Abstract
Although physical activity and sedentary behavior are moderately heritable, little is known about the mechanisms that influence these traits. Combining data for up to 703,901 individuals from 51 studies in a multi-ancestry meta-analysis of genome-wide association studies yields 99 loci that associate with self-reported moderate-to-vigorous intensity physical activity during leisure time (MVPA), leisure screen time (LST) and/or sedentary behavior at work. Loci associated with LST are enriched for genes whose expression in skeletal muscle is altered by resistance training. A missense variant in ACTN3 makes the alpha-actinin-3 filaments more flexible, resulting in lower maximal force in isolated type IIA muscle fibers, and possibly protection from exercise-induced muscle damage. Finally, Mendelian randomization analyses show that beneficial effects of lower LST and higher MVPA on several risk factors and diseases are mediated or confounded by body mass index (BMI). Our results provide insights into physical activity mechanisms and its role in disease prevention.
Original language | English |
---|---|
Article number | 1332–1344 |
Pages (from-to) | 1332-1344 |
Number of pages | 25 |
Journal | Nature Genetics |
Volume | 54 |
Issue number | 9 |
Early online date | 7 Sep 2022 |
DOIs | |
Publication status | Published - 7 Sep 2022 |
Keywords
- Actinin/genetics
- Cross-Sectional Studies
- Exercise/physiology
- Genome-Wide Association Study
- Humans
- Leisure Activities
- Sedentary Behavior
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Genome-wide association analyses of physical activity and sedentary behavior provide insights into underlying mechanisms and roles in disease prevention. / LifeLines Cohort Study; Schraut, Katharina E; Joshi, Peter K et al.
In: Nature Genetics, Vol. 54, No. 9, 1332–1344, 07.09.2022, p. 1332-1344.Research output: Contribution to journal › Article › peer-review
TY - JOUR
T1 - Genome-wide association analyses of physical activity and sedentary behavior provide insights into underlying mechanisms and roles in disease prevention
AU - LifeLines Cohort Study
AU - Wang, Zhe
AU - Emmerich, Andrew
AU - Pillon, Nicolas J
AU - Moore, Tim
AU - Hemerich, Daiane
AU - Cornelis, Marilyn C
AU - Mazzaferro, Eugenia
AU - Broos, Siacia
AU - Ahluwalia, Tarunveer S
AU - Bartz, Traci M
AU - Bentley, Amy R
AU - Bielak, Lawrence F
AU - Chong, Mike
AU - Chu, Audrey Y
AU - Berry, Diane
AU - Dorajoo, Rajkumar
AU - Dueker, Nicole D
AU - Kasbohm, Elisa
AU - Feenstra, Bjarke
AU - Feitosa, Mary F
AU - Gieger, Christian
AU - Graff, Mariaelisa
AU - Hall, Leanne M
AU - Haller, Toomas
AU - Hartwig, Fernando P
AU - Hillis, David A
AU - Huikari, Ville
AU - Heard-Costa, Nancy
AU - Holzapfel, Christina
AU - Jackson, Anne U
AU - Johansson, Åsa
AU - Jørgensen, Anja Moltke
AU - Kaakinen, Marika A
AU - Karlsson, Robert
AU - Kerr, Kathleen F
AU - Kim, Boram
AU - Koolhaas, Chantal M
AU - Kutalik, Zoltan
AU - Lagou, Vasiliki
AU - Lind, Penelope A
AU - Lorentzon, Mattias
AU - Lyytikäinen, Leo-Pekka
AU - Mangino, Massimo
AU - Metzendorf, Christoph
AU - Monroe, Kristine R
AU - Pacolet, Alexander
AU - Pérusse, Louis
AU - Pool, Rene
AU - Richmond, Rebecca C
AU - Rivera, Natalia V
AU - Robiou-du-Pont, Sebastien
AU - Schraut, Katharina E
AU - Schulz, Christina-Alexandra
AU - Stringham, Heather M
AU - Tanaka, Toshiko
AU - Teumer, Alexander
AU - Turman, Constance
AU - van der Most, Peter J
AU - Vanmunster, Mathias
AU - van Rooij, Frank J A
AU - van Vliet-Ostaptchouk, Jana V
AU - Zhang, Xiaoshuai
AU - Zhao, Jing-Hua
AU - Zhao, Wei
AU - Balkhiyarova, Zhanna
AU - Balslev-Harder, Marie N
AU - Baumeister, Sebastian E
AU - Beilby, John
AU - Blangero, John
AU - Boomsma, Dorret I
AU - Brage, Soren
AU - Braund, Peter S
AU - Brody, Jennifer A
AU - Bruinenberg, Marcel
AU - Ekelund, Ulf
AU - Liu, Ching-Ti
AU - Cole, John W
AU - Collins, Francis S
AU - Cupples, L Adrienne
AU - Esko, Tõnu
AU - Enroth, Stefan
AU - Faul, Jessica D
AU - Fernandez-Rhodes, Lindsay
AU - Fohner, Alison E
AU - Franco, Oscar H
AU - Galesloot, Tessel E
AU - Gordon, Scott D
AU - Grarup, Niels
AU - Hartman, Catharina A
AU - Heiss, Gerardo
AU - Hui, Jennie
AU - Illig, Thomas
AU - Jago, Russell
AU - James, Alan
AU - Joshi, Peter K
AU - Jung, Taeyeong
AU - Kähönen, Mika
AU - Kilpeläinen, Tuomas O
AU - Koh, Woon-Puay
AU - Kolcic, Ivana
AU - Kraft, Peter P
AU - Kuusisto, Johanna
AU - Launer, Lenore J
AU - Li, Aihua
AU - Linneberg, Allan
AU - Luan, Jian'an
AU - Vidal, Pedro Marques
AU - Medland, Sarah E
AU - Milaneschi, Yuri
AU - Moscati, Arden
AU - Musk, Bill
AU - Nelson, Christopher P
AU - Nolte, Ilja M
AU - Pedersen, Nancy L
AU - Peters, Annette
AU - Peyser, Patricia A
AU - Power, Christine
AU - Raitakari, Olli T
AU - Reedik, Mägi
AU - Reiner, Alex P
AU - Ridker, Paul M
AU - Rudan, Igor
AU - Ryan, Kathy
AU - Sarzynski, Mark A
AU - Scott, Laura J
AU - Scott, Robert A
AU - Sidney, Stephen
AU - Siggeirsdottir, Kristin
AU - Smith, Albert V
AU - Smith, Jennifer A
AU - Sonestedt, Emily
AU - Strøm, Marin
AU - Tai, E Shyong
AU - Teo, Koon K
AU - Thorand, Barbara
AU - Tönjes, Anke
AU - Tremblay, Angelo
AU - Uitterlinden, Andre G
AU - Vangipurapu, Jagadish
AU - van Schoor, Natasja
AU - Völker, Uwe
AU - Willemsen, Gonneke
AU - Williams, Kayleen
AU - Wong, Quenna
AU - Xu, Huichun
AU - Young, Kristin L
AU - Yuan, Jian Min
AU - Zillikens, M Carola
AU - Zonderman, Alan B
AU - Ameur, Adam
AU - Bandinelli, Stefania
AU - Bis, Joshua C
AU - Boehnke, Michael
AU - Bouchard, Claude
AU - Chasman, Daniel I
AU - Smith, George Davey
AU - de Geus, Eco J C
AU - Deldicque, Louise
AU - Dörr, Marcus
AU - Evans, Michele K
AU - Ferrucci, Luigi
AU - Fornage, Myriam
AU - Fox, Caroline
AU - Garland, Theodore
AU - Gudnason, Vilmundur
AU - Gyllensten, Ulf
AU - Hansen, Torben
AU - Hayward, Caroline
AU - Horta, Bernardo L
AU - Hyppönen, Elina
AU - Jarvelin, Marjo-Riitta
AU - Johnson, W Craig
AU - Kardia, Sharon L R
AU - Kiemeney, Lambertus A
AU - Laakso, Markku
AU - Langenberg, Claudia
AU - Lehtimäki, Terho
AU - Marchand, Loic Le
AU - Magnusson, Patrik K E
AU - Martin, Nicholas G
AU - Melbye, Mads
AU - Metspalu, Andres
AU - Meyre, David
AU - North, Kari E
AU - Ohlsson, Claes
AU - Oldehinkel, Albertine J
AU - Orho-Melander, Marju
AU - Pare, Guillaume
AU - Park, Taesung
AU - Pedersen, Oluf
AU - Penninx, Brenda W J H
AU - Pers, Tune H
AU - Polasek, Ozren
AU - Prokopenko, Inga
AU - Rotimi, Charles N
AU - Samani, Nilesh J
AU - Sim, Xueling
AU - Snieder, Harold
AU - Sørensen, Thorkild I A
AU - Spector, Tim D
AU - Timpson, Nicholas J
AU - van Dam, Rob M
AU - van der Velde, Nathalie
AU - van Duijn, Cornelia M
AU - Vollenweider, Peter
AU - Völzke, Henry
AU - Voortman, Trudy
AU - Waeber, Gérard
AU - Wareham, Nicholas J
AU - Weir, David R
AU - Wichmann, Heinz-Erich
AU - Wilson, James F
AU - Hevener, Andrea L
AU - Krook, Anna
AU - Zierath, Juleen R
AU - Thomis, Martine A I
AU - Loos, Ruth J F
AU - Hoed, Marcel den
N1 - Funding Information: T.S.A. is supported by the Steno Diabetes Center Copenhagen, Copenhagen, Denmark and the Novo Nordisk Foundation Grant NNF18OC0052457. J.W.C. was supported by grants from the National Institutes of Health (NIH) (R01-NS100178; R01-NS105150), the US Department of Veterans Affairs and the American Heart Association (AHA) (15GPSPG23770000; 17IBDG33700328). B.F. was supported by the Oak Foundation. T.O.K. was supported by the Novo Nordisk Foundation (grant numbers NNF17OC0026848 and NNF18CC0034900). N.G.M. is funded by a National Health and Medical Research Council (NHMRC) Investigator Grant (APP1172990). S.E.M. is funded by NHMRC Investigator Grant (APP1172917). D.M. is supported by a Canada Research Chair in Genetics of Obesity. R.C.R. is a de Pass Vice Chancellor's Research Fellow at the University of Bristol. S.R.-d.-P was supported by the Heart and Stroke Foundation of Ontario (grant number NA 7293). N.J.S. holds a National Institute for Health and Care Research (NIHR) Senior Investigator award. N.J.T. is a Wellcome Trust (WT) Investigator (202802/Z/16/Z), is the principal investigator of the Avon Longitudinal Study of Parents and Children (Medical Research Council (MRC) & WT 217065/Z/19/Z), is supported by the University of Bristol NIHR Biomedical Research Centre (BRC-1215-2001), the MRC Integrative Epidemiology Unit (MC_UU_00011) and works within the Cancer Research UK Integrative Cancer Epidemiology Programme (C18281/A19169). X.Z. is supported by China Scholarship Council 201406220101. T.P. is supported by the Bio-Synergy Research Project (2013M3A9C4078158) of the Ministry of Science, ICT and Future Planning through the National Research Foundation of Korea. S.S. is supported by the Swedish Research Council (grant numbers 2016-06264, 2018-05946 and 2018-05498). J.W.C. was partially supported by an AHA-Bayer Discovery Grant (grant 17IBDG33700328), the AHA Cardiovascular Genome–Phenome Study (grant-15GPSPG23770000), NIH (grants R01-NS114045, R01-NS100178, R01-NS105150), and the US Department of Veterans Affairs. H.X. was supported by AHA grant 19CDA34760258 and NIH grants R01-NS114045, R01-NS100178 and R01-NS105150. K.E.N. is funded by AHA grants 13GRNT16490017 and 15GRNT25880008, and by NIH grants R01DK089256, R01DK101855, R01HD057194, R01DK122503, 01HG010297, R01HL142302, R01HL143885 and R01HG009974. L.F.-R. is supported by an AHA grant (13PRE16100015). C.P.N. is funded by the British Heart Foundation (SP/16/4/32697). L.M.H., C.P.N., P.S.B. and N.J.S. are supported by the NIHR Leicester Cardiovascular Biomedical Research Centre (BRC-1215-20010). T.G. Jr and D.H. were supported by US National Science Foundation grant IOS-2038528. R.J.F.L. is supported by the NIH (R01DK110113, R01DK075787, R01DK107786, R01HL142302, R01HG010297, R01DK124097, R01HL151152). M.d.H. is a fellow of the Swedish Heart–Lung Foundation (20170872, 20200781) and a Kjell and Märta Beijer Foundation researcher. He is further supported by project grants from the Swedish Heart–Lung Foundation (20140543, 20170678, 20180706, 20200602) and the Swedish Research Council (2015-03657, 2019-01417). Publisher Copyright: © 2022, The Author(s).
PY - 2022/9/7
Y1 - 2022/9/7
N2 - Although physical activity and sedentary behavior are moderately heritable, little is known about the mechanisms that influence these traits. Combining data for up to 703,901 individuals from 51 studies in a multi-ancestry meta-analysis of genome-wide association studies yields 99 loci that associate with self-reported moderate-to-vigorous intensity physical activity during leisure time (MVPA), leisure screen time (LST) and/or sedentary behavior at work. Loci associated with LST are enriched for genes whose expression in skeletal muscle is altered by resistance training. A missense variant in ACTN3 makes the alpha-actinin-3 filaments more flexible, resulting in lower maximal force in isolated type IIA muscle fibers, and possibly protection from exercise-induced muscle damage. Finally, Mendelian randomization analyses show that beneficial effects of lower LST and higher MVPA on several risk factors and diseases are mediated or confounded by body mass index (BMI). Our results provide insights into physical activity mechanisms and its role in disease prevention.
AB - Although physical activity and sedentary behavior are moderately heritable, little is known about the mechanisms that influence these traits. Combining data for up to 703,901 individuals from 51 studies in a multi-ancestry meta-analysis of genome-wide association studies yields 99 loci that associate with self-reported moderate-to-vigorous intensity physical activity during leisure time (MVPA), leisure screen time (LST) and/or sedentary behavior at work. Loci associated with LST are enriched for genes whose expression in skeletal muscle is altered by resistance training. A missense variant in ACTN3 makes the alpha-actinin-3 filaments more flexible, resulting in lower maximal force in isolated type IIA muscle fibers, and possibly protection from exercise-induced muscle damage. Finally, Mendelian randomization analyses show that beneficial effects of lower LST and higher MVPA on several risk factors and diseases are mediated or confounded by body mass index (BMI). Our results provide insights into physical activity mechanisms and its role in disease prevention.
KW - Actinin/genetics
KW - Cross-Sectional Studies
KW - Exercise/physiology
KW - Genome-Wide Association Study
KW - Humans
KW - Leisure Activities
KW - Sedentary Behavior
U2 - 10.1038/s41588-022-01165-1
DO - 10.1038/s41588-022-01165-1
M3 - Article
C2 - 36071172
VL - 54
SP - 1332
EP - 1344
JO - Nature Genetics
JF - Nature Genetics
SN - 1061-4036
IS - 9
M1 - 1332–1344
ER -