Zhang Yiming, Peng Ningyezi, Yang Shujuan, Jia Peng
International Institute of Spatial Lifecourse Health (ISLE), Wuhan University, Wuhan, China.
Department of Land Surveying and Geo-Informatics, The Hong Kong Polytechnic University, Hong Kong, China.
Int J Appl Earth Obs Geoinf. 2022 Aug;112:102855. doi: 10.1016/j.jag.2022.102855. Epub 2022 Jun 18.
COVID-19 has caused almost 770,000 deaths in the United States by November 2021. The nighttime light (NTL), representing the intensity of human activities, may reflect the degree of human contacts and therefore the intensity of COVID-19 transmission. This study intended to assess the associations between NTL differences and COVID-19 incidence and mortality among U.S. counties. The COVID-19 data of U.S. counties as of 31 December 2020 were collected. The average NTL values for each county in 2019 and 2020 were derived from satellite data. A negative binomial mixed model was adopted to assess the relationships between NTL intensity and COVID-19 incidence and mortality. Compared to the counties with the lowest NTL level (0.14-0.37 nW/cm/sr), those with the highest NTL level (1.78-59.61 nW/cm/sr) were related with 15% higher mortality rates (mortality rate ratio:1.15, 95 %CI: 1.02-1.30, p-value: 0.02) and 23% higher incidence rates (incidence rate ratio:1.23, 95 %CI: 1.13-1.34, p-value < 0.0001). Our study suggested that more intensive NTL was related with higher incidence and mortality rates of COVID-19, and NTL had a stronger correlation with the COVID-19 incidence rate than mortality rate. Our findings have contributed solid epidemiological evidence to the existing COVID-19 knowledge pool, and would help policymakers develop interventions when faced with the potential risk of the following outbreaks.
截至2021年11月,新冠疫情已在美国造成近77万人死亡。夜间灯光(NTL)代表人类活动强度,可能反映人际接触程度,进而反映新冠病毒传播强度。本研究旨在评估美国各县夜间灯光差异与新冠发病率和死亡率之间的关联。收集了美国各县截至2020年12月31日的新冠疫情数据。2019年和2020年各县的平均夜间灯光值来自卫星数据。采用负二项混合模型评估夜间灯光强度与新冠发病率和死亡率之间的关系。与夜间灯光水平最低的县(0.14 - 0.37纳瓦/平方厘米/球面度)相比,夜间灯光水平最高的县(1.78 - 59.61纳瓦/平方厘米/球面度)的死亡率高15%(死亡率比:1.15,95%置信区间:1.02 - 1.30,p值:0.02),发病率高23%(发病率比:1.23,95%置信区间:1.13 - 1.34,p值<0.0001)。我们的研究表明,更强的夜间灯光与更高的新冠发病率和死亡率相关,且夜间灯光与新冠发病率的相关性强于与死亡率的相关性。我们的研究结果为现有的新冠疫情知识库提供了确凿的流行病学证据,并将有助于政策制定者在面对未来疫情潜在风险时制定干预措施。