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Published in: Malaria Journal 1/2013

Open Access 01-12-2013 | Research

Spatio-temporal malaria transmission patterns in Navrongo demographic surveillance site, northern Ghana

Authors: Simon Kasasa, Victor Asoala, Laura Gosoniu, Francis Anto, Martin Adjuik, Cletus Tindana, Thomas Smith, Seth Owusu-Agyei, Penelope Vounatsou

Published in: Malaria Journal | Issue 1/2013

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Abstract

Background

The relationship between entomological measures of malaria transmission intensity and mortality remains uncertain. This is partly because transmission is heterogeneous even within small geographical areas. Studying this relationship requires high resolution, spatially structured, longitudinal entomological data. Geostatistical models that have been used to analyse the spatio-temporal heterogeneity have not considered the uncertainty in both sporozoite rate (SR) and mosquito density data. This study analysed data from Kassena-Nankana districts in northern Ghana to obtain small area estimates of malaria transmission rates allowing for this uncertainty.

Methods

Independent Bayesian geostatistical models for sporozoite rate and mosquito density were fitted to produce explicit entomological inoculation rate (EIR) estimates for small areas and short time periods, controlling for environmental factors.

Results

Mosquitoes were trapped from 2,803 unique locations for three years using mainly CDC light traps. Anopheles gambiae constituted 52%, the rest were Anopheles funestus. Mean biting rates for An. funestus and An. gambiae were 32 and 33 respectively. Most bites occurred in September, the wettest month. The sporozoite rates were higher in the dry periods of the last two years compared with the wet period. The annual EIR varied from 1,132 to 157 infective bites. Monthly EIR varied between zero and 388 infective bites. Spatial correlation for SR was lower than that of mosquito densities.

Conclusion

This study confirms the presence of spatio-temporal heterogeneity in malaria transmission within a small geographical area. Spatial variance was stronger than temporal especially in the SR. The estimated EIR will be used in mortality analysis for the area.
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Literature
2.
go back to reference Carneiro I, Roca-Feltrer A, Griffin JT, Smith L, Tanner M, Schellenberg JA, Greenwood B, Schellenberg D: Age-patterns of malaria vary with severity, transmission intensity and seasonality in sub-Saharan Africa: a systematic review and pooled analysis. PLoS One. 2010, 5: e8988-10.1371/journal.pone.0008988.PubMedCentralCrossRefPubMed Carneiro I, Roca-Feltrer A, Griffin JT, Smith L, Tanner M, Schellenberg JA, Greenwood B, Schellenberg D: Age-patterns of malaria vary with severity, transmission intensity and seasonality in sub-Saharan Africa: a systematic review and pooled analysis. PLoS One. 2010, 5: e8988-10.1371/journal.pone.0008988.PubMedCentralCrossRefPubMed
3.
go back to reference Oduro A, Koram K, Rogers W, Atuguba F, Ansah A, Anyorigiya T, Ansah A, Anto F, Mensah N, Hodgson A, Nkurumah F: Severe falciparum malaria in young children of the Kassena-Nankana District of Northern Ghana. Malar J. 2007, 6: 96-10.1186/1475-2875-6-96.PubMedCentralCrossRefPubMed Oduro A, Koram K, Rogers W, Atuguba F, Ansah A, Anyorigiya T, Ansah A, Anto F, Mensah N, Hodgson A, Nkurumah F: Severe falciparum malaria in young children of the Kassena-Nankana District of Northern Ghana. Malar J. 2007, 6: 96-10.1186/1475-2875-6-96.PubMedCentralCrossRefPubMed
4.
go back to reference Clerk CA, Bruce J, Greenwood B, Chandramohan D: The epidemiology of malaria among pregnant women attending antenatal clinics in an area with intense and highly seasonal malaria transmission in northern Ghana. Trop Med Int Health. 2009, 14: 688-695. 10.1111/j.1365-3156.2009.02280.x.CrossRefPubMed Clerk CA, Bruce J, Greenwood B, Chandramohan D: The epidemiology of malaria among pregnant women attending antenatal clinics in an area with intense and highly seasonal malaria transmission in northern Ghana. Trop Med Int Health. 2009, 14: 688-695. 10.1111/j.1365-3156.2009.02280.x.CrossRefPubMed
5.
go back to reference The malERA Consultative Group on Monitoring: Evaluation and Surveillance: A research agenda for malaria eradication: monitoring, evaluation, and surveillance. PLoS Med. 2011, 8: e1000400-CrossRef The malERA Consultative Group on Monitoring: Evaluation and Surveillance: A research agenda for malaria eradication: monitoring, evaluation, and surveillance. PLoS Med. 2011, 8: e1000400-CrossRef
6.
go back to reference Drakeley CJ, Corran PH, Coleman PG, Tongren JE, McDonald SLR, Carneiro I, Malima R, Lusingu J, Manjurano A, Nkya WMM, Lemnge MM, Cox J, Reyburn H, Riley EM: Estimating medium- and long-term trends in malaria transmission by using serological markers of malaria exposure. Proc Natl Acad Sci USA. 2005, 102: 5108-5113. 10.1073/pnas.0408725102.PubMedCentralCrossRefPubMed Drakeley CJ, Corran PH, Coleman PG, Tongren JE, McDonald SLR, Carneiro I, Malima R, Lusingu J, Manjurano A, Nkya WMM, Lemnge MM, Cox J, Reyburn H, Riley EM: Estimating medium- and long-term trends in malaria transmission by using serological markers of malaria exposure. Proc Natl Acad Sci USA. 2005, 102: 5108-5113. 10.1073/pnas.0408725102.PubMedCentralCrossRefPubMed
7.
go back to reference Beier JC, Killeen GF, Githure JI: Entomologic inoculation rates and Plasmodium falciparum malaria prevalence in Africa. Am J Trop Med Hyg. 1999, 61: 109-113.PubMed Beier JC, Killeen GF, Githure JI: Entomologic inoculation rates and Plasmodium falciparum malaria prevalence in Africa. Am J Trop Med Hyg. 1999, 61: 109-113.PubMed
8.
go back to reference Shililu J, Ghebremeskel T, Mengistu S, Fekadu H, Zerom M, Mbogo C, Githure J, Novak R, Brantly E, Beier JC: High seasonal variation in entomologic inoculation rates in Eritrea, a semi-arid region of unstable malaria in Africa. Am J Trop Med Hyg. 2003, 69: 607-613.PubMed Shililu J, Ghebremeskel T, Mengistu S, Fekadu H, Zerom M, Mbogo C, Githure J, Novak R, Brantly E, Beier JC: High seasonal variation in entomologic inoculation rates in Eritrea, a semi-arid region of unstable malaria in Africa. Am J Trop Med Hyg. 2003, 69: 607-613.PubMed
9.
go back to reference Okello PE, Van Bortel W, Byaruhanga AM, Correwyn A, Roelants P, Talisuna A, D’Alessandro U, Coosemans M: Variation in malaria transmission intensity in seven sites throughout Uganda. Am J Trop Med Hyg. 2006, 75: 219-225.PubMed Okello PE, Van Bortel W, Byaruhanga AM, Correwyn A, Roelants P, Talisuna A, D’Alessandro U, Coosemans M: Variation in malaria transmission intensity in seven sites throughout Uganda. Am J Trop Med Hyg. 2006, 75: 219-225.PubMed
10.
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
11.
go back to reference Mabaso MLH, Craig M, Ross A, Smith T: Environmental predictors of the seasonality of malaria transmission in Africa: the challenge. Am J Trop Med Hyg. 2007, 76: 33-38.PubMed Mabaso MLH, Craig M, Ross A, Smith T: Environmental predictors of the seasonality of malaria transmission in Africa: the challenge. Am J Trop Med Hyg. 2007, 76: 33-38.PubMed
12.
go back to reference Kelly-Hope LA, McKenzie FE: The multiplicity of malaria transmission: a review of entomological inoculation rate measurements and methods across sub-Saharan Africa. Malar J. 2009, 8: 19-10.1186/1475-2875-8-19.PubMedCentralCrossRefPubMed Kelly-Hope LA, McKenzie FE: The multiplicity of malaria transmission: a review of entomological inoculation rate measurements and methods across sub-Saharan Africa. Malar J. 2009, 8: 19-10.1186/1475-2875-8-19.PubMedCentralCrossRefPubMed
13.
go back to reference de Souza D, Kelly-Hope L, Lawson B, Wilson M, Boakye D: Environmental factors associated with the distribution of Anopheles gambiae s.s in Ghana; an important vector of lymphatic filariasis and malaria. PLoS One. 2012, 5: e9927-CrossRef de Souza D, Kelly-Hope L, Lawson B, Wilson M, Boakye D: Environmental factors associated with the distribution of Anopheles gambiae s.s in Ghana; an important vector of lymphatic filariasis and malaria. PLoS One. 2012, 5: e9927-CrossRef
14.
go back to reference Charlwood JD, Kihonda J, Sama S, Billingsley PF, Hadji H, Verhave JP, Lyimo E, Luttikhuizen RC, Smith T: The rise and fall of Anopheles arabiensis (Diptera: Culicidae) in a Tanzanian village. Bull Entomol Res. 1995, 85: 37-44. 10.1017/S0007485300051993.CrossRef Charlwood JD, Kihonda J, Sama S, Billingsley PF, Hadji H, Verhave JP, Lyimo E, Luttikhuizen RC, Smith T: The rise and fall of Anopheles arabiensis (Diptera: Culicidae) in a Tanzanian village. Bull Entomol Res. 1995, 85: 37-44. 10.1017/S0007485300051993.CrossRef
15.
go back to reference Drakeley C, Schellenberg D, Kihonda J, Sousa CA, Arez AP, Lopes D, Lines J, Mshinda H, Lengeler C, Schellenberg JA, Tanner M, Alonso P: An estimation of the entomological inoculation rate for Ifakara: a semi-urban area in a region of intense malaria transmission in Tanzania. Trop Med Int Health. 2003, 8: 767-774. 10.1046/j.1365-3156.2003.01100.x.CrossRefPubMed Drakeley C, Schellenberg D, Kihonda J, Sousa CA, Arez AP, Lopes D, Lines J, Mshinda H, Lengeler C, Schellenberg JA, Tanner M, Alonso P: An estimation of the entomological inoculation rate for Ifakara: a semi-urban area in a region of intense malaria transmission in Tanzania. Trop Med Int Health. 2003, 8: 767-774. 10.1046/j.1365-3156.2003.01100.x.CrossRefPubMed
16.
go back to reference Appawu M, Owusu-Agyei S, Dadzie S, Asoala V, Anto F, Koram K, Rogers W, Nkrumah F, Hoffman SL, Fryauff DJ: Malaria transmission dynamics at a site in northern Ghana proposed for testing malaria vaccines. Trop Med Int Health. 2004, 9: 164-170. 10.1046/j.1365-3156.2003.01162.x.CrossRefPubMed Appawu M, Owusu-Agyei S, Dadzie S, Asoala V, Anto F, Koram K, Rogers W, Nkrumah F, Hoffman SL, Fryauff DJ: Malaria transmission dynamics at a site in northern Ghana proposed for testing malaria vaccines. Trop Med Int Health. 2004, 9: 164-170. 10.1046/j.1365-3156.2003.01162.x.CrossRefPubMed
17.
go back to reference Abonuusum A, Owusu-Daako K, Tannich E, May J, Garms R, Kruppa T: Malaria transmission in two rural communities in the forest zone of Ghana. Parasitol Res. 2010, 6: 1465-1471. Abonuusum A, Owusu-Daako K, Tannich E, May J, Garms R, Kruppa T: Malaria transmission in two rural communities in the forest zone of Ghana. Parasitol Res. 2010, 6: 1465-1471.
18.
go back to reference Dery DB, Brown C, Asante KP, Adams M, Dosoo D, Amenga-Etego S, Wilson M, Chandramohan D, Greenwood B, Owusu-Agyei S: Patterns and seasonality of malaria transmission in the forest-savannah transitional zones of Ghana. Malar J. 2010, 9: 314-10.1186/1475-2875-9-314.PubMedCentralCrossRefPubMed Dery DB, Brown C, Asante KP, Adams M, Dosoo D, Amenga-Etego S, Wilson M, Chandramohan D, Greenwood B, Owusu-Agyei S: Patterns and seasonality of malaria transmission in the forest-savannah transitional zones of Ghana. Malar J. 2010, 9: 314-10.1186/1475-2875-9-314.PubMedCentralCrossRefPubMed
19.
go back to reference Smith TA, Leuenberger R, Lengeler C: Child mortality and malaria transmission intensity in Africa. Trends Parasitol. 2001, 17: 145-149. 10.1016/S1471-4922(00)01814-6.CrossRefPubMed Smith TA, Leuenberger R, Lengeler C: Child mortality and malaria transmission intensity in Africa. Trends Parasitol. 2001, 17: 145-149. 10.1016/S1471-4922(00)01814-6.CrossRefPubMed
20.
go back to reference Gemperli A, Vounatsou P, Kleinschmidt I, Bagayoko M, Lengeler C, Smith T: Spatial patterns of infant mortality in Mali: the effect of malaria endemicity. Am J Epidemiol. 2004, 159: 64-72. 10.1093/aje/kwh001.CrossRefPubMed Gemperli A, Vounatsou P, Kleinschmidt I, Bagayoko M, Lengeler C, Smith T: Spatial patterns of infant mortality in Mali: the effect of malaria endemicity. Am J Epidemiol. 2004, 159: 64-72. 10.1093/aje/kwh001.CrossRefPubMed
21.
go back to reference Abdullah S, Adazu K, Masanja H, Diallo D, Hodgson A, Ilboudo-Sanogo E, Nhacolo E, Owusu-Agyei S, Thompson T, Smith T, Binka FN: Patterns of age-specific mortality in children in endemic areas of sub-Saharan Africa. Am J Trop Med Hyg. 2007, 77: 99-105.CrossRefPubMed Abdullah S, Adazu K, Masanja H, Diallo D, Hodgson A, Ilboudo-Sanogo E, Nhacolo E, Owusu-Agyei S, Thompson T, Smith T, Binka FN: Patterns of age-specific mortality in children in endemic areas of sub-Saharan Africa. Am J Trop Med Hyg. 2007, 77: 99-105.CrossRefPubMed
22.
go back to reference Amek N, Bayoh N, Hamel M, Lindblade KA, Gimnig J, Odhiambo F, Laserson KF, Slutsker L, Smith T, Vounatsou P:Spatial and temporal dynamics of malaria transmission in rural Western Kenya. Parasit Vectors. 2012, 5: 86-10.1186/1756-3305-5-86.PubMedCentralCrossRefPubMed Amek N, Bayoh N, Hamel M, Lindblade KA, Gimnig J, Odhiambo F, Laserson KF, Slutsker L, Smith T, Vounatsou P:Spatial and temporal dynamics of malaria transmission in rural Western Kenya. Parasit Vectors. 2012, 5: 86-10.1186/1756-3305-5-86.PubMedCentralCrossRefPubMed
23.
go back to reference Rumisha SF: Modelling the seasonal and spatial variation of malaria transmission in relation to mortality in Africa. 2011, University of Basel, PhD thesis Rumisha SF: Modelling the seasonal and spatial variation of malaria transmission in relation to mortality in Africa. 2011, University of Basel, PhD thesis
24.
go back to reference Amek NO: Bayesian spatio-temporal modelling of the relationship between mortality and malaria transmission in rural western Kenya. 2012, PhD thesis. University of Basel Amek NO: Bayesian spatio-temporal modelling of the relationship between mortality and malaria transmission in rural western Kenya. 2012, PhD thesis. University of Basel
25.
go back to reference INDEPTH Network: Population and Health in Developing Countries. Volume 1: Population, health and survival at INDEPTH sites. 2002, Canada: Published by International Development Research Centre, 247-256. INDEPTH Network: Population and Health in Developing Countries. Volume 1: Population, health and survival at INDEPTH sites. 2002, Canada: Published by International Development Research Centre, 247-256.
26.
go back to reference Wirtz RA, Zavala F, Charoenvit Y, Campbell GH, Burkot TR, Schneider I, Esser KM, Beaudoin RL, Andre RG: Comparative testing of monoclonal antibodies against Plasmodium falciparum sporozoites for ELISA development. Bull World Health Organ. 1987, 65: 39-45.PubMedCentralPubMed Wirtz RA, Zavala F, Charoenvit Y, Campbell GH, Burkot TR, Schneider I, Esser KM, Beaudoin RL, Andre RG: Comparative testing of monoclonal antibodies against Plasmodium falciparum sporozoites for ELISA development. Bull World Health Organ. 1987, 65: 39-45.PubMedCentralPubMed
27.
go back to reference Lines JD, Curtis CF, Wilkes TJ, Njunwa KJ: Monitoring human-biting mosquitoes (Diptera: Culicidae) in Tanzania with light-traps hung beside mosquito nets. Bull Entomol Res. 1991, 81: 77-84. 10.1017/S0007485300053268.CrossRef Lines JD, Curtis CF, Wilkes TJ, Njunwa KJ: Monitoring human-biting mosquitoes (Diptera: Culicidae) in Tanzania with light-traps hung beside mosquito nets. Bull Entomol Res. 1991, 81: 77-84. 10.1017/S0007485300053268.CrossRef
28.
go back to reference Gosoniu L, Vounatsou P, Sogoba N, Smith T: Bayesian modelling of geostatistical malaria risk data. Geospat Health. 2006, 1: 127-139.CrossRefPubMed Gosoniu L, Vounatsou P, Sogoba N, Smith T: Bayesian modelling of geostatistical malaria risk data. Geospat Health. 2006, 1: 127-139.CrossRefPubMed
29.
go back to reference Mbogo CM, Mwangangi JM, Nzovu J, Gu W, Yan G, Gunter TJ, Swalm C, Keating J, Regens JL, Shililu JI, Githure JI, Beier JC: Spatial and temporal heterogeneity of Anopheles mosquitoes and Plasmodium falciparum transmission along the Kenyan coast. Am J Trop Med Hyg. 2003, 68: 734-742.PubMed Mbogo CM, Mwangangi JM, Nzovu J, Gu W, Yan G, Gunter TJ, Swalm C, Keating J, Regens JL, Shililu JI, Githure JI, Beier JC: Spatial and temporal heterogeneity of Anopheles mosquitoes and Plasmodium falciparum transmission along the Kenyan coast. Am J Trop Med Hyg. 2003, 68: 734-742.PubMed
30.
go back to reference Hamad AA, Nugud AEHD, Arnot DE, Giha HA, Abdel-Muhsin A-MA, Satti GMH, Theander TG, Creasey AM, Babiker HA, Elnaiem D-E: A marked seasonality of malaria transmsission in two rural sites in eastern Sudan. Acta Trop. 2002, 83: 71-82. 10.1016/S0001-706X(02)00059-1.CrossRefPubMed Hamad AA, Nugud AEHD, Arnot DE, Giha HA, Abdel-Muhsin A-MA, Satti GMH, Theander TG, Creasey AM, Babiker HA, Elnaiem D-E: A marked seasonality of malaria transmsission in two rural sites in eastern Sudan. Acta Trop. 2002, 83: 71-82. 10.1016/S0001-706X(02)00059-1.CrossRefPubMed
31.
go back to reference Binka FN, Indome F, Smith T: Impact of spatial distribution of permethrin-impregnated bed nets on child mortality in rural northern Ghana. Am J Trop Med Hyg. 1998, 59: 80-85.PubMed Binka FN, Indome F, Smith T: Impact of spatial distribution of permethrin-impregnated bed nets on child mortality in rural northern Ghana. Am J Trop Med Hyg. 1998, 59: 80-85.PubMed
32.
go back to reference Owusu-Agyei S, Smith T, Beck H, Amenga-Etego L, Felger I: Molecular epidemiology of Plasmodium falciparum infections among asymptomatic inhabitants of a holoendemic malarious area in northern Ghana. Trop Med Int Health. 2002, 7: 421-428. 10.1046/j.1365-3156.2002.00881.x.CrossRefPubMed Owusu-Agyei S, Smith T, Beck H, Amenga-Etego L, Felger I: Molecular epidemiology of Plasmodium falciparum infections among asymptomatic inhabitants of a holoendemic malarious area in northern Ghana. Trop Med Int Health. 2002, 7: 421-428. 10.1046/j.1365-3156.2002.00881.x.CrossRefPubMed
33.
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: 105-111. 10.1016/S0169-4758(99)01396-4.CrossRefPubMed Craig MH, Snow RW, le Sueur D: A climate-based distribution model of malaria transmission in sub-Saharan Africa. Parasitol Today. 1999, 15: 105-111. 10.1016/S0169-4758(99)01396-4.CrossRefPubMed
34.
go back to reference Binka FN, Morris SS, Ross DA, Arthur P, Aryeetey ME: Patterns of malaria morbidity and mortality in children in northern Ghana. Trans R Soc Trop Med Hyg. 1994, 88: 381-385. 10.1016/0035-9203(94)90391-3.CrossRefPubMed Binka FN, Morris SS, Ross DA, Arthur P, Aryeetey ME: Patterns of malaria morbidity and mortality in children in northern Ghana. Trans R Soc Trop Med Hyg. 1994, 88: 381-385. 10.1016/0035-9203(94)90391-3.CrossRefPubMed
35.
go back to reference Koram KA, Owusu-Agyei S, Utz G, Binka FN, Baird JK, Nkrumah FK: Severe anemia in young children after high and low malaria transmission seasons in the Kassena-Nankana district of northern Ghana. Am J Trop Med Hyg. 2000, 62: 670-674.PubMed Koram KA, Owusu-Agyei S, Utz G, Binka FN, Baird JK, Nkrumah FK: Severe anemia in young children after high and low malaria transmission seasons in the Kassena-Nankana district of northern Ghana. Am J Trop Med Hyg. 2000, 62: 670-674.PubMed
36.
go back to reference Owusu-Agyei S, Fryauff DJ, Chandramohan D, Koram KA, Binka FN, Nkrumah FK, Utz G, Hoffman SL: Characteristics of severe anemia and its association with malaria in young children of the Kassena-Nankana District of northern Ghana. Am J Trop Med Hyg. 2002, 67: 371-377.PubMed Owusu-Agyei S, Fryauff DJ, Chandramohan D, Koram KA, Binka FN, Nkrumah FK, Utz G, Hoffman SL: Characteristics of severe anemia and its association with malaria in young children of the Kassena-Nankana District of northern Ghana. Am J Trop Med Hyg. 2002, 67: 371-377.PubMed
37.
go back to reference Gemperli A, Sogoba N, Fondjo E, Mabaso M, Bagayoko M, Briët OJT, Anderegg D, Liebe J, Smith T, Vounatsou P: Mapping malaria transmission in West and Central Africa. Trop Med Int Health. 2006, 11: 1032-1046. 10.1111/j.1365-3156.2006.01640.x.CrossRefPubMed Gemperli A, Sogoba N, Fondjo E, Mabaso M, Bagayoko M, Briët OJT, Anderegg D, Liebe J, Smith T, Vounatsou P: Mapping malaria transmission in West and Central Africa. Trop Med Int Health. 2006, 11: 1032-1046. 10.1111/j.1365-3156.2006.01640.x.CrossRefPubMed
38.
go back to reference Hay SI, Guerra CA, Gething PW, Patil AP, Tatem AJ, Noor AM, Kabaria CW, Manh B, Elyazar IRF, Brooker S, Smith DL, Moyeed RA, Snow R: A world malaria map: Plasmodium falciparum endemicity in 2007. PLoS Med. 2009, 6: e1000048-PubMedCentralCrossRefPubMed Hay SI, Guerra CA, Gething PW, Patil AP, Tatem AJ, Noor AM, Kabaria CW, Manh B, Elyazar IRF, Brooker S, Smith DL, Moyeed RA, Snow R: A world malaria map: Plasmodium falciparum endemicity in 2007. PLoS Med. 2009, 6: e1000048-PubMedCentralCrossRefPubMed
39.
go back to reference Ashton RA, Kefyalew T, Tesfaye G, Pullan RL, Yadeta D, Reithinger R, Kolaczinski JH, Brooker S: School-based surveys of malaria in Oromia Regional State: Ethiopia: a rapid survey method for malaria in low transmission settings. Malar J. 2011, 10: 25-10.1186/1475-2875-10-25.PubMedCentralCrossRefPubMed Ashton RA, Kefyalew T, Tesfaye G, Pullan RL, Yadeta D, Reithinger R, Kolaczinski JH, Brooker S: School-based surveys of malaria in Oromia Regional State: Ethiopia: a rapid survey method for malaria in low transmission settings. Malar J. 2011, 10: 25-10.1186/1475-2875-10-25.PubMedCentralCrossRefPubMed
40.
go back to reference Riedel N, Vounatsou P, Miller JM, Gosoniu L, Chizema-Kawesha E, Mukonka V, Steketee RW: Geographical patterns and predictors of malaria risk in Zambia: Bayesian geostatistical modelling of the 2006 Zambia national malaria indicator survey (ZMIS). Malar J. 2010, 9: 37-10.1186/1475-2875-9-37.PubMedCentralCrossRefPubMed Riedel N, Vounatsou P, Miller JM, Gosoniu L, Chizema-Kawesha E, Mukonka V, Steketee RW: Geographical patterns and predictors of malaria risk in Zambia: Bayesian geostatistical modelling of the 2006 Zambia national malaria indicator survey (ZMIS). Malar J. 2010, 9: 37-10.1186/1475-2875-9-37.PubMedCentralCrossRefPubMed
41.
go back to reference Giardina F, Gosoniu L, Konate L, Diouf MB, Perry R, Gaye O, Faye O, Vounatsou P: Estimating the burden of malaria in Senegal: Bayesian Zero-inflated binomial geostatistical modeling of the MIS 2008 data. PLoS One. 2012, 7: e.0032625- Giardina F, Gosoniu L, Konate L, Diouf MB, Perry R, Gaye O, Faye O, Vounatsou P: Estimating the burden of malaria in Senegal: Bayesian Zero-inflated binomial geostatistical modeling of the MIS 2008 data. PLoS One. 2012, 7: e.0032625-
42.
go back to reference Amek N, Bayoh N, Hamel M, Lindblade KA, Gimnig J, Laserson KF, Slutsker L, Smith T, Vounatsou P: Spatio-temporal modeling of sparse geostatistical malaria sporozoite rate data using a zero inflated binomial model. Spat Spatiotemporal Epidemiol. 2011, 2: 283-290. 10.1016/j.sste.2011.08.001.CrossRefPubMed Amek N, Bayoh N, Hamel M, Lindblade KA, Gimnig J, Laserson KF, Slutsker L, Smith T, Vounatsou P: Spatio-temporal modeling of sparse geostatistical malaria sporozoite rate data using a zero inflated binomial model. Spat Spatiotemporal Epidemiol. 2011, 2: 283-290. 10.1016/j.sste.2011.08.001.CrossRefPubMed
Metadata
Title
Spatio-temporal malaria transmission patterns in Navrongo demographic surveillance site, northern Ghana
Authors
Simon Kasasa
Victor Asoala
Laura Gosoniu
Francis Anto
Martin Adjuik
Cletus Tindana
Thomas Smith
Seth Owusu-Agyei
Penelope Vounatsou
Publication date
01-12-2013
Publisher
BioMed Central
Published in
Malaria Journal / Issue 1/2013
Electronic ISSN: 1475-2875
DOI
https://doi.org/10.1186/1475-2875-12-63

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