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Assessing temporal associations between environmental factors and malaria morbidity at varying transmission settings in Uganda
BACKGROUND: Environmental factors play a major role in transmission of malaria given their relationship to both the development and survival of the mosquito and parasite. The associations between environmental factors and malaria can be used to inform the development of early warning systems for inc...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5070351/ https://www.ncbi.nlm.nih.gov/pubmed/27756304 http://dx.doi.org/10.1186/s12936-016-1549-2 |
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author | Kigozi, Ruth Zinszer, Kate Mpimbaza, Arthur Sserwanga, Asadu Kigozi, Simon P. Kamya, Moses |
author_facet | Kigozi, Ruth Zinszer, Kate Mpimbaza, Arthur Sserwanga, Asadu Kigozi, Simon P. Kamya, Moses |
author_sort | Kigozi, Ruth |
collection | PubMed |
description | BACKGROUND: Environmental factors play a major role in transmission of malaria given their relationship to both the development and survival of the mosquito and parasite. The associations between environmental factors and malaria can be used to inform the development of early warning systems for increases in malaria burden. The objective of this study was to assess temporal relationships between rainfall, temperature and vegetation with malaria morbidity across three different transmission settings in Uganda. METHODS: Temporal relationships between environmental factors (weekly total rainfall, mean day time temperature and enhanced vegetation index series) and malaria morbidity (weekly malaria case count data and test positivity rate series) over the period January 2010–May 2013 in three sites located in varying malaria transmission settings in Uganda was explored using cross-correlation with pre-whitening. Sites included Kamwezi (low transmission), Kasambya (moderate transmission) and Nagongera (high transmission). RESULTS: Nagongera received the most rain (30.6 mm) and experienced, on average, the highest daytime temperatures (29.8 °C) per week. In the study period, weekly TPR and number of malaria cases were highest at Kasambya and lowest at Kamwezi. The largest cross-correlation coefficients between environmental factors and malaria morbidity for each site was 0.27 for Kamwezi (rainfall and cases), 0.21 for Kasambya (vegetation and TPR), and −0.27 for Nagongera (daytime temperature and TPR). Temporal associations between environmental factors (rainfall, temperature and vegetation) with malaria morbidity (number of malaria cases and TPR) varied by transmission setting. Longer time lags were observed at Kamwezi and Kasambya compared to Nagongera in the relationship between rainfall and number of malaria cases. Comparable time lags were observed at Kasambya and Nagongera in the relationship between temperature and malaria morbidity. Temporal analysis of vegetation with malaria morbidity revealed longer lags at Kasambya compared to those observed at the other two sites. CONCLUSIONS: This study showed that temporal associations between environmental factors with malaria morbidity vary by transmission setting in Uganda. This suggests the need to incorporate local transmission differences when developing malaria early warning systems that have environmental predictors in Uganda. This will result in development of more accurate early warning systems, which are a prerequisite for effective malaria control in such a setting. |
format | Online Article Text |
id | pubmed-5070351 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-50703512016-10-24 Assessing temporal associations between environmental factors and malaria morbidity at varying transmission settings in Uganda Kigozi, Ruth Zinszer, Kate Mpimbaza, Arthur Sserwanga, Asadu Kigozi, Simon P. Kamya, Moses Malar J Research BACKGROUND: Environmental factors play a major role in transmission of malaria given their relationship to both the development and survival of the mosquito and parasite. The associations between environmental factors and malaria can be used to inform the development of early warning systems for increases in malaria burden. The objective of this study was to assess temporal relationships between rainfall, temperature and vegetation with malaria morbidity across three different transmission settings in Uganda. METHODS: Temporal relationships between environmental factors (weekly total rainfall, mean day time temperature and enhanced vegetation index series) and malaria morbidity (weekly malaria case count data and test positivity rate series) over the period January 2010–May 2013 in three sites located in varying malaria transmission settings in Uganda was explored using cross-correlation with pre-whitening. Sites included Kamwezi (low transmission), Kasambya (moderate transmission) and Nagongera (high transmission). RESULTS: Nagongera received the most rain (30.6 mm) and experienced, on average, the highest daytime temperatures (29.8 °C) per week. In the study period, weekly TPR and number of malaria cases were highest at Kasambya and lowest at Kamwezi. The largest cross-correlation coefficients between environmental factors and malaria morbidity for each site was 0.27 for Kamwezi (rainfall and cases), 0.21 for Kasambya (vegetation and TPR), and −0.27 for Nagongera (daytime temperature and TPR). Temporal associations between environmental factors (rainfall, temperature and vegetation) with malaria morbidity (number of malaria cases and TPR) varied by transmission setting. Longer time lags were observed at Kamwezi and Kasambya compared to Nagongera in the relationship between rainfall and number of malaria cases. Comparable time lags were observed at Kasambya and Nagongera in the relationship between temperature and malaria morbidity. Temporal analysis of vegetation with malaria morbidity revealed longer lags at Kasambya compared to those observed at the other two sites. CONCLUSIONS: This study showed that temporal associations between environmental factors with malaria morbidity vary by transmission setting in Uganda. This suggests the need to incorporate local transmission differences when developing malaria early warning systems that have environmental predictors in Uganda. This will result in development of more accurate early warning systems, which are a prerequisite for effective malaria control in such a setting. BioMed Central 2016-10-19 /pmc/articles/PMC5070351/ /pubmed/27756304 http://dx.doi.org/10.1186/s12936-016-1549-2 Text en © The Author(s) 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Kigozi, Ruth Zinszer, Kate Mpimbaza, Arthur Sserwanga, Asadu Kigozi, Simon P. Kamya, Moses Assessing temporal associations between environmental factors and malaria morbidity at varying transmission settings in Uganda |
title | Assessing temporal associations between environmental factors and malaria morbidity at varying transmission settings in Uganda |
title_full | Assessing temporal associations between environmental factors and malaria morbidity at varying transmission settings in Uganda |
title_fullStr | Assessing temporal associations between environmental factors and malaria morbidity at varying transmission settings in Uganda |
title_full_unstemmed | Assessing temporal associations between environmental factors and malaria morbidity at varying transmission settings in Uganda |
title_short | Assessing temporal associations between environmental factors and malaria morbidity at varying transmission settings in Uganda |
title_sort | assessing temporal associations between environmental factors and malaria morbidity at varying transmission settings in uganda |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5070351/ https://www.ncbi.nlm.nih.gov/pubmed/27756304 http://dx.doi.org/10.1186/s12936-016-1549-2 |
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