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Ranking Malaria Risk Factors to Guide Malaria Control Efforts in African Highlands

INTRODUCTION: Malaria is re-emerging in most of the African highlands exposing the non immune population to deadly epidemics. A better understanding of the factors impacting transmission in the highlands is crucial to improve well targeted malaria control strategies. METHODS AND FINDINGS: A conceptu...

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Autores principales: Protopopoff, Natacha, Van Bortel, Wim, Speybroeck, Niko, Van Geertruyden, Jean-Pierre, Baza, Dismas, D'Alessandro, Umberto, Coosemans, Marc
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2009
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2778131/
https://www.ncbi.nlm.nih.gov/pubmed/19946627
http://dx.doi.org/10.1371/journal.pone.0008022
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author Protopopoff, Natacha
Van Bortel, Wim
Speybroeck, Niko
Van Geertruyden, Jean-Pierre
Baza, Dismas
D'Alessandro, Umberto
Coosemans, Marc
author_facet Protopopoff, Natacha
Van Bortel, Wim
Speybroeck, Niko
Van Geertruyden, Jean-Pierre
Baza, Dismas
D'Alessandro, Umberto
Coosemans, Marc
author_sort Protopopoff, Natacha
collection PubMed
description INTRODUCTION: Malaria is re-emerging in most of the African highlands exposing the non immune population to deadly epidemics. A better understanding of the factors impacting transmission in the highlands is crucial to improve well targeted malaria control strategies. METHODS AND FINDINGS: A conceptual model of potential malaria risk factors in the highlands was built based on the available literature. Furthermore, the relative importance of these factors on malaria can be estimated through “classification and regression trees”, an unexploited statistical method in the malaria field. This CART method was used to analyse the malaria risk factors in the Burundi highlands. The results showed that Anopheles density was the best predictor for high malaria prevalence. Then lower rainfall, no vector control, higher minimum temperature and houses near breeding sites were associated by order of importance to higher Anopheles density. CONCLUSIONS: In Burundi highlands monitoring Anopheles densities when rainfall is low may be able to predict epidemics. The conceptual model combined with the CART analysis is a decision support tool that could provide an important contribution toward the prevention and control of malaria by identifying major risk factors.
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spelling pubmed-27781312009-11-26 Ranking Malaria Risk Factors to Guide Malaria Control Efforts in African Highlands Protopopoff, Natacha Van Bortel, Wim Speybroeck, Niko Van Geertruyden, Jean-Pierre Baza, Dismas D'Alessandro, Umberto Coosemans, Marc PLoS One Research Article INTRODUCTION: Malaria is re-emerging in most of the African highlands exposing the non immune population to deadly epidemics. A better understanding of the factors impacting transmission in the highlands is crucial to improve well targeted malaria control strategies. METHODS AND FINDINGS: A conceptual model of potential malaria risk factors in the highlands was built based on the available literature. Furthermore, the relative importance of these factors on malaria can be estimated through “classification and regression trees”, an unexploited statistical method in the malaria field. This CART method was used to analyse the malaria risk factors in the Burundi highlands. The results showed that Anopheles density was the best predictor for high malaria prevalence. Then lower rainfall, no vector control, higher minimum temperature and houses near breeding sites were associated by order of importance to higher Anopheles density. CONCLUSIONS: In Burundi highlands monitoring Anopheles densities when rainfall is low may be able to predict epidemics. The conceptual model combined with the CART analysis is a decision support tool that could provide an important contribution toward the prevention and control of malaria by identifying major risk factors. Public Library of Science 2009-11-25 /pmc/articles/PMC2778131/ /pubmed/19946627 http://dx.doi.org/10.1371/journal.pone.0008022 Text en Protopopoff et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Protopopoff, Natacha
Van Bortel, Wim
Speybroeck, Niko
Van Geertruyden, Jean-Pierre
Baza, Dismas
D'Alessandro, Umberto
Coosemans, Marc
Ranking Malaria Risk Factors to Guide Malaria Control Efforts in African Highlands
title Ranking Malaria Risk Factors to Guide Malaria Control Efforts in African Highlands
title_full Ranking Malaria Risk Factors to Guide Malaria Control Efforts in African Highlands
title_fullStr Ranking Malaria Risk Factors to Guide Malaria Control Efforts in African Highlands
title_full_unstemmed Ranking Malaria Risk Factors to Guide Malaria Control Efforts in African Highlands
title_short Ranking Malaria Risk Factors to Guide Malaria Control Efforts in African Highlands
title_sort ranking malaria risk factors to guide malaria control efforts in african highlands
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2778131/
https://www.ncbi.nlm.nih.gov/pubmed/19946627
http://dx.doi.org/10.1371/journal.pone.0008022
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