The spatial pattern of trypanosomosis prevalence predicted with the aid of satellite imagery

Information on the spatial pattern of African animal trypanosomosis forms a prerequisite for rational disease management, but few data exist for any country in the continent. The present study describes a raster or grid-based Geographic Information System for Togo, a country representative of subhumid West Africa, with data layers on tsetse, trypanosomosis, animal production, agriculture and land use. The paper shows how trypanosomosis prevalence and packed cell volume (PCV) map displays may be predicted from correlations between representative field data and environmental and satellite data acquired from the National Oceanographic and Atmospheric Administration (NOAA) and Meteosat platforms. Discriminant analytical methods were used to assess the relationship between the amount of field data used and the accuracy of the predictions obtained. The accuracy of satellite derived predictions decreases from tsetse abundance to trypanosomosis prevalence to PCV value. The predictions improve when eco-climatic and epidemiological predictors are combined. In Togo, and probably elsewhere, the patterns of trypanosomosis prevalence and PCV are much influenced by animal husbandry and other anthropogenic factors. Additional predictor variables, incorporating these influences might therefore further improve the models.

[1]  W. F. Snow,et al.  Cattle‐tsetse contact in relation to the daily activity patterns of Glossina morsitans submorsitans in The Gambia , 1994, Medical and veterinary entomology.

[2]  W. F. Snow,et al.  Susceptibility to African trypanosomiasis of N'Dama and Zebu cattle in an area of Glossina morsitans submorsitans challenge , 1981, Veterinary Record.

[3]  S. Hay,et al.  Mapping land-cover over large areas using multispectral data derived from the NOAA-AVHRR: a case study of Nigeria , 1997 .

[4]  J. C. Price,et al.  Land surface temperature measurements from the split window channels of the NOAA 7 Advanced Very High Resolution Radiometer , 1984 .

[5]  David Rogers,et al.  Univariate analysis of tsetse habitat in the common fly belt of Southern Africa using climate and remotely sensed vegetation data , 1997, Medical and veterinary entomology.

[6]  G. Hendrickx,et al.  A systematic approach to area-wide tsetse distribution and abundance maps , 1999 .

[7]  D J Rogers,et al.  Distribution of tsetse and ticks in Africa: past, present and future. , 1993, Parasitology today.

[8]  Russell G. Congalton,et al.  A review of assessing the accuracy of classifications of remotely sensed data , 1991 .

[9]  C. Tucker,et al.  Satellite remote sensing of total dry matter production in the Senegalese Sahel , 1983 .

[10]  S. Kalluri,et al.  The Pathfinder AVHRR land data set: An improved coarse resolution data set for terrestrial monitoring , 1994 .

[11]  Lars Eklundh,et al.  Global digital datasets for land degradation studies: a GIS approach , 1991 .

[12]  W. F. Snow,et al.  Tsetse–trypanosomiasis challenge to village N'Dama cattle in The Gambia: field assessments of spatial and temporal patterns of tsetse–cattle contact and the risk of trypanosomiasis infection , 1994, Parasitology.

[13]  Jacob Cohen A Coefficient of Agreement for Nominal Scales , 1960 .

[14]  D. Rogers,et al.  Tsetse distribution in Africa: seeing the wood and the trees , 1994 .

[15]  S. Hay,et al.  Predicting the distribution of tsetse flies in West Africa using temporal Fourier processed meteorological satellite data. , 1996, Annals of tropical medicine and parasitology.

[16]  S I Hay,et al.  Remotely sensed surrogates of meteorological data for the study of the distribution and abundance of arthropod vectors of disease. , 1996, Annals of tropical medicine and parasitology.

[17]  Sarah E. Randolph,et al.  Tsetse Flies in Africa: Bane or Boon? , 1988 .

[18]  F. Snijders,et al.  Rainfall monitoring based on Meteosat data: a comparison of techniques applied to the Western Sahel , 1991 .

[19]  D. A. Little,et al.  Interaction between physiological status in N'Dama cows and trypanosome infections and its effect on health and productivity of cattle in Gambia. , 1991, Acta tropica.

[20]  L. Griffin,et al.  An improved parasitological technique for the diagnosis of African trypanosomiasis? , 1978, Transactions of the Royal Society of Tropical Medicine and Hygiene.

[21]  David Rogers,et al.  Mapping tsetse habitat suitability in the common fly belt of Southern Africa using multivariate analysis of climate and remotely sensed vegetation data , 1997, Medical and veterinary entomology.

[22]  G. Hendrickx,et al.  The area-wide epidemiology of bovine trypanosomosis and its impact on mixed farming in subhumid West Africa; a case study in Togo. , 1999, Veterinary parasitology.

[23]  J. Kaufmann,et al.  The interaction of Trypanosoma congolense and Haemonchus contortus infections in trypanotolerant N'Dama cattle. , 1992, Veterinary parasitology.

[24]  P. Sellers Canopy reflectance, photosynthesis and transpiration , 1985 .