Spatial mapping and prediction of Plasmodium falciparum infection risk among school-aged children in Cote d'Ivoire

被引:10
|
作者
Houngbedji, Clarisse A. [1 ,2 ,3 ,4 ]
Chammartin, Frederique [3 ,4 ]
Yapi, Richard B. [2 ,3 ,4 ,5 ]
Hurlimann, Eveline [2 ,3 ,4 ]
N'Dri, Prisca B. [1 ,2 ,3 ,4 ]
Silue, Kigbafori D. [2 ,5 ]
Soro, Gotianwa [6 ]
Koudou, Benjamin G. [1 ,2 ,7 ]
Assi, Serge-Brice [8 ,9 ]
N'Goran, Eliezer K. [2 ,5 ]
Fantodji, Agathe [1 ]
Utzinger, Jurg [3 ,4 ]
Vounatsou, Penelope [3 ,4 ]
Raso, Giovanna [3 ,4 ]
机构
[1] Univ Nangui Abrogoua, Unite Format & Rech Sci Nat, 02 BP 801, Abidjan 02, Cote Ivoire
[2] Ctr Suisse Rech Sci Cote Ivoire, Dept Environm & Sante, 01 BP 1303, Abidjan 01, Cote Ivoire
[3] Swiss Trop & Publ Hlth Inst, Dept Epidemiol & Publ Hlth, CH-4002 Basel, Switzerland
[4] Univ Basel, CH-4003 Basel, Switzerland
[5] Univ Felix Houphouet Boigny, Unite Format & Rech Biosci, 22 BP 522, Abidjan 22, Cote Ivoire
[6] Programme Natl Sante Scolaire & Univ, 01 BP 1725, Abidjan 01, Cote Ivoire
[7] Univ Liverpool Liverpool Sch Trop Med, Vector Grp, Liverpool L3 5QA, Merseyside, England
[8] Inst Natl Sante Publ, Inst Pierre Richet Bouake, BP 1500, Bouake, Cote Ivoire
[9] Minist Sante & Lutte SIDA, Programme Natl Lutte Paludisme, BP 5 4, Abidjan, Cote Ivoire
来源
PARASITES & VECTORS | 2016年 / 9卷
基金
欧洲研究理事会; 瑞士国家科学基金会;
关键词
Bayesian modelling; Coe d'Ivoire; Malaria; Plasmodium falciparum; School-aged children; CROSS-SECTIONAL SURVEY; MALARIA RISK; TRANSMISSION; AREA; AFRICA; BURDEN; SCHISTOSOMIASIS; DISEASE; EPIDEMIOLOGY; PARASITEMIA;
D O I
10.1186/s13071-016-1775-z
中图分类号
R38 [医学寄生虫学]; Q [生物科学];
学科分类号
07 ; 0710 ; 09 ; 100103 ;
摘要
Background: In Coe d'Ivoire, malaria remains a major public health issue, and thus a priority to be tackled. The aim of this study was to identify spatially explicit indicators of Plasmodium falciparum infection among school-aged children and to undertake a model-based spatial prediction of P. falciparum infection risk using environmental predictors. Methods: A cross-sectional survey was conducted, including parasitological examinations and interviews with more than 5,000 children from 93 schools across Coe d'Ivoire. A finger-prick blood sample was obtained from each child to determine Plasmodium species-specific infection and parasitaemia using Giemsa-stained thick and thin blood films. Household socioeconomic status was assessed through asset ownership and household characteristics. Children were interviewed for preventive measures against malaria. Environmental data were gathered from satellite images and digitized maps. A Bayesian geostatistical stochastic search variable selection procedure was employed to identify factors related to P. falciparum infection risk. Bayesian geostatistical logistic regression models were used to map the spatial distribution of P. falciparum infection and to predict the infection prevalence at non-sampled locations via Bayesian kriging. Results: Complete data sets were available from 5,322 children aged 5-16 years across Coe d'Ivoire. P. falciparum was the predominant species (94.5 %). The Bayesian geostatistical variable selection procedure identified land cover and socioeconomic status as important predictors for infection risk with P. falciparum. Model-based prediction identified high P. falciparum infection risk in the north, central-east, south-east, west and south-west of Coe d'Ivoire. Low-risk areas were found in the south-eastern area close to Abidjan and the south-central and west-central part of the country. Conclusions: The P. falciparum infection risk and related uncertainty estimates for school-aged children in Cote d'Ivoire represent the most up-to-date malaria risk maps. These tools can be used for spatial targeting of malaria control interventions.
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页数:9
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