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Published in: Malaria Journal 1/2007

Open Access 01-12-2007 | Research

Climate prediction of El Niño malaria epidemics in north-west Tanzania

Authors: Anne E Jones, Ulrika Uddenfeldt Wort, Andrew P Morse, Ian M Hastings, Alexandre S Gagnon

Published in: Malaria Journal | Issue 1/2007

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Abstract

Background

Malaria is a significant public health problem in Tanzania. Approximately 16 million malaria cases are reported every year and 100,000 to 125,000 deaths occur. Although most of Tanzania is endemic to malaria, epidemics occur in the highlands, notably in Kagera, a region that was subject to widespread malaria epidemics in 1997 and 1998. This study examined the relationship between climate and malaria incidence in Kagera with the aim of determining whether seasonal forecasts may assist in predicting malaria epidemics.

Methods

A regression analysis was performed on retrospective malaria and climatic data during each of the two annual malaria seasons to determine the climatic factors influencing malaria incidence. The ability of the DEMETER seasonal forecasting system in predicting the climatic anomalies associated with malaria epidemics was then assessed for each malaria season.

Results

It was found that malaria incidence is positively correlated with rainfall during the first season (Oct-Mar) (R-squared = 0.73, p < 0.01). For the second season (Apr-Sep), high malaria incidence was associated with increased rainfall, but also with high maximum temperature during the first rainy season (multiple R-squared = 0.79, p < 0.01). The robustness of these statistical models was tested by excluding the two epidemic years from the regression analysis. DEMETER would have been unable to predict the heavy El Niño rains associated with the 1998 epidemic. Nevertheless, this epidemic could still have been predicted using the temperature forecasts alone. The 1997 epidemic could have been predicted from observed temperatures in the preceding season, but the consideration of the rainfall forecasts would have improved the temperature-only forecasts over the remaining years.

Conclusion

These results demonstrate the potential of a seasonal forecasting system in the development of a malaria early warning system in Kagera region.
Appendix
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Literature
1.
go back to reference De Savigny D, Mayombana C, Mwageni E, Masanja H, Minhaf A, Mkilindi Y, Mbuya C, Kasale H, Reid G: Care-seeking patterns for fatal malaria in Tanzania. Malaria Journal. 2004, 3: 27-10.1186/1475-2875-3-27.PubMedCentralCrossRefPubMed De Savigny D, Mayombana C, Mwageni E, Masanja H, Minhaf A, Mkilindi Y, Mbuya C, Kasale H, Reid G: Care-seeking patterns for fatal malaria in Tanzania. Malaria Journal. 2004, 3: 27-10.1186/1475-2875-3-27.PubMedCentralCrossRefPubMed
2.
go back to reference Makundi EA, Malebo HM, Mhame P, Kitua AY, Warsame M: Role of traditional healers in the management of severe malaria among children below five years of age: the case of Kilosa and Handeni Districts, Tanzania. Malaria Journal. 2006, 5: 58-10.1186/1475-2875-5-58.PubMedCentralCrossRefPubMed Makundi EA, Malebo HM, Mhame P, Kitua AY, Warsame M: Role of traditional healers in the management of severe malaria among children below five years of age: the case of Kilosa and Handeni Districts, Tanzania. Malaria Journal. 2006, 5: 58-10.1186/1475-2875-5-58.PubMedCentralCrossRefPubMed
3.
go back to reference Ministry of Health Government of Tanzania: National Malaria Medium-Term Strategic Plan 2003-2007. Edited by: National Malaria Control Program T. 2003, Ministry of Health Government of Tanzania, 66- Ministry of Health Government of Tanzania: National Malaria Medium-Term Strategic Plan 2003-2007. Edited by: National Malaria Control Program T. 2003, Ministry of Health Government of Tanzania, 66-
4.
go back to reference Tanzania National Bureau of Statistics: unpublished data. Tanzania National Bureau of Statistics: unpublished data.
5.
go back to reference WHO/UNICEF: The Africa Malaria Report 2003. 2003, Geneva , World Health Organization/UNICEF WHO/UNICEF: The Africa Malaria Report 2003. 2003, Geneva , World Health Organization/UNICEF
6.
go back to reference Gupta S, Snow RW, Donnelly CA, Marsh K, Newbold C: Immunity to non-cerebral severe malaria is acquired after one or two infections. Nature-Medicine. 1999, 5: 340-343. 10.1038/6560.CrossRefPubMed Gupta S, Snow RW, Donnelly CA, Marsh K, Newbold C: Immunity to non-cerebral severe malaria is acquired after one or two infections. Nature-Medicine. 1999, 5: 340-343. 10.1038/6560.CrossRefPubMed
7.
go back to reference Lindsay SW, Martens WJM: Malaria in the African highlands: past, present and future. Bulletin of the World Health Organization. 1998, 76: 33-45.PubMedCentralPubMed Lindsay SW, Martens WJM: Malaria in the African highlands: past, present and future. Bulletin of the World Health Organization. 1998, 76: 33-45.PubMedCentralPubMed
8.
go back to reference Lindblade KA, Walker ED, Onapa AW, Katungu J, Wilson ML: Land use change alters malaria transmission parameters by modifying temperature in a highland area of Uganda. Tropical Medicine and International Health. 2000, 5: 263-274. 10.1046/j.1365-3156.2000.00551.x.CrossRefPubMed Lindblade KA, Walker ED, Onapa AW, Katungu J, Wilson ML: Land use change alters malaria transmission parameters by modifying temperature in a highland area of Uganda. Tropical Medicine and International Health. 2000, 5: 263-274. 10.1046/j.1365-3156.2000.00551.x.CrossRefPubMed
9.
go back to reference Grover-Kopec EK, Blumenthal MB, Ceccato P, Dinku T, Omumbo JA, Connor SJ: Web-based climate information resources for malaria control in Africa. Malaria Journal. 2006, 11: 5:38- Grover-Kopec EK, Blumenthal MB, Ceccato P, Dinku T, Omumbo JA, Connor SJ: Web-based climate information resources for malaria control in Africa. Malaria Journal. 2006, 11: 5:38-
10.
go back to reference Friedman JF, Kwena AM, Mirel LB, Kariuki SK, Terlouw DJ, Phillipps-Howard PA, Hawley WA, Nahlen BL, Shi YP, Ter Kuile FO: Malaria and nutritional status among pre-school children: results from cross-sectional surveys in western Kenya. American Journal of Tropical Medicine and Hygiene. 2005, 73 (4): 698-704.PubMed Friedman JF, Kwena AM, Mirel LB, Kariuki SK, Terlouw DJ, Phillipps-Howard PA, Hawley WA, Nahlen BL, Shi YP, Ter Kuile FO: Malaria and nutritional status among pre-school children: results from cross-sectional surveys in western Kenya. American Journal of Tropical Medicine and Hygiene. 2005, 73 (4): 698-704.PubMed
11.
go back to reference Ehrhardt S, Burchard GD, Mantel C, Cramer JP, Kaiser S, Kubo M, Otchwemah RN, Bienzle U, Mockenhaupt FP: Malaria, anemia, and malnutrition in African children - Defining intervention priorities. Journal of Infectious Diseases. 2006, 194 (1): 108-114. 10.1086/504688.CrossRefPubMed Ehrhardt S, Burchard GD, Mantel C, Cramer JP, Kaiser S, Kubo M, Otchwemah RN, Bienzle U, Mockenhaupt FP: Malaria, anemia, and malnutrition in African children - Defining intervention priorities. Journal of Infectious Diseases. 2006, 194 (1): 108-114. 10.1086/504688.CrossRefPubMed
12.
go back to reference Kublin JG, Steketee RW: HIV infection and malaria - Understanding the interactions. The Journal of Infectious Diseases. 2006, 193: 1-3. 10.1086/498581.CrossRefPubMed Kublin JG, Steketee RW: HIV infection and malaria - Understanding the interactions. The Journal of Infectious Diseases. 2006, 193: 1-3. 10.1086/498581.CrossRefPubMed
13.
go back to reference Gagnon AS, Smoyer-Tomic KE, Bush ABG: The El Niño Southern Oscillation and malaria epidemics in South America. International Journal Of Biometeorology. 2002, 46: 81-89. 10.1007/s00484-001-0119-6.CrossRefPubMed Gagnon AS, Smoyer-Tomic KE, Bush ABG: The El Niño Southern Oscillation and malaria epidemics in South America. International Journal Of Biometeorology. 2002, 46: 81-89. 10.1007/s00484-001-0119-6.CrossRefPubMed
14.
go back to reference Poveda G, Rojas W, Quiñones ML, Velez ID, Mantilla RI, Ruiz D, Zuluaga JS, Rua GL: Coupling between annual and ENSO timescales in the malaria-climate association in Colombia. Environ Health Perspect. 2001, 109 (5): 489-493. 10.2307/3454707.PubMedCentralPubMed Poveda G, Rojas W, Quiñones ML, Velez ID, Mantilla RI, Ruiz D, Zuluaga JS, Rua GL: Coupling between annual and ENSO timescales in the malaria-climate association in Colombia. Environ Health Perspect. 2001, 109 (5): 489-493. 10.2307/3454707.PubMedCentralPubMed
15.
go back to reference WHO: El Niño and its health impacts. Weekly Epidemiological Record. 1998, 73: 148-152. WHO: El Niño and its health impacts. Weekly Epidemiological Record. 1998, 73: 148-152.
16.
go back to reference Gilles HM, Warrel DA: Bruce-Chwatt's Essential Malariology. 1993, London , Arnold Publishing Gilles HM, Warrel DA: Bruce-Chwatt's Essential Malariology. 1993, London , Arnold Publishing
17.
go back to reference Githeko AK, Lindsay SW, Confalonieri UE, Patz JA: Climate change and vector-borne diseases: a regional analysis. Bulletin of the World Health Organization. 2000, 78: 1136-1147.PubMedCentralPubMed Githeko AK, Lindsay SW, Confalonieri UE, Patz JA: Climate change and vector-borne diseases: a regional analysis. Bulletin of the World Health Organization. 2000, 78: 1136-1147.PubMedCentralPubMed
18.
go back to reference Molineaux L: The epidemiology of human malaria as an explanation of its distribution, including some implications for its control. Malaria: principles and practice of malariology. Edited by: Wernsdorfer WH, McGregor I. 1988, Edinburgh , Churchill Livingstone, 913-998. Molineaux L: The epidemiology of human malaria as an explanation of its distribution, including some implications for its control. Malaria: principles and practice of malariology. Edited by: Wernsdorfer WH, McGregor I. 1988, Edinburgh , Churchill Livingstone, 913-998.
19.
go back to reference Lindblade KA, Walker ED, Onapa AW, Katungu J, Wilson ML: Highland malaria in Uganda: prospective analysis of an epidemic associated with El Niño. Transactions Of The Royal Society Of Tropical Medicine And Hygiene. 1999, 93: 480-487. 10.1016/S0035-9203(99)90344-9.CrossRefPubMed Lindblade KA, Walker ED, Onapa AW, Katungu J, Wilson ML: Highland malaria in Uganda: prospective analysis of an epidemic associated with El Niño. Transactions Of The Royal Society Of Tropical Medicine And Hygiene. 1999, 93: 480-487. 10.1016/S0035-9203(99)90344-9.CrossRefPubMed
20.
go back to reference Mouchet J, Manguin S, Sircoulon J, Laventure S, Faye O, Onapa AW, Carnevale P, Julvez J, Fontenille D: Evolution of malaria in Africa for the past 40 years: impact of climatic and human factors. Journal of the American Mosquito Control Association. 1998, 14: 121-130.PubMed Mouchet J, Manguin S, Sircoulon J, Laventure S, Faye O, Onapa AW, Carnevale P, Julvez J, Fontenille D: Evolution of malaria in Africa for the past 40 years: impact of climatic and human factors. Journal of the American Mosquito Control Association. 1998, 14: 121-130.PubMed
21.
go back to reference Lindsay SW, Bødker R, Malima R, Msangeni HA, Kinsinza W: The effect of the 1997-98 El Niño on highland malaria in Tanzania. Lancet. 2000, 355: 989-990. 10.1016/S0140-6736(00)90022-9.CrossRefPubMed Lindsay SW, Bødker R, Malima R, Msangeni HA, Kinsinza W: The effect of the 1997-98 El Niño on highland malaria in Tanzania. Lancet. 2000, 355: 989-990. 10.1016/S0140-6736(00)90022-9.CrossRefPubMed
22.
go back to reference Matola YG, White GB, Magayuka SA: The changed pattern of malaria endemicity and transmission at Amani in the eastern Usambara Mountains, northeastern Tanzania. Journal of Tropical Medicine and Hygiene. 1987, 90: 127-134.PubMed Matola YG, White GB, Magayuka SA: The changed pattern of malaria endemicity and transmission at Amani in the eastern Usambara Mountains, northeastern Tanzania. Journal of Tropical Medicine and Hygiene. 1987, 90: 127-134.PubMed
23.
go back to reference Loevinsohn ME: Climatic warning and increased malaria incidence in Rwanda. Lancet. 1994, 343: 714-718. 10.1016/S0140-6736(94)91586-5.CrossRefPubMed Loevinsohn ME: Climatic warning and increased malaria incidence in Rwanda. Lancet. 1994, 343: 714-718. 10.1016/S0140-6736(94)91586-5.CrossRefPubMed
24.
go back to reference Bonora S, De Rosa FG, Boffito M, Di Perri G, Rossati A: Rising temperature and the malaria epidemic in Burundi. Trends In Parasitology. 2001, 17 (12): 572-573. 10.1016/S1471-4922(01)02095-5.CrossRefPubMed Bonora S, De Rosa FG, Boffito M, Di Perri G, Rossati A: Rising temperature and the malaria epidemic in Burundi. Trends In Parasitology. 2001, 17 (12): 572-573. 10.1016/S1471-4922(01)02095-5.CrossRefPubMed
25.
go back to reference Hay SI, Cox J, Rogers DJ, Randolph SE, Stern DI, Shanks GD, Myers MF, Snow RW: Climate change and the resurgence of malaria epidemics in the East African highlands. Nature. 2002, 415 (6874): 905-10.1038/415905a.PubMedCentralCrossRefPubMed Hay SI, Cox J, Rogers DJ, Randolph SE, Stern DI, Shanks GD, Myers MF, Snow RW: Climate change and the resurgence of malaria epidemics in the East African highlands. Nature. 2002, 415 (6874): 905-10.1038/415905a.PubMedCentralCrossRefPubMed
26.
go back to reference Patz JA, Hulme M, Rosenzweig C, Mitchell TD, Goldberg RA, Githeko AK, Lele S, McMichael AJ, Le Sueur D: Regional warming and malaria resurgence. Nature. 2002, 420: 627-628. 10.1038/420627a.CrossRefPubMed Patz JA, Hulme M, Rosenzweig C, Mitchell TD, Goldberg RA, Githeko AK, Lele S, McMichael AJ, Le Sueur D: Regional warming and malaria resurgence. Nature. 2002, 420: 627-628. 10.1038/420627a.CrossRefPubMed
27.
go back to reference Zhou G, Minakawa N, Githeko AK, Yan G: Association between climate variability and malaria epidemics in the East African highlands. Proceedings Of The National Academy Of Sciences Of The United States Of America. 2004, 101 (8): 2375-2380. 10.1073/pnas.0308714100.PubMedCentralCrossRefPubMed Zhou G, Minakawa N, Githeko AK, Yan G: Association between climate variability and malaria epidemics in the East African highlands. Proceedings Of The National Academy Of Sciences Of The United States Of America. 2004, 101 (8): 2375-2380. 10.1073/pnas.0308714100.PubMedCentralCrossRefPubMed
28.
go back to reference WHO: Using climate to predict infectious disease outbreaks: a review. 2004, Geneva , World Health Organization WHO: Using climate to predict infectious disease outbreaks: a review. 2004, Geneva , World Health Organization
29.
go back to reference WHO: A framework for field research in Africa. Malaria early warning systems. Concepts, indicators and partners. 2001, Geneva , World Health Organization WHO: A framework for field research in Africa. Malaria early warning systems. Concepts, indicators and partners. 2001, Geneva , World Health Organization
30.
go back to reference Thomson MC, Connor SJ: The development of Malaria Early Warning Systems for Africa. Trends In Parasitology. 2001, 17 (9): 438-444. 10.1016/S1471-4922(01)02077-3.CrossRefPubMed Thomson MC, Connor SJ: The development of Malaria Early Warning Systems for Africa. Trends In Parasitology. 2001, 17 (9): 438-444. 10.1016/S1471-4922(01)02077-3.CrossRefPubMed
31.
go back to reference Grover-Kopec E, Kawano M, Klaver RW, Blumenthal B, Ceccato P, Connor SJ: An online operational rainfall-monitoring resource for epidemic malaria early warning systems in Africa. Malaria Journal. 2005, 4: 6-10.1186/1475-2875-4-6.PubMedCentralCrossRefPubMed Grover-Kopec E, Kawano M, Klaver RW, Blumenthal B, Ceccato P, Connor SJ: An online operational rainfall-monitoring resource for epidemic malaria early warning systems in Africa. Malaria Journal. 2005, 4: 6-10.1186/1475-2875-4-6.PubMedCentralCrossRefPubMed
32.
go back to reference Githeko AK, Ndegwa W: Predicting malaria epidemics in the Kenyan highlands using climate data: a tool for decision makers. Global Change and Human Health. 2001, 2 (1): 54-63. 10.1023/A:1011943131643.CrossRef Githeko AK, Ndegwa W: Predicting malaria epidemics in the Kenyan highlands using climate data: a tool for decision makers. Global Change and Human Health. 2001, 2 (1): 54-63. 10.1023/A:1011943131643.CrossRef
33.
go back to reference Philander SGH: El Niño, La Niña and the Southern Oscillation. 1990, San Diego , Academic Press, 293- Philander SGH: El Niño, La Niña and the Southern Oscillation. 1990, San Diego , Academic Press, 293-
34.
go back to reference Ropelewski CF, Halpert MS: Global and regional scale precipitation patterns associated with ENSO. Monthly Weather Review. 1987, 104: 307-315. Ropelewski CF, Halpert MS: Global and regional scale precipitation patterns associated with ENSO. Monthly Weather Review. 1987, 104: 307-315.
35.
go back to reference Camberlin P, Janicot S, Poccard I: Seasonality and atmospheric dynamics of the teleconnection between African rainfall and tropical sea-surface temperature: Atlantic vs. ENSO. International Journal of Climatology. 2001, 21: 973-1005. 10.1002/joc.673.CrossRef Camberlin P, Janicot S, Poccard I: Seasonality and atmospheric dynamics of the teleconnection between African rainfall and tropical sea-surface temperature: Atlantic vs. ENSO. International Journal of Climatology. 2001, 21: 973-1005. 10.1002/joc.673.CrossRef
36.
go back to reference Nicholson SE, Kim E: The relationship of the El Niño Southern Oscillation to Africa rainfall. International Journal of Climatology. 1997, 17: 117-135. 10.1002/(SICI)1097-0088(199702)17:2<117::AID-JOC84>3.0.CO;2-O.CrossRef Nicholson SE, Kim E: The relationship of the El Niño Southern Oscillation to Africa rainfall. International Journal of Climatology. 1997, 17: 117-135. 10.1002/(SICI)1097-0088(199702)17:2<117::AID-JOC84>3.0.CO;2-O.CrossRef
37.
go back to reference Goddard L, Mason SJ, Zebiak SE, Ropelewski CF, Basher R, Cane MA: Current approaches to seasonal-to-internanual climate predictions. International Journal of Climatology. 2001, 21: 1111-1152. 10.1002/joc.636.CrossRef Goddard L, Mason SJ, Zebiak SE, Ropelewski CF, Basher R, Cane MA: Current approaches to seasonal-to-internanual climate predictions. International Journal of Climatology. 2001, 21: 1111-1152. 10.1002/joc.636.CrossRef
38.
go back to reference Harrison M: The development of seasonal and inter-annual climate forecasting. Climatic Change. 2005, 70: 201-220. 10.1007/s10584-005-5947-7.CrossRef Harrison M: The development of seasonal and inter-annual climate forecasting. Climatic Change. 2005, 70: 201-220. 10.1007/s10584-005-5947-7.CrossRef
39.
go back to reference Bouma MJ, Poveda G, Rojas W, Chavasse D, Quiñones M, Cox J, Patz J: Predicting high-risk years for malaria in Colombia using parameters of El Niño Southern Oscillation. Tropical Medicine and International Health. 1997, 2 (12): 1122-1127. 10.1046/j.1365-3156.1997.d01-210.x.CrossRefPubMed Bouma MJ, Poveda G, Rojas W, Chavasse D, Quiñones M, Cox J, Patz J: Predicting high-risk years for malaria in Colombia using parameters of El Niño Southern Oscillation. Tropical Medicine and International Health. 1997, 2 (12): 1122-1127. 10.1046/j.1365-3156.1997.d01-210.x.CrossRefPubMed
40.
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.CrossRefPubMed 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.CrossRefPubMed
42.
go back to reference Uddenfeldt Wort U, Hastings I, Carlstedt A, Mutabingwa TK, Brabin BJ: Impact of El Niño and malaria on birth weight in two areas of Tanzania with different malaria transmission patterns. International Journal Of Epidemiology. 2004, 33: 1311-1319. 10.1093/ije/dyh256.CrossRef Uddenfeldt Wort U, Hastings I, Carlstedt A, Mutabingwa TK, Brabin BJ: Impact of El Niño and malaria on birth weight in two areas of Tanzania with different malaria transmission patterns. International Journal Of Epidemiology. 2004, 33: 1311-1319. 10.1093/ije/dyh256.CrossRef
43.
go back to reference Carlstedt A: Malaria catastrophe in East Africa. Lancet. 1997, 350: 1180-10.1016/S0140-6736(05)63830-5.CrossRefPubMed Carlstedt A: Malaria catastrophe in East Africa. Lancet. 1997, 350: 1180-10.1016/S0140-6736(05)63830-5.CrossRefPubMed
44.
45.
go back to reference Eriksen J, Nsimba SED, Minzi OMS, Sanga AJ, Petzold M, Gustafsson LL, Warsame MY, Tomson G: Adoption of the new antimalarial drug policy in Tanzania - a cross-sectional study in the community. Tropical Medicine & International Health. 2005, 10 (10): 1038-1046. 10.1111/j.1365-3156.2005.01486.x.CrossRef Eriksen J, Nsimba SED, Minzi OMS, Sanga AJ, Petzold M, Gustafsson LL, Warsame MY, Tomson G: Adoption of the new antimalarial drug policy in Tanzania - a cross-sectional study in the community. Tropical Medicine & International Health. 2005, 10 (10): 1038-1046. 10.1111/j.1365-3156.2005.01486.x.CrossRef
46.
go back to reference Palmer TN, Alessandri A, Andersen U, Cantelaube P, Davey M, Délécluse P, Déqué M, Díez E, Doblas-Reyes FJ, Feddersen H, Graham R, Gualdi S, Guérémy JF, Hagedorn R, Hoshen M, Keenlyside N, Latif M, Lazar A, Maisonnave E, Marletto V, Morse AP, Orfila B, Rogel P, Terres JM, Thomson MC: Development of a European system for seasonal-to-internannual prediction. Bulletin of the American Meteorological Society. 2004, 85: 853-872. 10.1175/BAMS-85-6-853.CrossRef Palmer TN, Alessandri A, Andersen U, Cantelaube P, Davey M, Délécluse P, Déqué M, Díez E, Doblas-Reyes FJ, Feddersen H, Graham R, Gualdi S, Guérémy JF, Hagedorn R, Hoshen M, Keenlyside N, Latif M, Lazar A, Maisonnave E, Marletto V, Morse AP, Orfila B, Rogel P, Terres JM, Thomson MC: Development of a European system for seasonal-to-internannual prediction. Bulletin of the American Meteorological Society. 2004, 85: 853-872. 10.1175/BAMS-85-6-853.CrossRef
48.
go back to reference Oesterholt MJAM, Bousema JT, Mwerinde OK, Harris C, Lushino P, Masakoto A, Mwerinde H, Mosha FW, Drakeley CJ: Spatial and temporal variation in malaria transmission in a low endemicity area in northern Tanzania. Malaria Journal. 2006, 5: 98-10.1186/1475-2875-5-98.PubMedCentralCrossRefPubMed Oesterholt MJAM, Bousema JT, Mwerinde OK, Harris C, Lushino P, Masakoto A, Mwerinde H, Mosha FW, Drakeley CJ: Spatial and temporal variation in malaria transmission in a low endemicity area in northern Tanzania. Malaria Journal. 2006, 5: 98-10.1186/1475-2875-5-98.PubMedCentralCrossRefPubMed
49.
go back to reference Pohl B, Camberlin P: Influence of the Madden-Julian Oscillation on East African rainfall. I: Intraseasonal variability and regional dependency. Quarterly Journal of the Royal Meteorological Society. 2006, 132: 2521-2539. 10.1256/qj.05.104.CrossRef Pohl B, Camberlin P: Influence of the Madden-Julian Oscillation on East African rainfall. I: Intraseasonal variability and regional dependency. Quarterly Journal of the Royal Meteorological Society. 2006, 132: 2521-2539. 10.1256/qj.05.104.CrossRef
50.
go back to reference Kilian AHD, Langi P, Talisuna A, Kabagambe G: Rainfall pattern, El Niño and malaria in Uganda. Transactions Of The Royal Society Of Tropical Medicine And Hygiene. 1999, 93: 22-23. 10.1016/S0035-9203(99)90165-7.CrossRefPubMed Kilian AHD, Langi P, Talisuna A, Kabagambe G: Rainfall pattern, El Niño and malaria in Uganda. Transactions Of The Royal Society Of Tropical Medicine And Hygiene. 1999, 93: 22-23. 10.1016/S0035-9203(99)90165-7.CrossRefPubMed
51.
go back to reference van der Hoek W, Konradsen F, Perera D, Amarasinghe PH, Amerasinghe FP: Correlation between rainfall and malaria in the dry zone of Sri Lanka. Annals of Tropical Medicine and Parasitology. 1997, 8: 945-949. van der Hoek W, Konradsen F, Perera D, Amarasinghe PH, Amerasinghe FP: Correlation between rainfall and malaria in the dry zone of Sri Lanka. Annals of Tropical Medicine and Parasitology. 1997, 8: 945-949.
52.
go back to reference Craig MH, Snow RW, Le Sueur D: A climate-based distribution model of malaria transmission in sub-saharan Africa. Parasitology Today. 1999, 15 (3): 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. Parasitology Today. 1999, 15 (3): 105-111. 10.1016/S0169-4758(99)01396-4.CrossRefPubMed
53.
go back to reference Maindonald J, Braun J: Data Analysis and Graphics Using R - an Example-based Approach. 2003, Cambridge , Cambridge University Press, 362- Maindonald J, Braun J: Data Analysis and Graphics Using R - an Example-based Approach. 2003, Cambridge , Cambridge University Press, 362-
54.
go back to reference Thomson MC, Simon SJ, Phindela T, Conner SJ: Use of rainfall and sea surface temperature monitoring for malaria early warning in Botswana. American Journal of Tropical Medicine and Hygiene. 2005, 73 (1): 214-221.PubMed Thomson MC, Simon SJ, Phindela T, Conner SJ: Use of rainfall and sea surface temperature monitoring for malaria early warning in Botswana. American Journal of Tropical Medicine and Hygiene. 2005, 73 (1): 214-221.PubMed
55.
go back to reference MacDonald G: The Epidemiology and Control of Malaria. 1957, Oxford , Oxford University Press MacDonald G: The Epidemiology and Control of Malaria. 1957, Oxford , Oxford University Press
56.
go back to reference Bayoh MN, Lindsay SW: Temperature-related duration of aquatic stages of the Afrotropical malaria vector mosquito Anopheles gambiae in the laboratory. Medical and Veterinary Entomology. 2004, 18 (2): 174-179. 10.1111/j.0269-283X.2004.00495.x.CrossRefPubMed Bayoh MN, Lindsay SW: Temperature-related duration of aquatic stages of the Afrotropical malaria vector mosquito Anopheles gambiae in the laboratory. Medical and Veterinary Entomology. 2004, 18 (2): 174-179. 10.1111/j.0269-283X.2004.00495.x.CrossRefPubMed
57.
go back to reference Freeman T, Bradley M: Temperature is predictive of severe malaria years in Zimbabwe. Transactions Of The Royal Society Of Tropical Medicine And Hygiene. 1996, 90: 232-10.1016/S0035-9203(96)90224-2.CrossRefPubMed Freeman T, Bradley M: Temperature is predictive of severe malaria years in Zimbabwe. Transactions Of The Royal Society Of Tropical Medicine And Hygiene. 1996, 90: 232-10.1016/S0035-9203(96)90224-2.CrossRefPubMed
58.
go back to reference Craig MH, Kleinschmidt I, Nawn JB, Le Sueur D, Sharp BL: Exploring 30 years of malaria case data in KwaZulu-Natal, South Africa: Part I. The impact of climatic factors. Tropical Medicine & International Health. 2004, 9 (12): 1247-1257. 10.1111/j.1365-3156.2004.01340.x.CrossRef Craig MH, Kleinschmidt I, Nawn JB, Le Sueur D, Sharp BL: Exploring 30 years of malaria case data in KwaZulu-Natal, South Africa: Part I. The impact of climatic factors. Tropical Medicine & International Health. 2004, 9 (12): 1247-1257. 10.1111/j.1365-3156.2004.01340.x.CrossRef
59.
go back to reference Murphy SJ, Washington R, Downing TE, Martin RV, Ziervogel G, Preston A, Todd M, Butterfield R, Briden J: Seasonal forecasting for climate hazards: prospects and responses. Natural Hazards. 2001, 23: 171-196. 10.1023/A:1011160904414.CrossRef Murphy SJ, Washington R, Downing TE, Martin RV, Ziervogel G, Preston A, Todd M, Butterfield R, Briden J: Seasonal forecasting for climate hazards: prospects and responses. Natural Hazards. 2001, 23: 171-196. 10.1023/A:1011160904414.CrossRef
60.
go back to reference Philippon N, Camberlin P, Fauchereau N: Empirical predictability study of October-December East African rainfall. Quarterly Journal of the Royal Meteorological Society. 2002, 128 (585): 2239-2256. 10.1256/qj.01.190.CrossRef Philippon N, Camberlin P, Fauchereau N: Empirical predictability study of October-December East African rainfall. Quarterly Journal of the Royal Meteorological Society. 2002, 128 (585): 2239-2256. 10.1256/qj.01.190.CrossRef
Metadata
Title
Climate prediction of El Niño malaria epidemics in north-west Tanzania
Authors
Anne E Jones
Ulrika Uddenfeldt Wort
Andrew P Morse
Ian M Hastings
Alexandre S Gagnon
Publication date
01-12-2007
Publisher
BioMed Central
Published in
Malaria Journal / Issue 1/2007
Electronic ISSN: 1475-2875
DOI
https://doi.org/10.1186/1475-2875-6-162

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