Environment International · 2020 · 141 citations · 40 references
Public HealthEnvironmental SciencesAir PollutionEnvironmental HealthPhysical ActivityAir PollutantsAir Pollution EpidemiologyEnvironmental EpidemiologyEnvironmental Health EpidemiologyMetabolic SyndromeParticulate MatterAir Pollution Exposure RiskAmbient Air Pollution ExposureAmbient Nitrogen Dioxide ExposureEpidemiology Of Air Pollution Health EffectsHealth Effects Of Particulate MatterLong-term Exposure EffectsMetabolic Equivalent AssessmentNitrogen Dioxide
Long-term exposure to ambient air pollution and physical activity are linked to metabolic syndrome (MetS). However, the joint effect of physical activity and ambient air pollution on MetS remains largely unknown in rural Chinese adult population. In this study, 39 089 individuals were included from the Henan Rural Cohort study that recruited 39 259 individuals at the baseline. Participants' exposure to air pollutants (including particulate matter with an aerodynamic diameter ≤ 1.0 µm (PM1), ≤2.5 µm (PM2.5), or ≤ 10 µm (PM10) and nitrogen dioxide (NO2)) were evaluated by using a spatiotemporal model based on satellites data. Individuals were defined as MetS according to the recommendation of the Joint Interim Societies. Physical activity-metabolic equivalent (MET) was calculated based on the formula of MET coefficient of activity × duration (hour per time) × frequency (times per week). Generalized linear models were used to analyze the individual air pollutant or physical activity and their interaction on MetS. Interaction effects of individual air pollutant and physical activity on MetS were assessed by using Interaction plots which exhibited the estimated effect of physical activity on MetS as a function of individual air pollutant. The prevalence of MetS was 30.8%. The adjusted odd ratio of MetS with a per 5 µg/m3 increase in PM1, PM2.5, PM10, NO2 or a 10 MET (hour/day) of physical activity increment was 1.251(1.199, 1.306), 1.424(1.360, 1.491), 1.228(1.203, 1.254), 1.408(1.363, 1.455) or 0.814(0.796, 0.833). The protective effect of physical activity on MetS was decreased with accompanying air pollutant concentrations increased. The results indicated that long-term exposure to ambient air pollutants related to increased risk of MetS and physical activity attenuated the effects of ambient air pollutants on increased risk for MetS.
40
Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text
Classification and Regression by randomForest
Andy Liaw, Matthew C. Wiener · 2007 · 18.4K citations
Stephen S Lim, Theo Vos, Abraham D Flaxman et al. · The Lancet · 2012 · 12K citations · Full text
Public Health, Chronic Disease Control, Chronic Disease Prevention +17
The metabolic syndrome—a new worldwide definition
K. G. M. M. Alberti, Paul Zimmet, Jonathan E. Shaw · The Lancet · 2005 · 9.3K citations
2011 Compendium of Physical Activities
Barbara E. Ainsworth, William L. Haskell, Stephen D. Herrmann et al. · Medicine & Science in Sports & Exercise · 2011 · 6.3K citations