Malaria mapping using transmission models: Application to survey data from Mali

被引:77
作者
Gemperli, A
Vounatsou, P
Sogoba, N
Smith, T
机构
[1] Swiss Trop Inst, Dept Epidemiol & Publ Hlth, Biostat & Basic Epidemiol Grp, CH-4002 Basel, Switzerland
[2] Univ Bamako, Fac Med Pharm & Odontostomatol, Malaria Res & Training Ctr,Epidemiol & GIS Unit, Dept Med Entomol & Vector Ecol, Bamako, Mali
关键词
disease transmission; kriging; malaria; Markov chain Monte Carlo;
D O I
10.1093/aje/kwj026
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
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.
引用
收藏
页码:289 / 297
页数:9
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