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

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.

[1]  Mark Achtman,et al.  Distinct Clones of Yersinia pestis Caused the Black Death , 2010, PLoS pathogens.

[2]  N. Stenseth,et al.  Interannual variability of human plague occurrence in the Western United States explained by tropical and North Pacific Ocean climate variability. , 2010, The American journal of tropical medicine and hygiene.

[3]  Zhibin Zhang,et al.  Effect of ENSO-driven precipitation on population irruptions of the Yangtze vole Microtus fortis calamorum in the Dongting Lake region of China. , 2010, Integrative zoology.

[4]  Tuan V. Nguyen,et al.  Correlates of environmental factors and human plague: an ecological study in Vietnam. , 2009, International journal of epidemiology.

[5]  N. Stenseth,et al.  Human plague in the USA: the importance of regional and local climate , 2008, Biology Letters.

[6]  N. Stenseth,et al.  Plague: Past, Present, and Future , 2008, PLoS medicine.

[7]  R. O’Hara,et al.  Climate‐Driven Spatial Dynamics of Plague among Prairie Dog Colonies , 2007, The American Naturalist.

[8]  Arnoldo Frigessi,et al.  Climatically driven synchrony of gerbil populations allows large-scale plague outbreaks , 2007, Proceedings of the Royal Society B: Biological Sciences.

[9]  Alan Y. Chiang,et al.  Generalized Additive Models: An Introduction With R , 2007, Technometrics.

[10]  K. S. Chan,et al.  Cod and climate: effect of the North Atlantic Oscillation on recruitment in the North Atlantic , 2006 .

[11]  S. B. Pole,et al.  Plague dynamics are driven by climate variation , 2006, Proceedings of the National Academy of Sciences.

[12]  S. Wood Generalized Additive Models: An Introduction with R , 2006 .

[13]  Andrew P. Martin,et al.  Testing the Generality of a Trophic-cascade Model for Plague , 2005, EcoHealth.

[14]  Jianguo Wu,et al.  Ecosystem stability and compensatory effects in the Inner Mongolia grassland , 2004, Nature.

[15]  James H. Brown,et al.  Rain and Rodents: Complex Dynamics of Desert Consumers , 2002 .

[16]  B. Krasnov,et al.  Time of survival under starvation in two flea species (Siphonaptera: Pulicidae) at different air temperatures and relative humidities. , 2002, Journal of vector ecology : journal of the Society for Vector Ecology.

[17]  B. Biggerstaff,et al.  Modeling relationships between climate and the frequency of human plague cases in the southwestern United States, 1960-1997. , 2002, The American journal of tropical medicine and hygiene.

[18]  M. Keeling,et al.  Metapopulation dynamics of bubonic plague , 2000, Nature.

[19]  K. Gage,et al.  Incidence of plague associated with increased winter-spring precipitation in New Mexico. , 1999, The American journal of tropical medicine and hygiene.

[20]  R. Shine,et al.  Rainfall and rats: Climatically‐driven dynamics of a tropical rodent population , 1999 .

[21]  R. Perry,et al.  Yersinia pestis--etiologic agent of plague , 1997, Clinical microbiology reviews.

[22]  G. Singleton Population dynamics of an outbreak of house mice (Mus domesticus) in the mallee wheatlands of Australia—hypothesis of plague formation , 1989 .

[23]  W. P. Olson Rat-flea indices, rainfall, and plague outbreaks in Vietnam, with emphasis on the Pleiku area. , 1969, The American journal of tropical medicine and hygiene.

[24]  J. Hewitt,et al.  Fibrinolysis and Menstrual Bleeding , 1968, British medical journal.

[25]  C. Y. Wu,et al.  Plague: A Manual for Medical and Public Health Workers , 1936, The Indian Medical Gazette.

[26]  J. H. Ingram Plague in China , 1911 .

[27]  K. Minakata Plague in China , 1899, Nature.

[28]  Samuel J. Thomson,et al.  The Plague at Hong Kong , 1894 .

[29]  Hu Juan Occurrence and Control of Microtus Fortis in Dongting Lake Area , 2006 .

[30]  L. K. Little Plague and the end of Antiquity : the pandemic of 541-750 , 2006 .

[31]  K. Gage,et al.  Natural history of plague: perspectives from more than a century of research. , 2005, Annual review of entomology.

[32]  H. Leirs,et al.  Fluctuating rodent populations and risk to humans from rodent-borne zoonoses. , 2005, Vector borne and zoonotic diseases.

[33]  Tan Jian-an Coupling analysis of climate change with human plague prevalence , 2005 .

[34]  M. Scully,et al.  Encyclopedia of plague and pestilence : from ancient times to the present , 2001 .

[35]  Stefan Sperlich,et al.  Generalized Additive Models , 2014 .

[36]  N. Gratz,et al.  Plague manual--epidemiology, distribution, surveillance and control. , 1999, Releve epidemiologique hebdomadaire.

[37]  G. Singleton,et al.  Models for Predicting Plagues of House Mice ( Mus domesticus ) in Australia , 1999 .

[38]  Zhang Wanrong,et al.  ANALYSIS ON THE RELATION BETWEEN POPULATION OF MERIONES UNGUICULATUS AND FACTORS OF METEOROLOGICAL PHENOMENA , 1993 .

[39]  J. D. Marshall,et al.  THE INFLUENCE OF CLIMATE ON THE SEASONAL PREVALENCE OF PLAGUE IN THE REPUBLIC OF VIETNAM , 1972, Journal of wildlife diseases.