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Spatiotemporal dynamics and risk factors for human Leptospirosis in Brazil
Leptospirosis is an emerging neglected tropical disease with a worldwide significant global health burden. Between 2000 and 2016, there were 63,302 cases of human leptospirosis and 6,064 deaths reported in Brazil. We modeled the spatiotemporal risk dynamics of human leptospirosis morbidity and letha...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6181921/ https://www.ncbi.nlm.nih.gov/pubmed/30310115 http://dx.doi.org/10.1038/s41598-018-33381-3 |
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author | Baquero, Oswaldo Santos Machado, Gustavo |
author_facet | Baquero, Oswaldo Santos Machado, Gustavo |
author_sort | Baquero, Oswaldo Santos |
collection | PubMed |
description | Leptospirosis is an emerging neglected tropical disease with a worldwide significant global health burden. Between 2000 and 2016, there were 63,302 cases of human leptospirosis and 6,064 deaths reported in Brazil. We modeled the spatiotemporal risk dynamics of human leptospirosis morbidity and lethality, and attributed an easily interpretable risk-based priority index (PI) for all Brazilian federative units to suggest improvements to the national surveillance system. We also developed a conceptual framework of causality and estimated the effects of environmental and socioeconomic determinants of morbidity and lethality. Spatiotemporal risk patterns of morbidity and lethality differed. For morbidity, the pattern was mainly spatial, whereas lethality was mainly explained by the spatiotemporal interaction. The hypothesized causal model explained a relevant fraction of the heterogeneity in the spatial and spatiotemporal interaction patterns. The increase in soil moisture, precipitation, poverty, and the decrease in the proportion of urban households, acted as risk factors. The increase in the proportion of households in which waste is directly collected and in temperature were preventive factors. The structured temporal trend was increasing for morbidity and decreasing for lethality. In terms of morbidity, it was clear that the prioritization should be focused in a couple of states, mainly Acre. In terms of lethality, the allocation of resources need not be as asymmetric, but there was nonetheless a prioritization order. The proposed approach can be used to characterize spatiotemporal dynamics of other diseases and to inform decision makers. |
format | Online Article Text |
id | pubmed-6181921 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-61819212018-10-15 Spatiotemporal dynamics and risk factors for human Leptospirosis in Brazil Baquero, Oswaldo Santos Machado, Gustavo Sci Rep Article Leptospirosis is an emerging neglected tropical disease with a worldwide significant global health burden. Between 2000 and 2016, there were 63,302 cases of human leptospirosis and 6,064 deaths reported in Brazil. We modeled the spatiotemporal risk dynamics of human leptospirosis morbidity and lethality, and attributed an easily interpretable risk-based priority index (PI) for all Brazilian federative units to suggest improvements to the national surveillance system. We also developed a conceptual framework of causality and estimated the effects of environmental and socioeconomic determinants of morbidity and lethality. Spatiotemporal risk patterns of morbidity and lethality differed. For morbidity, the pattern was mainly spatial, whereas lethality was mainly explained by the spatiotemporal interaction. The hypothesized causal model explained a relevant fraction of the heterogeneity in the spatial and spatiotemporal interaction patterns. The increase in soil moisture, precipitation, poverty, and the decrease in the proportion of urban households, acted as risk factors. The increase in the proportion of households in which waste is directly collected and in temperature were preventive factors. The structured temporal trend was increasing for morbidity and decreasing for lethality. In terms of morbidity, it was clear that the prioritization should be focused in a couple of states, mainly Acre. In terms of lethality, the allocation of resources need not be as asymmetric, but there was nonetheless a prioritization order. The proposed approach can be used to characterize spatiotemporal dynamics of other diseases and to inform decision makers. Nature Publishing Group UK 2018-10-11 /pmc/articles/PMC6181921/ /pubmed/30310115 http://dx.doi.org/10.1038/s41598-018-33381-3 Text en © The Author(s) 2018 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Baquero, Oswaldo Santos Machado, Gustavo Spatiotemporal dynamics and risk factors for human Leptospirosis in Brazil |
title | Spatiotemporal dynamics and risk factors for human Leptospirosis in Brazil |
title_full | Spatiotemporal dynamics and risk factors for human Leptospirosis in Brazil |
title_fullStr | Spatiotemporal dynamics and risk factors for human Leptospirosis in Brazil |
title_full_unstemmed | Spatiotemporal dynamics and risk factors for human Leptospirosis in Brazil |
title_short | Spatiotemporal dynamics and risk factors for human Leptospirosis in Brazil |
title_sort | spatiotemporal dynamics and risk factors for human leptospirosis in brazil |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6181921/ https://www.ncbi.nlm.nih.gov/pubmed/30310115 http://dx.doi.org/10.1038/s41598-018-33381-3 |
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