The compositional isotemporal substitution model: A method for estimating changes in a health outcome for reallocation of time between sleep, physical activity and sedentary behaviour

被引:217
作者
Dumuid, Dorothea [1 ]
Pedisic, Zeljko [2 ]
Stanford, Tyman Everleigh [3 ,4 ]
Martin-Fernandez, Josep-Antoni [5 ]
Hron, Karel [6 ]
Maher, Carol A. [1 ]
Lewis, Lucy K. [7 ]
Olds, Timothy [1 ]
机构
[1] Univ South Australia, Sch Hlth Sci, Adelaide, SA, Australia
[2] Victoria Univ, ISEAL, Melbourne, Vic, Australia
[3] LBT Innovat, Adelaide, SA, Australia
[4] Univ Adelaide, Sch Math Sci, Adelaide, SA, Australia
[5] Univ Girona, Dept Informat Matemat Aplicada & Estadist, Girona, Spain
[6] Palacky Univ, Dept Math Anal & Applicat Math, Olomouc, Czech Republic
[7] Flinders Univ S Australia, Coll Nursing & Hlth Sci, Adelaide, SA, Australia
关键词
Isotemporal substitution; physical activity; sedentary behaviour; sleep; time use; compositional data; SCHOOL-AGED CHILDREN; INDICATORS; DURATION; YOUTH; ASSOCIATIONS;
D O I
10.1177/0962280217737805
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
How people use their time has been linked with their health. For example, spending more time being physically active is known to be beneficial for health, whereas long durations of sitting have been associated with unfavourable health outcomes. Accordingly, public health messages have advocated swapping strategies to promote the reallocation of time between parts of the time-use composition, such as "Move More, Sit Less", with the aim of achieving optimal distribution of time for health. However, the majority of research underpinning these public health messages has not considered daily time use as a composition, and has ignored the relative nature of time-use data. We present a way of applying compositional data analysis to estimate change in a health outcome when fixed durations of time are reallocated from one part of a particular time-use composition to another, while the remaining parts are kept constant, based on a multiple linear regression model on isometric log ratio coordinates. In an example, we examine the expected differences in Body Mass Index z-scores for reallocations of time between sleep, physical activity and sedentary behaviour.
引用
收藏
页码:846 / 857
页数:12
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