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Published in: Malaria Journal 1/2014

Open Access 01-12-2014 | Research

Identifying malaria hotspots in Keur Soce health and demographic surveillance site in context of low transmission

Authors: Mansour Ndiath, Babacar Faye, Badara Cisse, Jean Louis Ndiaye, Jules François Gomis, Anta Tal Dia, Oumar Gaye

Published in: Malaria Journal | Issue 1/2014

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Abstract

Background

Malaria is major public health problem in Senegal. In some parts of the country, it occurs almost permanently with a seasonal increase during the rainy season. There is evidence to suggest that the prevalence of malaria in Senegal has decreased considerably during the past few years. Recent data from the Senegalese National Malaria Control Programme (NMCP) indicates that the number of malaria cases decrease from 1,500,000 in 2006 to 174,339 in 2010. With the decline of malaria morbidity in Senegal, the characterization of the new epidemiological profile of this disease is crucial for public health decision makers.

Methods

SaTScan™ software using the Kulldorf method of retrospective space-time permutation and the Bernoulli purely spatial model was used to identify malaria clusters using confirmed malaria cases in 74 villages. ArcMAp was used to map malaria hotspots. Logistic regression was used to investigate risk factors for malaria hotspots in Keur Soce health and demographic surveillance site.

Results

A total of 1,614 individuals in 440 randomly selected households were enrolled. The overall malaria prevalence was 12%. The malaria prevalence during the study period varied from less than 2% to more than 25% from one village to another. The results showed also that rooms located between 50 m to 100 m away from livestock holding place [adjusted O.R = 0.7, P = 0.044, 95% C.I (1.02 - 7.42)], bed net use [adjusted O.R = 1.2, P = 0.024, 95% C.I (1.02 –1.48)], are good predictors for malaria hotspots in the Keur Soce health and demographic surveillance site. The socio economic status of the household also predicted on hotspots patterns. The less poor household are 30% less likely to be classified as malaria hotspots area compared to the poorest household [adjusted O.R = 0.7, P = 0.014, 95% C.I (0.47 – 0.91)].

Conclusion

The study investigated risk factors for malaria hotspots in small communities in the Keur Soce site. The result showed considerable variation of malaria prevalence between villages which cannot be detected in aggregated data. The data presented in this paper are the first step to understanding malaria in the Keur Soce site from a micro-geographic perspective.
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Literature
3.
go back to reference Ghebreyesus TA, Haile M, Witten KH, Getachew A, Yohannes M, Lindsay SW, Byass P: Household risk factors for malaria among children in the Ethiopian highlands. Trans R Soc Trop Med Hyg. 2000, 94: 17-21. 10.1016/S0035-9203(00)90424-3.CrossRefPubMed Ghebreyesus TA, Haile M, Witten KH, Getachew A, Yohannes M, Lindsay SW, Byass P: Household risk factors for malaria among children in the Ethiopian highlands. Trans R Soc Trop Med Hyg. 2000, 94: 17-21. 10.1016/S0035-9203(00)90424-3.CrossRefPubMed
4.
go back to reference Edward A, Ernst P, Taylor C, Becker S, Mazive E, Perry H: Examining the evidence of under-five mortality reduction in a community-based programme in Gaza, Mozambique. Trans R Soc Trop Med Hyg. 2007, 101: 814-822. 10.1016/j.trstmh.2007.02.025.CrossRefPubMed Edward A, Ernst P, Taylor C, Becker S, Mazive E, Perry H: Examining the evidence of under-five mortality reduction in a community-based programme in Gaza, Mozambique. Trans R Soc Trop Med Hyg. 2007, 101: 814-822. 10.1016/j.trstmh.2007.02.025.CrossRefPubMed
6.
go back to reference Greenwood BM: Control to elimination: implications for malaria research. Trends Parasitol. 2008, 24: 449-454. 10.1016/j.pt.2008.07.002.CrossRefPubMed Greenwood BM: Control to elimination: implications for malaria research. Trends Parasitol. 2008, 24: 449-454. 10.1016/j.pt.2008.07.002.CrossRefPubMed
7.
go back to reference Remy G, Remy G: [Epidemiologic distribution of HIV2 human immunodeficiency virus infection in sub-Saharan Africa] (in French). Med Trop (Mars). 1993, 53: 511-516. Remy G, Remy G: [Epidemiologic distribution of HIV2 human immunodeficiency virus infection in sub-Saharan Africa] (in French). Med Trop (Mars). 1993, 53: 511-516.
8.
go back to reference Amat-Roze JM: Geographic inequalities in HIV infection and AIDS in sub-saharan Africa (in French). Soc Sci Med. 1993, 36: 1247-1256. 10.1016/0277-9536(93)90214-O.CrossRefPubMed Amat-Roze JM: Geographic inequalities in HIV infection and AIDS in sub-saharan Africa (in French). Soc Sci Med. 1993, 36: 1247-1256. 10.1016/0277-9536(93)90214-O.CrossRefPubMed
9.
go back to reference Tanser F, Barnighausen T, Cooke GS, Newell ML: Localized spatial clustering of HIV infections in a widely disseminated rural South African epidemic. Int J Epidemiol. 2009, 38: 1008-1016. 10.1093/ije/dyp148.PubMedCentralCrossRefPubMed Tanser F, Barnighausen T, Cooke GS, Newell ML: Localized spatial clustering of HIV infections in a widely disseminated rural South African epidemic. Int J Epidemiol. 2009, 38: 1008-1016. 10.1093/ije/dyp148.PubMedCentralCrossRefPubMed
10.
go back to reference Feachem RGA, The Malaria Elimination Group: Shrinking the Malaria Map: A Guide on Malaria Elimination for Policy Makers. 2009, University of California, San Francisco: The Global Health Group, Global Health Sciences, 413-431. Feachem RGA, The Malaria Elimination Group: Shrinking the Malaria Map: A Guide on Malaria Elimination for Policy Makers. 2009, University of California, San Francisco: The Global Health Group, Global Health Sciences, 413-431.
11.
go back to reference Haque U, Huda M, Hossain A, Ahmed SM, Moniruzzaman M, Haque R: Spatial malaria epidemiology in Bangladeshi highlands. Malar J. 2009, 8: 185-10.1186/1475-2875-8-185.PubMedCentralCrossRefPubMed Haque U, Huda M, Hossain A, Ahmed SM, Moniruzzaman M, Haque R: Spatial malaria epidemiology in Bangladeshi highlands. Malar J. 2009, 8: 185-10.1186/1475-2875-8-185.PubMedCentralCrossRefPubMed
12.
go back to reference Kulldorff M, Athas WF, Feurer EJ, Miller BA, Key CR: Evaluating cluster alarms: a space-time scan statistic and brain cancer in Los Alamos, New Mexico. Am J Public Health. 1998, 88: 1377-1380. 10.2105/AJPH.88.9.1377.PubMedCentralCrossRefPubMed Kulldorff M, Athas WF, Feurer EJ, Miller BA, Key CR: Evaluating cluster alarms: a space-time scan statistic and brain cancer in Los Alamos, New Mexico. Am J Public Health. 1998, 88: 1377-1380. 10.2105/AJPH.88.9.1377.PubMedCentralCrossRefPubMed
13.
go back to reference Kulldorff M, Feuer EJ, Miller BA, Freedman LS: Breast cancer clusters in the northeast United States: a geographic analysis. Am J Epidemiol. 1997, 146: 161-170. 10.1093/oxfordjournals.aje.a009247.CrossRefPubMed Kulldorff M, Feuer EJ, Miller BA, Freedman LS: Breast cancer clusters in the northeast United States: a geographic analysis. Am J Epidemiol. 1997, 146: 161-170. 10.1093/oxfordjournals.aje.a009247.CrossRefPubMed
14.
go back to reference Bostoen K, Chalabi Z: Optimization of household survey sampling without sample frames. Int J Epidemiol. 2006, 35: 751-755. 10.1093/ije/dyl019.CrossRefPubMed Bostoen K, Chalabi Z: Optimization of household survey sampling without sample frames. Int J Epidemiol. 2006, 35: 751-755. 10.1093/ije/dyl019.CrossRefPubMed
15.
go back to reference Kulldorff M, Heffernan R, Hartman J, Assuncao R, Mostashari F: A space-time permutation scan statistic for disease outbreak detection. PLoS Med. 2005, 2: e59-10.1371/journal.pmed.0020059.PubMedCentralCrossRefPubMed Kulldorff M, Heffernan R, Hartman J, Assuncao R, Mostashari F: A space-time permutation scan statistic for disease outbreak detection. PLoS Med. 2005, 2: e59-10.1371/journal.pmed.0020059.PubMedCentralCrossRefPubMed
16.
go back to reference Odoi A, Martin SW, Michel P, Middleton D, Holt J, Wilson J: Investigation of clusters of giardiasis using GIS and a spatial scan statistic. Int J Health Geogr. 2004, 3: 11-10.1186/1476-072X-3-11.PubMedCentralCrossRefPubMed Odoi A, Martin SW, Michel P, Middleton D, Holt J, Wilson J: Investigation of clusters of giardiasis using GIS and a spatial scan statistic. Int J Health Geogr. 2004, 3: 11-10.1186/1476-072X-3-11.PubMedCentralCrossRefPubMed
17.
go back to reference Filmer D, Pritchett LH: Estimating wealth effects without expenditure data–or tears: an application to educational enrollments in states of India. Demography. 2001, 38: 115-132.PubMed Filmer D, Pritchett LH: Estimating wealth effects without expenditure data–or tears: an application to educational enrollments in states of India. Demography. 2001, 38: 115-132.PubMed
18.
go back to reference PNLP: Programme National de Lutte Contre le Paludisme. Rapport d'Activité. 2013, 132- PNLP: Programme National de Lutte Contre le Paludisme. Rapport d'Activité. 2013, 132-
19.
go back to reference Thwing JI, Perry RT, Townes DA, Diouf MB, Ndiaye S, Thior M: Success of Senegal's first nationwide distribution of long-lasting insecticide-treated nets to children under five - contribution toward universal coverage. Malar J. 2011, 10: 86-10.1186/1475-2875-10-86.PubMedCentralCrossRefPubMed Thwing JI, Perry RT, Townes DA, Diouf MB, Ndiaye S, Thior M: Success of Senegal's first nationwide distribution of long-lasting insecticide-treated nets to children under five - contribution toward universal coverage. Malar J. 2011, 10: 86-10.1186/1475-2875-10-86.PubMedCentralCrossRefPubMed
20.
go back to reference Valin N, Dieng AB, Chippaux JP, Le Hesran JY, Gaye O, Garcia A: Low malaria morbidity in a cohort of Senegalese children with free access to health structures. Parasite. 2006, 13: 79-81. 10.1051/parasite/2006131079.CrossRefPubMed Valin N, Dieng AB, Chippaux JP, Le Hesran JY, Gaye O, Garcia A: Low malaria morbidity in a cohort of Senegalese children with free access to health structures. Parasite. 2006, 13: 79-81. 10.1051/parasite/2006131079.CrossRefPubMed
21.
go back to reference Bousema T, Drakeley C, Gesase S, Hashim R, Magesa S, Mosha F, Otieno S, Carneiro I, Cox J, Msuya E, Kleinschmidt I, Maxwell C, Greenwood B, Riley E, Sauerwein R, Chandramohan D, Gosling R: Identification of hot spots of malaria transmission for targeted malaria control. J Infect Dis. 2010, 201: 1764-1774. 10.1086/652456.CrossRefPubMed Bousema T, Drakeley C, Gesase S, Hashim R, Magesa S, Mosha F, Otieno S, Carneiro I, Cox J, Msuya E, Kleinschmidt I, Maxwell C, Greenwood B, Riley E, Sauerwein R, Chandramohan D, Gosling R: Identification of hot spots of malaria transmission for targeted malaria control. J Infect Dis. 2010, 201: 1764-1774. 10.1086/652456.CrossRefPubMed
22.
go back to reference Bousema T, Griffin JT, Sauerwein RW, Smith DL, Churcher TS, Takken W, Ghani A, Drakeley C, Gosling R: Hitting hotspots: spatial targeting of malaria for control and elimination. PLoS Med. 2012, 9: e1001165-10.1371/journal.pmed.1001165.PubMedCentralCrossRefPubMed Bousema T, Griffin JT, Sauerwein RW, Smith DL, Churcher TS, Takken W, Ghani A, Drakeley C, Gosling R: Hitting hotspots: spatial targeting of malaria for control and elimination. PLoS Med. 2012, 9: e1001165-10.1371/journal.pmed.1001165.PubMedCentralCrossRefPubMed
23.
go back to reference Carter R, Mendis KN, Roberts D: Spatial targeting of interventions against malaria. Bull World Health Organ. 2000, 78: 1401-1411.PubMedCentralPubMed Carter R, Mendis KN, Roberts D: Spatial targeting of interventions against malaria. Bull World Health Organ. 2000, 78: 1401-1411.PubMedCentralPubMed
24.
go back to reference Clark TD, Greenhouse B, Njama-Meya D, Nzarubara B, Maiteki-Sebuguzi C, Staedke SG, Seto E, Kamya MR, Rosenthal PJ, Dorsey G: Factors determining the heterogeneity of malaria incidence in children in Kampala, Uganda. J Infect Dis. 2008, 198: 393-400. 10.1086/589778.CrossRefPubMed Clark TD, Greenhouse B, Njama-Meya D, Nzarubara B, Maiteki-Sebuguzi C, Staedke SG, Seto E, Kamya MR, Rosenthal PJ, Dorsey G: Factors determining the heterogeneity of malaria incidence in children in Kampala, Uganda. J Infect Dis. 2008, 198: 393-400. 10.1086/589778.CrossRefPubMed
25.
go back to reference Oesterholt MJ, Bousema JT, Mwerinde OK, Harris C, Lushino P, Masokoto A, Mwerinde H, Mosha FW, Drakeley CJ: Spatial and temporal variation in malaria transmission in a low endemicity area in northern Tanzania. Malar J. 2006, 5: 98-10.1186/1475-2875-5-98.PubMedCentralCrossRefPubMed Oesterholt MJ, Bousema JT, Mwerinde OK, Harris C, Lushino P, Masokoto A, Mwerinde H, Mosha FW, Drakeley CJ: Spatial and temporal variation in malaria transmission in a low endemicity area in northern Tanzania. Malar J. 2006, 5: 98-10.1186/1475-2875-5-98.PubMedCentralCrossRefPubMed
26.
go back to reference Wilson S, Booth M, Jones FM, Mwatha JK, Kimani G, Kariuki HC, Vennervald BJ, Ouma JH, Muchiri E, Dunne DW: Age-adjusted Plasmodium falciparum antibody levels in school-aged children are a stable marker of microgeographical variations in exposure to Plasmodium infection. BMC Infect Dis. 2007, 7: 67-10.1186/1471-2334-7-67.PubMedCentralCrossRefPubMed Wilson S, Booth M, Jones FM, Mwatha JK, Kimani G, Kariuki HC, Vennervald BJ, Ouma JH, Muchiri E, Dunne DW: Age-adjusted Plasmodium falciparum antibody levels in school-aged children are a stable marker of microgeographical variations in exposure to Plasmodium infection. BMC Infect Dis. 2007, 7: 67-10.1186/1471-2334-7-67.PubMedCentralCrossRefPubMed
27.
go back to reference Somi MF, Butler JR, Vahid F, Njau J, Kachur SP, Abdulla S: Is there evidence for dual causation between malaria and socioeconomic status? Findings from rural Tanzania. Am J Trop Med Hyg. 2007, 77: 1020-1027.PubMed Somi MF, Butler JR, Vahid F, Njau J, Kachur SP, Abdulla S: Is there evidence for dual causation between malaria and socioeconomic status? Findings from rural Tanzania. Am J Trop Med Hyg. 2007, 77: 1020-1027.PubMed
28.
go back to reference Biritwum RB, Welbeck J, Barnish G: Incidence and management of malaria in two communities of different socio-economic level, in Accra, Ghana. Ann Trop Med Parasitol. 2000, 94: 771-778. 10.1080/00034980020013037.CrossRefPubMed Biritwum RB, Welbeck J, Barnish G: Incidence and management of malaria in two communities of different socio-economic level, in Accra, Ghana. Ann Trop Med Parasitol. 2000, 94: 771-778. 10.1080/00034980020013037.CrossRefPubMed
29.
go back to reference Coleman M, Mabaso ML, Mabuza AM, Kok G, Coetzee M, Durrheim DN: Household and microeconomic factors associated with malaria in Mpumalanga, South Africa. Trans R Soc Trop Med Hyg. 2010, 104: 143-147. 10.1016/j.trstmh.2009.07.010.CrossRefPubMed Coleman M, Mabaso ML, Mabuza AM, Kok G, Coetzee M, Durrheim DN: Household and microeconomic factors associated with malaria in Mpumalanga, South Africa. Trans R Soc Trop Med Hyg. 2010, 104: 143-147. 10.1016/j.trstmh.2009.07.010.CrossRefPubMed
30.
go back to reference Silue KD, Raso G, Yapi A, Vounatsou P, Tanner M, N'Goran EK, Utzinger J: Spatially-explicit risk profiling of Plasmodium falciparum infections at a small scale: a geostatistical modelling approach. Malar J. 2008, 7: 111-10.1186/1475-2875-7-111.PubMedCentralCrossRefPubMed Silue KD, Raso G, Yapi A, Vounatsou P, Tanner M, N'Goran EK, Utzinger J: Spatially-explicit risk profiling of Plasmodium falciparum infections at a small scale: a geostatistical modelling approach. Malar J. 2008, 7: 111-10.1186/1475-2875-7-111.PubMedCentralCrossRefPubMed
31.
go back to reference Konradsen F, Amerasinghe P, van der Hoek W, Amerasinghe F, Perera D, Piyaratne M: Strong association between house characteristics and malaria vectors in Sri Lanka. Am J Trop Med Hyg. 2003, 68: 177-181.PubMed Konradsen F, Amerasinghe P, van der Hoek W, Amerasinghe F, Perera D, Piyaratne M: Strong association between house characteristics and malaria vectors in Sri Lanka. Am J Trop Med Hyg. 2003, 68: 177-181.PubMed
32.
go back to reference Mmbando BP, Kamugisha ML, Lusingu JP, Francis F, Ishengoma DS, Theander TG, Lemnge MM, Scheike TH: Spatial variation and socio-economic determinants of Plasmodium falciparum infection in northeastern Tanzania. Malar J. 2011, 10: 145-10.1186/1475-2875-10-145.PubMedCentralCrossRefPubMed Mmbando BP, Kamugisha ML, Lusingu JP, Francis F, Ishengoma DS, Theander TG, Lemnge MM, Scheike TH: Spatial variation and socio-economic determinants of Plasmodium falciparum infection in northeastern Tanzania. Malar J. 2011, 10: 145-10.1186/1475-2875-10-145.PubMedCentralCrossRefPubMed
Metadata
Title
Identifying malaria hotspots in Keur Soce health and demographic surveillance site in context of low transmission
Authors
Mansour Ndiath
Babacar Faye
Badara Cisse
Jean Louis Ndiaye
Jules François Gomis
Anta Tal Dia
Oumar Gaye
Publication date
01-12-2014
Publisher
BioMed Central
Published in
Malaria Journal / Issue 1/2014
Electronic ISSN: 1475-2875
DOI
https://doi.org/10.1186/1475-2875-13-453

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