Department of Environmental Health, Harvard T. H. Chan School of Public Health, 655 Huntington Avenue, Boston, MA, 02115, USA.
Department of Environmental Health, Harvard T. H. Chan School of Public Health, 655 Huntington Avenue, Boston, MA, 02115, USA; Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Boston, MA, 02115, USA.
Environ Res. 2021 Aug;199:111331. doi: 10.1016/j.envres.2021.111331. Epub 2021 May 15.
COVID-19 is an infectious disease that has killed more than 555,000 people in the US. During a time of social distancing measures and increasing social isolation, green spaces may be a crucial factor to maintain a physically and socially active lifestyle while not increasing risk of infection.
We evaluated whether greenness was related to COVID-19 incidence and mortality in the US.
We downloaded data on COVID-19 cases and deaths for each US county up through June 7, 2020, from Johns Hopkins University, Center for Systems Science and Engineering Coronavirus Resource Center. We used April-May 2020 Normalized Difference Vegetation Index (NDVI) data, to represent the greenness exposure during the initial COVID-19 outbreak in the US. We fitted negative binomial mixed models to evaluate associations of NDVI with COVID-19 incidence and mortality, adjusting for potential confounders such as county-level demographics, epidemic stage, and other environmental factors. We evaluated whether the associations were modified by population density, proportion of Black residents, median home value, and issuance of stay-at-home orders.
An increase of 0.1 in NDVI was associated with a 6% (95% Confidence Interval: 3%, 10%) decrease in COVID-19 incidence rate after adjustment for potential confounders. Associations with COVID-19 incidence were stronger in counties with high population density and in counties with stay-at-home orders. Greenness was not associated with COVID-19 mortality in all counties; however, it was protective in counties with higher population density.
Exposures to NDVI were associated with reduced county-level incidence of COVID-19 in the US as well as reduced county-level COVID-19 mortality rates in densely populated counties.
COVID-19 是一种传染病,已导致美国超过 55.5 万人死亡。在社交距离措施和社交隔离日益增加的时期,绿色空间可能是维持身体和社交活跃生活方式的关键因素,同时不会增加感染风险。
我们评估了美国的绿色空间与 COVID-19 发病率和死亡率之间的关系。
我们从约翰霍普金斯大学系统科学与工程冠状病毒资源中心下载了截至 2020 年 6 月 7 日美国每个县的 COVID-19 病例和死亡数据。我们使用 2020 年 4 月至 5 月的归一化差异植被指数 (NDVI) 数据来代表美国 COVID-19 爆发初期的绿色空间暴露情况。我们使用负二项混合模型评估 NDVI 与 COVID-19 发病率和死亡率的关联,同时调整了县一级人口统计数据、流行阶段和其他环境因素等潜在混杂因素。我们评估了这些关联是否受人口密度、黑人居民比例、中位数房价和发布居家令的影响。
在调整了潜在混杂因素后,NDVI 每增加 0.1,COVID-19 发病率就会降低 6%(95%置信区间:3%,10%)。在人口密度较高的县和发布居家令的县,与 COVID-19 发病率的关联更强。在所有县,绿色空间与 COVID-19 死亡率均无关联;然而,在人口密度较高的县,绿色空间具有保护作用。
NDVI 暴露与美国县级 COVID-19 发病率降低以及人口密度较高的县县级 COVID-19 死亡率降低有关。