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Spatially Varying Associations of Neighborhood Disadvantage with Alcohol and Tobacco Retail Outlet Rates.

Publication ,  Journal Article
Wheeler, DC; Boyle, J; Barsell, DJ; Glasgow, T; McClernon, FJ; Oliver, JA; Fuemmeler, BF
Published in: Int J Environ Res Public Health
April 26, 2022

More than 30% of cancer related deaths are related to tobacco or alcohol use. Controlling and restricting access to these cancer-causing products, especially in communities where there is a high prevalence of other cancer risk factors, has the potential to improve population health and reduce the risk of specific cancers associated with these substances in more vulnerable population subgroups. One policy-driven method of reducing access to these cancer-causing substances is to regulate where these products are sold through the placement and density of businesses selling tobacco and alcohol. Previous work has found significant positive associations between tobacco, alcohol, and tobacco and alcohol retail outlets (TRO, ARO, TARO) and a neighborhood disadvantage index (NDI) using Bayesian shared component index modeling, where NDI associations differed across outlet types and relative risks varied by population density (e.g., rural, suburban, urban). In this paper, we used a novel Bayesian index model with spatially varying effects to explore spatial nonstationarity in NDI effects for TROs, AROs, and TAROs across census tracts in North Carolina. The results revealed substantial variation in NDI effects that varied by outlet type. However, all outlet types had strong positive effects in one coastal area. The most important variables in the NDI were percent renters, Black racial segregation, and the percentage of homes built before 1940. Overall, more disadvantaged areas experienced a greater neighborhood burden of outlets selling one or both of alcohol and tobacco.

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Published In

Int J Environ Res Public Health

DOI

EISSN

1660-4601

Publication Date

April 26, 2022

Volume

19

Issue

9

Location

Switzerland

Related Subject Headings

  • Toxicology
  • Tobacco Products
  • Residence Characteristics
  • Nicotiana
  • Neighborhood Characteristics
  • Commerce
  • Bayes Theorem
 

Citation

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Wheeler, D. C., Boyle, J., Barsell, D. J., Glasgow, T., McClernon, F. J., Oliver, J. A., & Fuemmeler, B. F. (2022). Spatially Varying Associations of Neighborhood Disadvantage with Alcohol and Tobacco Retail Outlet Rates. Int J Environ Res Public Health, 19(9). https://doi.org/10.3390/ijerph19095244
Wheeler, David C., Joseph Boyle, D Jeremy Barsell, Trevin Glasgow, F Joseph McClernon, Jason A. Oliver, and Bernard F. Fuemmeler. “Spatially Varying Associations of Neighborhood Disadvantage with Alcohol and Tobacco Retail Outlet Rates.Int J Environ Res Public Health 19, no. 9 (April 26, 2022). https://doi.org/10.3390/ijerph19095244.
Wheeler DC, Boyle J, Barsell DJ, Glasgow T, McClernon FJ, Oliver JA, et al. Spatially Varying Associations of Neighborhood Disadvantage with Alcohol and Tobacco Retail Outlet Rates. Int J Environ Res Public Health. 2022 Apr 26;19(9).
Wheeler, David C., et al. “Spatially Varying Associations of Neighborhood Disadvantage with Alcohol and Tobacco Retail Outlet Rates.Int J Environ Res Public Health, vol. 19, no. 9, Apr. 2022. Pubmed, doi:10.3390/ijerph19095244.
Wheeler DC, Boyle J, Barsell DJ, Glasgow T, McClernon FJ, Oliver JA, Fuemmeler BF. Spatially Varying Associations of Neighborhood Disadvantage with Alcohol and Tobacco Retail Outlet Rates. Int J Environ Res Public Health. 2022 Apr 26;19(9).

Published In

Int J Environ Res Public Health

DOI

EISSN

1660-4601

Publication Date

April 26, 2022

Volume

19

Issue

9

Location

Switzerland

Related Subject Headings

  • Toxicology
  • Tobacco Products
  • Residence Characteristics
  • Nicotiana
  • Neighborhood Characteristics
  • Commerce
  • Bayes Theorem