PMID- 30161196 OWN - NLM STAT- MEDLINE DCOM- 20190212 LR - 20230928 IS - 1932-6203 (Electronic) IS - 1932-6203 (Linking) VI - 13 IP - 8 DP - 2018 TI - The association between physical inactivity and obesity is modified by five domains of environmental quality in U.S. adults: A cross-sectional study. PG - e0203301 LID - 10.1371/journal.pone.0203301 [doi] LID - e0203301 AB - Physical inactivity is a primary contributor to the obesity epidemic, but may be promoted or hindered by environmental factors. To examine how cumulative environmental quality may modify the inactivity-obesity relationship, we conducted a cross-sectional study by linking county-level Behavioral Risk Factor Surveillance System data with the Environmental Quality Index (EQI), a composite measure of five environmental domains (air, water, land, built, sociodemographic) across all U.S. counties. We estimated the county-level association (N = 3,137 counties) between 2009 age-adjusted leisure-time physical inactivity (LTPIA) and 2010 age-adjusted obesity from BRFSS across EQI tertiles using multi-level linear regression, with a random intercept for state, adjusted for percent minority and rural-urban status. We modelled overall and sex-specific estimates, reporting prevalence differences (PD) and 95% confidence intervals (CI). In the overall population, the PD increased from best (PD = 0.341 (95% CI: 0.287, 0.396)) to worst (PD = 0.645 (95% CI: 0.599, 0.690)) EQI tertile. We observed similar trends in males from best (PD = 0.244 (95% CI: 0.194, 0.294)) to worst (PD = 0.601 (95% CI: 0.556, 0.647)) quality environments, and in females from best (PD = 0.446 (95% CI: 0.385, 0.507)) to worst (PD = 0.655 (95% CI: 0.607, 0.703)). We found that poor environmental quality exacerbates the LTPIA-obesity relationship. Efforts to improve obesity through LTPIA may benefit from considering this relationship. FAU - Gray, Christine L AU - Gray CL AUID- ORCID: 0000-0002-0751-1626 AD - Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America. AD - Oak Ridge Institute for Science and Education at the U.S. Environmental Protection Agency, USEPA Human Studies Facility, Chapel Hill, North Carolina, United States of America. FAU - Messer, Lynne C AU - Messer LC AD - School of Public Health, Oregon Health & Sciences University-Portland State University, Portland, Oregon, United States of America. FAU - Rappazzo, Kristen M AU - Rappazzo KM AD - National Health and Environmental Effects Research Laboratory, U.S. Environmental Protection Agency, USEPA Human Studies Facility, Chapel Hill, North Carolina, United States of America. FAU - Jagai, Jyotsna S AU - Jagai JS AD - Division of Environmental and Occupational Health Sciences, School of Public Health, University of Illinois Chicago, Chicago, Illinois, United States of America. FAU - Grabich, Shannon C AU - Grabich SC AD - Oak Ridge Institute for Science and Education at the U.S. Environmental Protection Agency, USEPA Human Studies Facility, Chapel Hill, North Carolina, United States of America. FAU - Lobdell, Danelle T AU - Lobdell DT AD - National Health and Environmental Effects Research Laboratory, U.S. Environmental Protection Agency, USEPA Human Studies Facility, Chapel Hill, North Carolina, United States of America. LA - eng GR - EP-17-D-000063/EPA/EPA/United States GR - EP-17-D-000079/EPA/EPA/United States GR - P30 DK092949/DK/NIDDK NIH HHS/United States PT - Journal Article PT - Research Support, U.S. Gov't, Non-P.H.S. DEP - 20180830 PL - United States TA - PLoS One JT - PloS one JID - 101285081 SB - IM MH - Behavioral Risk Factor Surveillance System MH - Environment MH - *Environmental Pollution MH - Female MH - Humans MH - Leisure Activities MH - Male MH - Obesity/*epidemiology MH - Prevalence MH - *Sedentary Behavior MH - Socioeconomic Factors MH - United States/epidemiology PMC - PMC6117021 COIS- The authors have declared that no competing interests exist. EDAT- 2018/08/31 06:00 MHDA- 2019/02/13 06:00 PMCR- 2018/08/30 CRDT- 2018/08/31 06:00 PHST- 2018/02/14 00:00 [received] PHST- 2018/08/18 00:00 [accepted] PHST- 2018/08/31 06:00 [entrez] PHST- 2018/08/31 06:00 [pubmed] PHST- 2019/02/13 06:00 [medline] PHST- 2018/08/30 00:00 [pmc-release] AID - PONE-D-18-05015 [pii] AID - 10.1371/journal.pone.0203301 [doi] PST - epublish SO - PLoS One. 2018 Aug 30;13(8):e0203301. doi: 10.1371/journal.pone.0203301. eCollection 2018.