Association between climate variability and malaria epidemics in the East African highlands

被引:316
作者
Zhou, G
Minakawa, N
Githeko, AK
Yan, GY [1 ]
机构
[1] SUNY Buffalo, Dept Biol Sci, Buffalo, NY 14260 USA
[2] Kenya Govt Med Res Ctr, Ctr Vector Biol & Control Res, Kisumu, Kenya
关键词
climate change; statistical modeling; Plasmodium falciparum; time series analysis;
D O I
10.1073/pnas.0308714100
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The causes of the recent reemergence of Plasmodium falciparum epidemic malaria in the East African highlands are controversial. Regional climate changes have been invoked as a major factor; however, assessing the impact of climate in malaria resurgence is difficult due to high spatial and temporal climate variability and the lack of long-term data series on malaria cases from different sites. Climate variability, defined as short-term fluctuations around the mean climate state, may be epidemiologically more relevant than mean temperature change, but its effects on malaria epidemics have not been rigorously examined. Here we used nonlinear mixed-regression model to investigate the association between autoregression (number of malaria outpatients during the previous time period), seasonality and climate variability, and the number of monthly malaria outpatients of the past 10-20 years in seven highland sites in East Africa. The model explained 65-81% of the variance in the number of monthly malaria outpatients. Nonlinear and synergistic effects of temperature and rainfall on the number of malaria outpatients were found in all seven sites. The net variance in the number of monthly malaria outpatients caused by autoregression and seasonality varied among sites and ranged from 18 to 63% (mean = 38.6%), whereas 12-63% (mean = 36.1%) of variance is attributed to climate variability. Our results suggest that there was a high spatial variation in the sensitivity of malaria outpatient number to climate fluctuations in the highlands, and that climate variability played an important role in initiating malaria epidemics in the East African highlands.
引用
收藏
页码:2375 / 2380
页数:6
相关论文
共 53 条
[1]  
[Anonymous], GLOBAL CHANGE HUM HL
[2]  
[Anonymous], EPIDEMIOLOGY POLITIC
[3]  
BASHFORD G, 1992, PAPUA NEW GUINEA MED, V35, P306
[4]   Introduction and summary - The intolerable burden of malaria: A new look at the numbers [J].
Breman, JG ;
Egan, A ;
Keusch, GT .
AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE, 2001, 64 (1-2) :IV-VII
[5]   Time lag between deforestation and bird extinction in tropical forest fragments [J].
Brooks, TM ;
Pimm, SL ;
Oyugi, JO .
CONSERVATION BIOLOGY, 1999, 13 (05) :1140-1150
[6]  
Chatfield C., 1996, ANAL TIME SERIES
[7]   HIV-1/AIDS and the control of other infectious diseases in Africa [J].
Corbett, EL ;
Steketee, RW ;
ter Kuile, FO ;
Latif, AS ;
Kamali, A ;
Hayes, RJ .
LANCET, 2002, 359 (9324) :2177-2187
[8]  
CORBETT JD, 2001, ALMANAC CHARACTERIZA
[9]  
Cox J, 1999, MAPPING MALARIA RISK
[10]  
CULLEN JR, 1984, B WORLD HEALTH ORGAN, V62, P107