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Review
. 2004 Sep;20(9):400-5.
doi: 10.1016/j.pt.2004.07.005.

Malaria epidemic early warning and detection in African highlands

Affiliations
Review

Malaria epidemic early warning and detection in African highlands

Tarekegn A Abeku et al. Trends Parasitol. 2004 Sep.

Abstract

Malaria epidemics have long been known to recur in the African highlands. Efforts to develop systems of early warning and detection for epidemics are outlined here with special emphasis on the Highland Malaria Project (HIMAL). This project has been conducting research on the operational implementation of a district-based surveillance and epidemic-monitoring system using a network of sentinel sites in four pilot districts of Kenya and Uganda. The potential use of weather monitoring as well as disease surveillance for effective early warning is being investigated.

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Figures

Figure 1
Figure 1
Standardized departure from expected number of clinical malaria out-patients during Week33 to Week 44of 2003, at five sentinel health centers in the Kabale District, Uganda. The weekly points indicate the actual standardized departure values for each sentinel site and the corresponding lines have been smoothed to aide interpretation. An epidemic could be detected at Week 41 in the sentinel sites (except Bufundi), using this automated output from the Highland Malaria Project (HIMAL) database. Both the weekly trend (as in Mparo during Week 38 to Week 41, for example) and the level of the standardized departure are used to determine a developing epidemic. (A more objective definition of an epidemic using threshold values is given in Box 1 and Figure 2.) Key: black circle, Bufundi; blue triangle, Kitanga; green square, Mparo; red diamond, Buhara; purple triangle, Bukinda.
Figure 2
Figure 2
Historical morbidity pattern of clinical malaria between October 1995 and March 2004 at Mparo Health Centre, Kabale District, Uganda. The series shown are the observed number of cases (blue line), the expected number of cases (green line), the week-specific mean plus one standard deviation threshold (solid red line), the overall mean plus one standard deviation threshold (broken red line), and the standardized departure values (black dots with solid black line). An epidemic is tentatively defined when weekly incidence exceeds both threshold values. The baseline period is from Week 39 of 1995 to Week 38 of 2003.
Figure 3
Figure 3
Epidemic-related factors and their relationships that are under investigation by the Highland Malaria Project. Prospective data are collected within the project to provide an empirical base for developing epidemic prediction models. Direct and indirect relationships between variables are represented by arrows with solid and broken lines, respectively. Although all indicated variables will be used in modelling transmission dynamics, meteorological (both ground and Earth Observation), in addition to morbidity data from sentinel health units, are variables that are most important for practical prediction. Abbreviations: EIR, entomological inoculation rate; NDVI, normalized difference vegetation index; RS, remote sensing.

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References

    1. Lindsay SW, Martens WJ. Malaria in the African highlands: past, present and future. Bull. World Health Organ. 1998;76:33–45. - PMC - PubMed
    1. Garnham PCC. The incidence of malaria at high altitudes. J. Natl Malar. Soc. 1948;7:275–284. - PubMed
    1. Cox J, et al. Mapping Malaria Risk in the Highlands of Africa. MARA/Durban, London School of Hygiene and Tropical Medicine; London: 1999. Mapping Malaria Risk in Africa/Highland Malaria Project (MARA/HIMAL) Technical Report.
    1. MacDonald G. The Epidemiology and Control of Malaria. Oxford University Press; 1957.
    1. WHO/UNICEF . The Africa Malaria Report 2003 (WHO/CDS/MAL/2003.1093) World Health Organization/Unicef; 2003.

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