James Peter, Hart Jaime E, Hipp J Aaron, Mitchell Jonathan A, Kerr Jacqueline, Hurvitz Philip M, Glanz Karen, Laden Francine
Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.
Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.
Cancer Epidemiol Biomarkers Prev. 2017 Apr;26(4):525-532. doi: 10.1158/1055-9965.EPI-16-0925. Epub 2017 Feb 14.
Physical inactivity is a risk factor for cancer that may be influenced by environmental factors. Indeed, dense and well-connected built environments and environments with natural vegetation may create opportunities for higher routine physical activity. However, studies have focused primarily on residential environments to define exposure and self-reported methods to estimate physical activity. This study explores the momentary association between minute-level global positioning systems (GPS)-based greenness exposure and time-matched objectively measured physical activity. Adult women were recruited from sites across the United States. Participants wore a GPS device and accelerometer on the hip for 7 days to assess location and physical activity at minute-level epochs. GPS records were linked to 250 m resolution satellite-based vegetation data and Census Block Group-level U.S. Environmental Protection Agency (EPA) Smart Location Database walkability data. Minute-level generalized additive mixed models were conducted to test for associations between GPS measures and accelerometer count data, accounting for repeated measures within participant and allowing for deviations from linearity using splines. Among 360 adult women (mean age of 55.3 ± 10.2 years), we observed positive nonlinear relationships between physical activity and both greenness and walkability. In exploratory analyses, the relationships between environmental factors and physical activity were strongest among those who were white, had higher incomes, and who were middle-aged. Our results indicate that higher levels of physical activity occurred in areas with higher greenness and higher walkability. Findings suggest that planning and design policies should focus on these environments to optimize opportunities for physical activity.
身体活动不足是癌症的一个风险因素,可能受到环境因素的影响。确实,密集且连接良好的建成环境以及有自然植被的环境可能为更高的日常身体活动创造机会。然而,研究主要集中在居住环境来定义暴露情况,并采用自我报告方法来估计身体活动。本研究探讨基于分钟级全球定位系统(GPS)的绿地暴露与时间匹配的客观测量身体活动之间的瞬时关联。成年女性从美国各地的地点招募。参与者在臀部佩戴GPS设备和加速度计7天,以评估分钟级时段的位置和身体活动。GPS记录与分辨率为250米的基于卫星的植被数据以及人口普查街区组级别的美国环境保护局(EPA)智能位置数据库的步行适宜性数据相关联。进行分钟级广义相加混合模型来测试GPS测量值与加速度计计数数据之间的关联,考虑参与者内部的重复测量,并允许使用样条函数偏离线性关系。在360名成年女性(平均年龄55.3±10.2岁)中,我们观察到身体活动与绿地和步行适宜性之间存在正非线性关系。在探索性分析中,环境因素与身体活动之间的关系在白人、收入较高和中年人群中最为强烈。我们的结果表明,在绿地较多和步行适宜性较高的地区,身体活动水平较高。研究结果表明,规划和设计政策应关注这些环境,以优化身体活动的机会。