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Published in: BMC Public Health 1/2016

Open Access 01-12-2016 | Research article

A multi-criteria decision analysis approach to assessing malaria risk in northern South America

Authors: Temitope O. Alimi, Douglas O. Fuller, Socrates V. Herrera, Myriam Arevalo-Herrera, Martha L. Quinones, Justin B. Stoler, John C. Beier

Published in: BMC Public Health | Issue 1/2016

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Abstract

Background

Malaria control in South America has vastly improved in the past decade, leading to a decrease in the malaria burden. Despite the progress, large parts of the continent continue to be at risk of malaria transmission, especially in northern South America. The objectives of this study were to assess the risk of malaria transmission and vector exposure in northern South America using multi-criteria decision analysis.

Methods

The risk of malaria transmission and vector exposure in northern South America was assessed using multi-criteria decision analysis, in which expert opinions were taken on the key environmental and population risk factors.

Results

Results from our risk maps indicated areas of moderate-to-high risk along rivers in the Amazon basin, along the coasts of the Guianas, the Pacific coast of Colombia and northern Colombia, in parts of Peru and Bolivia and within the Brazilian Amazon. When validated with occurrence records for malaria, An. darlingi, An. albimanus and An. nuneztovari s.l., t-test results indicated that risk scores at occurrence locations were significantly higher (p < 0.0001) than a control group of geographically random points.

Conclusion

In this study, we produced risk maps based on expert opinion on the spatial representation of risk of potential vector exposure and malaria transmission. The findings provide information to the public health decision maker/policy makers to give additional attention to the spatial planning of effective vector control measures. Therefore, as the region tackles the challenge of malaria elimination, prioritizing areas for interventions by using spatially accurate, high-resolution (1 km or less) risk maps may guide targeted control and help reduce the disease burden in the region.
Literature
2.
go back to reference World Health Organization. World malaria report. Geneva, 2014. World Health Organization. World malaria report. Geneva, 2014.
3.
go back to reference Pan American Health Organization. Programa Regional de Acción y Demostración de Alternativas Sostenibles para el Control de Vectores de la Malaria sin Uso de DDT en México y América Central, Mexico. Washington: 2008 Pan American Health Organization. Programa Regional de Acción y Demostración de Alternativas Sostenibles para el Control de Vectores de la Malaria sin Uso de DDT en México y América Central, Mexico. Washington: 2008
4.
go back to reference Roll Back Malaria Partnership. Global Malaria Action Plan for a malaria free world. Geneva: 2008 Roll Back Malaria Partnership. Global Malaria Action Plan for a malaria free world. Geneva: 2008
5.
go back to reference Fuller DO, Troyo A, Alimi T, Beier JC. Participatory risk mapping of malaria vector exposure in northern South America using environmental and population Data. Appl Geo. 2014;48:1–7.CrossRef Fuller DO, Troyo A, Alimi T, Beier JC. Participatory risk mapping of malaria vector exposure in northern South America using environmental and population Data. Appl Geo. 2014;48:1–7.CrossRef
6.
go back to reference Sedda L, Morley DW, Braks MA, De Simone L, Benz D, et al. Risk assessment of vector-borne diseases for public health governance. Public Health. 2014;128(12):1049–58.CrossRefPubMed Sedda L, Morley DW, Braks MA, De Simone L, Benz D, et al. Risk assessment of vector-borne diseases for public health governance. Public Health. 2014;128(12):1049–58.CrossRefPubMed
7.
go back to reference Dicker R, Coronado F, Koo D, Gibson PR. Principles of epidemiology in public health practice. 3rd ed. Maryland: Public Health Foundation; 2006. Dicker R, Coronado F, Koo D, Gibson PR. Principles of epidemiology in public health practice. 3rd ed. Maryland: Public Health Foundation; 2006.
8.
go back to reference Chaparro P, Padilla J, Vallejo AF, Herrera S. Characterization of a malaria outbreak in Colombia in 2010. Malar J. 2013;12:33.CrossRef Chaparro P, Padilla J, Vallejo AF, Herrera S. Characterization of a malaria outbreak in Colombia in 2010. Malar J. 2013;12:33.CrossRef
9.
go back to reference Noor AM, Gething PW, Alegana VA, Patil AP, Hay SI, et al. The risks of malaria infection in Kenya in 2009. BMC Inf Dis. 2009;9:180.CrossRef Noor AM, Gething PW, Alegana VA, Patil AP, Hay SI, et al. The risks of malaria infection in Kenya in 2009. BMC Inf Dis. 2009;9:180.CrossRef
10.
go back to reference Castillo-Salgado C. Epidemiological risk stratification of malaria in the Americas. Mem Inst Oswaldo Cruz. 1992;87 Suppl 3:115–20.CrossRefPubMed Castillo-Salgado C. Epidemiological risk stratification of malaria in the Americas. Mem Inst Oswaldo Cruz. 1992;87 Suppl 3:115–20.CrossRefPubMed
11.
go back to reference Sinka ME, Rubio-Palis Y, Manguin S, Patil AP, Temperley WH, et al. The dominant Anopheles vectors of human malaria in the Americas: occurrence data, distribution maps and bionomic précis. Parasit Vectors. 2010;3:72.CrossRefPubMedPubMedCentral Sinka ME, Rubio-Palis Y, Manguin S, Patil AP, Temperley WH, et al. The dominant Anopheles vectors of human malaria in the Americas: occurrence data, distribution maps and bionomic précis. Parasit Vectors. 2010;3:72.CrossRefPubMedPubMedCentral
12.
go back to reference Zeilhofer P, dos Santos ES, Ribeiro AL, Miyazaki RD, dos Santos MA. Habitat suitability mapping of Anopheles darlingi in the surroundings of the Manso hydropower plant reservoir, Mato Grosso, Central Brazil. Int J Health Geogr. 2007;6:7.CrossRefPubMedPubMedCentral Zeilhofer P, dos Santos ES, Ribeiro AL, Miyazaki RD, dos Santos MA. Habitat suitability mapping of Anopheles darlingi in the surroundings of the Manso hydropower plant reservoir, Mato Grosso, Central Brazil. Int J Health Geogr. 2007;6:7.CrossRefPubMedPubMedCentral
13.
go back to reference Baird JK, Bangs MJ, Maguire JD, Barcus MJ. Epidemiological measures of risk of Malaria. In: Doolan D, editor. Malaria Methods and Protocols. New Jersey: Humana Press; 2002. p. 13–22.CrossRef Baird JK, Bangs MJ, Maguire JD, Barcus MJ. Epidemiological measures of risk of Malaria. In: Doolan D, editor. Malaria Methods and Protocols. New Jersey: Humana Press; 2002. p. 13–22.CrossRef
14.
go back to reference Hongoh V, Hoen AG, Aenishaenslin C, Waaub JP, Belanger D, et al. Spatially explicit multi-criteria decision analysis for managing vector-borne diseases. Int J Health Geogr. 2011;10:70.CrossRefPubMedPubMedCentral Hongoh V, Hoen AG, Aenishaenslin C, Waaub JP, Belanger D, et al. Spatially explicit multi-criteria decision analysis for managing vector-borne diseases. Int J Health Geogr. 2011;10:70.CrossRefPubMedPubMedCentral
15.
go back to reference Stevens KB, Pfeiffer DU. Spatial modeling of disease using data and knowledge driven approaches. Spat and Spatio-temp Epi. 2011;2:125–33.CrossRef Stevens KB, Pfeiffer DU. Spatial modeling of disease using data and knowledge driven approaches. Spat and Spatio-temp Epi. 2011;2:125–33.CrossRef
16.
go back to reference Stevens K, de Glanville W, Costard S, Metras R, Theuri W et al. Mapping the likelihood of introduction and spread of highly pathogenic Avian Influenza Virus H5N1 in Africa and Indonesia using multi-criteria decision modelling. HPAI Research Brief No. 7 – Year: 2009. Stevens K, de Glanville W, Costard S, Metras R, Theuri W et al. Mapping the likelihood of introduction and spread of highly pathogenic Avian Influenza Virus H5N1 in Africa and Indonesia using multi-criteria decision modelling. HPAI Research Brief No. 7 – Year: 2009.
17.
go back to reference Clements AC, Pfeiffer DU, Martin V. Application of knowledge-driven spatial modelling approaches and uncertainty management to a study of Rift Valley fever in Africa. Int J Health Geogr. 2006;5:57.CrossRefPubMedPubMedCentral Clements AC, Pfeiffer DU, Martin V. Application of knowledge-driven spatial modelling approaches and uncertainty management to a study of Rift Valley fever in Africa. Int J Health Geogr. 2006;5:57.CrossRefPubMedPubMedCentral
18.
go back to reference Symeonakis E, Robinson T, Drake N. GIS and multiple-criteria evaluation for the optimisation of tsetse fly eradication programmes. Environ Monit Asess. 2007;124:89–103.CrossRef Symeonakis E, Robinson T, Drake N. GIS and multiple-criteria evaluation for the optimisation of tsetse fly eradication programmes. Environ Monit Asess. 2007;124:89–103.CrossRef
19.
go back to reference Rakotomanana F, Randremanana R, Rabarijaona L, Duchemin J, Ratovonjato J, et al. Determining areas that require indoor insecticide spraying using multi criteria evaluation, a decision- support tool for malaria vector control programmes in the Central Highlands of Madagascar. Int J Health Geog. 2007;6:2.CrossRef Rakotomanana F, Randremanana R, Rabarijaona L, Duchemin J, Ratovonjato J, et al. Determining areas that require indoor insecticide spraying using multi criteria evaluation, a decision- support tool for malaria vector control programmes in the Central Highlands of Madagascar. Int J Health Geog. 2007;6:2.CrossRef
21.
go back to reference Garreaud RD, Mathias Vuille M, Compagnucci R, Marengo J. Present-day South American climate. Palaeogeography, Palaeoclimatology, Palaeoecology. 2009;281(3–4):180–95.CrossRef Garreaud RD, Mathias Vuille M, Compagnucci R, Marengo J. Present-day South American climate. Palaeogeography, Palaeoclimatology, Palaeoecology. 2009;281(3–4):180–95.CrossRef
23.
go back to reference Morton DC, DeFries RS, Shimabukuro YE, Anderson LO, Arai E, et al. Cropland expansion changes deforestation dynamics in the southern Brazilian Amazon. Proc Natl Acad Sci USA. 2006;103(39):14637–41.CrossRefPubMedPubMedCentral Morton DC, DeFries RS, Shimabukuro YE, Anderson LO, Arai E, et al. Cropland expansion changes deforestation dynamics in the southern Brazilian Amazon. Proc Natl Acad Sci USA. 2006;103(39):14637–41.CrossRefPubMedPubMedCentral
24.
25.
go back to reference Vittor AY, Gilman RH, Tielsch J, Glass G, Shields T, et al. The effect of deforestation on the human-biting rate of Anopheles darlingi, the primary vector of falciparum malaria in the Peruvian Amazon. Am J Trop Med Hyg. 2006;74(1):3–11.PubMed Vittor AY, Gilman RH, Tielsch J, Glass G, Shields T, et al. The effect of deforestation on the human-biting rate of Anopheles darlingi, the primary vector of falciparum malaria in the Peruvian Amazon. Am J Trop Med Hyg. 2006;74(1):3–11.PubMed
26.
go back to reference Arévalo-Herrera M, Quiñones ML, Guerra C, Céspedes N, Giron S, et al. Malaria in selected non-Amazonian countries of Latin America. Acta Tropica. 2012;121:303–14.CrossRefPubMedPubMedCentral Arévalo-Herrera M, Quiñones ML, Guerra C, Céspedes N, Giron S, et al. Malaria in selected non-Amazonian countries of Latin America. Acta Tropica. 2012;121:303–14.CrossRefPubMedPubMedCentral
28.
go back to reference Olano V, Carrasquilla G, Mendez F. Transmision de la malaria urbana en Buenaventura, Colombia: aspectos entomologicos. Rev Panam Salud Publica. 1997;1:287–94.CrossRefPubMed Olano V, Carrasquilla G, Mendez F. Transmision de la malaria urbana en Buenaventura, Colombia: aspectos entomologicos. Rev Panam Salud Publica. 1997;1:287–94.CrossRefPubMed
29.
go back to reference Manguin S, Roberts DR, Andre RG, Rejmankova E, Hakre S. Characterization of Anopheles darlingi (Diptera: Culicidae) larval habitats in Belize, Central America. J Med Entomol. 1996;33:205–11.CrossRefPubMed Manguin S, Roberts DR, Andre RG, Rejmankova E, Hakre S. Characterization of Anopheles darlingi (Diptera: Culicidae) larval habitats in Belize, Central America. J Med Entomol. 1996;33:205–11.CrossRefPubMed
30.
go back to reference Fritz GN, Conn J, Cockburn A, Seawright J. Sequence analysis of the ribosomal DNA internal transcribed spacer 2 from populations of Anopheles nuneztovari s.l. (Diptera: Culicidae). Mol Biol Evol. 1994;11:406–16.PubMed Fritz GN, Conn J, Cockburn A, Seawright J. Sequence analysis of the ribosomal DNA internal transcribed spacer 2 from populations of Anopheles nuneztovari s.l. (Diptera: Culicidae). Mol Biol Evol. 1994;11:406–16.PubMed
31.
go back to reference Arredondo-Jiménez JI, Bown DN, Rodriguez MH, Villarreal C, Loyola EG, et al. Tests for the existence of genetic determination or conditioning in host selection by Anopheles albimanus (Diptera: Culicidae). J Med Entomol. 1992;29(5):894–7.CrossRefPubMed Arredondo-Jiménez JI, Bown DN, Rodriguez MH, Villarreal C, Loyola EG, et al. Tests for the existence of genetic determination or conditioning in host selection by Anopheles albimanus (Diptera: Culicidae). J Med Entomol. 1992;29(5):894–7.CrossRefPubMed
32.
go back to reference Roberts DR, Manguin S, Rejmankova E, Andre R, Harbach RE, et al. Spatial distribution of adult Anopheles darlingi and Anopheles albimanus in relation to riparian habitats in Belize, Central America. J Vector Ecol. 2002;27:21–30.PubMed Roberts DR, Manguin S, Rejmankova E, Andre R, Harbach RE, et al. Spatial distribution of adult Anopheles darlingi and Anopheles albimanus in relation to riparian habitats in Belize, Central America. J Vector Ecol. 2002;27:21–30.PubMed
33.
go back to reference Mekuria Y, Tidwell MA, Williams DC, Mandeville JD. Bionomic studies of the Anopheles mosquitoes of Dajabon, Dominican Republic. J Am Mosq Cont Assoc. 1990;6:651–7. Mekuria Y, Tidwell MA, Williams DC, Mandeville JD. Bionomic studies of the Anopheles mosquitoes of Dajabon, Dominican Republic. J Am Mosq Cont Assoc. 1990;6:651–7.
34.
go back to reference Quiñones M, Suárez M, Fleming G. Distribución y bionomía de los anofelinos de la Costa Pacífica de Colombia. Colombia Med. 1987;18:19–24. Quiñones M, Suárez M, Fleming G. Distribución y bionomía de los anofelinos de la Costa Pacífica de Colombia. Colombia Med. 1987;18:19–24.
35.
go back to reference Charlwood JD. Biological variation in Anopheles darlingi Root. Mem Inst Oswaldo Cruz. 1996;91:391–8.PubMed Charlwood JD. Biological variation in Anopheles darlingi Root. Mem Inst Oswaldo Cruz. 1996;91:391–8.PubMed
36.
go back to reference Olano VA, Brochero H, Saenz R, Quinones ML, Molina JA. Mapas preliminaries de la distribution de species de Anopheles vectores de malaria en Colombia. Biomedica. 2001;21:402–8. Olano VA, Brochero H, Saenz R, Quinones ML, Molina JA. Mapas preliminaries de la distribution de species de Anopheles vectores de malaria en Colombia. Biomedica. 2001;21:402–8.
38.
go back to reference Rubio-Palis Y, Curtis CF. Biting and resting behaviour of anophelines in western Venezuela and implications for control of malaria transmission. Med Vet Entomol. 1992;6:325–34.CrossRefPubMed Rubio-Palis Y, Curtis CF. Biting and resting behaviour of anophelines in western Venezuela and implications for control of malaria transmission. Med Vet Entomol. 1992;6:325–34.CrossRefPubMed
39.
go back to reference de Arruda M, Carvallo MB, Nussenzweig RS, Maracic M, Ferreira AW, et al. Potential vectors of malaria and their different susceptibility to Plasmodium falciparum and Plasmodium vivax in northern Brasil identified by immunoassay. Am J Trop Med Hyg. 1986;35:873–81.PubMed de Arruda M, Carvallo MB, Nussenzweig RS, Maracic M, Ferreira AW, et al. Potential vectors of malaria and their different susceptibility to Plasmodium falciparum and Plasmodium vivax in northern Brasil identified by immunoassay. Am J Trop Med Hyg. 1986;35:873–81.PubMed
42.
go back to reference Saaty TL. Highlights and critical points in the theory and application of the analytic hierarchy process. Eur J Oper Res. 1994;74:426–47.CrossRef Saaty TL. Highlights and critical points in the theory and application of the analytic hierarchy process. Eur J Oper Res. 1994;74:426–47.CrossRef
43.
go back to reference Craig MH, Snow RW, le Sueur D. A Climate-based distribution model of malaria transmission in Sub-Saharan Africa. Parasitol Today. 1999;15(3):105–11.CrossRefPubMed Craig MH, Snow RW, le Sueur D. A Climate-based distribution model of malaria transmission in Sub-Saharan Africa. Parasitol Today. 1999;15(3):105–11.CrossRefPubMed
44.
go back to reference Fuller DO, Meijaard E, Christy L, Jessup TC. Mapping threats to biodiversity within ecoregions: an example from East Kalimantan, Indonesia. Appl Geo. 2010;30:416–25.CrossRef Fuller DO, Meijaard E, Christy L, Jessup TC. Mapping threats to biodiversity within ecoregions: an example from East Kalimantan, Indonesia. Appl Geo. 2010;30:416–25.CrossRef
45.
go back to reference Eastman RE. IDRISI 17: The Selva edition. Worcester: Clark Labs, Clark University; 2012. Eastman RE. IDRISI 17: The Selva edition. Worcester: Clark Labs, Clark University; 2012.
46.
go back to reference IBM Corp. IBM SPSS Statistics for Windows: Version 21.0. Armonk, NY; 2012. IBM Corp. IBM SPSS Statistics for Windows: Version 21.0. Armonk, NY; 2012.
47.
go back to reference Environmental Systems Research Institute. ArcGIS Desktop: Release 10.2. Redlands, CA; 2014. Environmental Systems Research Institute. ArcGIS Desktop: Release 10.2. Redlands, CA; 2014.
48.
go back to reference Herrera S, Quiñones ML, Quintero JP, Corredor V, Fuller DO, et al. Prospects for malaria elimination in non-Amazonian regions of Latin America. Acta Tropica. 2012;121:315–23.CrossRefPubMedPubMedCentral Herrera S, Quiñones ML, Quintero JP, Corredor V, Fuller DO, et al. Prospects for malaria elimination in non-Amazonian regions of Latin America. Acta Tropica. 2012;121:315–23.CrossRefPubMedPubMedCentral
49.
go back to reference da Silva-Nunes M, Moreno M, Conn JE, Gamboa D, Abeles S, et al. Amazonian malaria: asymptomatic human reservoirs, diagnostic challenges, environmentally driven changes in mosquito vector populations, and the mandate for sustainable control strategies. Acta Tropica. 2012;121:281–91.CrossRefPubMedPubMedCentral da Silva-Nunes M, Moreno M, Conn JE, Gamboa D, Abeles S, et al. Amazonian malaria: asymptomatic human reservoirs, diagnostic challenges, environmentally driven changes in mosquito vector populations, and the mandate for sustainable control strategies. Acta Tropica. 2012;121:281–91.CrossRefPubMedPubMedCentral
50.
go back to reference Soares-Filho BS, Nepstad DC, Curran LM, Cerqueira GC, Garcia RA, et al. Modelling conservation in the Amazon basin. Nature. 2006;440:520–3.CrossRefPubMed Soares-Filho BS, Nepstad DC, Curran LM, Cerqueira GC, Garcia RA, et al. Modelling conservation in the Amazon basin. Nature. 2006;440:520–3.CrossRefPubMed
51.
go back to reference Zimmerman RH. Ecology of malaria vectors in the Americas and future direction. Mem Inst Oswaldo Cruz. 1992;87 Suppl 111:371–83.CrossRef Zimmerman RH. Ecology of malaria vectors in the Americas and future direction. Mem Inst Oswaldo Cruz. 1992;87 Suppl 111:371–83.CrossRef
52.
go back to reference Patz JA, Olson SH. Malaria risk and temperature: Influences from global climate change and local land use practices. Proc Natl Acad Sci USA. 2006;103(15):5635–6.CrossRefPubMedPubMedCentral Patz JA, Olson SH. Malaria risk and temperature: Influences from global climate change and local land use practices. Proc Natl Acad Sci USA. 2006;103(15):5635–6.CrossRefPubMedPubMedCentral
Metadata
Title
A multi-criteria decision analysis approach to assessing malaria risk in northern South America
Authors
Temitope O. Alimi
Douglas O. Fuller
Socrates V. Herrera
Myriam Arevalo-Herrera
Martha L. Quinones
Justin B. Stoler
John C. Beier
Publication date
01-12-2016
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2016
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/s12889-016-2902-7

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