Associations between COVID-19 incidence and environmental stressors in Brazil: a nationwide study from 2020 to 2022
Background Environmental stressors such as temperature (Temp), relative humidity (RHumid), and fine particulate matter (PM 2.5 ) may influence the incidence of COVID-19. While many studies have examined these associations in Europe and Asia, research in Brazil—a country with diverse climatic zones and a high burden of COVID-19—remains limited. Objective This study aimed to assess the associations between environmental stressors and COVID-19 incidence at the municipality level across Brazil over a three-year period, differentiating between climate zones and pre-Omicron/Omicron periods. Methods We utilized a generalized additive model (GAM) framework to analyze monthly COVID-19 incidence while adjusting for population size, spatial structure, and temporal trends. Distributed lag nonlinear models (DLNM) were used to evaluate lagged exposure-response associations. Separate models were fitted for five climate zones to assess regional variations. Results In the overall analysis, Temp was positively associated with COVID-19 incidence [relative risk RR 2.47, 95% confidence interval (2.04, 2.91)], while PM 2.5 [RR 1.03 (0.95, 1.11)] and RHumid [RR 1.02 (0.91, 1.13)] did not demonstrate clear effects. Climate zone-specific analyses revealed diverse effects: Temp had a positive association with COVID-19 in Temperado (TE) [RR 17.9 (15.26, 22.19)] and Tropical Brazil Central [RR 1.87 (1.57, 2.10)], but a negative association in Tropical Nordeste Oriental [RR 0.008 (0.004, 0.012)] and Tropical Zona Equatorial (TZE) [RR 0.12 (0.08, 0.15)] climate zones. RHumid showed varying positive and negative associations depending on the climate zone, while high levels of PM 2.5 are positive associated with COVID-19 incidence in zones TE [RR 2.10 (1.93, 2.28)] and TZE [RR 1.87 (1.54, 2.31)]. DLNM results revealed parabolic lag response curves, with extreme values of Temp and RHumid raising risks in certain zones. Significance Our study provides a comprehensive, long-term analysis of environmental stressors and COVID-19 incidence across diverse climate zones in Brazil. The results reveal considerably spatial and temporal variations in how Temp, RHumid, and PM 2.5 influence COVID-19 incidence. These findings emphasize the importance of considering regional climatic conditions when assessing environmental risk factors for COVID-19. Understanding these associations can inform targeted public health interventions and preparedness strategies for future respiratory disease outbreaks.
Authors
- Ludmilla da Silva Viana Jacobson (ORCID: https://orcid.org/0000-0002-6698-4431)
- Thilo Erbertseder (ORCID: https://orcid.org/0000-0003-4888-1065)
- Leona Hoffmann (ORCID: https://orcid.org/0009-0001-3157-1661)
- Jörn Rittweger (ORCID: https://orcid.org/0000-0002-2223-8963)
- Marc Moritz Berger (ORCID: https://orcid.org/0000-0001-6771-3193)
- Rochelle Schneider (ORCID: https://orcid.org/0000-0002-2905-0154)
Institutions
- Universidade Federal Fluminense (BR)
- Heidelberg University (DE)
- University Hospital Bonn (DE)
- University Hospital Heidelberg (DE)
- Deutsches Zentrum für Luft- und Raumfahrt e. V. (DLR) (DE)
- London School of Hygiene & Tropical Medicine (GB)
- Institut für Medizinische Biometrie, Informatik und Epidemiologie (DE)
- Central Institute of Mental Health (DE)
- University Hospital Cologne (DE)
- European Space Research Institute (IT)
Publication Details
- Journal
- Frontiers in Environmental Health
- Published
- 2025-10-03
- DOI
- https://doi.org/10.3389/fenvh.2025.1635503
- Primary Topic
- COVID-19 impact on air quality
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Washington University in St. Louis
- Deutsche Forschungsgemeinschaft
- Governo Brasil