Skip to main content
Top
Published in: Malaria Journal 1/2007

Open Access 01-12-2007 | Research

Forecasting malaria incidence based on monthly case reports and environmental factors in Karuzi, Burundi, 1997–2003

Authors: Alberto Gomez-Elipe, Angel Otero, Michel van Herp, Armando Aguirre-Jaime

Published in: Malaria Journal | Issue 1/2007

Login to get access

Abstract

Background

The objective of this work was to develop a model to predict malaria incidence in an area of unstable transmission by studying the association between environmental variables and disease dynamics.

Methods

The study was carried out in Karuzi, a province in the Burundi highlands, using time series of monthly notifications of malaria cases from local health facilities, data from rain and temperature records, and the normalized difference vegetation index (NDVI). Using autoregressive integrated moving average (ARIMA) methodology, a model showing the relation between monthly notifications of malaria cases and the environmental variables was developed.

Results

The best forecasting model (R2adj = 82%, p < 0.0001 and 93% forecasting accuracy in the range ± 4 cases per 100 inhabitants) included the NDVI, mean maximum temperature, rainfall and number of malaria cases in the preceding month.

Conclusion

This model is a simple and useful tool for producing reasonably reliable forecasts of the malaria incidence rate in the study area.
Appendix
Available only for authorised users
Literature
1.
go back to reference WHO/UNICEF: The world malaria report 2005. 2005, Geneva: World Health Organization WHO/UNICEF: The world malaria report 2005. 2005, Geneva: World Health Organization
2.
go back to reference WHO: The World Health Report 2004: Changing History. 2004, Geneva: World Health Organization WHO: The World Health Report 2004: Changing History. 2004, Geneva: World Health Organization
3.
go back to reference Nájera JA, Kouznetzsov RL, Delacollette C: Malaria epidemics. Detection and control, forecasting and prevention. WHO/MAL/98.1084. 1998, Geneva: World Health Organization Nájera JA, Kouznetzsov RL, Delacollette C: Malaria epidemics. Detection and control, forecasting and prevention. WHO/MAL/98.1084. 1998, Geneva: World Health Organization
4.
go back to reference Worrall E, Rietveld A, Delacollette C: The burden of malaria epidemics and cost – effectiveness of interventions in epidemic situations in Africa. Am J Trop Med Hyg. 2004, 136-140. Suppl 2 Worrall E, Rietveld A, Delacollette C: The burden of malaria epidemics and cost – effectiveness of interventions in epidemic situations in Africa. Am J Trop Med Hyg. 2004, 136-140. Suppl 2
5.
go back to reference WHO: Malaria Epidemics: Forecasting, Prevention, Early Detection and Control. From policy to practice. Report of an Informal consultation, Leysin, Switzerland 8–10 December 2003. 2004, Geneva: World Health Organization WHO: Malaria Epidemics: Forecasting, Prevention, Early Detection and Control. From policy to practice. Report of an Informal consultation, Leysin, Switzerland 8–10 December 2003. 2004, Geneva: World Health Organization
6.
go back to reference WHO: Malaria Early Warning Systems: concepts, indicators and partners: A framework for field research in Africa. 2001, Geneva: World Health Organization WHO: Malaria Early Warning Systems: concepts, indicators and partners: A framework for field research in Africa. 2001, Geneva: World Health Organization
7.
go back to reference WHO: Final report on the 3rd meeting of the RBM Technical Resource Network on Epidemic Prevention and Control. 2002, Geneva: World Health Organization WHO: Final report on the 3rd meeting of the RBM Technical Resource Network on Epidemic Prevention and Control. 2002, Geneva: World Health Organization
8.
go back to reference Kilian AHD, Langi P, Talisuna A, Kabagambe G: Rainfall pattern, El Niño and malaria in Uganda. Trans R Soc Trop Med Hygiene. 1999, 93: 22-23. 10.1016/S0035-9203(99)90165-7.CrossRef Kilian AHD, Langi P, Talisuna A, Kabagambe G: Rainfall pattern, El Niño and malaria in Uganda. Trans R Soc Trop Med Hygiene. 1999, 93: 22-23. 10.1016/S0035-9203(99)90165-7.CrossRef
9.
go back to reference Hay S, Were E, Renshaw M, Noor AM, Ochola S, Olusanmi I: Forecasting, warning, and detection of malaria epidemics: a case study. Lancet. 2003, 361: 1705-1706. 10.1016/S0140-6736(03)13366-1.PubMedCentralCrossRefPubMed Hay S, Were E, Renshaw M, Noor AM, Ochola S, Olusanmi I: Forecasting, warning, and detection of malaria epidemics: a case study. Lancet. 2003, 361: 1705-1706. 10.1016/S0140-6736(03)13366-1.PubMedCentralCrossRefPubMed
10.
go back to reference Abeku TA, van Oortmarssen GJ, Borsboom G, de Vlas SJ, Habbema JD: Spatial and temporal variations of malaria epidemic risk in Ethiopia: factors involved and implications. Acta Trop. 2003, 87: 331-340. 10.1016/S0001-706X(03)00123-2.CrossRefPubMed Abeku TA, van Oortmarssen GJ, Borsboom G, de Vlas SJ, Habbema JD: Spatial and temporal variations of malaria epidemic risk in Ethiopia: factors involved and implications. Acta Trop. 2003, 87: 331-340. 10.1016/S0001-706X(03)00123-2.CrossRefPubMed
11.
go back to reference Thomson MC, Connor SJ, Milligan PJW, Flasse S: Mapping malaria risk in Africa – what can satellite contribute?. Parasitol Today. 1997, 8: 313-318. 10.1016/S0169-4758(97)01097-1.CrossRef Thomson MC, Connor SJ, Milligan PJW, Flasse S: Mapping malaria risk in Africa – what can satellite contribute?. Parasitol Today. 1997, 8: 313-318. 10.1016/S0169-4758(97)01097-1.CrossRef
12.
go back to reference Hay SI, Snow RW, Rogers DJ: From predicting mosquito habitat to malaria seasons using remotely sensed data: practice, problems and perspectives. Parasitol Today. 1998, 14: 306-313. 10.1016/S0169-4758(98)01285-X.CrossRefPubMed Hay SI, Snow RW, Rogers DJ: From predicting mosquito habitat to malaria seasons using remotely sensed data: practice, problems and perspectives. Parasitol Today. 1998, 14: 306-313. 10.1016/S0169-4758(98)01285-X.CrossRefPubMed
13.
go back to reference Guthmann JP, Bonnet M, Ahoua L, Dantoine F, Balkan S, van Herp M, Tamrat A, Legros D, Brown V, Checchi F: Deaths rates from malaria epidemics, Burundi and Ethiopia. Emerg Infect Dis. 2007, 13: 140-143.PubMedCentralCrossRefPubMed Guthmann JP, Bonnet M, Ahoua L, Dantoine F, Balkan S, van Herp M, Tamrat A, Legros D, Brown V, Checchi F: Deaths rates from malaria epidemics, Burundi and Ethiopia. Emerg Infect Dis. 2007, 13: 140-143.PubMedCentralCrossRefPubMed
14.
go back to reference Legros D, Dantoine F: Epidémie de paludisme du Burundi. Septembre 2000 – Mai 2001. 2001, Paris: Epicentre Legros D, Dantoine F: Epidémie de paludisme du Burundi. Septembre 2000 – Mai 2001. 2001, Paris: Epicentre
17.
go back to reference MacDonald G: The epidemiology and control of malaria. 1957, London: Oxford University Press MacDonald G: The epidemiology and control of malaria. 1957, London: Oxford University Press
18.
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. Malar J. 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. Malar J. 2005, 4: 6-10.1186/1475-2875-4-6.PubMedCentralCrossRefPubMed
19.
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
20.
go back to reference Loevinsohn ME: Climatic warming and increased malaria incidence in Rwanda. Lancet. 1994, 343: 714-718. 10.1016/S0140-6736(94)91586-5.CrossRefPubMed Loevinsohn ME: Climatic warming and increased malaria incidence in Rwanda. Lancet. 1994, 343: 714-718. 10.1016/S0140-6736(94)91586-5.CrossRefPubMed
21.
go back to reference Zhou G, Minakawa N, Githeko AK, Yan G: Association between climate variability and malaria epidemics in the East African highlands. Proc Natl Acad Sci USA. 2004, 101: 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. Proc Natl Acad Sci USA. 2004, 101: 2375-2380. 10.1073/pnas.0308714100.PubMedCentralCrossRefPubMed
23.
go back to reference Abeku TA, De Vlas SJ, Borsboom GJ, Tadege A, Gebreyesus Y, Gebreyohannes H, Alamirew D, Seifu A, Nagelkerke NJ, Habbema JD: Effects of meteorological factors on epidemic malaria in Ethiopia: a statistical modelling approach based on theoretical reasoning. Parasitology. 2004, 128: 585-593. 10.1017/S0031182004005013.CrossRefPubMed Abeku TA, De Vlas SJ, Borsboom GJ, Tadege A, Gebreyesus Y, Gebreyohannes H, Alamirew D, Seifu A, Nagelkerke NJ, Habbema JD: Effects of meteorological factors on epidemic malaria in Ethiopia: a statistical modelling approach based on theoretical reasoning. Parasitology. 2004, 128: 585-593. 10.1017/S0031182004005013.CrossRefPubMed
24.
go back to reference Craig MH, Kleinschmidt I, Nawn JB, Le Sueur D, Sharp BL: Exploring 30 years of malaria data in KwaZulu-Natal, South Africa: Part I. The impact of climatic factors. Trop Med Int Health. 2004, 9: 1247-1257. 10.1111/j.1365-3156.2004.01340.x.CrossRefPubMed Craig MH, Kleinschmidt I, Nawn JB, Le Sueur D, Sharp BL: Exploring 30 years of malaria data in KwaZulu-Natal, South Africa: Part I. The impact of climatic factors. Trop Med Int Health. 2004, 9: 1247-1257. 10.1111/j.1365-3156.2004.01340.x.CrossRefPubMed
25.
go back to reference Teklehaimanot HD, Schwartz J, Teklehaimanot A, Lipsitch M: Alert threshold algorithms and malaria epidemic detection. Emerg Infect Dis. 2004, 10: 1220-1226.PubMedCentralCrossRefPubMed Teklehaimanot HD, Schwartz J, Teklehaimanot A, Lipsitch M: Alert threshold algorithms and malaria epidemic detection. Emerg Infect Dis. 2004, 10: 1220-1226.PubMedCentralCrossRefPubMed
Metadata
Title
Forecasting malaria incidence based on monthly case reports and environmental factors in Karuzi, Burundi, 1997–2003
Authors
Alberto Gomez-Elipe
Angel Otero
Michel van Herp
Armando Aguirre-Jaime
Publication date
01-12-2007
Publisher
BioMed Central
Published in
Malaria Journal / Issue 1/2007
Electronic ISSN: 1475-2875
DOI
https://doi.org/10.1186/1475-2875-6-129

Other articles of this Issue 1/2007

Malaria Journal 1/2007 Go to the issue
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discuss last year's major advances in heart failure and cardiomyopathies.