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Associations between COVID-19 incidence and environmental stressors in Brazil: a nationwide study from 2020 to 2022

Hoffmann, Leona and Viana Jacobson, Ludmilla and Erbertseder, Thilo and Berger, Moritz and Rittweger, Jörn and Schneider, Rochelle (2025) Associations between COVID-19 incidence and environmental stressors in Brazil: a nationwide study from 2020 to 2022. Frontiers in Environmental Health, 4, p. 1635503. Frontiers Media S.A.. doi: 10.3389/fenvh.2025.1635503. ISSN 2813-558X.

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Official URL: https://doi.org/10.3389/fenvh.2025.1635503

Abstract

Background: Environmental stressors such as temperature (Temp), relative humidity (RHumid), and fine particulate matter (PM2.5) 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 PM2.5 [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 PM2.5 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 PM2.5 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.

Item URL in elib:https://elib.dlr.de/217228/
Document Type:Article
Title:Associations between COVID-19 incidence and environmental stressors in Brazil: a nationwide study from 2020 to 2022
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Hoffmann, LeonaUNSPECIFIEDhttps://orcid.org/0009-0001-3157-1661193647708
Viana Jacobson, LudmillaDepartment of Statistics, Institute of Mathematics and Statistics, Fluminense Federal University, Niterói, BrazilUNSPECIFIEDUNSPECIFIED
Erbertseder, ThiloUNSPECIFIEDhttps://orcid.org/0000-0003-4888-1065UNSPECIFIED
Berger, MoritzInstitute of Medical Biometry, Informatics and Epidemiology (IMBIE), University Hospital Bonn, Bonn, GermanyUNSPECIFIEDUNSPECIFIED
Rittweger, JörnUNSPECIFIEDhttps://orcid.org/0000-0002-2223-8963UNSPECIFIED
Schneider, RochelleΦ-lab, European Space Agency (ESA)UNSPECIFIEDUNSPECIFIED
Date:3 October 2025
Journal or Publication Title:Frontiers in Environmental Health
Refereed publication:Yes
Open Access:Yes
Gold Open Access:Yes
In SCOPUS:No
In ISI Web of Science:No
Volume:4
DOI:10.3389/fenvh.2025.1635503
Page Range:p. 1635503
Publisher:Frontiers Media S.A.
ISSN:2813-558X
Status:Published
Keywords:COVID-19, Temperature, PM2.5, Relative Humidity, DLNM, Brazil
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Research under Space Conditions
DLR - Research area:Raumfahrt
DLR - Program:R FR - Research under Space Conditions
DLR - Research theme (Project):R - Environmental Stressors and Health ME/FE
Location: Köln-Porz , Lampoldshausen , Neustrelitz , Oberpfaffenhofen
Institutes and Institutions:Institute of Aerospace Medicine > Muscle and Bone Metabolism
German Remote Sensing Data Center > Atmosphere
Deposited By: Hoffmann, Leona
Deposited On:07 Oct 2025 11:59
Last Modified:08 Oct 2025 11:02

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