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The relative contribution of climate variability and vector control coverage to changes in malaria parasite prevalence in Zambia 2006–2012

BACKGROUND: Four malaria indicator surveys (MIS) were conducted in Zambia between 2006 and 2012 to evaluate malaria control scale-up. Nationally, coverage of insecticide-treated nets (ITNs) and indoor residual spraying (IRS) increased over this period, while parasite prevalence in children 1–59 mont...

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Autores principales: Bennett, Adam, Yukich, Josh, Miller, John M., Keating, Joseph, Moonga, Hawela, Hamainza, Busiku, Kamuliwo, Mulakwa, Andrade-Pacheco, Ricardo, Vounatsou, Penelope, Steketee, Richard W., Eisele, Thomas P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4974721/
https://www.ncbi.nlm.nih.gov/pubmed/27496161
http://dx.doi.org/10.1186/s13071-016-1693-0
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author Bennett, Adam
Yukich, Josh
Miller, John M.
Keating, Joseph
Moonga, Hawela
Hamainza, Busiku
Kamuliwo, Mulakwa
Andrade-Pacheco, Ricardo
Vounatsou, Penelope
Steketee, Richard W.
Eisele, Thomas P.
author_facet Bennett, Adam
Yukich, Josh
Miller, John M.
Keating, Joseph
Moonga, Hawela
Hamainza, Busiku
Kamuliwo, Mulakwa
Andrade-Pacheco, Ricardo
Vounatsou, Penelope
Steketee, Richard W.
Eisele, Thomas P.
author_sort Bennett, Adam
collection PubMed
description BACKGROUND: Four malaria indicator surveys (MIS) were conducted in Zambia between 2006 and 2012 to evaluate malaria control scale-up. Nationally, coverage of insecticide-treated nets (ITNs) and indoor residual spraying (IRS) increased over this period, while parasite prevalence in children 1–59 months decreased dramatically between 2006 and 2008, but then increased from 2008 to 2010. We assessed the relative effects of vector control coverage and climate variability on malaria parasite prevalence over this period. METHODS: Nationally-representative MISs were conducted in April-June of 2006, 2008, 2010 and 2012 to collect household-level information on malaria control interventions such as IRS, ITN ownership and use, and child parasite prevalence by microscopic examination of blood smears. We fitted Bayesian geostatistical models to assess the association between IRS and ITN coverage and climate variability and malaria parasite prevalence. We created predictions of the spatial distribution of malaria prevalence at each time point and compared results of varying IRS, ITN, and climate inputs to assess their relative contributions to changes in prevalence. RESULTS: Nationally, the proportion of households owning an ITN increased from 37.8 % in 2006 to 64.3 % in 2010 and 68.1 % in 2012, with substantial heterogeneity sub-nationally. The population-adjusted predicted child malaria parasite prevalence decreased from 19.6 % in 2006 to 10.4 % in 2008, but rose to 15.3 % in 2010 and 13.5 % in 2012. We estimated that the majority of this prevalence increase at the national level between 2008 and 2010 was due to climate effects on transmission, although there was substantial heterogeneity at the provincial level in the relative contribution of changing climate and ITN availability. We predict that if climate factors preceding the 2010 survey were the same as in 2008, the population-adjusted prevalence would have fallen to 9.9 % nationally. CONCLUSIONS: These results suggest that a combination of climate factors and reduced intervention coverage in parts of the country contributed to both the reduction and rebound in malaria parasite prevalence. Unusual rainfall patterns, perhaps related to moderate El Niño conditions, may have contributed to this variation. Zambia has demonstrated considerable success in scaling up vector control. This analysis highlights the importance of accounting for climate variability when using cross-sectional data for evaluation of malaria control efforts. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13071-016-1693-0) contains supplementary material, which is available to authorized users.
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spelling pubmed-49747212016-08-06 The relative contribution of climate variability and vector control coverage to changes in malaria parasite prevalence in Zambia 2006–2012 Bennett, Adam Yukich, Josh Miller, John M. Keating, Joseph Moonga, Hawela Hamainza, Busiku Kamuliwo, Mulakwa Andrade-Pacheco, Ricardo Vounatsou, Penelope Steketee, Richard W. Eisele, Thomas P. Parasit Vectors Research BACKGROUND: Four malaria indicator surveys (MIS) were conducted in Zambia between 2006 and 2012 to evaluate malaria control scale-up. Nationally, coverage of insecticide-treated nets (ITNs) and indoor residual spraying (IRS) increased over this period, while parasite prevalence in children 1–59 months decreased dramatically between 2006 and 2008, but then increased from 2008 to 2010. We assessed the relative effects of vector control coverage and climate variability on malaria parasite prevalence over this period. METHODS: Nationally-representative MISs were conducted in April-June of 2006, 2008, 2010 and 2012 to collect household-level information on malaria control interventions such as IRS, ITN ownership and use, and child parasite prevalence by microscopic examination of blood smears. We fitted Bayesian geostatistical models to assess the association between IRS and ITN coverage and climate variability and malaria parasite prevalence. We created predictions of the spatial distribution of malaria prevalence at each time point and compared results of varying IRS, ITN, and climate inputs to assess their relative contributions to changes in prevalence. RESULTS: Nationally, the proportion of households owning an ITN increased from 37.8 % in 2006 to 64.3 % in 2010 and 68.1 % in 2012, with substantial heterogeneity sub-nationally. The population-adjusted predicted child malaria parasite prevalence decreased from 19.6 % in 2006 to 10.4 % in 2008, but rose to 15.3 % in 2010 and 13.5 % in 2012. We estimated that the majority of this prevalence increase at the national level between 2008 and 2010 was due to climate effects on transmission, although there was substantial heterogeneity at the provincial level in the relative contribution of changing climate and ITN availability. We predict that if climate factors preceding the 2010 survey were the same as in 2008, the population-adjusted prevalence would have fallen to 9.9 % nationally. CONCLUSIONS: These results suggest that a combination of climate factors and reduced intervention coverage in parts of the country contributed to both the reduction and rebound in malaria parasite prevalence. Unusual rainfall patterns, perhaps related to moderate El Niño conditions, may have contributed to this variation. Zambia has demonstrated considerable success in scaling up vector control. This analysis highlights the importance of accounting for climate variability when using cross-sectional data for evaluation of malaria control efforts. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13071-016-1693-0) contains supplementary material, which is available to authorized users. BioMed Central 2016-08-05 /pmc/articles/PMC4974721/ /pubmed/27496161 http://dx.doi.org/10.1186/s13071-016-1693-0 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
Bennett, Adam
Yukich, Josh
Miller, John M.
Keating, Joseph
Moonga, Hawela
Hamainza, Busiku
Kamuliwo, Mulakwa
Andrade-Pacheco, Ricardo
Vounatsou, Penelope
Steketee, Richard W.
Eisele, Thomas P.
The relative contribution of climate variability and vector control coverage to changes in malaria parasite prevalence in Zambia 2006–2012
title The relative contribution of climate variability and vector control coverage to changes in malaria parasite prevalence in Zambia 2006–2012
title_full The relative contribution of climate variability and vector control coverage to changes in malaria parasite prevalence in Zambia 2006–2012
title_fullStr The relative contribution of climate variability and vector control coverage to changes in malaria parasite prevalence in Zambia 2006–2012
title_full_unstemmed The relative contribution of climate variability and vector control coverage to changes in malaria parasite prevalence in Zambia 2006–2012
title_short The relative contribution of climate variability and vector control coverage to changes in malaria parasite prevalence in Zambia 2006–2012
title_sort relative contribution of climate variability and vector control coverage to changes in malaria parasite prevalence in zambia 2006–2012
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4974721/
https://www.ncbi.nlm.nih.gov/pubmed/27496161
http://dx.doi.org/10.1186/s13071-016-1693-0
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