The impact of air pollution on COVID-19 pandemic varied within different cities in South America using different models

被引:8
作者
Huang, Haining [1 ]
Lin, Congtian [2 ,3 ]
Liu, Xiaobo [1 ]
Zhu, Liting [1 ,3 ]
Avellan-Llaguno, Ricardo David [1 ,3 ]
Lazo, Mauricio Manuel Llaguno [4 ]
Ai, Xiaoyan [5 ]
Huang, Qiansheng [1 ]
机构
[1] Chinese Acad Sci, Ctr Excellence Reg Atmospher Environm, Key Lab Urban Environm & Hlth, Inst Urban Environm, Xiamen 361021, Peoples R China
[2] Chinese Acad Sci, Inst Zool, Key Lab Anim Ecol & Conservat Biol, Beijing 100101, Peoples R China
[3] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[4] Univ Franca, UNI FACEF, BR-14400160 Franca, Brazil
[5] Jiangxi Prov Maternal & Child Hlth Hosp, Jiangxi Prov Key Lab Birth Defect Prevent & Contr, 318 Bayi Ave, Nanchang 330006, Peoples R China
关键词
COVID-19; Air pollution; Generalized additive model; Multiple linear regression; South America; Daily real-time population regeneration; INFLUENZA; EXPOSURE;
D O I
10.1007/s11356-021-15508-8
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
There is a rising concern that air pollution plays an important role in the COVID-19 pandemic. However, the results were not consistent on the association between air pollution and the spread of COVID-19. In the study, air pollution data and the confirmed cases of COVID-19 were both gathered from five severe cities across three countries in South America. Daily real-time population regeneration (R-t) was calculated to assess the spread of COVID-19. Two frequently used models, generalized additive models (GAM) and multiple linear regression, were both used to explore the impact of environmental pollutants on the epidemic. Wide ranges of all six air pollutants were detected across the five cities. Spearman's correlation analysis confirmed the positive correlation within six pollutants. Rt value showed a gradual decline in all the five cities. Further analysis showed that the association between air pollution and COVID-19 varied across five cities. According to our research results, even for the same region, varied models gave inconsistent results. For example, in Sao Paulo, both models show SO2 and O-3 are significant independent variables, however, the GAM model shows that PM10 has a nonlinear negative correlation with R-t, while PM10 has no significant correlation in the multiple linear model. Moreover, in the case of multiple regions, currently used models should be selected according to local conditions. Our results indicate that there is a significant relationship between air pollution and COVID-19 infection, which will help states, health practitioners, and policy makers in combating the COVID-19 pandemic in South America.
引用
收藏
页码:543 / 552
页数:10
相关论文
共 46 条
[1]   Short-Term Effects of Ambient Ozone, PM2.5, and Meteorological Factors on COVID-19 Confirmed Cases and Deaths in Queens, New York [J].
Adhikari, Atin ;
Yin, Jingjing .
INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2020, 17 (11) :1-13
[2]   Visualizing Speech-Generated Oral Fluid Droplets with Laser Light Scattering [J].
Anfinrud, Philip ;
Stadnytskyi, Valentyn ;
Bax, Christina E. ;
Bax, Adriaan .
NEW ENGLAND JOURNAL OF MEDICINE, 2020, 382 (21) :2061-2063
[3]   Susceptible supply limits the role of climate in the early SARS-CoV-2 pandemic [J].
Baker, Rachel E. ;
Yang, Wenchang ;
Vecchi, Gabriel A. ;
Metcalf, C. Jessica E. ;
Grenfell, Bryan T. .
SCIENCE, 2020, 369 (6501) :315-+
[4]   A brief review of socio-economic and environmental impact of Covid-19 [J].
Bashir, Muhammad Farhan ;
Ma, Benjiang ;
Shahzad, Luqman .
AIR QUALITY ATMOSPHERE AND HEALTH, 2020, 13 (12) :1403-1409
[5]   Correlation between environmental pollution indicators and COVID-19 pandemic: A brief study in Californian context [J].
Bashir, Muhammad Farhan ;
Ma, Ben Jiang ;
Bilal ;
Komal, Bushra ;
Bashir, Muhammad Adnan ;
Farooq, Taimoor Hassan ;
Iqbal, Najaf ;
Bashir, Madiha .
ENVIRONMENTAL RESEARCH, 2020, 187
[6]   Correlation between climate indicators and COVID-19 pandemic in New York, USA [J].
Bashir, Muhammad Farhan ;
Ma, Benjiang ;
Bilal ;
Komal, Bushra ;
Bashir, Muhammad Adnan ;
Tan, Duojiao ;
Bashir, Madiha .
SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 728
[7]   Exposure to urban air particulates alters the macrophage-mediated inflammatory response to respiratory viral infection [J].
Becker, S ;
Soukup, JM .
JOURNAL OF TOXICOLOGY AND ENVIRONMENTAL HEALTH-PART A-CURRENT ISSUES, 1999, 57 (07) :445-457
[8]   A retrospective assessment of mortality from the London smog episode of 1952: The role of influenza and pollution [J].
Bell, ML ;
Davis, DL ;
Fletcher, T .
ENVIRONMENTAL HEALTH PERSPECTIVES, 2004, 112 (01) :6-8
[9]   Environmental quality, climate indicators, and COVID-19 pandemic: insights from top 10 most affected states of the USA [J].
Bilal ;
Bashir, Muhammad Farhan ;
Shahzad, Khurram ;
Komal, Bushra ;
Bashir, Muhammad Adnan ;
Bashir, Madiha ;
Tan, Duojiao ;
Fatima, Tehreem ;
Numan, Umar .
ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2021, 28 (25) :32856-32865
[10]   Nexus Between the COVID-19 Dynamics and Environmental Pollution Indicators in South America [J].
Bilal ;
Bashir, Muhammad Farhan ;
Komal, Bushra ;
Benghoul, Maroua ;
Bashir, Muhammad Adnan ;
Tan, Duojiao .
RISK MANAGEMENT AND HEALTHCARE POLICY, 2021, 14 :67-74