Associations of neighborhood walkability with moderate to vigorous physical activity: an application of compositional data analysis comparing compositional and non-compositional approaches

Abstract Background We compared the relation between neighborhood features and moderate to vigorous physical activity (MVPA) using linear regression analysis and the more novel compositional data analysis (CoDA). Compositional data analysis allows us to take the time children allocate to different m...

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Main Authors: Madeleine Bird (Author), Geetanjali D Datta (Author), Deanna Chinerman (Author), Lisa Kakinami (Author), Marie-Eve Mathieu (Author), Mélanie Henderson (Author), Tracie A Barnett (Author)
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Published: BMC, 2022-05-01T00:00:00Z.
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042 |a dc 
100 1 0 |a Madeleine Bird  |e author 
700 1 0 |a Geetanjali D Datta  |e author 
700 1 0 |a Deanna Chinerman  |e author 
700 1 0 |a Lisa Kakinami  |e author 
700 1 0 |a Marie-Eve Mathieu  |e author 
700 1 0 |a Mélanie Henderson  |e author 
700 1 0 |a Tracie A Barnett  |e author 
245 0 0 |a Associations of neighborhood walkability with moderate to vigorous physical activity: an application of compositional data analysis comparing compositional and non-compositional approaches 
260 |b BMC,   |c 2022-05-01T00:00:00Z. 
500 |a 10.1186/s12966-022-01256-6 
500 |a 1479-5868 
520 |a Abstract Background We compared the relation between neighborhood features and moderate to vigorous physical activity (MVPA) using linear regression analysis and the more novel compositional data analysis (CoDA). Compositional data analysis allows us to take the time children allocate to different movement behaviours during a 24-hour time period into account. Methodology Data from youth participants (n = 409) in the QUALITY (QUebec Adipose and Lifestyle InvesTigation in Youth) cohort were included. Time spent in MVPA, light physical activity, sedentary behavior, and sleep ("24-hour movement behaviours") was measured using accelerometers. Neighborhood data were collected using a geographic information system and through direct observation. In CoDA models, we used orthogonal logratio coordinates, which allows for the association of neighbourhood walkability with MVPA to be estimated with respect to the average composition of all other behaviours within a 24-hour time frame. In baseline linear regression models, MVPA was regressed cross-sectionally on neighborhood walkability. All models were stratified by sex, and controlled for BMI z-scores, pubertal development, seasonal variation, parental education, and neighbourhood safety. Results Based on CoDA, girls who lived in more walkable neighborhoods had 10% higher daily MVPA (95% CI: 2%, 19%), taking into account all other movement behaviours. Based on linear regression, girls who resided in more walkable neighborhoods engaged in 4.2 (95% confidence interval [CI]: 1.2, 6.6) more minutes of MVPA per day on average than girls residing in less walkable neighborhoods. Conclusions Unlike with traditional linear models, all movement behaviours were included in a single model using CoDA, allowing for a more complete picture of the strength and direction of the association between neighbourhood Walkability and MVPA. Application of CoDA to investigate determinants of physical activity provides additional insight into potential mechanisms and the ways in which people allocate their time. 
546 |a EN 
690 |a Built environment 
690 |a Compositional data analysis 
690 |a Moderate-to-vigorous physical activity 
690 |a QUALITY cohort 
690 |a Sedentary behaviour 
690 |a Walkability 
690 |a Nutritional diseases. Deficiency diseases 
690 |a RC620-627 
690 |a Public aspects of medicine 
690 |a RA1-1270 
655 7 |a article  |2 local 
786 0 |n International Journal of Behavioral Nutrition and Physical Activity, Vol 19, Iss 1, Pp 1-10 (2022) 
787 0 |n https://doi.org/10.1186/s12966-022-01256-6 
787 0 |n https://doaj.org/toc/1479-5868 
856 4 1 |u https://doaj.org/article/a5a0cbcd4e4443ebb33c05aa1f8d393a  |z Connect to this object online.