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Malaria Mapping Using Transmission Models: Application to Survey Data from Mali

机译:使用传播模型进行疟疾作图:应用于来自马里的调查数据

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摘要

Geographic mapping of the distribution of malaria is complicated by the limitations of the available data. The most widely available data are from prevalence surveys, but these surveys are generally carried out at arbitrary locations and include nonstandardized and overlapping age groups. To achieve comparability between different surveys, the authors propose the use of transmission models, particularly the Garki model, to convert heterogeneous age prevalence data to a common scale of estimated entomological inoculation rates, vectorial capacity, or force of infection. They apply this approach to the analysis of survey data from Mali, collected in 1965–1998, extracted from the Mapping Malaria Risk in Africa database. They use Bayesian geostatistical models to produce smooth maps of estimates of the entomological inoculation rates obtained from the Garki model, allowing for the effect of environmental covariates. Again using the Garki model, they convert kriged entomological inoculation rates values to age-specific malaria prevalence. The approach makes more efficient use of the available data than do previous malaria mapping methods, and it produces highly plausible maps of malaria distribution.
机译:疟疾分布的地理制图因现有数据的局限而变得复杂。最广泛使用的数据来自患病率调查,但是这些调查通常在任意地点进行,并且包括非标准化和重叠的年龄组。为了实现不同调查之间的可比性,作者建议使用传播模型(尤其是Garki模型)将异质年龄患病率数据转换为估计的昆虫接种率,媒介能力或感染力的通用尺度。他们将这种方法用于对1965-1998年从马里收集的调查数据进行分析,这些数据是从“非洲疟疾风险绘图”数据库中提取的。他们使用贝叶斯地统计学模型生成从Garki模型获得的昆虫接种率估算值的平滑图,从而考虑到环境协变量的影响。再次使用Garki模型,他们将克雷格特昆虫学接种率值转换为特定年龄的疟疾患病率。与以前的疟疾作图方法相比,该方法可以更有效地利用可用数据,并且可以得出高度合理的疟疾分布图。

著录项

  • 来源
    《American Journal of Epidemiology 》 |2006年第3期| 289-297| 共9页
  • 作者单位

    Biostatistics and Basic Epidemiology Group Department of Public Health and Epidemiology Swiss Tropical Institute Basel Switzerland;

    Epidemiology and GIS Unit Department of Medical Entomology and Vector Ecology Malaria Research and Training Center Faculty of Medicine Pharmacy and Odonto-Stomatology University of Bamako Bamako Mali;

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