TY - JOUR
T1 - The role of environmental factors in the spatial distribution of Japanese encephalitis in mainland China
AU - Wang, Liya
AU - Hu, Wenbiao
AU - Soares Magalhaes, Ricardo J.
AU - Bi, Peng
AU - Ding, Fan
AU - Sun, Hailong
AU - Li, Shenlong
AU - Yin, Wenwu
AU - Wei, Lan
AU - Liu, Qiyong
AU - Haque, Ubydul
AU - Sun, Yansong
AU - Huang, Liuyu
AU - Tong, Shilu
AU - Clements, Archie C.A.
AU - Zhang, Wenyi
AU - Li, Chengyi
PY - 2014/12
Y1 - 2014/12
N2 - Japanese encephalitis (JE) is the most common cause of viral encephalitis and an important public health concern in the Asia-Pacific region, particularly in China where 50% of global cases are notified. To explore the association between environmental factors and human JE cases and identify the high risk areas for JE transmission in China, we used annual notified data on JE cases at the center of administrative township and environmental variables with a pixel resolution of 1. km. ×. 1. km from 2005 to 2011 to construct models using ecological niche modeling (ENM) approaches based on maximum entropy. These models were then validated by overlaying reported human JE case localities from 2006 to 2012 onto each prediction map. ENMs had good discriminatory ability with the area under the curve (AUC) of the receiver operating curve (ROC) of 0.82-0.91, and low extrinsic omission rate of 5.44-7.42%. Resulting maps showed JE being presented extensively throughout southwestern and central China, with local spatial variations in probability influenced by minimum temperatures, human population density, mean temperatures, and elevation, with contribution of 17.94%-38.37%, 15.47%-21.82%, 3.86%-21.22%, and 12.05%-16.02%, respectively. Approximately 60% of JE cases occurred in predicted high risk areas, which covered less than 6% of areas in mainland China. Our findings will help inform optimal geographical allocation of the limited resources available for JE prevention and control in China, find hidden high-risk areas, and increase the effectiveness of public health interventions against JE transmission.
AB - Japanese encephalitis (JE) is the most common cause of viral encephalitis and an important public health concern in the Asia-Pacific region, particularly in China where 50% of global cases are notified. To explore the association between environmental factors and human JE cases and identify the high risk areas for JE transmission in China, we used annual notified data on JE cases at the center of administrative township and environmental variables with a pixel resolution of 1. km. ×. 1. km from 2005 to 2011 to construct models using ecological niche modeling (ENM) approaches based on maximum entropy. These models were then validated by overlaying reported human JE case localities from 2006 to 2012 onto each prediction map. ENMs had good discriminatory ability with the area under the curve (AUC) of the receiver operating curve (ROC) of 0.82-0.91, and low extrinsic omission rate of 5.44-7.42%. Resulting maps showed JE being presented extensively throughout southwestern and central China, with local spatial variations in probability influenced by minimum temperatures, human population density, mean temperatures, and elevation, with contribution of 17.94%-38.37%, 15.47%-21.82%, 3.86%-21.22%, and 12.05%-16.02%, respectively. Approximately 60% of JE cases occurred in predicted high risk areas, which covered less than 6% of areas in mainland China. Our findings will help inform optimal geographical allocation of the limited resources available for JE prevention and control in China, find hidden high-risk areas, and increase the effectiveness of public health interventions against JE transmission.
KW - China
KW - Ecological niche model
KW - Japanese encephalitis
KW - MaxEnt
UR - http://www.scopus.com/inward/record.url?scp=84904871626&partnerID=8YFLogxK
U2 - 10.1016/j.envint.2014.07.004
DO - 10.1016/j.envint.2014.07.004
M3 - Article
SN - 0160-4120
VL - 73
SP - 1
EP - 9
JO - Environment International
JF - Environment International
ER -