On the lagged non-linear association between air pollution and COVID-19 cases in Belgium

被引:0
作者
Rutten, Sara [1 ]
Espinasse, Marina [2 ]
Duarte, Elisa [1 ]
Neyens, Thomas [1 ,3 ]
Faes, Christel [1 ]
机构
[1] Hasselt Univ, Data Sci Inst, I Biostat, Hasselt, Belgium
[2] Univ Hosp North Norway, Dept Clin Res, Tromso, Norway
[3] Katholieke Univ Leuven, L Biostat, Dept Publ Hlth & Primary Care, Leuven, Belgium
关键词
Air pollution; COVID-19; Spatio-temporal model; Belgium; Bayesian analysis; DISEASE;
D O I
10.1016/j.sste.2024.100709
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
Exposure to air pollution has been proposed as a determinant of COVID-19 dynamics. While the connection between air pollution and COVID-19 has been established for several countries worldwide, few such analyses exist in Belgium. Therefore, we examine this potential association in Belgium, using COVID-19 cases of all 581 municipalities between September 2020 and January 2022. We employ a Bayesian spatio-temporal negative binomial model, allowing for potential non-linear and lagged effects of pollution. Comparing different single- pollutant models, we find that the model providing the best fit to the data contains black carbon. At the median pollution level, a cumulative risk of 1.66 (1.57, 1.74) over 8 weeks is found for this pollutant, compared to the 5% pollution quantile. In addition, the study reveals a remarkable similarity in COVID-19 incidence between adjacent municipalities in Belgium. Our findings suggest paying careful attention to highly air polluted areas when preparing for future pandemics of respiratory diseases.
引用
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页数:8
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