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Published in: Malaria Journal 1/2013

Open Access 01-12-2013 | Research

A regional-scale, high resolution dynamical malaria model that accounts for population density, climate and surface hydrology

Authors: Adrian M Tompkins, Volker Ermert

Published in: Malaria Journal | Issue 1/2013

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Abstract

Background

The relative roles of climate variability and population related effects in malaria transmission could be better understood if regional-scale dynamical malaria models could account for these factors.

Methods

A new dynamical community malaria model is introduced that accounts for the temperature and rainfall influences on the parasite and vector life cycles which are finely resolved in order to correctly represent the delay between the rains and the malaria season. The rainfall drives a simple but physically based representation of the surface hydrology. The model accounts for the population density in the calculation of daily biting rates.

Results

Model simulations of entomological inoculation rate and circumsporozoite protein rate compare well to data from field studies from a wide range of locations in West Africa that encompass both seasonal endemic and epidemic fringe areas. A focus on Bobo-Dioulasso shows the ability of the model to represent the differences in transmission rates between rural and peri-urban areas in addition to the seasonality of malaria. Fine spatial resolution regional integrations for Eastern Africa reproduce the malaria atlas project (MAP) spatial distribution of the parasite ratio, and integrations for West and Eastern Africa show that the model grossly reproduces the reduction in parasite ratio as a function of population density observed in a large number of field surveys, although it underestimates malaria prevalence at high densities probably due to the neglect of population migration.

Conclusions

A new dynamical community malaria model is publicly available that accounts for climate and population density to simulate malaria transmission on a regional scale. The model structure facilitates future development to incorporate migration, immunity and interventions.
Appendix
Available only for authorised users
Literature
1.
go back to reference McKenzie F: Why model malaria?. Parasitol Today. 2000, 16: 511-516. 10.1016/S0169-4758(00)01789-0.PubMed McKenzie F: Why model malaria?. Parasitol Today. 2000, 16: 511-516. 10.1016/S0169-4758(00)01789-0.PubMed
3.
go back to reference Dietz K, Molineaux L, Thomas A: A malaria model tested in the African savannah. Bull World Health Organ. 1974, 50: 347-357.PubMedCentralPubMed Dietz K, Molineaux L, Thomas A: A malaria model tested in the African savannah. Bull World Health Organ. 1974, 50: 347-357.PubMedCentralPubMed
4.
go back to reference Koella JC: On the use of mathematical models of malaria transmission. Acta Trop. 1991, 49: 1-25. 10.1016/0001-706X(91)90026-G.PubMed Koella JC: On the use of mathematical models of malaria transmission. Acta Trop. 1991, 49: 1-25. 10.1016/0001-706X(91)90026-G.PubMed
5.
go back to reference Thomson MC, Doblas-Reyes FJ, Mason SJ, Hagedorn R, Connor SJ, Phindela T, Morse AP, Palmer TN: Malaria early warnings based on seasonal climate forecasts from multi-model ensembles. Nature. 2006, 439: 576-579. 10.1038/nature04503.PubMed Thomson MC, Doblas-Reyes FJ, Mason SJ, Hagedorn R, Connor SJ, Phindela T, Morse AP, Palmer TN: Malaria early warnings based on seasonal climate forecasts from multi-model ensembles. Nature. 2006, 439: 576-579. 10.1038/nature04503.PubMed
6.
go back to reference Ceccato P, Ghebremeskel T, Jaiteh M, Graves P, Levy M, Ghebreselassie S, Ogbamariam A, Barnston A, Bell M, Del Corral J, Connor SJ, Fesseha I, Brantly EP, Thomson MC: Malaria stratification, climate, and epidemic early warning in Eritrea. Am J Trop Med Hyg. 2007, 77: 61-68.PubMed Ceccato P, Ghebremeskel T, Jaiteh M, Graves P, Levy M, Ghebreselassie S, Ogbamariam A, Barnston A, Bell M, Del Corral J, Connor SJ, Fesseha I, Brantly EP, Thomson MC: Malaria stratification, climate, and epidemic early warning in Eritrea. Am J Trop Med Hyg. 2007, 77: 61-68.PubMed
7.
go back to reference Lafferty KD: The ecology of climate change and infectious diseases. Ecol. 2009, 90: 888-900. 10.1890/08-0079.1. Lafferty KD: The ecology of climate change and infectious diseases. Ecol. 2009, 90: 888-900. 10.1890/08-0079.1.
8.
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.PubMed 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.PubMed
9.
go back to reference Ijumba JN, Mosha FW, Lindsay SW: Malaria transmission risk variations derived from different agricultural practices in an irrigated area of northern Tanzania. Med Vet Entomol. 2002, 16: 28-38. 10.1046/j.0269-283x.2002.00337.x.PubMed Ijumba JN, Mosha FW, Lindsay SW: Malaria transmission risk variations derived from different agricultural practices in an irrigated area of northern Tanzania. Med Vet Entomol. 2002, 16: 28-38. 10.1046/j.0269-283x.2002.00337.x.PubMed
10.
go back to reference Gething PW, Smith DL, Patil AP, Tatem AJ, Snow RW, Hay SI: Climate change and the global malaria recession. Nature. 2010, 465: 342-345. 10.1038/nature09098.PubMedCentralPubMed Gething PW, Smith DL, Patil AP, Tatem AJ, Snow RW, Hay SI: Climate change and the global malaria recession. Nature. 2010, 465: 342-345. 10.1038/nature09098.PubMedCentralPubMed
11.
go back to reference Githeko AK, Ndegwa W: Predicting malaria epidemics in the Kenyan highlands using climate data: a tool for decision makers. Glob Chan Hum Health. 2001, 2: 54-63. 10.1023/A:1011943131643. Githeko AK, Ndegwa W: Predicting malaria epidemics in the Kenyan highlands using climate data: a tool for decision makers. Glob Chan Hum Health. 2001, 2: 54-63. 10.1023/A:1011943131643.
12.
go back to reference Ngom R, Siegmund A: Urban malaria in Africa: an environmental and socio-economic modelling approach for Yaoundé, Cameroon. Nat Hazards. 2010, 55: 599-619. 10.1007/s11069-009-9485-x. Ngom R, Siegmund A: Urban malaria in Africa: an environmental and socio-economic modelling approach for Yaoundé, Cameroon. Nat Hazards. 2010, 55: 599-619. 10.1007/s11069-009-9485-x.
13.
go back to reference Lowe R, Bailey TC, Stephenson DB, Graham RJ, Coelho CAS, Sá Carvalho M, Barcellos C: Spatio-temporal modelling of climate-sensitive disease risk: Towards an early warning system for dengue in Brazil. Comput Geosci. 2011, 37: 371-381. 10.1016/j.cageo.2010.01.008. Lowe R, Bailey TC, Stephenson DB, Graham RJ, Coelho CAS, Sá Carvalho M, Barcellos C: Spatio-temporal modelling of climate-sensitive disease risk: Towards an early warning system for dengue in Brazil. Comput Geosci. 2011, 37: 371-381. 10.1016/j.cageo.2010.01.008.
14.
go back to reference Paaijmans KP, Blanford S, Bell AS, Blanford JI, Read AF, Thomas MB: Influence of climate on malaria transmission depends on daily temperature variation. Proc Nat Acad Sci. 2010, 107: 15135-15139. 10.1073/pnas.1006422107.PubMedCentralPubMed Paaijmans KP, Blanford S, Bell AS, Blanford JI, Read AF, Thomas MB: Influence of climate on malaria transmission depends on daily temperature variation. Proc Nat Acad Sci. 2010, 107: 15135-15139. 10.1073/pnas.1006422107.PubMedCentralPubMed
15.
go back to reference Hethcote HW: Qualitative analyses of communicable disease models. Math Biosci. 1976, 28: 335-356. 10.1016/0025-5564(76)90132-2. Hethcote HW: Qualitative analyses of communicable disease models. Math Biosci. 1976, 28: 335-356. 10.1016/0025-5564(76)90132-2.
16.
go back to reference Ngwa GA, Shu WS: A mathematical model for endemic malaria with variable human and mosquito populations. Math Comput Model. 2000, 32: 747-763. 10.1016/S0895-7177(00)00169-2. Ngwa GA, Shu WS: A mathematical model for endemic malaria with variable human and mosquito populations. Math Comput Model. 2000, 32: 747-763. 10.1016/S0895-7177(00)00169-2.
17.
go back to reference Pascual M, Cazelles B, Bouma MJ, Chaves LF, Koelle K: Shifting patterns: malaria dynamics and rainfall variability in an African highland. Proc R Soc Lond B Biol Sci. 2008, 275: 123-132. 10.1098/rspb.2007.1068. Pascual M, Cazelles B, Bouma MJ, Chaves LF, Koelle K: Shifting patterns: malaria dynamics and rainfall variability in an African highland. Proc R Soc Lond B Biol Sci. 2008, 275: 123-132. 10.1098/rspb.2007.1068.
18.
go back to reference Chitnis N, Hyman JM, Cushing JM: Determining important parameters in the spread of malaria through the sensitivity analysis of a mathematical model. Bull Math Biol. 2008, 70: 1272-1296. 10.1007/s11538-008-9299-0.PubMed Chitnis N, Hyman JM, Cushing JM: Determining important parameters in the spread of malaria through the sensitivity analysis of a mathematical model. Bull Math Biol. 2008, 70: 1272-1296. 10.1007/s11538-008-9299-0.PubMed
19.
go back to reference Aron JL: Mathematical modelling of immunity to malaria. Math Biosci. 1988, 90: 385-396. 10.1016/0025-5564(88)90076-4. Aron JL: Mathematical modelling of immunity to malaria. Math Biosci. 1988, 90: 385-396. 10.1016/0025-5564(88)90076-4.
20.
go back to reference Filipe JAN, Riley EM, Drakeley CJ, Sutherland CJ, Ghani AC: Determination of the processes driving the acquisition of immunity to malaria using a mathematical transmission model. PLoS Comput Biol. 2007, 3: e255-10.1371/journal.pcbi.0030255.PubMedCentralPubMed Filipe JAN, Riley EM, Drakeley CJ, Sutherland CJ, Ghani AC: Determination of the processes driving the acquisition of immunity to malaria using a mathematical transmission model. PLoS Comput Biol. 2007, 3: e255-10.1371/journal.pcbi.0030255.PubMedCentralPubMed
21.
go back to reference Doolan DL, Dobano C, Baird JK: Acquired immunity to malaria. Clin Microbiol Rev. January 2009, 22 (1): 13-36. 10.1128/CMR.00025-08. Doolan DL, Dobano C, Baird JK: Acquired immunity to malaria. Clin Microbiol Rev. January 2009, 22 (1): 13-36. 10.1128/CMR.00025-08.
22.
go back to reference Depinay JMO, Mbogo CM, Killeen G, Knols B, Beier J, Carlson J, Dushoff J, Billingsley P, Mwambi H, Githure J, Toure AM, McKenzie FE: A simulation model of African Anopheles ecology and population dynamics for the analysis of malaria transmission. Malar J. 2004, 3: 10.1186/1475-2875-3-29. Depinay JMO, Mbogo CM, Killeen G, Knols B, Beier J, Carlson J, Dushoff J, Billingsley P, Mwambi H, Githure J, Toure AM, McKenzie FE: A simulation model of African Anopheles ecology and population dynamics for the analysis of malaria transmission. Malar J. 2004, 3: 10.1186/1475-2875-3-29.
23.
go back to reference Alonso D, Bouma M, Pascual M: Epidemic malaria and warmer temperatures in recent decades in an East African highland. Proc R Soc Lond B Biol Sci. 2011, 278: 1661-1669. 10.1098/rspb.2010.2020. Alonso D, Bouma M, Pascual M: Epidemic malaria and warmer temperatures in recent decades in an East African highland. Proc R Soc Lond B Biol Sci. 2011, 278: 1661-1669. 10.1098/rspb.2010.2020.
24.
go back to reference Jones AE, Morse AP: Application and validation of a seasonal ensemble prediction system using a dynamic malaria model. J Clim. 2010, 23: 4202-4215. 10.1175/2010JCLI3208.1. Jones AE, Morse AP: Application and validation of a seasonal ensemble prediction system using a dynamic malaria model. J Clim. 2010, 23: 4202-4215. 10.1175/2010JCLI3208.1.
25.
go back to reference Jones AE, Morse AP: Skill of ENSEMBLES seasonal re-forecasts for malaria prediction in West Africa. Geophys Res Lett. 2012, 39: L23707-10.1029/2012GL054040. Jones AE, Morse AP: Skill of ENSEMBLES seasonal re-forecasts for malaria prediction in West Africa. Geophys Res Lett. 2012, 39: L23707-10.1029/2012GL054040.
26.
27.
go back to reference Paaijmans KP, Wandago MO, Githeko AK, Takken W: Unexpected high losses of Anopheles gambiae larvae due to rainfall. PLoS ONE. 2007, 2: e1146-10.1371/journal.pone.0001146.PubMedCentralPubMed Paaijmans KP, Wandago MO, Githeko AK, Takken W: Unexpected high losses of Anopheles gambiae larvae due to rainfall. PLoS ONE. 2007, 2: e1146-10.1371/journal.pone.0001146.PubMedCentralPubMed
28.
go back to reference Dieng H, Rahman GMS, Abu Hassan A, Che Salmah MR, Satho T, Miake F, Boots M, Sazaly AB: The effects of simulated rainfall on immature population dynamics of Aedes albopictus and female oviposition. Int J Biometeorol. 2012, 56: 113-120. 10.1007/s00484-011-0402-0.PubMed Dieng H, Rahman GMS, Abu Hassan A, Che Salmah MR, Satho T, Miake F, Boots M, Sazaly AB: The effects of simulated rainfall on immature population dynamics of Aedes albopictus and female oviposition. Int J Biometeorol. 2012, 56: 113-120. 10.1007/s00484-011-0402-0.PubMed
29.
go back to reference Ermert V, Fink AH, Jones AE, Morse AP: Development of a new version of the Liverpool Malaria Model. I. Refining the parameter settings and mathematical formulation of basic processes based on a literature review. Malar J. 2011, 10: 10.1186/1475-2875-10-35. Ermert V, Fink AH, Jones AE, Morse AP: Development of a new version of the Liverpool Malaria Model. I. Refining the parameter settings and mathematical formulation of basic processes based on a literature review. Malar J. 2011, 10: 10.1186/1475-2875-10-35.
30.
go back to reference Ermert V, Fink AH, Jones AE, Morse AP: Development of a new version of the Liverpool Malaria Model. II. Calibration and validation for West Africa. Malar J. 2011, 10: 62-10.1186/1475-2875-10-62.PubMedCentralPubMed Ermert V, Fink AH, Jones AE, Morse AP: Development of a new version of the Liverpool Malaria Model. II. Calibration and validation for West Africa. Malar J. 2011, 10: 62-10.1186/1475-2875-10-62.PubMedCentralPubMed
31.
go back to reference Robert V, Macintyre K, Keating J, McWilson W, Trappe JP, Duchemin JB, Beier JC: Malaria transmission in urban sub-Saharan Africa. Am J Trop Med Hyg. 2003, 68: 169-176.PubMed Robert V, Macintyre K, Keating J, McWilson W, Trappe JP, Duchemin JB, Beier JC: Malaria transmission in urban sub-Saharan Africa. Am J Trop Med Hyg. 2003, 68: 169-176.PubMed
32.
go back to reference Hay SI, Guerra CA, Tatem AJ, Atkinson PM, Snow RW: Urbanization, malaria transmission and disease burden in Africa. Nat Rev Microbiol. 2005, 3: 81-90. 10.1038/nrmicro1069.PubMedCentralPubMed Hay SI, Guerra CA, Tatem AJ, Atkinson PM, Snow RW: Urbanization, malaria transmission and disease burden in Africa. Nat Rev Microbiol. 2005, 3: 81-90. 10.1038/nrmicro1069.PubMedCentralPubMed
33.
go back to reference Kelly-Hope L, 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.PubMedCentralPubMed Kelly-Hope L, 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.PubMedCentralPubMed
34.
go back to reference Martens P, Hall L: Malaria on the move: human population movement and malaria transmission. Emerg Infect Dis. 2000, 6: 103-109. 10.3201/eid0602.000202.PubMedCentralPubMed Martens P, Hall L: Malaria on the move: human population movement and malaria transmission. Emerg Infect Dis. 2000, 6: 103-109. 10.3201/eid0602.000202.PubMedCentralPubMed
35.
go back to reference Stoddard ST, Morrison AC, Vazquez-Prokopec GM, Soldan VP, Kochel T, Kitron U, Elder JP, Scott TW: The role of human movement in the transmission of vector-borne pathogens. PLoS Negl Trop Dis. 2009, 3: e481-10.1371/journal.pntd.0000481.PubMedCentralPubMed Stoddard ST, Morrison AC, Vazquez-Prokopec GM, Soldan VP, Kochel T, Kitron U, Elder JP, Scott TW: The role of human movement in the transmission of vector-borne pathogens. PLoS Negl Trop Dis. 2009, 3: e481-10.1371/journal.pntd.0000481.PubMedCentralPubMed
36.
go back to reference Tatem AJ, Smith DL: International population movements and regional Plasmodium falciparum malaria elimination strategies. Proc Nat Acad Sci. 2010, 107: 12222-12227. 10.1073/pnas.1002971107.PubMedCentralPubMed Tatem AJ, Smith DL: International population movements and regional Plasmodium falciparum malaria elimination strategies. Proc Nat Acad Sci. 2010, 107: 12222-12227. 10.1073/pnas.1002971107.PubMedCentralPubMed
37.
go back to reference Eckhoff PA: A malaria transmission-directed model of mosquito life cycle and ecology. Malar J. 2011, 10: 10-10.1186/1475-2875-10-303. Eckhoff PA: A malaria transmission-directed model of mosquito life cycle and ecology. Malar J. 2011, 10: 10-10.1186/1475-2875-10-303.
38.
go back to reference Bomblies A, Duchemin JB, Eltahir EAB: Hydrology of malaria: Model development and application to a Sahelian village. Water Resour Res. 2008, 44: W12445-10.1029/2008WR006917. Bomblies A, Duchemin JB, Eltahir EAB: Hydrology of malaria: Model development and application to a Sahelian village. Water Resour Res. 2008, 44: W12445-10.1029/2008WR006917.
39.
go back to reference Bomblies A, Duchemin JB, Eltahir EAB: A mechanistic approach for accurate simulation of village scale malaria transmission. Malar J. 2009, 8: 223-10.1186/1475-2875-8-223.PubMedCentralPubMed Bomblies A, Duchemin JB, Eltahir EAB: A mechanistic approach for accurate simulation of village scale malaria transmission. Malar J. 2009, 8: 223-10.1186/1475-2875-8-223.PubMedCentralPubMed
40.
go back to reference Tiedtke M: A comprehensive mass flux scheme for cumulus parameterization in large-scale models. Mon Wea Rev. 1989, 117: 1779-1800. 10.1175/1520-0493(1989)117<1779:ACMFSF>2.0.CO;2. Tiedtke M: A comprehensive mass flux scheme for cumulus parameterization in large-scale models. Mon Wea Rev. 1989, 117: 1779-1800. 10.1175/1520-0493(1989)117<1779:ACMFSF>2.0.CO;2.
41.
go back to reference Tompkins AM: A prognostic parameterization for the subgrid-scale variability of water vapor and clouds in large-scale models and its use to diagnose cloud cover. J Atmos Sci. 2002, 59: 1917-1942. 10.1175/1520-0469(2002)059<1917:APPFTS>2.0.CO;2. Tompkins AM: A prognostic parameterization for the subgrid-scale variability of water vapor and clouds in large-scale models and its use to diagnose cloud cover. J Atmos Sci. 2002, 59: 1917-1942. 10.1175/1520-0469(2002)059<1917:APPFTS>2.0.CO;2.
43.
go back to reference Gillies MT: Studies on the dispersion and survival of Anopheles gambiae Giles in East Africa, by means of marking and release experiments. Bull Entomol Res. 1961, 52: 99-127. 10.1017/S0007485300055309. Gillies MT: Studies on the dispersion and survival of Anopheles gambiae Giles in East Africa, by means of marking and release experiments. Bull Entomol Res. 1961, 52: 99-127. 10.1017/S0007485300055309.
44.
go back to reference Rowley WA, Graham CL: The effect of age on the flight performance of female Aedes aegypti mosquitoes. J Insect Physiol. 1968, 14: 719-728. 10.1016/0022-1910(68)90230-8.PubMed Rowley WA, Graham CL: The effect of age on the flight performance of female Aedes aegypti mosquitoes. J Insect Physiol. 1968, 14: 719-728. 10.1016/0022-1910(68)90230-8.PubMed
45.
go back to reference Thomson MC, Connor SJ, Quinones ML, Jawara M, Todd J, Greenwood BM: Movement of Anopheles gambiae sl malaria vectors between villages in The Gambia. Med Vet Entomol. 1995, 9: 413-419. 10.1111/j.1365-2915.1995.tb00015.x.PubMed Thomson MC, Connor SJ, Quinones ML, Jawara M, Todd J, Greenwood BM: Movement of Anopheles gambiae sl malaria vectors between villages in The Gambia. Med Vet Entomol. 1995, 9: 413-419. 10.1111/j.1365-2915.1995.tb00015.x.PubMed
46.
go back to reference Detinova TS: Age-grouping Methods in Diptera of Medical Importance with Special Reference to Some Vectors of Malaria. Monogr Ser World Health Organ. 1962, 47: 13-191.PubMed Detinova TS: Age-grouping Methods in Diptera of Medical Importance with Special Reference to Some Vectors of Malaria. Monogr Ser World Health Organ. 1962, 47: 13-191.PubMed
47.
go back to reference Jepson WF, Moutia A, Courtois C: The malaria problem in Mauritius: The binomics of Mauritian anophelines. Bull Entomol Res. 1947, 38: 177-208. 10.1017/S0007485300030273.PubMed Jepson WF, Moutia A, Courtois C: The malaria problem in Mauritius: The binomics of Mauritian anophelines. Bull Entomol Res. 1947, 38: 177-208. 10.1017/S0007485300030273.PubMed
48.
go back to reference Bayoh MN, Lindsay SW: Effect of temperature on the development of the aquatic stages of Anopheles gambiae sensu stricto (Diptera: Culicidae). Bull Entomol Res. 2003, 93: 375-381.PubMed Bayoh MN, Lindsay SW: Effect of temperature on the development of the aquatic stages of Anopheles gambiae sensu stricto (Diptera: Culicidae). Bull Entomol Res. 2003, 93: 375-381.PubMed
49.
go back to reference Lyimo EO, Takken W, Koella JC: Effect of rearing temperature and larval density on larval survival, age at pupation and adult size of Anopheles gambiae. Entomol Exp Appl. 1992, 63: 265-271. 10.1111/j.1570-7458.1992.tb01583.x. Lyimo EO, Takken W, Koella JC: Effect of rearing temperature and larval density on larval survival, age at pupation and adult size of Anopheles gambiae. Entomol Exp Appl. 1992, 63: 265-271. 10.1111/j.1570-7458.1992.tb01583.x.
50.
go back to reference Kirby MJ, Lindsay SW: Effect of temperature and inter-specific competition on the development and survival of Anopheles gambiae sensu stricto and An. arabiensis larvae. Acta Trop. 2009, 109: 118-123. 10.1016/j.actatropica.2008.09.025.PubMed Kirby MJ, Lindsay SW: Effect of temperature and inter-specific competition on the development and survival of Anopheles gambiae sensu stricto and An. arabiensis larvae. Acta Trop. 2009, 109: 118-123. 10.1016/j.actatropica.2008.09.025.PubMed
51.
go back to reference Armstrong JA, Bransby-Williams WR: The maintenance of a colony of Anopheles gambiae, with observations on the effects of changes in temperature. Bull World Health Organ. 1961, 24: 427-435.PubMedCentralPubMed Armstrong JA, Bransby-Williams WR: The maintenance of a colony of Anopheles gambiae, with observations on the effects of changes in temperature. Bull World Health Organ. 1961, 24: 427-435.PubMedCentralPubMed
52.
go back to reference Martens WJM, Niessen LW, Rotmans J, Jetten TH, McMichael AJ: Potential impact of global climate change on malaria risk. Environ Health Perspect. 1995, 103: 458-464. 10.1289/ehp.95103458.PubMedCentralPubMed Martens WJM, Niessen LW, Rotmans J, Jetten TH, McMichael AJ: Potential impact of global climate change on malaria risk. Environ Health Perspect. 1995, 103: 458-464. 10.1289/ehp.95103458.PubMedCentralPubMed
53.
go back to reference Thomson MC, Mason SJ, Phindela T, Connor SJ: Use of rainfall and sea surface temperature monitoring for malaria early warning in Botswana. Am J Trop Med Hyg. 2005, 73: 214-221.PubMed Thomson MC, Mason SJ, Phindela T, Connor SJ: Use of rainfall and sea surface temperature monitoring for malaria early warning in Botswana. Am J Trop Med Hyg. 2005, 73: 214-221.PubMed
54.
go back to reference Muirhead-Thomson RC: The ecology of vector snail habitats and mosquito breeding-places: The experimental approach to basic problems. Bull World Health Organ. 1958, 19: 637-659.PubMedCentralPubMed Muirhead-Thomson RC: The ecology of vector snail habitats and mosquito breeding-places: The experimental approach to basic problems. Bull World Health Organ. 1958, 19: 637-659.PubMedCentralPubMed
55.
go back to reference Le Menach A, Takala S, McKenzie FE, Perisse A, Harris A, Flahault A, Smith DL: An elaborated feeding cycle model for reductions in vectorial capacity of night-biting mosquitoes by insecticide-treated nets. Malar J. 2007, 6: 10-10.1186/1475-2875-6-10.PubMedCentralPubMed Le Menach A, Takala S, McKenzie FE, Perisse A, Harris A, Flahault A, Smith DL: An elaborated feeding cycle model for reductions in vectorial capacity of night-biting mosquitoes by insecticide-treated nets. Malar J. 2007, 6: 10-10.1186/1475-2875-6-10.PubMedCentralPubMed
56.
go back to reference Lyimo EO, Takken W: Effects of adult body size on fecundity and the pre-gravid rate of Anopheles gambiae females in Tanzania. Med Vet Entomol. 1993, 7: 328-332. 10.1111/j.1365-2915.1993.tb00700.x.PubMed Lyimo EO, Takken W: Effects of adult body size on fecundity and the pre-gravid rate of Anopheles gambiae females in Tanzania. Med Vet Entomol. 1993, 7: 328-332. 10.1111/j.1365-2915.1993.tb00700.x.PubMed
57.
go back to reference Hogg JC, Thompson MC, Hurd H: Comparative fecundity and associated factors for two sibling species of the Anopheles gambiae complex occuring sympatrically in The Gambia. Med Vet Entomol. 1996, 10: 385-391. 10.1111/j.1365-2915.1996.tb00761.x.PubMed Hogg JC, Thompson MC, Hurd H: Comparative fecundity and associated factors for two sibling species of the Anopheles gambiae complex occuring sympatrically in The Gambia. Med Vet Entomol. 1996, 10: 385-391. 10.1111/j.1365-2915.1996.tb00761.x.PubMed
58.
go back to reference Takken W, Klowden MJ, Chambers GM: Effect of body size on host seeking and blood meal utilization in Anopheles gambiae sensu stricto (Diptera: Culicidae): the disadvantage of being small. J Med Entomol. 1998, 35: 639-645.PubMed Takken W, Klowden MJ, Chambers GM: Effect of body size on host seeking and blood meal utilization in Anopheles gambiae sensu stricto (Diptera: Culicidae): the disadvantage of being small. J Med Entomol. 1998, 35: 639-645.PubMed
59.
go back to reference Smith DL, Dushoff J, Snow RW, Hay SI: The entomological inoculation rate and Plasmodium falciparum infection in African children. Nature. 2005, 438: 492-495. 10.1038/nature04024.PubMedCentralPubMed Smith DL, Dushoff J, Snow RW, Hay SI: The entomological inoculation rate and Plasmodium falciparum infection in African children. Nature. 2005, 438: 492-495. 10.1038/nature04024.PubMedCentralPubMed
60.
go back to reference Smith DL, McKenzie FE, Snow RW, Hay SI: Revisiting the basic reproductive number for malaria and its implications for malaria control. PLoS Biol. 2007, 5: e42-10.1371/journal.pbio.0050042.PubMedCentralPubMed Smith DL, McKenzie FE, Snow RW, Hay SI: Revisiting the basic reproductive number for malaria and its implications for malaria control. PLoS Biol. 2007, 5: e42-10.1371/journal.pbio.0050042.PubMedCentralPubMed
61.
go back to reference Martens WJM, Jetten TH, Rottmans J, Niessen LW: Climate change and vector-borne diseases: A global modelling perspective. Glob Environ Change. 1995, 5: 195-209. 10.1016/0959-3780(95)00051-O. Martens WJM, Jetten TH, Rottmans J, Niessen LW: Climate change and vector-borne diseases: A global modelling perspective. Glob Environ Change. 1995, 5: 195-209. 10.1016/0959-3780(95)00051-O.
62.
go back to reference Martens WJM, Jetten TH, Focks DA: Sensitivity of malaria, schistomiasis and dengue to global warming. Clim Change. 1997, 35: 145-156. 10.1023/A:1005365413932. Martens WJM, Jetten TH, Focks DA: Sensitivity of malaria, schistomiasis and dengue to global warming. Clim Change. 1997, 35: 145-156. 10.1023/A:1005365413932.
63.
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.PubMed 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.PubMed
64.
go back to reference Linard C, Gilbert M, Snow RW, Noor AM, Tatem AJ: Population distribution, settlement patterns and accessibility across Africa in 2010. PLoS ONE. 2012, 7: e31743-10.1371/journal.pone.0031743.PubMedCentralPubMed Linard C, Gilbert M, Snow RW, Noor AM, Tatem AJ: Population distribution, settlement patterns and accessibility across Africa in 2010. PLoS ONE. 2012, 7: e31743-10.1371/journal.pone.0031743.PubMedCentralPubMed
65.
go back to reference Balk DL, Deichmann U, Yetman G, Pozzi F, Hay SI, Nelson A: Determining global population distribution: methods, applications and data. Adv Parasitol. 2006, 62: 119-156.PubMedCentralPubMed Balk DL, Deichmann U, Yetman G, Pozzi F, Hay SI, Nelson A: Determining global population distribution: methods, applications and data. Adv Parasitol. 2006, 62: 119-156.PubMedCentralPubMed
66.
go back to reference Dekker T, Steib B, Carde RT, Geier M: L-lactic acid: a human-signifying host cue for the anthropophilic mosquito Anopheles gambiae. Med Vet Entomol. 2002, 16: 91-98. 10.1046/j.0269-283x.2002.00345.x.PubMed Dekker T, Steib B, Carde RT, Geier M: L-lactic acid: a human-signifying host cue for the anthropophilic mosquito Anopheles gambiae. Med Vet Entomol. 2002, 16: 91-98. 10.1046/j.0269-283x.2002.00345.x.PubMed
67.
go back to reference Mahande A, Mosha F, Mahande J, Kweka E: Feeding and resting behaviour of malaria vector, Anopheles arabiensis with reference to zooprophylaxis. Malar J. 2007, 6: 100-10.1186/1475-2875-6-100.PubMedCentralPubMed Mahande A, Mosha F, Mahande J, Kweka E: Feeding and resting behaviour of malaria vector, Anopheles arabiensis with reference to zooprophylaxis. Malar J. 2007, 6: 100-10.1186/1475-2875-6-100.PubMedCentralPubMed
68.
go back to reference Killeen GF, McKenzie FE, Foy BD, Bøgh C, Beier JC: The availability of potential hosts as a determinant of feeding behaviours and malaria transmission by African mosquito populations. Trans R Soc Trop Med Hyg. 2001, 95: 469-476. 10.1016/S0035-9203(01)90005-7.PubMedCentralPubMed Killeen GF, McKenzie FE, Foy BD, Bøgh C, Beier JC: The availability of potential hosts as a determinant of feeding behaviours and malaria transmission by African mosquito populations. Trans R Soc Trop Med Hyg. 2001, 95: 469-476. 10.1016/S0035-9203(01)90005-7.PubMedCentralPubMed
69.
go back to reference Bøgh C, Clarke SE, Pinder M, Sanyang F, Lindsay SW: Effect of passive zooprophylaxis on malaria transmission in The Gambia. J Med Entomol. 2001, 38: 822-828. 10.1603/0022-2585-38.6.822.PubMed Bøgh C, Clarke SE, Pinder M, Sanyang F, Lindsay SW: Effect of passive zooprophylaxis on malaria transmission in The Gambia. J Med Entomol. 2001, 38: 822-828. 10.1603/0022-2585-38.6.822.PubMed
70.
go back to reference Koella JC, SÖrensen FL, Anderson RA: The malaria parasite, Plasmodium falciparum, increases the frequency of multiple feeding of its mosquito vector, Anopheles gambiae. Proc R Soc Lond B Biol Sci. 1998, 265: 763-768. 10.1098/rspb.1998.0358. Koella JC, SÖrensen FL, Anderson RA: The malaria parasite, Plasmodium falciparum, increases the frequency of multiple feeding of its mosquito vector, Anopheles gambiae. Proc R Soc Lond B Biol Sci. 1998, 265: 763-768. 10.1098/rspb.1998.0358.
71.
go back to reference Dye C, Hasibeder G: Population dynamics of mosquito-borne disease: effects of flies which bite some people more frequently than others. Trans R Soc Trop Med Hyg. 1986, 80: 69-77. 10.1016/0035-9203(86)90199-9.PubMed Dye C, Hasibeder G: Population dynamics of mosquito-borne disease: effects of flies which bite some people more frequently than others. Trans R Soc Trop Med Hyg. 1986, 80: 69-77. 10.1016/0035-9203(86)90199-9.PubMed
72.
go back to reference Knols BGJ, de Jong R, Takken W: Differential attractiveness of isolated humans to mosquitoes in Tanzania. Trans R Soc Trop Med Hyg. 1995, 89: 604-606. 10.1016/0035-9203(95)90406-9.PubMed Knols BGJ, de Jong R, Takken W: Differential attractiveness of isolated humans to mosquitoes in Tanzania. Trans R Soc Trop Med Hyg. 1995, 89: 604-606. 10.1016/0035-9203(95)90406-9.PubMed
73.
go back to reference Mukabana WR, Takken W, Coe R, Knols BGJ: Host-specific cues cause differential attractiveness of Kenyan men to the African malaria vector Anopheles gambiae. Malar J. 2002, 1: 17-10.1186/1475-2875-1-17.PubMedCentralPubMed Mukabana WR, Takken W, Coe R, Knols BGJ: Host-specific cues cause differential attractiveness of Kenyan men to the African malaria vector Anopheles gambiae. Malar J. 2002, 1: 17-10.1186/1475-2875-1-17.PubMedCentralPubMed
74.
go back to reference Rickman LS, Jones TR, Long GW, Paparello S, Schneider I, Paul CF, Beaudoin RL, Hoffman SL: Plasmodium falciparum-infected Anopheles stephensi inconsistently transmit malaria to humans. Am J Trop Med Hyg. 1990, 43: 441-445.PubMed Rickman LS, Jones TR, Long GW, Paparello S, Schneider I, Paul CF, Beaudoin RL, Hoffman SL: Plasmodium falciparum-infected Anopheles stephensi inconsistently transmit malaria to humans. Am J Trop Med Hyg. 1990, 43: 441-445.PubMed
75.
go back to reference Beier JC, Oster CN, Onyango FK, Bales JD, Sherwood JA, Perkins PV, Chumo DK, Koech DV, Whitmire RE, Roberts CR, Diggs CL, Hoffman SL: Plasmodium falciparum incidence relative to entomologic inoculation rates at a site proposed for testing malaria vaccines in western Kenya. Am J Trop Med Hyg. 1994, 50: 529-536.PubMed Beier JC, Oster CN, Onyango FK, Bales JD, Sherwood JA, Perkins PV, Chumo DK, Koech DV, Whitmire RE, Roberts CR, Diggs CL, Hoffman SL: Plasmodium falciparum incidence relative to entomologic inoculation rates at a site proposed for testing malaria vaccines in western Kenya. Am J Trop Med Hyg. 1994, 50: 529-536.PubMed
76.
go back to reference Shute PG, Maryon M: A study of gametocytes in a West African strain of Plasmodium falciparum. Trans R Soc Trop Med Hyg. 1951, 44: 421-438. 10.1016/S0035-9203(51)80020-8.PubMed Shute PG, Maryon M: A study of gametocytes in a West African strain of Plasmodium falciparum. Trans R Soc Trop Med Hyg. 1951, 44: 421-438. 10.1016/S0035-9203(51)80020-8.PubMed
77.
go back to reference Miller MJ: Observations on the natural history of malaria in the semi-resistant West African. Trans R Soc Trop Med Hyg. 1958, 52: 152-168. 10.1016/0035-9203(58)90036-1.PubMed Miller MJ: Observations on the natural history of malaria in the semi-resistant West African. Trans R Soc Trop Med Hyg. 1958, 52: 152-168. 10.1016/0035-9203(58)90036-1.PubMed
78.
go back to reference Hawking F, Wilson ME, Gammage K: Evidence for cyclic development and short-lived maturity in the gametocytes of Plasmodium falciparum. Trans R Soc Trop Med Hyg. 1971, 65: 549-555. 10.1016/0035-9203(71)90036-8.PubMed Hawking F, Wilson ME, Gammage K: Evidence for cyclic development and short-lived maturity in the gametocytes of Plasmodium falciparum. Trans R Soc Trop Med Hyg. 1971, 65: 549-555. 10.1016/0035-9203(71)90036-8.PubMed
79.
go back to reference Day KP, Hayward RE, Dyer M: The biology of Plasmodium falciparum transmission stages. Parasitol. 1998, 116 (Suppl): S95—S109- Day KP, Hayward RE, Dyer M: The biology of Plasmodium falciparum transmission stages. Parasitol. 1998, 116 (Suppl): S95—S109-
80.
go back to reference Le Prince JA: Mosquito control in relation to impounded water supply. J Am Water Works Assoc. 1927, 17: 31-36. Le Prince JA: Mosquito control in relation to impounded water supply. J Am Water Works Assoc. 1927, 17: 31-36.
81.
go back to reference Fillinger U, Sombroek H, Majambere S, Van Loon E, Takken W, Lindsay SW: Identifying the most productive breeding sites for malaria mosquitoes in The Gambia. Malaria Journal. 2009, 8: 62-10.1186/1475-2875-8-62.PubMedCentralPubMed Fillinger U, Sombroek H, Majambere S, Van Loon E, Takken W, Lindsay SW: Identifying the most productive breeding sites for malaria mosquitoes in The Gambia. Malaria Journal. 2009, 8: 62-10.1186/1475-2875-8-62.PubMedCentralPubMed
82.
go back to reference Haque U, Hashizume M, Glass GE, Dewan AM, Overgaard HJ, Yamamoto T: The role of climate variability in the spread of malaria in Bangladeshi highlands. PLoS ONE. 2010, 5: e14341-10.1371/journal.pone.0014341.PubMedCentralPubMed Haque U, Hashizume M, Glass GE, Dewan AM, Overgaard HJ, Yamamoto T: The role of climate variability in the spread of malaria in Bangladeshi highlands. PLoS ONE. 2010, 5: e14341-10.1371/journal.pone.0014341.PubMedCentralPubMed
83.
go back to reference Desconnets JC, Taupin J, Lebel T, Leduc C: Hydrology of the HAPEX-Sahel Central Super-Site: surface water drainage and aquifer recharge through the pool systems. J Hydrol. 1997, 188: 155-178. Desconnets JC, Taupin J, Lebel T, Leduc C: Hydrology of the HAPEX-Sahel Central Super-Site: surface water drainage and aquifer recharge through the pool systems. J Hydrol. 1997, 188: 155-178.
84.
go back to reference Gianotti RL, Bomblies A, Eltahir EAB: Hydrologic modeling to screen potential environmental management methods for malaria vector control in Niger. Water Resour Res. 2009, 45: W08438-10.1029/2008WR007567. Gianotti RL, Bomblies A, Eltahir EAB: Hydrologic modeling to screen potential environmental management methods for malaria vector control in Niger. Water Resour Res. 2009, 45: W08438-10.1029/2008WR007567.
85.
go back to reference Martin-Rosales W, Leduc C: Dynamiques de vidange d’une mare temporaire au Sahel: l’exemple de Banizoumbou (Sud-Ouest du Niger). Comptes Rendus Geoscience. 2003, 335 (5): 461-468. 10.1016/S1631-0713(03)00059-2. Martin-Rosales W, Leduc C: Dynamiques de vidange d’une mare temporaire au Sahel: l’exemple de Banizoumbou (Sud-Ouest du Niger). Comptes Rendus Geoscience. 2003, 335 (5): 461-468. 10.1016/S1631-0713(03)00059-2.
86.
go back to reference Hayashi M, Kamp Van der G: Simple equations to represent the volume-area-depth relations of shallow wetlands in small topographic depressions. J Hydrol. 2000, 237: 74-85. 10.1016/S0022-1694(00)00300-0. Hayashi M, Kamp Van der G: Simple equations to represent the volume-area-depth relations of shallow wetlands in small topographic depressions. J Hydrol. 2000, 237: 74-85. 10.1016/S0022-1694(00)00300-0.
87.
go back to reference Brooks RT, Hayashi M: Depth-area-volume and hydroperiod relationships of ephemeral (vernal) forest pools in southern New England. Wetlands. 2002, 22 (2): 247-255. 10.1672/0277-5212(2002)022[0247:DAVAHR]2.0.CO;2. Brooks RT, Hayashi M: Depth-area-volume and hydroperiod relationships of ephemeral (vernal) forest pools in southern New England. Wetlands. 2002, 22 (2): 247-255. 10.1672/0277-5212(2002)022[0247:DAVAHR]2.0.CO;2.
88.
go back to reference Soti V, Puech C, Lo Seen D, Bertran A, Vignolles C, Mondet B, Dessay N, Tran A: The potential for remote sensing and hydrologic modelling to assess the spatio-temporal dynamics of ponds in the Ferlo Region (Senegal). Hydrol Earth Sys Sci Discuss. 2010, 14: 1449-1464. 10.5194/hess-14-1449-2010. Soti V, Puech C, Lo Seen D, Bertran A, Vignolles C, Mondet B, Dessay N, Tran A: The potential for remote sensing and hydrologic modelling to assess the spatio-temporal dynamics of ponds in the Ferlo Region (Senegal). Hydrol Earth Sys Sci Discuss. 2010, 14: 1449-1464. 10.5194/hess-14-1449-2010.
89.
go back to reference Wanjala CL, Githeko AK, Waitumbi JN: Assessing the impact of topography on malaria exposure and malaria epidemic sensitivity in the Western Kenya highlands. Malar J. 2010, 9 (Suppl 2): P59-10.1186/1475-2875-9-S2-P59.PubMedCentral Wanjala CL, Githeko AK, Waitumbi JN: Assessing the impact of topography on malaria exposure and malaria epidemic sensitivity in the Western Kenya highlands. Malar J. 2010, 9 (Suppl 2): P59-10.1186/1475-2875-9-S2-P59.PubMedCentral
90.
go back to reference Gimnig JE, Ombok M, Otieno S, Kaufman MG, Vulule JM, Walker ED: Density-dependent development of Anopheles gambiae (Diptera: Culicidae) larvae in artificial habitats. J Med Entomol. 2002, 39: 162-172. 10.1603/0022-2585-39.1.162.PubMed Gimnig JE, Ombok M, Otieno S, Kaufman MG, Vulule JM, Walker ED: Density-dependent development of Anopheles gambiae (Diptera: Culicidae) larvae in artificial habitats. J Med Entomol. 2002, 39: 162-172. 10.1603/0022-2585-39.1.162.PubMed
91.
go back to reference Munga S, Minakawa N, Zhou G, Barrack OOJ, Githeko AK, Yan G: Effects of larval competitors and predators on oviposition site selection of Anopheles gambiae sensu stricto. J Med Entomol. 2006, 43: 221-224. 10.1603/0022-2585(2006)043[0221:EOLCAP]2.0.CO;2.PubMed Munga S, Minakawa N, Zhou G, Barrack OOJ, Githeko AK, Yan G: Effects of larval competitors and predators on oviposition site selection of Anopheles gambiae sensu stricto. J Med Entomol. 2006, 43: 221-224. 10.1603/0022-2585(2006)043[0221:EOLCAP]2.0.CO;2.PubMed
92.
go back to reference Paaijmans KP, Jacobs AFG, Takken W, Heusinkveld BG, Githeko AK, Dicke M, Holtslag AAM: Observations and model estimates of diurnal water temperature dynamics in mosquito breeding sites in western Kenya. Hydrol Process. 2008, 22: 4789-4801. 10.1002/hyp.7099. Paaijmans KP, Jacobs AFG, Takken W, Heusinkveld BG, Githeko AK, Dicke M, Holtslag AAM: Observations and model estimates of diurnal water temperature dynamics in mosquito breeding sites in western Kenya. Hydrol Process. 2008, 22: 4789-4801. 10.1002/hyp.7099.
93.
go back to reference Paaijmans KP, Takken W, Githeko AK, Jacobs AFG: The effect of water turbidity on the near-surface water temperature of larval habitats of the malaria mosquito Anopheles gambiae. Int J Biometeorol. 2008, 52: 747-753. 10.1007/s00484-008-0167-2.PubMed Paaijmans KP, Takken W, Githeko AK, Jacobs AFG: The effect of water turbidity on the near-surface water temperature of larval habitats of the malaria mosquito Anopheles gambiae. Int J Biometeorol. 2008, 52: 747-753. 10.1007/s00484-008-0167-2.PubMed
94.
go back to reference Jacobs AFG, Heusinkveld BG, Kraai A, Paaijmans KP: Diurnal temperature fluctuations in an artificial small shallow water body. Int J Biometeorol. 2008, 52: 271-280. 10.1007/s00484-007-0121-8.PubMedCentralPubMed Jacobs AFG, Heusinkveld BG, Kraai A, Paaijmans KP: Diurnal temperature fluctuations in an artificial small shallow water body. Int J Biometeorol. 2008, 52: 271-280. 10.1007/s00484-007-0121-8.PubMedCentralPubMed
95.
go back to reference Paaijmans KP, Heusinkveld BG, Jacobs AFG: A simplified model to predict diurnal water temperature dynamics in a shallow tropical water pool. Int J Biometeorol. 2008, 52: 797-803. 10.1007/s00484-008-0173-4.PubMed Paaijmans KP, Heusinkveld BG, Jacobs AFG: A simplified model to predict diurnal water temperature dynamics in a shallow tropical water pool. Int J Biometeorol. 2008, 52: 797-803. 10.1007/s00484-008-0173-4.PubMed
96.
go back to reference Ermert V: Risk assessment with regard to the occurrence of malaria in Africa under the influence of observed and projected climate change. PhD thesis. 2010, Cologne, Germany: University of Cologne, Available online at [http://kups.ub.uni-koeln.de/3109/] Ermert V: Risk assessment with regard to the occurrence of malaria in Africa under the influence of observed and projected climate change. PhD thesis. 2010, Cologne, Germany: University of Cologne, Available online at [http://​kups.​ub.​uni-koeln.​de/​3109/​]
97.
go back to reference Carnevale P, Robert V: Introduction of irrigation in Burkina Faso and its effect on malaria transmission. Effects of Agricultural Development on Vector-borne Diseases. Edited by: FAO. 1987, Rome: FAO, 57-67. Carnevale P, Robert V: Introduction of irrigation in Burkina Faso and its effect on malaria transmission. Effects of Agricultural Development on Vector-borne Diseases. Edited by: FAO. 1987, Rome: FAO, 57-67.
98.
go back to reference Lochouarn L, Gazin I: La transmission du paludisme dans la ville de Bobo-Dioulasso (Burkina Faso). Ann Soc Belg Med Trop. 1993, 73: 287-296.PubMed Lochouarn L, Gazin I: La transmission du paludisme dans la ville de Bobo-Dioulasso (Burkina Faso). Ann Soc Belg Med Trop. 1993, 73: 287-296.PubMed
99.
go back to reference Robert V, Gazin P, Boudin C, Molez JF, Oueddraogo V, Carnevale P: La transmission du paludisme en zone de savane arboreé et en zone rizicole des Bobo-Dioulasso (Burkina Faso). Ann Soc Belg Med Trop. 1985, 65: 201-214.PubMed Robert V, Gazin P, Boudin C, Molez JF, Oueddraogo V, Carnevale P: La transmission du paludisme en zone de savane arboreé et en zone rizicole des Bobo-Dioulasso (Burkina Faso). Ann Soc Belg Med Trop. 1985, 65: 201-214.PubMed
100.
go back to reference Robert V, Gazin P, Benasseni R, Carnevale P: Le paludisme urbain à Bobo-Dioulasso (Burkina Faso). Urbanisation et santé dans le Tiers Monde: transition épidémiologique, changement social et soins de santé primaires. Edited by: Salem G, Emile J. 1989, Paris: ORSTROM, 181-185. Robert V, Gazin P, Benasseni R, Carnevale P: Le paludisme urbain à Bobo-Dioulasso (Burkina Faso). Urbanisation et santé dans le Tiers Monde: transition épidémiologique, changement social et soins de santé primaires. Edited by: Salem G, Emile J. 1989, Paris: ORSTROM, 181-185.
101.
go back to reference Gazin P, Goncalves K, Koné B, Lochouam L: Incidence des accès palustres dans un quartier de la ville de Bobo-Dioulasso (Burkina Faso). Bull Soc Pathol Exot. 1996, 89: 200-203.PubMed Gazin P, Goncalves K, Koné B, Lochouam L: Incidence des accès palustres dans un quartier de la ville de Bobo-Dioulasso (Burkina Faso). Bull Soc Pathol Exot. 1996, 89: 200-203.PubMed
102.
go back to reference Robert V, Gazin P, Boudin C, Molez JF, Oueddraogo V, Carnevale P: La transmission du paludisme en zone de savane arboreé et en zone rizicole des Bobo-Dioulasso (Burkina Faso). Ann Soc Belg Med Trop. 1985, 65: 201-214.PubMed Robert V, Gazin P, Boudin C, Molez JF, Oueddraogo V, Carnevale P: La transmission du paludisme en zone de savane arboreé et en zone rizicole des Bobo-Dioulasso (Burkina Faso). Ann Soc Belg Med Trop. 1985, 65: 201-214.PubMed
103.
go back to reference Boudin C, Robert V, Carnevale P, Ambroise TP: Epidemiology of Plasmodium falciparum in a rice field and a savanna area in Burkina Faso: seasonal fluctuations of gametocytaemia and malaria infectivity. Ann Trop Med Parasitol. 1991, 85: 377-385.PubMed Boudin C, Robert V, Carnevale P, Ambroise TP: Epidemiology of Plasmodium falciparum in a rice field and a savanna area in Burkina Faso: seasonal fluctuations of gametocytaemia and malaria infectivity. Ann Trop Med Parasitol. 1991, 85: 377-385.PubMed
104.
go back to reference Boudin C, Robert V, Carnevale P, Ambroise-Thomas P: Epidemiology of Plasmodium falciparum in a rice field and a savanna area in Burkina Faso. Comparative study on the acquired immunoprotection in native populations. Acta Trop. 1992, 51: 103-111. 10.1016/0001-706X(92)90052-Y.PubMed Boudin C, Robert V, Carnevale P, Ambroise-Thomas P: Epidemiology of Plasmodium falciparum in a rice field and a savanna area in Burkina Faso. Comparative study on the acquired immunoprotection in native populations. Acta Trop. 1992, 51: 103-111. 10.1016/0001-706X(92)90052-Y.PubMed
105.
go back to reference Boudin C, Robert V, Verhave JP, Carnevale P, Ambroise-Thomas P: Plasmodium falciparum and P. malariae epidemiology in a West African village. Bull World Health Organ. 1991, 69: 199-205.PubMedCentralPubMed Boudin C, Robert V, Verhave JP, Carnevale P, Ambroise-Thomas P: Plasmodium falciparum and P. malariae epidemiology in a West African village. Bull World Health Organ. 1991, 69: 199-205.PubMedCentralPubMed
106.
go back to reference Robert V, Carnevale P: Influence of deltamethrin treatment of bed nets on malaria transmission in the Kou valley, Burkina Faso. Bull World Health Organ. 1991, 69: 735-740.PubMedCentralPubMed Robert V, Carnevale P: Influence of deltamethrin treatment of bed nets on malaria transmission in the Kou valley, Burkina Faso. Bull World Health Organ. 1991, 69: 735-740.PubMedCentralPubMed
108.
go back to reference Dee DP, Uppala SM, Simmons AJ, Berrisford P, Poli P, Kobayashi S, Andrae U, Balmaseda MA, Balsamo G, Bauer P coauthors: The ERA-Interim reanalysis: configuration and performance of the data assimilation system. Q J R Meteorol Soc. 2011, 137 (656): 553-597. 10.1002/qj.828. Dee DP, Uppala SM, Simmons AJ, Berrisford P, Poli P, Kobayashi S, Andrae U, Balmaseda MA, Balsamo G, Bauer P coauthors: The ERA-Interim reanalysis: configuration and performance of the data assimilation system. Q J R Meteorol Soc. 2011, 137 (656): 553-597. 10.1002/qj.828.
109.
go back to reference Giorgi F, Francisco R, Pal J, Effects of a subgrid-scale topography and land use scheme on the simulation of surface climate and hydrology. Part I: Effects of temperature and water vapor disaggregation: Effects of a subgrid-scale topography and land use scheme on the simulation of surface climate and hydrology. Part I: Effects of temperature and water vapor disaggregation. J Hydrometeor. 2003, 4: 317-333. 10.1175/1525-7541(2003)4<317:EOASTA>2.0.CO;2. Giorgi F, Francisco R, Pal J, Effects of a subgrid-scale topography and land use scheme on the simulation of surface climate and hydrology. Part I: Effects of temperature and water vapor disaggregation: Effects of a subgrid-scale topography and land use scheme on the simulation of surface climate and hydrology. Part I: Effects of temperature and water vapor disaggregation. J Hydrometeor. 2003, 4: 317-333. 10.1175/1525-7541(2003)4<317:EOASTA>2.0.CO;2.
110.
go back to reference Smith WHF, Sandwell DT: Global sea floor topography from satellite altimetry and ship depth soundings. Science. 1997, 277 (5334): 1956-1962. 10.1126/science.277.5334.1956. Smith WHF, Sandwell DT: Global sea floor topography from satellite altimetry and ship depth soundings. Science. 1997, 277 (5334): 1956-1962. 10.1126/science.277.5334.1956.
111.
go back to reference Hay SI, Snow RW: The malaria atlas project: developing global maps of malaria risk. PLoS Med. 2006, 3: e473-10.1371/journal.pmed.0030473.PubMedCentralPubMed Hay SI, Snow RW: The malaria atlas project: developing global maps of malaria risk. PLoS Med. 2006, 3: e473-10.1371/journal.pmed.0030473.PubMedCentralPubMed
112.
go back to reference Hay SI, Guerra CA, Gething PW, Patil AP, Tatem AJ, Noor AM, Kabaria CW, Manh BH, Elyazar IRF, Brooker SJ, Smith DL, Moyeed RA, Snow RW: A world malaria map Plasmodium falciparum endemicity in 2007. PLoS Med. 2009, 6: e1000048-10.1371/journal.pmed.1000048.PubMedCentralPubMed Hay SI, Guerra CA, Gething PW, Patil AP, Tatem AJ, Noor AM, Kabaria CW, Manh BH, Elyazar IRF, Brooker SJ, Smith DL, Moyeed RA, Snow RW: A world malaria map Plasmodium falciparum endemicity in 2007. PLoS Med. 2009, 6: e1000048-10.1371/journal.pmed.1000048.PubMedCentralPubMed
113.
go back to reference Gething PW, Patil AP, Smith DL, Guerra CA, Elyazar IRF, Johnston GL, Tatem AJ, Hay SI: A new world malaria map: Plasmodium falciparum endemicity in 2010. Malar J. 2011, 10: 378-10.1186/1475-2875-10-378.PubMedCentralPubMed Gething PW, Patil AP, Smith DL, Guerra CA, Elyazar IRF, Johnston GL, Tatem AJ, Hay SI: A new world malaria map: Plasmodium falciparum endemicity in 2010. Malar J. 2011, 10: 378-10.1186/1475-2875-10-378.PubMedCentralPubMed
114.
go back to reference Patil AP, Gething PW, Piel FB, Hay SI: Bayesian geostatistics in health cartography: the perspective of malaria. Trends Parasitol. 2011, 27: 246-253. 10.1016/j.pt.2011.01.003.PubMedCentralPubMed Patil AP, Gething PW, Piel FB, Hay SI: Bayesian geostatistics in health cartography: the perspective of malaria. Trends Parasitol. 2011, 27: 246-253. 10.1016/j.pt.2011.01.003.PubMedCentralPubMed
115.
go back to reference Ermert V, Fink AH, Morse AP, Paeth H: Environ Health Perspect. 2012, 120: 77-84. Ermert V, Fink AH, Morse AP, Paeth H: Environ Health Perspect. 2012, 120: 77-84.
116.
go back to reference Thomson RC: The reactions of mosquitoes to temperature and humidity. Bull Entomol Res. 1938, 29: 125-140. 10.1017/S0007485300026158. Thomson RC: The reactions of mosquitoes to temperature and humidity. Bull Entomol Res. 1938, 29: 125-140. 10.1017/S0007485300026158.
117.
go back to reference Okiro EA, Hay SI, Gikandi PW, Sharif SK, Noor AM, Peshu N, Marsh K, Snow RW: The decline in paediatric malaria admissions on the coast of Kenya. Malar J. 2007, 6: 151-10.1186/1475-2875-11-2.PubMedCentralPubMed Okiro EA, Hay SI, Gikandi PW, Sharif SK, Noor AM, Peshu N, Marsh K, Snow RW: The decline in paediatric malaria admissions on the coast of Kenya. Malar J. 2007, 6: 151-10.1186/1475-2875-11-2.PubMedCentralPubMed
118.
go back to reference O’Meara WP, Bejon P, Mwangi TW, Okiro EA, Peshu N, Snow RW, Newton CRJC, Marsh K: Effect of a fall in malaria transmission on morbidity and mortality in Kilifi, Kenya. J Lancet. 2008, 372: 1555-1562. 10.1016/S0140-6736(08)61655-4. O’Meara WP, Bejon P, Mwangi TW, Okiro EA, Peshu N, Snow RW, Newton CRJC, Marsh K: Effect of a fall in malaria transmission on morbidity and mortality in Kilifi, Kenya. J Lancet. 2008, 372: 1555-1562. 10.1016/S0140-6736(08)61655-4.
119.
go back to reference Mbogo CM, Mwangangi JM, Nzovu J, Gu W, Yan G, Gunter JT, 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 JT, 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
120.
go back to reference Dongus S, Nyika D, Kannady K, Mtasiwa D, Mshinda H, Gosoniu L, Drescher A, Fillinger U, Tanner M, Killeen G, Castro MC: Urban agriculture and Anopheles habitats in Dar es Salaam, Tanzania. Geospat Health. 2009, 3: 189-210.PubMed Dongus S, Nyika D, Kannady K, Mtasiwa D, Mshinda H, Gosoniu L, Drescher A, Fillinger U, Tanner M, Killeen G, Castro MC: Urban agriculture and Anopheles habitats in Dar es Salaam, Tanzania. Geospat Health. 2009, 3: 189-210.PubMed
121.
go back to reference Atieli H, Menya D, Githeko A, Scott T: House design modifications reduce indoor resting malaria vector densities in rice irrigation scheme area in western Kenya. Malar J. 2009, 8: 108-10.1186/1475-2875-8-108.PubMedCentralPubMed Atieli H, Menya D, Githeko A, Scott T: House design modifications reduce indoor resting malaria vector densities in rice irrigation scheme area in western Kenya. Malar J. 2009, 8: 108-10.1186/1475-2875-8-108.PubMedCentralPubMed
122.
go back to reference Manga L, Fondjo E, Carnevale P, Robert V: Importance of low dispersion of Anopheles gambiae (Diptera: Culicidae) on malaria transmission in hilly towns in south Cameroon. J Med Entomol. 1993, 30: 936-938.PubMed Manga L, Fondjo E, Carnevale P, Robert V: Importance of low dispersion of Anopheles gambiae (Diptera: Culicidae) on malaria transmission in hilly towns in south Cameroon. J Med Entomol. 1993, 30: 936-938.PubMed
Metadata
Title
A regional-scale, high resolution dynamical malaria model that accounts for population density, climate and surface hydrology
Authors
Adrian M Tompkins
Volker Ermert
Publication date
01-12-2013
Publisher
BioMed Central
Published in
Malaria Journal / Issue 1/2013
Electronic ISSN: 1475-2875
DOI
https://doi.org/10.1186/1475-2875-12-65

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