Topography-derived wetness indices are associated with household-level malaria risk in two communities in the western Kenyan highlands

被引:60
作者
Cohen, Justin M. [1 ]
Ernst, Kacey C. [1 ]
Lindblade, Kim A. [2 ]
Vulule, John M. [3 ]
John, Chandy C. [4 ]
Wilson, Mark L. [1 ]
机构
[1] Univ Michigan, Sch Publ Hlth, Dept Epidemiol, Ann Arbor, MI 48109 USA
[2] Ctr Dis Control & Prevent, Natl Ctr Zoonot Vector Bone & Enter Dis, Atlanta, GA 30033 USA
[3] Kenya Govt Med Res Ctr, Kisumu, Kenya
[4] Univ Minnesota, Sch Med, Dept Pediat, Minneapolis, MN 55455 USA
关键词
D O I
10.1186/1475-2875-7-40
中图分类号
R51 [传染病];
学科分类号
100401 [流行病与卫生统计学];
摘要
Background: Transmission of Plasmodium falciparum generally decreases with increasing elevation, in part because lower temperature slows the development of both parasites and mosquitoes. However, other aspects of the terrain, such as the shape of the land, may affect habitat suitability for Anopheles breeding and thus risk of malaria transmission. Understanding these local topographic effects may permit prediction of regions at high risk of malaria within the highlands at small spatial scales. Methods: Hydrologic modelling techniques were adapted to predict the flow of water across the landscape surrounding households in two communities in the western Kenyan highlands. These surface analyses were used to generate indices describing predicted water accumulation in regions surrounding the study area. Households with and without malaria were compared for their proximity to regions of high and low predicted wetness. Predicted wetness and elevation variables were entered into bivariate and multivariate regression models to examine whether significant associations with malaria were observable at small spatial scales. Results: On average, malaria case households (n = 423) were located 280 m closer to regions with very high wetness indices than non-malaria "control" households (n = 895) (t = 10.35, p < 0.0001). Distance to high wetness indices remained an independent predictor of risk after controlling for household elevation in multivariate regression (OR = 0.93 [95% confidence interval = 0.89-0.96] for a 100 m increase in distance). For every 10 m increase in household elevation, there was a 12% decrease in the odds of the house having a malaria case (OR = 0.88 [0.85-0.90]). However, after controlling for distance to regions of high predicted wetness and the community in which the house was located, this reduction in malaria risk was not statistically significant (OR = 0.98 [0.94-1.03]). Conclusion: Proximity to terrain with high predicted water accumulation was significantly and consistently associated with increased household-level malaria incidence, even at small spatial scales with little variation in elevation variables. These results suggest that high wetness indices are not merely proxies for valley bottoms, and hydrologic flow models may prove valuable for predicting areas of high malaria risk in highland regions. Application in areas where malaria surveillance is limited could identify households at higher risk and help focus interventions.
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相关论文
共 32 条
[1]
[Anonymous], 2000, TERRAIN ANAL PRINCIP
[2]
Effect of topography on the risk of malaria infection in the Usambara Mountains, Tanzania [J].
Balls, MJ ;
Bodker, R ;
Thomas, CJ ;
Kisinza, W ;
Msangeni, HA ;
Lindsay, SW .
TRANSACTIONS OF THE ROYAL SOCIETY OF TROPICAL MEDICINE AND HYGIENE, 2004, 98 (07) :400-408
[3]
Beyer H. L., HAWTHS ANAL TOOLS AR
[4]
Relationship between altitude and intensity of malaria transmission in the Usambara Mountains, Tanzania [J].
Bodker, R ;
Akida, J ;
Shayo, D ;
Kisinza, W ;
Msangeni, HA ;
Pedersen, EM ;
Lindsay, SW .
JOURNAL OF MEDICAL ENTOMOLOGY, 2003, 40 (05) :706-717
[5]
Spatial clustering of malaria and associated risk factors during an epidemic in a highland area of western Kenya [J].
Brooker, S ;
Clarke, S ;
Njagi, JK ;
Polack, S ;
Mugo, B ;
Estambale, B ;
Muchiri, E ;
Magnussen, P ;
Cox, J .
TROPICAL MEDICINE & INTERNATIONAL HEALTH, 2004, 9 (07) :757-766
[6]
Carter R, 2000, B WORLD HEALTH ORGAN, V78, P1401
[7]
Risk of malaria attacks in Gambian children is greater away from malaria vector breeding sites [J].
Clarke, SE ;
Bogh, C ;
Brown, RC ;
Walraven, GEL ;
Thomas, CJ ;
Lindsay, SW .
TRANSACTIONS OF THE ROYAL SOCIETY OF TROPICAL MEDICINE AND HYGIENE, 2002, 96 (05) :499-506
[8]
Malaria hotspot areas in a highland Kenya site are consistent in epidemic and non-epidemic years and are associated with ecological factors [J].
Ernst, Kacey C. ;
Adoka, Samson O. ;
Kowuor, Dickens O. ;
Wilson, Mark L. ;
John, Chandy C. .
MALARIA JOURNAL, 2006, 5 (1)
[9]
CLUSTERING OF MALARIA INFECTIONS WITHIN AN ENDEMIC POPULATION - RISK OF MALARIA ASSOCIATED WITH THE TYPE OF HOUSING CONSTRUCTION [J].
GAMAGEMENDIS, AC ;
CARTER, R ;
MENDIS, C ;
DEZOYSA, APK ;
HERATH, PRJ ;
MENDIS, KN .
AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE, 1991, 45 (01) :77-85
[10]
Incidence of malaria among children living near dams in northern Ethiopia: community based incidence survey [J].
Ghebreyesus, TA ;
Haile, M ;
Witten, KH ;
Getachew, A ;
Yohannes, AM ;
Yohannes, M ;
Teklehaimanot, HD ;
Lindsay, SW ;
Byass, P .
BRITISH MEDICAL JOURNAL, 1999, 319 (7211) :663-666