{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,7]],"date-time":"2026-01-07T23:05:56Z","timestamp":1767827156539,"version":"3.49.0"},"reference-count":36,"publisher":"MDPI AG","issue":"24","license":[{"start":{"date-parts":[[2020,12,12]],"date-time":"2020-12-12T00:00:00Z","timestamp":1607731200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>PM2.5 severely affects human health. Remotely sensed (RS) data can be used to estimate PM2.5 concentrations and population exposure, and therefore to explain acute respiratory disorders. However, available global PM2.5 concentration forecast products derived from models assimilating RS data have not yet been exploited to generate early alerts for respiratory problems in Brazil. We investigated the feasibility of building such an early warning system. For this, PM2.5 concentrations on a 4-day horizon forecast were provided by the Copernicus Atmosphere Monitoring Service (CAMS) and compared with the number of severe acute respiratory disease (SARD) cases. Confounding effects of the meteorological conditions were considered by selecting the best linear regression models in terms of Akaike Information Criterion (AIC), with meteorological features and their two-way interactions as explanatory variables and PM2.5 concentrations and SARD cases, taken separately, as response variables. Pearson and Spearman correlation coefficients were then computed between the residuals of the models for PM2.5 concentration and SARD cases. The results show a clear tendency to positive correlations between PM2.5 and SARD in all regions of Brazil but the South one, with Spearman\u2019s correlation coefficient reaching 0.52 (p &lt; 0.01). Positive significant correlations were also found in the South region by previously correcting the effects of viral infections on the SARD case dynamics. The possibility of using CAMS global PM2.5 concentration forecast products to build an early warning system for pollution-related effects on human health in Brazil was therefore established. Further investigations should be performed to determine alert threshold(s) and possibly build combined risk indicators involving other risk factors for human respiratory diseases. This is of particular interest in Brazil, where the COVID-19 pandemic and biomass burning are occurring concomitantly, to help minimize the effects of PM emissions and implement mitigation actions within populations.<\/jats:p>","DOI":"10.3390\/rs12244074","type":"journal-article","created":{"date-parts":[[2020,12,13]],"date-time":"2020-12-13T23:39:36Z","timestamp":1607902776000},"page":"4074","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Toward an Early Warning System for Health Issues Related to Particulate Matter Exposure in Brazil: The Feasibility of Using Global PM2.5 Concentration Forecast Products"],"prefix":"10.3390","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2266-8207","authenticated-orcid":false,"given":"Emmanuel","family":"Roux","sequence":"first","affiliation":[{"name":"ESPACE-DEV (Institut de Recherche pour le D\u00e9veloppement, Universit\u00e9 de la R\u00e9union, Universit\u00e9 des Antilles, Universit\u00e9 de Guyane, Universit\u00e9 de Montpellier), 97490 Saint-Denis de La R\u00e9union, France"},{"name":"LMI Sentinela, International Joint Laboratory \u201cSentinela\u201d (Fiocruz, UnB, IRD), Rio de Janeiro RJ-21040-900, Brazil"},{"name":"LIS, Laborat\u00f3rio de Informa\u00e7\u00e3o em Sa\u00fade, Instituto de Comunica\u00e7\u00e3o e Informa\u00e7\u00e3o Cient\u00edfica e Tecnol\u00f3gica em Sa\u00fade (ICICT), Funda\u00e7\u00e3o Oswaldo Cruz (Fiocruz), Climate and Health Observatory, Rio de Janeiro RJ-21040-900, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9743-1856","authenticated-orcid":false,"given":"Eliane","family":"Ignotti","sequence":"additional","affiliation":[{"name":"UNEMAT, Universidade do Estado de Mato Grosso, Programa de P\u00f3s-Gradua\u00e7\u00e3o em Ci\u00eancias Ambientais, Campus of C\u00e1ceres, C\u00e1ceres MT-78217-900, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nelson","family":"B\u00e8gue","sequence":"additional","affiliation":[{"name":"LACy, Laboratoire de l\u2019Atmosph\u00e8re et des Cyclones (UMR 8105 CNRS, Universit\u00e9 de La R\u00e9union, M\u00e9t\u00e9o-France), 97490 Saint-Denis de La R\u00e9union, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1815-0667","authenticated-orcid":false,"given":"Hassan","family":"Bencherif","sequence":"additional","affiliation":[{"name":"LACy, Laboratoire de l\u2019Atmosph\u00e8re et des Cyclones (UMR 8105 CNRS, Universit\u00e9 de La R\u00e9union, M\u00e9t\u00e9o-France), 97490 Saint-Denis de La R\u00e9union, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9514-1751","authenticated-orcid":false,"given":"Thibault","family":"Catry","sequence":"additional","affiliation":[{"name":"ESPACE-DEV (Institut de Recherche pour le D\u00e9veloppement, Universit\u00e9 de la R\u00e9union, Universit\u00e9 des Antilles, Universit\u00e9 de Guyane, Universit\u00e9 de Montpellier), 97490 Saint-Denis de La R\u00e9union, France"},{"name":"LMI Sentinela, International Joint Laboratory \u201cSentinela\u201d (Fiocruz, UnB, IRD), Rio de Janeiro RJ-21040-900, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0526-3531","authenticated-orcid":false,"given":"Nadine","family":"Dessay","sequence":"additional","affiliation":[{"name":"ESPACE-DEV (Institut de Recherche pour le D\u00e9veloppement, Universit\u00e9 de la R\u00e9union, Universit\u00e9 des Antilles, Universit\u00e9 de Guyane, Universit\u00e9 de Montpellier), 97490 Saint-Denis de La R\u00e9union, France"},{"name":"LMI Sentinela, International Joint Laboratory \u201cSentinela\u201d (Fiocruz, UnB, IRD), Rio de Janeiro RJ-21040-900, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0225-3696","authenticated-orcid":false,"given":"Renata","family":"Gracie","sequence":"additional","affiliation":[{"name":"LMI Sentinela, International Joint Laboratory \u201cSentinela\u201d (Fiocruz, UnB, IRD), Rio de Janeiro RJ-21040-900, Brazil"},{"name":"LIS, Laborat\u00f3rio de Informa\u00e7\u00e3o em Sa\u00fade, Instituto de Comunica\u00e7\u00e3o e Informa\u00e7\u00e3o Cient\u00edfica e Tecnol\u00f3gica em Sa\u00fade (ICICT), Funda\u00e7\u00e3o Oswaldo Cruz (Fiocruz), Climate and Health Observatory, Rio de Janeiro RJ-21040-900, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4250-6742","authenticated-orcid":false,"given":"Helen","family":"Gurgel","sequence":"additional","affiliation":[{"name":"LMI Sentinela, International Joint Laboratory \u201cSentinela\u201d (Fiocruz, UnB, IRD), Rio de Janeiro RJ-21040-900, Brazil"},{"name":"LAGAS, Laborat\u00f3rio de Geografia, Ambiente e Sa\u00fade, Universidade de Bras\u00edlia (UnB), Departamento de Geografia, Campus Universit\u00e1rio Darcy Ribeiro, Bras\u00edlia DF-70910-900, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8222-0992","authenticated-orcid":false,"given":"Sandra","family":"de Sousa Hacon","sequence":"additional","affiliation":[{"name":"ENSP, Escola Nacional de Sa\u00fade P\u00fablica, Departamento de Endemias Samuel Pessoa, Fiocruz, Rio de Janeiro RJ-21041-210, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6595-8274","authenticated-orcid":false,"given":"M\u00f4nica","family":"de A. F. M. Magalh\u00e3es","sequence":"additional","affiliation":[{"name":"LMI Sentinela, International Joint Laboratory \u201cSentinela\u201d (Fiocruz, UnB, IRD), Rio de Janeiro RJ-21040-900, Brazil"},{"name":"LIS, Laborat\u00f3rio de Informa\u00e7\u00e3o em Sa\u00fade, Instituto de Comunica\u00e7\u00e3o e Informa\u00e7\u00e3o Cient\u00edfica e Tecnol\u00f3gica em Sa\u00fade (ICICT), Funda\u00e7\u00e3o Oswaldo Cruz (Fiocruz), Climate and Health Observatory, Rio de Janeiro RJ-21040-900, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1477-1749","authenticated-orcid":false,"given":"Ant\u00f4nio Miguel","family":"Vieira Monteiro","sequence":"additional","affiliation":[{"name":"LiSS, Laborat\u00f3rio de investiga\u00e7\u00e3o em Sistemas Socioambientais, Instituto Nacional de Pesquisas Espaciais (INPE), S\u00e3o Jos\u00e9 dos Campos SP-12227-010, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3896-2083","authenticated-orcid":false,"given":"Christophe","family":"Revillion","sequence":"additional","affiliation":[{"name":"ESPACE-DEV (Institut de Recherche pour le D\u00e9veloppement, Universit\u00e9 de la R\u00e9union, Universit\u00e9 des Antilles, Universit\u00e9 de Guyane, Universit\u00e9 de Montpellier), 97490 Saint-Denis de La R\u00e9union, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8371-2959","authenticated-orcid":false,"given":"Daniel","family":"Antunes Maciel Villela","sequence":"additional","affiliation":[{"name":"PROCC, Programa de Computa\u00e7\u00e3o Cient\u00edfica, Fiocruz, Rio de Janeiro RJ-21040-900, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5259-7732","authenticated-orcid":false,"given":"Diego","family":"Xavier","sequence":"additional","affiliation":[{"name":"LMI Sentinela, International Joint Laboratory \u201cSentinela\u201d (Fiocruz, UnB, IRD), Rio de Janeiro RJ-21040-900, Brazil"},{"name":"LIS, Laborat\u00f3rio de Informa\u00e7\u00e3o em Sa\u00fade, Instituto de Comunica\u00e7\u00e3o e Informa\u00e7\u00e3o Cient\u00edfica e Tecnol\u00f3gica em Sa\u00fade (ICICT), Funda\u00e7\u00e3o Oswaldo Cruz (Fiocruz), Climate and Health Observatory, Rio de Janeiro RJ-21040-900, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1161-2753","authenticated-orcid":false,"given":"Christovam","family":"Barcellos","sequence":"additional","affiliation":[{"name":"LMI Sentinela, International Joint Laboratory \u201cSentinela\u201d (Fiocruz, UnB, IRD), Rio de Janeiro RJ-21040-900, Brazil"},{"name":"LIS, Laborat\u00f3rio de Informa\u00e7\u00e3o em Sa\u00fade, Instituto de Comunica\u00e7\u00e3o e Informa\u00e7\u00e3o Cient\u00edfica e Tecnol\u00f3gica em Sa\u00fade (ICICT), Funda\u00e7\u00e3o Oswaldo Cruz (Fiocruz), Climate and Health Observatory, Rio de Janeiro RJ-21040-900, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2020,12,12]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"1262","DOI":"10.1016\/S1470-2045(13)70487-X","article-title":"on behalf of the International Agency for Research on Cancer Monograph Working Group IARC. 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