Nonlinear effect of climate on plague during the third pandemic in China

被引:92
作者
Xu, Lei [2 ,5 ]
Liu, Qiyong [1 ]
Stige, Leif Chr [3 ]
Ben Ari, Tamara [3 ]
Fang, Xiye
Chan, Kung-Sik [4 ]
Wang, Shuchun [1 ]
Stenseth, Nils Chr [3 ]
Zhang, Zhibin [2 ]
机构
[1] Chinese Ctr Dis Control & Prevent, Natl Inst Communicable Dis Control & Prevent, State Key Lab Infect Dis Prevent & Control, Beijing 102206, Peoples R China
[2] Chinese Acad Sci, Inst Zool, State Key Lab Integrated Management Pest Insects, Beijing 100101, Peoples R China
[3] Univ Oslo, Dept Biol, Ctr Ecol & Evolutionary Synth, N-0316 Oslo, Norway
[4] Univ Iowa, Dept Stat & Actuarial Sci, Iowa City, IA 52242 USA
[5] Chinese Acad Sci, Grad Univ, Beijing 100049, Peoples R China
基金
美国国家科学基金会;
关键词
climate variations; Yersinia pestis; generalized additive modeling; DYNAMICS; DRIVEN; PRECIPITATION; POPULATIONS; RAINFALL; TIME;
D O I
10.1073/pnas.1019486108
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
Over the years, plague has caused a large number of deaths worldwide and subsequently changed history, not the least during the period of the Black Death. Of the three plague pandemics, the third is believed to have originated in China. Using the spatial and temporal human plague records in China from 1850 to 1964, we investigated the association of human plague intensity (plague cases per year) with proxy data on climate condition (specifically an index for dryness/wetness). Our modeling analysis demonstrates that the responses of plague intensity to dry/wet conditions were different in northern and southern China. In northern China, plague intensity generally increased when wetness increased, for both the current and the previous year, except for low intensity during extremely wet conditions in the current year (reflecting a dome-shaped response to current-year dryness/wetness). In southern China, plague intensity generally decreased when wetness increased, except for high intensity during extremely wet conditions of the current year. These opposite effects are likely related to the different climates and rodent communities in the two parts of China: In northern China (arid climate), rodents are expected to respond positively to high precipitation, whereas in southern China (humid climate), high precipitation is likely to have a negative effect. Our results suggest that associations between human plague intensity and precipitation are nonlinear: positive in dry conditions, but negative in wet conditions.
引用
收藏
页码:10214 / 10219
页数:6
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