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Zika, chikungunya and co-occurrence in Brazil: space-time clusters and associated environmental–socioeconomic factors

Chikungunya and Zika have been neglected as emerging diseases. This study aimed to analyze the space-time patterns of their occurrence and co-occurrence and their associated environmental and socioeconomic factors. Univariate (individually) and multivariate (co-occurrence) scans were analyzed for 60...

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Autores principales: Gardini Sanches Palasio, Raquel, Marques Moralejo Bermudi, Patricia, Luiz de Lima Macedo, Fernando, Reis Santana, Lidia Maria, Chiaravalloti-Neto, Francisco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10590386/
https://www.ncbi.nlm.nih.gov/pubmed/37865641
http://dx.doi.org/10.1038/s41598-023-42930-4
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author Gardini Sanches Palasio, Raquel
Marques Moralejo Bermudi, Patricia
Luiz de Lima Macedo, Fernando
Reis Santana, Lidia Maria
Chiaravalloti-Neto, Francisco
author_facet Gardini Sanches Palasio, Raquel
Marques Moralejo Bermudi, Patricia
Luiz de Lima Macedo, Fernando
Reis Santana, Lidia Maria
Chiaravalloti-Neto, Francisco
author_sort Gardini Sanches Palasio, Raquel
collection PubMed
description Chikungunya and Zika have been neglected as emerging diseases. This study aimed to analyze the space-time patterns of their occurrence and co-occurrence and their associated environmental and socioeconomic factors. Univariate (individually) and multivariate (co-occurrence) scans were analyzed for 608,388 and 162,992 cases of chikungunya and Zika, respectively. These occurred more frequently in the summer and autumn. The clusters with the highest risk were initially located in the northeast, dispersed to the central-west and coastal areas of São Paulo and Rio de Janeiro (2018–2021), and then increased in the northeast (2019–2021). Chikungunya and Zika demonstrated decreasing trends of 13% and 40%, respectively, whereas clusters showed an increasing trend of 85% and 57%, respectively. Clusters with a high co-occurrence risk have been identified in some regions of Brazil. High temperatures are associated with areas at a greater risk of these diseases. Chikungunya was associated with low precipitation levels, more urbanized environments, and places with greater social inequalities, whereas Zika was associated with high precipitation levels and low sewage network coverage. In conclusion, to optimize the surveillance and control of chikungunya and Zika, this study’s results revealed high-risk areas with increasing trends and priority months and the role of socioeconomic and environmental factors.
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spelling pubmed-105903862023-10-23 Zika, chikungunya and co-occurrence in Brazil: space-time clusters and associated environmental–socioeconomic factors Gardini Sanches Palasio, Raquel Marques Moralejo Bermudi, Patricia Luiz de Lima Macedo, Fernando Reis Santana, Lidia Maria Chiaravalloti-Neto, Francisco Sci Rep Article Chikungunya and Zika have been neglected as emerging diseases. This study aimed to analyze the space-time patterns of their occurrence and co-occurrence and their associated environmental and socioeconomic factors. Univariate (individually) and multivariate (co-occurrence) scans were analyzed for 608,388 and 162,992 cases of chikungunya and Zika, respectively. These occurred more frequently in the summer and autumn. The clusters with the highest risk were initially located in the northeast, dispersed to the central-west and coastal areas of São Paulo and Rio de Janeiro (2018–2021), and then increased in the northeast (2019–2021). Chikungunya and Zika demonstrated decreasing trends of 13% and 40%, respectively, whereas clusters showed an increasing trend of 85% and 57%, respectively. Clusters with a high co-occurrence risk have been identified in some regions of Brazil. High temperatures are associated with areas at a greater risk of these diseases. Chikungunya was associated with low precipitation levels, more urbanized environments, and places with greater social inequalities, whereas Zika was associated with high precipitation levels and low sewage network coverage. In conclusion, to optimize the surveillance and control of chikungunya and Zika, this study’s results revealed high-risk areas with increasing trends and priority months and the role of socioeconomic and environmental factors. Nature Publishing Group UK 2023-10-21 /pmc/articles/PMC10590386/ /pubmed/37865641 http://dx.doi.org/10.1038/s41598-023-42930-4 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Gardini Sanches Palasio, Raquel
Marques Moralejo Bermudi, Patricia
Luiz de Lima Macedo, Fernando
Reis Santana, Lidia Maria
Chiaravalloti-Neto, Francisco
Zika, chikungunya and co-occurrence in Brazil: space-time clusters and associated environmental–socioeconomic factors
title Zika, chikungunya and co-occurrence in Brazil: space-time clusters and associated environmental–socioeconomic factors
title_full Zika, chikungunya and co-occurrence in Brazil: space-time clusters and associated environmental–socioeconomic factors
title_fullStr Zika, chikungunya and co-occurrence in Brazil: space-time clusters and associated environmental–socioeconomic factors
title_full_unstemmed Zika, chikungunya and co-occurrence in Brazil: space-time clusters and associated environmental–socioeconomic factors
title_short Zika, chikungunya and co-occurrence in Brazil: space-time clusters and associated environmental–socioeconomic factors
title_sort zika, chikungunya and co-occurrence in brazil: space-time clusters and associated environmental–socioeconomic factors
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10590386/
https://www.ncbi.nlm.nih.gov/pubmed/37865641
http://dx.doi.org/10.1038/s41598-023-42930-4
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