GRANADA consensus on analytical approaches to assess associations with accelerometer-determined physical behaviours (physical activity, sedentary behaviour and sleep) in epidemiological studies
- Author
- Jairo H Migueles, Eivind Aadland, Lars Bo Andersen, Jan Christian Brønd, Sebastien Chastin (UGent) , Bjørge H Hansen, Kenn Konstabel, Olav Martin Kvalheim, Duncan E McGregor, Alex V Rowlands, Séverine Sabia, Vincent T van Hees, Rosemary Walmsley and Francisco B Ortega
- Organization
- Abstract
- The inter-relationship between physical activity, sedentary behaviour and sleep (collectively defined as physical behaviours) is of interest to researchers from different fields. Each of these physical behaviours has been investigated in epidemiological studies, yet their codependency and interactions need to be further explored and accounted for in data analysis. Modern accelerometers capture continuous movement through the day, which presents the challenge of how to best use the richness of these data. In recent years, analytical approaches first applied in other scientific fields have been applied to physical behaviour epidemiology (eg, isotemporal substitution models, compositional data analysis, multivariate pattern analysis, functional data analysis and machine learning). A comprehensive description, discussion, and consensus on the strengths and limitations of these analytical approaches will help researchers decide which approach to use in different situations. In this context, a scientific workshop and meeting were held in Granada to discuss: (1) analytical approaches currently used in the scientific literature on physical behaviour, highlighting strengths and limitations, providing practical recommendations on their use and including a decision tree for assisting researchers' decision-making; and (2) current gaps and future research directions around the analysis and use of accelerometer data. Advances in analytical approaches to accelerometer-determined physical behaviours in epidemiological studies are expected to influence the interpretation of current and future evidence, and ultimately impact on future physical behaviour guidelines.
- Keywords
- Physical Therapy, Sports Therapy and Rehabilitation, Orthopedics and Sports Medicine, General Medicine, accelerometer, epidemiology, physical activity, sedentary, statistics, SITTING TIME, MORTALITY, COMPARABILITY, PROFILES, CHILDREN, CADENCE, COUNT, MASS
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Citation
Please use this url to cite or link to this publication: http://hdl.handle.net/1854/LU-8737530
- MLA
- Migueles, Jairo H., et al. “GRANADA Consensus on Analytical Approaches to Assess Associations with Accelerometer-Determined Physical Behaviours (Physical Activity, Sedentary Behaviour and Sleep) in Epidemiological Studies.” BRITISH JOURNAL OF SPORTS MEDICINE, vol. 56, no. 7, 2022, pp. 376–84, doi:10.1136/bjsports-2020-103604.
- APA
- Migueles, J. H., Aadland, E., Andersen, L. B., Brønd, J. C., Chastin, S., Hansen, B. H., … Ortega, F. B. (2022). GRANADA consensus on analytical approaches to assess associations with accelerometer-determined physical behaviours (physical activity, sedentary behaviour and sleep) in epidemiological studies. BRITISH JOURNAL OF SPORTS MEDICINE, 56(7), 376–384. https://doi.org/10.1136/bjsports-2020-103604
- Chicago author-date
- Migueles, Jairo H, Eivind Aadland, Lars Bo Andersen, Jan Christian Brønd, Sebastien Chastin, Bjørge H Hansen, Kenn Konstabel, et al. 2022. “GRANADA Consensus on Analytical Approaches to Assess Associations with Accelerometer-Determined Physical Behaviours (Physical Activity, Sedentary Behaviour and Sleep) in Epidemiological Studies.” BRITISH JOURNAL OF SPORTS MEDICINE 56 (7): 376–84. https://doi.org/10.1136/bjsports-2020-103604.
- Chicago author-date (all authors)
- Migueles, Jairo H, Eivind Aadland, Lars Bo Andersen, Jan Christian Brønd, Sebastien Chastin, Bjørge H Hansen, Kenn Konstabel, Olav Martin Kvalheim, Duncan E McGregor, Alex V Rowlands, Séverine Sabia, Vincent T van Hees, Rosemary Walmsley, and Francisco B Ortega. 2022. “GRANADA Consensus on Analytical Approaches to Assess Associations with Accelerometer-Determined Physical Behaviours (Physical Activity, Sedentary Behaviour and Sleep) in Epidemiological Studies.” BRITISH JOURNAL OF SPORTS MEDICINE 56 (7): 376–384. doi:10.1136/bjsports-2020-103604.
- Vancouver
- 1.Migueles JH, Aadland E, Andersen LB, Brønd JC, Chastin S, Hansen BH, et al. GRANADA consensus on analytical approaches to assess associations with accelerometer-determined physical behaviours (physical activity, sedentary behaviour and sleep) in epidemiological studies. BRITISH JOURNAL OF SPORTS MEDICINE. 2022;56(7):376–84.
- IEEE
- [1]J. H. Migueles et al., “GRANADA consensus on analytical approaches to assess associations with accelerometer-determined physical behaviours (physical activity, sedentary behaviour and sleep) in epidemiological studies,” BRITISH JOURNAL OF SPORTS MEDICINE, vol. 56, no. 7, pp. 376–384, 2022.
@article{8737530, abstract = {{The inter-relationship between physical activity, sedentary behaviour and sleep (collectively defined as physical behaviours) is of interest to researchers from different fields. Each of these physical behaviours has been investigated in epidemiological studies, yet their codependency and interactions need to be further explored and accounted for in data analysis. Modern accelerometers capture continuous movement through the day, which presents the challenge of how to best use the richness of these data. In recent years, analytical approaches first applied in other scientific fields have been applied to physical behaviour epidemiology (eg, isotemporal substitution models, compositional data analysis, multivariate pattern analysis, functional data analysis and machine learning). A comprehensive description, discussion, and consensus on the strengths and limitations of these analytical approaches will help researchers decide which approach to use in different situations. In this context, a scientific workshop and meeting were held in Granada to discuss: (1) analytical approaches currently used in the scientific literature on physical behaviour, highlighting strengths and limitations, providing practical recommendations on their use and including a decision tree for assisting researchers' decision-making; and (2) current gaps and future research directions around the analysis and use of accelerometer data. Advances in analytical approaches to accelerometer-determined physical behaviours in epidemiological studies are expected to influence the interpretation of current and future evidence, and ultimately impact on future physical behaviour guidelines.}}, articleno = {{bjsports-2020-103604}}, author = {{Migueles, Jairo H and Aadland, Eivind and Andersen, Lars Bo and Brønd, Jan Christian and Chastin, Sebastien and Hansen, Bjørge H and Konstabel, Kenn and Kvalheim, Olav Martin and McGregor, Duncan E and Rowlands, Alex V and Sabia, Séverine and van Hees, Vincent T and Walmsley, Rosemary and Ortega, Francisco B}}, issn = {{0306-3674}}, journal = {{BRITISH JOURNAL OF SPORTS MEDICINE}}, keywords = {{Physical Therapy,Sports Therapy and Rehabilitation,Orthopedics and Sports Medicine,General Medicine,accelerometer,epidemiology,physical activity,sedentary,statistics,SITTING TIME,MORTALITY,COMPARABILITY,PROFILES,CHILDREN,CADENCE,COUNT,MASS}}, language = {{eng}}, number = {{7}}, pages = {{bjsports-2020-103604:376--bjsports-2020-103604:384}}, title = {{GRANADA consensus on analytical approaches to assess associations with accelerometer-determined physical behaviours (physical activity, sedentary behaviour and sleep) in epidemiological studies}}, url = {{http://doi.org/10.1136/bjsports-2020-103604}}, volume = {{56}}, year = {{2022}}, }
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