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Time lag effect on malaria transmission dynamics in an Amazonian Colombian municipality and importance for early warning systems
Malaria remains a significant public health problem worldwide, particularly in low-income regions with limited access to healthcare. Despite the use of antimalarial drugs, transmission remains an issue in Colombia, especially among indigenous populations in remote areas. In this study, we used an SI...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10616112/ https://www.ncbi.nlm.nih.gov/pubmed/37903862 http://dx.doi.org/10.1038/s41598-023-44821-0 |
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author | Gonzalez-Daza, William Vivero-Gómez, Rafael Jose Altamiranda-Saavedra, Mariano Muylaert, Renata L. Landeiro, Victor Lemes |
author_facet | Gonzalez-Daza, William Vivero-Gómez, Rafael Jose Altamiranda-Saavedra, Mariano Muylaert, Renata L. Landeiro, Victor Lemes |
author_sort | Gonzalez-Daza, William |
collection | PubMed |
description | Malaria remains a significant public health problem worldwide, particularly in low-income regions with limited access to healthcare. Despite the use of antimalarial drugs, transmission remains an issue in Colombia, especially among indigenous populations in remote areas. In this study, we used an SIR Ross MacDonald model that considered land use change, temperature, and precipitation to analyze eco epidemiological parameters and the impact of time lags on malaria transmission in La Pedrera—Amazonas municipality. We found changes in land use between 2007 and 2020, with increases in forested areas, urban infrastructure and water edges resulting in a constant increase in mosquito carrying capacity. Temperature and precipitation variables exhibited a fluctuating pattern that corresponded to rainy and dry seasons, respectively and a marked influence of the El Niño climatic phenomenon. Our findings suggest that elevated precipitation and temperature increase malaria infection risk in the following 2 months. The risk is influenced by the secondary vegetation and urban infrastructure near primary forest formation or water body edges. These results may help public health officials and policymakers develop effective malaria control strategies by monitoring precipitation, temperature, and land use variables to flag high-risk areas and critical periods, considering the time lag effect. |
format | Online Article Text |
id | pubmed-10616112 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-106161122023-11-01 Time lag effect on malaria transmission dynamics in an Amazonian Colombian municipality and importance for early warning systems Gonzalez-Daza, William Vivero-Gómez, Rafael Jose Altamiranda-Saavedra, Mariano Muylaert, Renata L. Landeiro, Victor Lemes Sci Rep Article Malaria remains a significant public health problem worldwide, particularly in low-income regions with limited access to healthcare. Despite the use of antimalarial drugs, transmission remains an issue in Colombia, especially among indigenous populations in remote areas. In this study, we used an SIR Ross MacDonald model that considered land use change, temperature, and precipitation to analyze eco epidemiological parameters and the impact of time lags on malaria transmission in La Pedrera—Amazonas municipality. We found changes in land use between 2007 and 2020, with increases in forested areas, urban infrastructure and water edges resulting in a constant increase in mosquito carrying capacity. Temperature and precipitation variables exhibited a fluctuating pattern that corresponded to rainy and dry seasons, respectively and a marked influence of the El Niño climatic phenomenon. Our findings suggest that elevated precipitation and temperature increase malaria infection risk in the following 2 months. The risk is influenced by the secondary vegetation and urban infrastructure near primary forest formation or water body edges. These results may help public health officials and policymakers develop effective malaria control strategies by monitoring precipitation, temperature, and land use variables to flag high-risk areas and critical periods, considering the time lag effect. Nature Publishing Group UK 2023-10-30 /pmc/articles/PMC10616112/ /pubmed/37903862 http://dx.doi.org/10.1038/s41598-023-44821-0 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 Gonzalez-Daza, William Vivero-Gómez, Rafael Jose Altamiranda-Saavedra, Mariano Muylaert, Renata L. Landeiro, Victor Lemes Time lag effect on malaria transmission dynamics in an Amazonian Colombian municipality and importance for early warning systems |
title | Time lag effect on malaria transmission dynamics in an Amazonian Colombian municipality and importance for early warning systems |
title_full | Time lag effect on malaria transmission dynamics in an Amazonian Colombian municipality and importance for early warning systems |
title_fullStr | Time lag effect on malaria transmission dynamics in an Amazonian Colombian municipality and importance for early warning systems |
title_full_unstemmed | Time lag effect on malaria transmission dynamics in an Amazonian Colombian municipality and importance for early warning systems |
title_short | Time lag effect on malaria transmission dynamics in an Amazonian Colombian municipality and importance for early warning systems |
title_sort | time lag effect on malaria transmission dynamics in an amazonian colombian municipality and importance for early warning systems |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10616112/ https://www.ncbi.nlm.nih.gov/pubmed/37903862 http://dx.doi.org/10.1038/s41598-023-44821-0 |
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