TY - JOUR
T1 - Are environmental pollution and biodiversity levels associated to the spread and mortality of COVID-19? A four-month global analysis
AU - Fernández, Daniel
AU - Giné-Vázquez, Iago
AU - Liu, Ivy
AU - Yucel, Recai
AU - Nai Ruscone, Marta
AU - Morena, Marianthi
AU - García, Víctor Gerardo
AU - Haro, Josep Maria
AU - Pan, William
AU - Tyrovolas, Stefanos
N1 - Funding Information:
Daniel Fernández supported by grant 2017 SGR 622 ( GRBIO ) administrated by the Departament d’Economia i Coneixement de la Generalitat de Catalunya (Spain) , by grant RTI2018-100927-J-I00 administrated by Ministerio de Ciencia e Innovación (MCI, Spain) , by the Agencia Estatal de Investigación (AEI, Spain), and by the European Regional Development Fund (FEDER, UE) . Stefanos Tyrovolas was supported by the Foundation for Education and European Culture, the Miguel Servet programme (reference CP18/00006 ), and the Fondos Europeos de Desarrollo Regional. William Pan is supported by NASA-ROSES Grant NNX15AP74G . Ivy Liu was supported by Marsden grant E2987-3648 administrated by the Royal Society of New Zealand .
Funding Information:
Daniel Fern?ndez supported by grant 2017 SGR 622 (GRBIO) administrated by the Departament d'Economia i Coneixement de la Generalitat de Catalunya (Spain), by grant RTI2018-100927-J-I00 administrated by Ministerio de Ciencia e Innovaci?n (MCI, Spain), by the Agencia Estatal de Investigaci?n (AEI, Spain), and by the European Regional Development Fund (FEDER, UE). Stefanos Tyrovolas was supported by the Foundation for Education and European Culture, the Miguel Servet programme (reference CP18/00006), and the Fondos Europeos de Desarrollo Regional. William Pan is supported by NASA-ROSES Grant NNX15AP74G. Ivy Liu was supported by Marsden grant E2987-3648 administrated by the Royal Society of New Zealand.
Publisher Copyright:
© 2020 Elsevier Ltd
PY - 2021/2/15
Y1 - 2021/2/15
N2 - On March 12th, 2020, the WHO declared COVID-19 as a pandemic. The collective impact of environmental and ecosystem factors, as well as biodiversity, on the spread of COVID-19 and its mortality evolution remain empirically unknown, particularly in regions with a wide ecosystem range. The aim of our study is to assess how those factors impact on the COVID-19 spread and mortality by country. This study compiled a global database merging WHO daily case reports with other publicly available measures from January 21st to May 18th, 2020. We applied spatio-temporal models to identify the influence of biodiversity, temperature, and precipitation and fitted generalized linear mixed models to identify the effects of environmental variables. Additionally, we used count time series to characterize the association between COVID-19 spread and air quality factors. All analyses were adjusted by social demographic, country-income level, and government policy intervention confounders, among 160 countries, globally. Our results reveal a statistically meaningful association between COVID-19 infection and several factors of interest at country and city levels such as the national biodiversity index, air quality, and pollutants elements (PM10, PM2.5, and O3). Particularly, there is a significant relationship of loss of biodiversity, high level of air pollutants, and diminished air quality with COVID-19 infection spread and mortality. Our findings provide an empirical foundation for future studies on the relationship between air quality variables, a country's biodiversity, and COVID-19 transmission and mortality. The relationships measured in this study can be valuable when governments plan environmental and health policies, as alternative strategy to respond to new COVID-19 outbreaks and prevent future crises.
AB - On March 12th, 2020, the WHO declared COVID-19 as a pandemic. The collective impact of environmental and ecosystem factors, as well as biodiversity, on the spread of COVID-19 and its mortality evolution remain empirically unknown, particularly in regions with a wide ecosystem range. The aim of our study is to assess how those factors impact on the COVID-19 spread and mortality by country. This study compiled a global database merging WHO daily case reports with other publicly available measures from January 21st to May 18th, 2020. We applied spatio-temporal models to identify the influence of biodiversity, temperature, and precipitation and fitted generalized linear mixed models to identify the effects of environmental variables. Additionally, we used count time series to characterize the association between COVID-19 spread and air quality factors. All analyses were adjusted by social demographic, country-income level, and government policy intervention confounders, among 160 countries, globally. Our results reveal a statistically meaningful association between COVID-19 infection and several factors of interest at country and city levels such as the national biodiversity index, air quality, and pollutants elements (PM10, PM2.5, and O3). Particularly, there is a significant relationship of loss of biodiversity, high level of air pollutants, and diminished air quality with COVID-19 infection spread and mortality. Our findings provide an empirical foundation for future studies on the relationship between air quality variables, a country's biodiversity, and COVID-19 transmission and mortality. The relationships measured in this study can be valuable when governments plan environmental and health policies, as alternative strategy to respond to new COVID-19 outbreaks and prevent future crises.
KW - Air quality
KW - Biodiversity
KW - COVID-19
KW - Global
KW - Mortality
KW - Transmission
UR - http://www.scopus.com/inward/record.url?scp=85098873627&partnerID=8YFLogxK
U2 - 10.1016/j.envpol.2020.116326
DO - 10.1016/j.envpol.2020.116326
M3 - Journal article
C2 - 33412447
AN - SCOPUS:85098873627
SN - 0269-7491
VL - 271
JO - Environmental Pollution
JF - Environmental Pollution
M1 - 116326
ER -