a landscape and climate data logistic model of tsetse distribution in kenya风景和气候数据逻辑模型在肯尼亚采采蝇的分布.pdfVIP
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a landscape and climate data logistic model of tsetse distribution in kenya风景和气候数据逻辑模型在肯尼亚采采蝇的分布
A Landscape and Climate Data Logistic Model of Tsetse
Distribution in Kenya
Nathan Moore1,2*, Joseph Messina2
1 Department of Environmental and Resource Sciences, Zhejiang University, Hangzhou, China, 2 Department of Geography, Center for Global Change and Earth
Observations, Michigan State University, East Lansing, Michigan, United States of America
Abstract
Background: Trypanosoma spp, biologically transmitted by the tsetse fly in Africa, are a major cause of illness resulting in
both high morbidity and mortality among humans, cattle, wild ungulates, and other species. However, tsetse fly
distributions change rapidly due to environmental changes, and fine-scale distribution maps are few. Due to data scarcity,
most presence/absence estimates in Kenya prior to 2000 are a combination of local reports, entomological knowledge, and
topographic information. The availability of tsetse fly abundance data are limited, or at least have not been collected into
aggregate, publicly available national datasets. Despite this limitation, other avenues exist for estimating tsetse distributions
including remotely sensed data, climate information, and statistical tools.
Methodology/Principal Findings: Here we present a logistic regression model of tsetse abundance. The goal of this model
is to estimate the distribution of tsetse fly in Kenya in the year 2000, and to provide a method by which to anticipate their
future distribution. Multiple predictor variables were tested for significance and for predictive power; ultimately, a
parsimonious subset of variables was identified and used to construct the regression model with the 1973 tsetse map.
These data were validated against year 2000 Food and Agriculture Organization (FAO) estimates. Mapcurves Goodness-Of-
Fit scores were used to
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