Associations between greenness and predicted COVID-19-like illness incidence in the United States and the United Kingdom
- PMID: 36788976
- PMCID: PMC9916094
- DOI: 10.1097/EE9.0000000000000244
Associations between greenness and predicted COVID-19-like illness incidence in the United States and the United Kingdom
Abstract
Green spaces may be protective against COVID-19 incidence. They may provide outdoor, ventilated, settings for physical and social activities and therefore decrease transmission risk. We examined the association between neighborhood greenness and COVID-19-like illness incidence using individual-level data.
Methods: The study population includes participants enrolled in the COVID Symptom Study smartphone application in the United Kingdom and the United States (March-November 2020). All participants were encouraged to report their current health condition and suspected risk factors for COVID-19. We used a validated symptom-based classifier that predicts COVID-19-like illness. We estimated the Normalized Difference Vegetation Index (NDVI), for each participant's reported neighborhood of residence for each month, using images from Landsat 8 (30 m2). We used time-varying Cox proportional hazards models stratified by age, country, and calendar month at study entry and adjusted for the individual- and neighborhood-level risk factors.
Results: We observed 143,340 cases of predicted COVID-19-like illness among 2,794,029 participants. Neighborhood NDVI was associated with a decreased risk of predicted COVID-19-like illness incidence in the fully adjusted model (hazard ratio = 0.965, 95% confidence interval = 0.960, 0.970, per 0.1 NDVI increase). Stratified analyses showed protective associations among U.K. participants but not among U.S. participants. Associations were slightly stronger for White individuals, for individuals living in rural neighborhoods, and for individuals living in high-income neighborhoods compared to individuals living in low-income neighborhoods.
Conclusions: Higher levels of greenness may reduce the risk of predicted COVID-19-like illness incidence, but these associations were not observed in all populations.
Keywords: Built Environment; COVID; Green space; Natural environment.
Copyright © 2023 The Authors. Published by Wolters Kluwer Health, Inc. on behalf of The Environmental Epidemiology. All rights reserved.
Conflict of interest statement
The authors declare that they have no conflicts of interest with regard to the content of this report.
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References
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- Johns Hopkins Coronavirus Resource Center. Available at: https://coronavirus.jhu.edu/us-map. Accessed Jan 17, 2022.
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- VoPham T, Weaver MD, Hart JE, Ton M, White E, Newcomb PA. Effect of social distancing on COVID-19 incidence and mortality in the US. medRxiv 2020.
Grants and funding
- R01 HD057368/HD/NICHD NIH HHS/United States
- R01 ES028033/ES/NIEHS NIH HHS/United States
- U01 HL145386/HL/NHLBI NIH HHS/United States
- R01 HL150119/HL/NHLBI NIH HHS/United States
- R24 ES028521/ES/NIEHS NIH HHS/United States
- R01 ES029840/ES/NIEHS NIH HHS/United States
- T32 ES007069/ES/NIEHS NIH HHS/United States
- MR/S019669/1/MRC_/Medical Research Council/United Kingdom
- P30 ES000002/ES/NIEHS NIH HHS/United States
- U01 CA176726/CA/NCI NIH HHS/United States
- K01 DK120742/DK/NIDDK NIH HHS/United States
- R01 ES028712/ES/NIEHS NIH HHS/United States