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Published in: Malaria Journal 1/2014

Open Access 01-12-2014 | Research

Modelling the effects of weather and climate on malaria distributions in West Africa

Authors: Ali Arab, Monica C Jackson, Cezar Kongoli

Published in: Malaria Journal | Issue 1/2014

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Abstract

Background

Malaria is a leading cause of mortality worldwide. There is currently conflicting data and interpretation on how variability in climate factors affects the incidence of malaria. This study presents a hierarchical Bayesian modelling framework for the analysis of malaria versus climate factors in West Africa.

Methods

The hierarchical Bayesian framework takes into account spatiotemporal dependencies, and in this paper is applied to annual malaria and climate data from ten West African countries (Benin, Burkina Faso, Côte d'Ivoire, Gambia, Ghana, Liberia, Mali, Senegal, Sierra Leone, and Togo) during the period 1996-2006.

Results

Results show a statistically significant correspondence between malaria rates and the climate variables considered. The two most important climate factors are found to be average annual temperature and total annual precipitation, and they show negative association with malaria incidence.

Conclusions

This modelling framework provides a useful approach for studying the impact of climate variability on the spread of malaria and may help to resolve some conflicting interpretations in the literature.
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Literature
3.
go back to reference Alonso D, Bouma MJ, Pascual M: Epidemic malaria and warmer temperatures in recent decades in an east African highland. Proc Biol Sci. 2010, 278: 1661-1669.PubMedCentralCrossRefPubMed Alonso D, Bouma MJ, Pascual M: Epidemic malaria and warmer temperatures in recent decades in an east African highland. Proc Biol Sci. 2010, 278: 1661-1669.PubMedCentralCrossRefPubMed
4.
go back to reference Chua TH: Modelling the effect of temperature change on the extrinsic incubation period and reproductive number of Plasmodium falciparum in Malaysia. Trop Biomed. 2012, 29: 121-128.PubMed Chua TH: Modelling the effect of temperature change on the extrinsic incubation period and reproductive number of Plasmodium falciparum in Malaysia. Trop Biomed. 2012, 29: 121-128.PubMed
5.
go back to reference Ermert V, Fink AH, Morse AP, Paeth H: The impact of regional climate change on malaria risk due to greenhouse forcing and land-use changes in tropical Africa. Environ Health Perspect. 2012, 120: 77-84.PubMedCentralCrossRefPubMed Ermert V, Fink AH, Morse AP, Paeth H: The impact of regional climate change on malaria risk due to greenhouse forcing and land-use changes in tropical Africa. Environ Health Perspect. 2012, 120: 77-84.PubMedCentralCrossRefPubMed
6.
7.
go back to reference Gillioli G, Mariani L: Sensitivity of Anopheles gambiae population dynamics to meteo-hydrological variability: a mechanistic approach. Malar J. 2011, 10: 294-10.1186/1475-2875-10-294.CrossRef Gillioli G, Mariani L: Sensitivity of Anopheles gambiae population dynamics to meteo-hydrological variability: a mechanistic approach. Malar J. 2011, 10: 294-10.1186/1475-2875-10-294.CrossRef
8.
go back to reference Mordecai EA, Paaijmans KP, Johnson LR, Balzer C, Ben-Horin T, de Moor E, McNally A, Pawar S, Ryan SJ, Smith TC, Lafferty KD: Optimal temperature for malaria transmission is dramatically lower than previously predicted. Ecol Lett. 2012, 16: 22-30.CrossRefPubMed Mordecai EA, Paaijmans KP, Johnson LR, Balzer C, Ben-Horin T, de Moor E, McNally A, Pawar S, Ryan SJ, Smith TC, Lafferty KD: Optimal temperature for malaria transmission is dramatically lower than previously predicted. Ecol Lett. 2012, 16: 22-30.CrossRefPubMed
9.
go back to reference Siraj AS, Santos-Vega M, Bouma MJ, Yadeta D, Carrascal DR, Pascual M: Altitudinal changes in malaria incidence in highlands of Ethiopia and Colombia. Science. 2014, 343: 1154-1158. 10.1126/science.1244325.CrossRefPubMed Siraj AS, Santos-Vega M, Bouma MJ, Yadeta D, Carrascal DR, Pascual M: Altitudinal changes in malaria incidence in highlands of Ethiopia and Colombia. Science. 2014, 343: 1154-1158. 10.1126/science.1244325.CrossRefPubMed
10.
go back to reference Caminade C, Kovats S, Rocklov J, Tompkins AM, Morse AP, Colón-González FJ, Stenlund H, Martens P, Lloyd SJ: Impact of climate change on global malaria distribution. Proc Natl Acad Sci U S A. 2014, 111: 3286-3291. 10.1073/pnas.1302089111.PubMedCentralCrossRefPubMed Caminade C, Kovats S, Rocklov J, Tompkins AM, Morse AP, Colón-González FJ, Stenlund H, Martens P, Lloyd SJ: Impact of climate change on global malaria distribution. Proc Natl Acad Sci U S A. 2014, 111: 3286-3291. 10.1073/pnas.1302089111.PubMedCentralCrossRefPubMed
11.
go back to reference Chaves LF, Satake A, Hashizume M, Minakawa N: Indian Ocean Dipole and rainfall drive a Moran effect in East Africa malaria transmission. J Infect Dis. 2012, 205: 1885-1891. 10.1093/infdis/jis289.CrossRefPubMed Chaves LF, Satake A, Hashizume M, Minakawa N: Indian Ocean Dipole and rainfall drive a Moran effect in East Africa malaria transmission. J Infect Dis. 2012, 205: 1885-1891. 10.1093/infdis/jis289.CrossRefPubMed
12.
go back to reference Villalta D, Guenni L, Rubio-Palis Y, Arbeláez RR: Bayesian space-time modeling of malaria incidence in Sucre state, Venezuela. AStA Adv Stat Anal. 2013, 97: 151-171. 10.1007/s10182-012-0190-9.CrossRef Villalta D, Guenni L, Rubio-Palis Y, Arbeláez RR: Bayesian space-time modeling of malaria incidence in Sucre state, Venezuela. AStA Adv Stat Anal. 2013, 97: 151-171. 10.1007/s10182-012-0190-9.CrossRef
13.
go back to reference Achcar JA, Martinez EZ, de Souza AD P, Tachibana VM, Flores EF: Use of Poisson spatiotemporal regression models for the Brazilian Amazon forest: malaria count data. Rev Soc Bras Med Trop. 2011, 44: 749-754. 10.1590/S0037-86822011000600019.CrossRefPubMed Achcar JA, Martinez EZ, de Souza AD P, Tachibana VM, Flores EF: Use of Poisson spatiotemporal regression models for the Brazilian Amazon forest: malaria count data. Rev Soc Bras Med Trop. 2011, 44: 749-754. 10.1590/S0037-86822011000600019.CrossRefPubMed
14.
go back to reference Bui HM, Clements AC, Nguyen QT, Nguyen MH, Le XH, Hay SI, Tran TH, Wertheim HF, Snow RW, Horby P: Social and environmental determinants of malaria in space and time in Viet Nam. Int J Parasitol. 2011, 41: 109-116. 10.1016/j.ijpara.2010.08.005.CrossRefPubMed Bui HM, Clements AC, Nguyen QT, Nguyen MH, Le XH, Hay SI, Tran TH, Wertheim HF, Snow RW, Horby P: Social and environmental determinants of malaria in space and time in Viet Nam. Int J Parasitol. 2011, 41: 109-116. 10.1016/j.ijpara.2010.08.005.CrossRefPubMed
15.
go back to reference Nobre AA, Schmidt AM, Lopes HF: Spatio-temporal models for mapping the incidence of malaria in Pará. Environmetrics. 2005, 16: 291-304. 10.1002/env.704.CrossRef Nobre AA, Schmidt AM, Lopes HF: Spatio-temporal models for mapping the incidence of malaria in Pará. Environmetrics. 2005, 16: 291-304. 10.1002/env.704.CrossRef
17.
go back to reference Jackson MC, Colson A, Johansen L, Furlong C, Sellers KF: Modelling the effect of climate change on the prevalence of Malaria in Western Africa. Statistica Neerlandica. 2010, 64: 388-400. 10.1111/j.1467-9574.2010.00453.x.CrossRef Jackson MC, Colson A, Johansen L, Furlong C, Sellers KF: Modelling the effect of climate change on the prevalence of Malaria in Western Africa. Statistica Neerlandica. 2010, 64: 388-400. 10.1111/j.1467-9574.2010.00453.x.CrossRef
19.
go back to reference Berliner LM: Hierarchical Bayesian time series models. Maximum entropy and Bayesian methods. 1996, Netherlands: Springer, 15-22.CrossRef Berliner LM: Hierarchical Bayesian time series models. Maximum entropy and Bayesian methods. 1996, Netherlands: Springer, 15-22.CrossRef
20.
go back to reference Arab A, Hooten MB, Wikle CK: Hierarchical spatial models. Encyclopedia of geographical information science. Edited by: Shekhar S, Xiong H. 2008, New York: Springer, 425-431. Arab A, Hooten MB, Wikle CK: Hierarchical spatial models. Encyclopedia of geographical information science. Edited by: Shekhar S, Xiong H. 2008, New York: Springer, 425-431.
21.
go back to reference Gelfand AE, Smith AFM: Sampling-based approaches to calculating marginal densities. J Am Stat Assoc. 1990, 85: 398-409. 10.1080/01621459.1990.10476213.CrossRef Gelfand AE, Smith AFM: Sampling-based approaches to calculating marginal densities. J Am Stat Assoc. 1990, 85: 398-409. 10.1080/01621459.1990.10476213.CrossRef
22.
go back to reference Casella G, George EI: Explaining the Gibbs sampler. Am Stat. 1992, 46: 167-174. Casella G, George EI: Explaining the Gibbs sampler. Am Stat. 1992, 46: 167-174.
23.
go back to reference Robert CP, Casella G: Monte Carlo statistical methods. 2004, New York: Springer-Verlag, 2CrossRef Robert CP, Casella G: Monte Carlo statistical methods. 2004, New York: Springer-Verlag, 2CrossRef
24.
go back to reference Lunn DJ, Thomas A, Best N, Spiegelhalter D: WinBUGS - a Bayesian modelling framework: concepts, structure, and extensibility. Stat Comput. 2000, 10: 325-337. 10.1023/A:1008929526011.CrossRef Lunn DJ, Thomas A, Best N, Spiegelhalter D: WinBUGS - a Bayesian modelling framework: concepts, structure, and extensibility. Stat Comput. 2000, 10: 325-337. 10.1023/A:1008929526011.CrossRef
25.
go back to reference Spiegelhalter DJ, Best NG, Carlin BP, Van der Linde A: Bayesian measures of model complexity and fit (with discussion). J R Stat Soc Ser B. 2002, 64: 583-639. 10.1111/1467-9868.00353.CrossRef Spiegelhalter DJ, Best NG, Carlin BP, Van der Linde A: Bayesian measures of model complexity and fit (with discussion). J R Stat Soc Ser B. 2002, 64: 583-639. 10.1111/1467-9868.00353.CrossRef
Metadata
Title
Modelling the effects of weather and climate on malaria distributions in West Africa
Authors
Ali Arab
Monica C Jackson
Cezar Kongoli
Publication date
01-12-2014
Publisher
BioMed Central
Published in
Malaria Journal / Issue 1/2014
Electronic ISSN: 1475-2875
DOI
https://doi.org/10.1186/1475-2875-13-126

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