pavlides JMW, et al. Genomic dissection of bipolar disorder and schizophrenia, including 28 subphenotypes. Cell. 2018;173(7):1705-15. e16.PubMedCentralCrossRef Ruderfer DM, Ripke S, McQuillin A, Boocock J, Stahl EA, Pavlides JMW, et al. Genomic dissection of bipolar disorder and schizophrenia, including 28 subphenotypes. Cell. 2018;173(7):1705-15. e16.PubMedCentralCrossRef
92.
go back to reference Wang YB, Yang L, Deng YQ, Yan SY, Luo LS, Chen P, et al. Causal relationship between obesity, lifestyle factors and risk of benign prostatic hyperplasia: a univariable and multivariable Mendelian randomization study. J Transl Med. 2022;20(1):495.PubMedPubMedCentralCrossRef Wang YB, Yang L, Deng YQ, Yan SY, Luo LS, Chen P, et al. Causal relationship between obesity, lifestyle factors and risk of benign prostatic hyperplasia: a univariable and multivariable Mendelian randomization study. J Transl Med. 2022;20(1):495.PubMedPubMedCentralCrossRef
93.
go back to reference Sudlow C, Gallacher J, Allen N, Beral V, Burton P, Danesh J, et al. UK biobank: an open access resource for identifying the causes of a wide range of complex diseases of middle and old age. PLoS Med. 2015;12(3): e1001779.PubMedPubMedCentralCrossRef Sudlow C, Gallacher J, Allen N, Beral V, Burton P, Danesh J, et al. UK biobank: an open access resource for identifying the causes of a wide range of complex diseases of middle and old age. PLoS Med. 2015;12(3): e1001779.PubMedPubMedCentralCrossRef
94.
go back to reference Woo D, Falcone GJ, Devan WJ, Brown WM, Biffi A, Howard TD, et al. Meta-analysis of genome-wide association studies identifies 1q22 as a susceptibility locus for intracerebral hemorrhage. Am J Hum Genet. 2014;94(4):511–21.PubMedPubMedCentralCrossRef Woo D, Falcone GJ, Devan WJ, Brown WM, Biffi A, Howard TD, et al. Meta-analysis of genome-wide association studies identifies 1q22 as a susceptibility locus for intracerebral hemorrhage. Am J Hum Genet. 2014;94(4):511–21.PubMedPubMedCentralCrossRef
95.
go back to reference Nalls MA, Pankratz N, Lill CM, Do CB, Hernandez DG, Saad M, et al. Large-scale meta-analysis of genome-wide association data identifies six new risk loci for Parkinson’s disease. Nat Genet. 2014;46(9):989–93.PubMedPubMedCentralCrossRef Nalls MA, Pankratz N, Lill CM, Do CB, Hernandez DG, Saad M, et al. Large-scale meta-analysis of genome-wide association data identifies six new risk loci for Parkinson’s disease. Nat Genet. 2014;46(9):989–93.PubMedPubMedCentralCrossRef
96.
go back to reference Consortium*† IMSG, ANZgene, IIBDGC, WTCCC2. Multiple sclerosis genomic map implicates peripheral immune cells and microglia in susceptibility. Science. 2019;365(6460):eaav7188. Consortium*† IMSG, ANZgene, IIBDGC, WTCCC2. Multiple sclerosis genomic map implicates peripheral immune cells and microglia in susceptibility. Science. 2019;365(6460):eaav7188.
97.
go back to reference Shah S, Henry A, Roselli C, Lin H, Sveinbjörnsson G, Fatemifar G, et al. Genome-wide association and Mendelian randomisation analysis provide insights into the pathogenesis of heart failure. Nat Commun. 2020;11(1):163.PubMedPubMedCentralCrossRef Shah S, Henry A, Roselli C, Lin H, Sveinbjörnsson G, Fatemifar G, et al. Genome-wide association and Mendelian randomisation analysis provide insights into the pathogenesis of heart failure. Nat Commun. 2020;11(1):163.PubMedPubMedCentralCrossRef
98.
go back to reference Roselli C, Chaffin MD, Weng LC, Aeschbacher S, Ahlberg G, Albert CM, et al. Multi-ethnic genome-wide association study for atrial fibrillation. Nat Genet. 2018;50(9):1225–33.PubMedPubMedCentralCrossRef Roselli C, Chaffin MD, Weng LC, Aeschbacher S, Ahlberg G, Albert CM, et al. Multi-ethnic genome-wide association study for atrial fibrillation. Nat Genet. 2018;50(9):1225–33.PubMedPubMedCentralCrossRef
99.
go back to reference Yuan S, Li X, Liu Q, Wang Z, Jiang X, Burgess S, et al. Physical activity, sedentary behavior, and type 2 diabetes: Mendelian randomization analysis. J Endocr Soc. 2023;7(8):bvad090. Yuan S, Li X, Liu Q, Wang Z, Jiang X, Burgess S, et al. Physical activity, sedentary behavior, and type 2 diabetes: Mendelian randomization analysis. J Endocr Soc. 2023;7(8):bvad090.
100.
go back to reference Zhang B, Huang X, Wang X, Chen X, Zheng C, Shao W, et al. Using a two-sample mendelian randomization analysis to explore the relationship between physical activity and Alzheimer’s disease. Sci Rep. 2022;12(1):12976.PubMedPubMedCentralCrossRef Zhang B, Huang X, Wang X, Chen X, Zheng C, Shao W, et al. Using a two-sample mendelian randomization analysis to explore the relationship between physical activity and Alzheimer’s disease. Sci Rep. 2022;12(1):12976.PubMedPubMedCentralCrossRef
101.
go back to reference Zhang X, Chen K, Yin S, Qian M, Liu C. Association of leisure sedentary behavior and physical activity with the risk of nonalcoholic fatty liver disease: a two-sample Mendelian randomization study. Front Nutr. 2023;10:1158810.PubMedPubMedCentralCrossRef Zhang X, Chen K, Yin S, Qian M, Liu C. Association of leisure sedentary behavior and physical activity with the risk of nonalcoholic fatty liver disease: a two-sample Mendelian randomization study. Front Nutr. 2023;10:1158810.PubMedPubMedCentralCrossRef
102.
go back to reference Anstee QM, Darlay R, Cockell S, Meroni M, Govaere O, Tiniakos D, et al. Genome-wide association study of non-alcoholic fatty liver and steatohepatitis in a histologically characterised cohort☆. J Hepatol. 2020;73(3):505–15.PubMedCrossRef Anstee QM, Darlay R, Cockell S, Meroni M, Govaere O, Tiniakos D, et al. Genome-wide association study of non-alcoholic fatty liver and steatohepatitis in a histologically characterised cohort☆. J Hepatol. 2020;73(3):505–15.PubMedCrossRef
103.
go back to reference Zhao X, Yang Y, Yue R, Su C. Potential causal association between leisure sedentary behaviors, physical activity and musculoskeletal health: a Mendelian randomization study. PLoS ONE. 2023;18(3): e0283014.PubMedPubMedCentralCrossRef Zhao X, Yang Y, Yue R, Su C. Potential causal association between leisure sedentary behaviors, physical activity and musculoskeletal health: a Mendelian randomization study. PLoS ONE. 2023;18(3): e0283014.PubMedPubMedCentralCrossRef
104.
go back to reference Klimentidis YC, Raichlen DA, Bea J, Garcia DO, Wineinger NE, Mandarino LJ, et al. Genome-wide association study of habitual physical activity in over 377,000 UK Biobank participants identifies multiple variants including CADM2 and APOE. Int J Obes (Lond). 2018;42(6):1161–76.PubMedCrossRef Klimentidis YC, Raichlen DA, Bea J, Garcia DO, Wineinger NE, Mandarino LJ, et al. Genome-wide association study of habitual physical activity in over 377,000 UK Biobank participants identifies multiple variants including CADM2 and APOE. Int J Obes (Lond). 2018;42(6):1161–76.PubMedCrossRef
105.
go back to reference Zhu Q, Chen L, Shen C. Causal relationship between leisure sedentary behaviors and low back pain risk: a Mendelian randomization study. Eur Spine J. 2023;32(9):3300–8.PubMedCrossRef Zhu Q, Chen L, Shen C. Causal relationship between leisure sedentary behaviors and low back pain risk: a Mendelian randomization study. Eur Spine J. 2023;32(9):3300–8.PubMedCrossRef
106.
go back to reference Zhuang Z, Gao M, Yang R, Li N, Liu Z, Cao W, et al. Association of physical activity, sedentary behaviours and sleep duration with cardiovascular diseases and lipid profiles: a Mendelian randomization analysis. Lipids Health Dis. 2020;19(1):86.PubMedPubMedCentralCrossRef Zhuang Z, Gao M, Yang R, Li N, Liu Z, Cao W, et al. Association of physical activity, sedentary behaviours and sleep duration with cardiovascular diseases and lipid profiles: a Mendelian randomization analysis. Lipids Health Dis. 2020;19(1):86.PubMedPubMedCentralCrossRef
107.
go back to reference Pulit SL, McArdle PF, Wong Q, Malik R, Gwinn K, Achterberg S, et al. Loci associated with ischaemic stroke and its subtypes (SiGN): a genome-wide association study. The Lancet Neurology. 2016;15(2):174–84.CrossRef Pulit SL, McArdle PF, Wong Q, Malik R, Gwinn K, Achterberg S, et al. Loci associated with ischaemic stroke and its subtypes (SiGN): a genome-wide association study. The Lancet Neurology. 2016;15(2):174–84.CrossRef
Metadata
Title
Causal Association Between Sedentary Behaviors and Health Outcomes: A Systematic Review and Meta-Analysis of Mendelian Randomization Studies
Authors
Ying Gao
Qingyang Li
Luyao Yang
Hanhua Zhao
Di Wang
Arto J. Pesola
Publication date
02-09-2024
Publisher
Springer International Publishing
Published in
Sports Medicine
Print ISSN: 0112-1642
Electronic ISSN: 1179-2035
DOI
https://doi.org/10.1007/s40279-024-02090-5