title: Forecasting malaria incidence based on monthly case reports and environmental factors in Karuzi, Burundi, 1997-2003.
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.
  
  
  CONCLUSIONS
  This model is a simple and useful tool for producing reasonably reliable forecasts of the malaria incidence rate in the study area.
authors: Public Health Department, Universidad Autónoma de Madrid, C/Arzobispo Morcillo 2, 28029 Madrid, Spain. agomez.elipe@gmail.com
authors: Alberto
authors: A
authors: Gomez-Elipe
authors: Angel
authors: A
authors: Otero
authors: Michel
authors: M
authors: van Herp
authors: Armando
authors: A
authors: Aguirre-Jaime
mesh_terms: D000818:Animals; D000852:Anopheles / Q000254:growth & development / Q000469:parasitology; D001179:Arthropod Vectors / Q000254:growth & development / Q000469:parasitology; D002063:Burundi / Q000453:epidemiology; D004196:Disease Outbreaks; D004812:Epidemiologic Methods; D005544:Forecasting; D005843:Geography; D006801:Humans; D015994:Incidence; D016778:Malaria, Falciparum / Q000453:epidemiology* / Q000469:parasitology / Q000635:transmission; D015233:Models, Statistical; D010944:Plants; D010963:Plasmodium falciparum; D011891:Rain; D013696:Temperature