Ranking malaria risk factors to guide malaria control efforts in African highlands

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. A conceptual model of potential malaria risk f...

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Published inPloS one Vol. 4; no. 11; pp. e8022 - 8022
Main Authors Protopopoff, Natacha, Van Bortel, Wim, Speybroeck, Niko, Van Geertruyden, Jean-Pierre, Baza, Dismas, D'Alessandro, Umberto, Coosemans, Marc
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 25.11.2009
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Abstract 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. 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. 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.
AbstractList 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. 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. 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.
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.
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.
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. 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. 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.
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 aclassification and regression treesa, 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.
Audience Academic
Author Protopopoff, Natacha
Speybroeck, Niko
Van Geertruyden, Jean-Pierre
Van Bortel, Wim
Coosemans, Marc
D'Alessandro, Umberto
Baza, Dismas
AuthorAffiliation 5 Programme de Lutte contre les Maladies Transmissibles et Carentielles, Ministry of Health, Bujumbura, Burundi
Sabin Vaccine Institute, United States of America
3 Department of Animal Health, Prince Leopold Institute of Tropical Medicine, Antwerp, Belgium
4 School of Public Health, Université Catholique de Louvain, Brussels, Belgium
2 Médecins Sans Frontières Belgium, Brussels, Belgium
6 Department of Biomedical Sciences, Faculty of Pharmaceutical, Veterinary and Biomedical Sciences, University of Antwerp, Antwerp, Belgium
1 Department of Parasitology, Prince Leopold Institute of Tropical Medicine, Antwerp, Belgium
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– name: 6 Department of Biomedical Sciences, Faculty of Pharmaceutical, Veterinary and Biomedical Sciences, University of Antwerp, Antwerp, Belgium
– name: 5 Programme de Lutte contre les Maladies Transmissibles et Carentielles, Ministry of Health, Bujumbura, Burundi
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– name: Sabin Vaccine Institute, United States of America
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/19946627$$D View this record in MEDLINE/PubMed
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Conceived and designed the experiments: NP DB UD MC. Performed the experiments: NP. Analyzed the data: NP WVB NS JPVG MC. Contributed reagents/materials/analysis tools: WVB NS MC. Wrote the paper: NP WVB NS JPVG DB UD MC. Implementation and supervision of the field activities: NP. Data collection and management: NP. Review of highland malaria papers: NP WVB.
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Snippet 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...
Introduction Malaria is re-emerging in most of the African highlands exposing the non immune population to deadly epidemics. A better understanding of the...
INTRODUCTION: Malaria is re-emerging in most of the African highlands exposing the non immune population to deadly epidemics. A better understanding of the...
Introduction Malaria is re-emerging in most of the African highlands exposing the non immune population to deadly epidemics. A better understanding of the...
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StartPage e8022
SubjectTerms Adolescent
Adult
Animals
Anopheles
Bedding and Linens
Breeding sites
Burundi
Child
Classification
Consent
Control methods
Culicidae
Decision analysis
Decision Support Techniques
Diptera
Disease transmission
Epidemics
Female
Health risks
Highlands
Housing
Humans
Infectious Diseases
Infectious Diseases/Epidemiology and Control of Infectious Diseases
Infectious Diseases/Neglected Tropical Diseases
Insect Vectors
Insecticides - pharmacology
Literature reviews
Malaria
Malaria - diagnosis
Malaria - genetics
Male
Mathematical models
Medicine
Minimum temperatures
Mosquito Control - methods
Mosquito Nets
Mosquitoes
Multivariate Analysis
Parasitology
Plasmodium falciparum
Population (statistical)
Rainfall
Regression Analysis
Residential areas
Risk analysis
Risk Factors
Statistical analysis
Statistical methods
Temperature
Trends
Vector-borne diseases
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Title Ranking malaria risk factors to guide malaria control efforts in African highlands
URI https://www.ncbi.nlm.nih.gov/pubmed/19946627
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http://dx.doi.org/10.1371/journal.pone.0008022
Volume 4
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