Predicting Local Dengue Transmission in Guangzhou, China, through the Influence of Imported Cases, Mosquito Density and Climate Variability

Introduction Each year there are approximately 390 million dengue infections worldwide. Weather variables have a significant impact on the transmission of Dengue Fever (DF), a mosquito borne viral disease. DF in mainland China is characterized as an imported disease. Hence it is necessary to explore the roles of imported cases, mosquito density and climate variability in dengue transmission in China. The study was to identify the relationship between dengue occurrence and possible risk factors and to develop a predicting model for dengue’s control and prevention purpose. Methodology and Principal Findings Three traditional suburbs and one district with an international airport in Guangzhou city were selected as the study areas. Autocorrelation and cross-correlation analysis were used to perform univariate analysis to identify possible risk factors, with relevant lagged effects, associated with local dengue cases. Principal component analysis (PCA) was applied to extract principal components and PCA score was used to represent the original variables to reduce multi-collinearity. Combining the univariate analysis and prior knowledge, time-series Poisson regression analysis was conducted to quantify the relationship between weather variables, Breteau Index, imported DF cases and the local dengue transmission in Guangzhou, China. The goodness-of-fit of the constructed model was determined by pseudo-R2, Akaike information criterion (AIC) and residual test. There were a total of 707 notified local DF cases from March 2006 to December 2012, with a seasonal distribution from August to November. There were a total of 65 notified imported DF cases from 20 countries, with forty-six cases (70.8%) imported from Southeast Asia. The model showed that local DF cases were positively associated with mosquito density, imported cases, temperature, precipitation, vapour pressure and minimum relative humidity, whilst being negatively associated with air pressure, with different time lags. Conclusions Imported DF cases and mosquito density play a critical role in local DF transmission, together with weather variables. The establishment of an early warning system, using existing surveillance datasets will help to control and prevent dengue in Guangzhou, China.

[1]  Jinn-Guey Lay,et al.  Higher temperature and urbanization affect the spatial patterns of dengue fever transmission in subtropical Taiwan. , 2009, The Science of the total environment.

[2]  S. Hales,et al.  Potential effect of population and climate changes on global distribution of dengue fever: an empirical model , 2002, The Lancet.

[3]  Qiyong Liu,et al.  Dengue Virus Serotype 3 Subtype III, Zhejiang Province, China , 2011, Emerging infectious diseases.

[4]  A. Spielman,et al.  Vector densities that potentiate dengue outbreaks in a Brazilian city. , 2000, The American journal of tropical medicine and hygiene.

[5]  J. Patz,et al.  Dengue fever epidemic potential as projected by general circulation models of global climate change. , 1998, Environmental health perspectives.

[6]  Shuiping Chen The origin of dengue viruses caused the DF outbreak in Guangdong province, China, in 2006. , 2011, Infection, genetics and evolution : journal of molecular epidemiology and evolutionary genetics in infectious diseases.

[7]  C Chu,et al.  Identifying the high-risk areas and associated meteorological factors of dengue transmission in Guangdong Province, China from 2005 to 2011 , 2013, Epidemiology and Infection.

[8]  D. Focks,et al.  A simulation model of the epidemiology of urban dengue fever: literature analysis, model development, preliminary validation, and samples of simulation results. , 1995, The American journal of tropical medicine and hygiene.

[9]  Baofa Jiang,et al.  A Study of the Dengue Epidemic and Meteorological Factors in Guangzhou, China, by Using a Zero-Inflated Poisson Regression Model , 2014, Asia-Pacific journal of public health.

[10]  Cameron P. Simmons,et al.  Current concepts: Dengue , 2012 .

[11]  Chung-Ming Liu,et al.  The Role of Imported Cases and Favorable Meteorological Conditions in the Onset of Dengue Epidemics , 2010, PLoS neglected tropical diseases.

[12]  A. Wilder-Smith Dengue infections in travellers , 2012, Paediatrics and international child health.

[13]  Baofa Jiang,et al.  Temporal trend and climate factors of hemorrhagic fever with renal syndrome epidemic in Shenyang City, China , 2011, BMC infectious diseases.

[14]  J. Rocklöv,et al.  Forecast of Dengue Incidence Using Temperature and Rainfall , 2012, PLoS neglected tropical diseases.

[15]  M. G. Rosa-Freitas,et al.  Associations between dengue and combinations of weather factors in a city in the Brazilian Amazon. , 2006, Revista panamericana de salud publica = Pan American journal of public health.

[16]  Guohua Chen,et al.  An outbreak of dengue virus serotype 1 infection in Cixi, Ningbo, People's Republic of China, 2004, associated with a traveler from Thailand and high density of Aedes albopictus. , 2007, The American journal of tropical medicine and hygiene.

[17]  D. Focks,et al.  Transmission thresholds for dengue in terms of Aedes aegypti pupae per person with discussion of their utility in source reduction efforts. , 2000, The American journal of tropical medicine and hygiene.

[18]  B. Kay,et al.  Critical examination of Aedes aegypti indices: correlations with abundance. , 1996, The American journal of tropical medicine and hygiene.

[19]  Ying Zhang,et al.  Weather and notified Campylobacter infections in temperate and sub-tropical regions of Australia: an ecological study. , 2008, The Journal of infection.

[20]  B. A. Harrison,et al.  Effect of temperature on the vector efficiency of Aedes aegypti for dengue 2 virus. , 1987, The American journal of tropical medicine and hygiene.

[21]  I. Rosset,et al.  Dengue and primary care: a tale of two cities. , 2010, Bulletin of the World Health Organization.

[22]  M. Guzmán,et al.  Aedes aegypti Larval Indices and Risk for Dengue Epidemics , 2006, Emerging infectious diseases.

[23]  H. L. Lee,et al.  The effect of extrinsic incubation temperature on development of dengue serotype 2 and 4 viruses in Aedes aegypti (L.). , 2009, The Southeast Asian journal of tropical medicine and public health.

[24]  Weizhong Yang,et al.  Spatial and Temporal Patterns of Dengue in Guangdong Province of China , 2015, Asia-Pacific journal of public health.

[25]  Weizhong Yang,et al.  Time series analysis of dengue fever and weather in Guangzhou, China , 2009, BMC public health.

[26]  P. Desprès,et al.  First two autochthonous dengue virus infections in metropolitan France, September 2010. , 2010, Euro surveillance : bulletin Europeen sur les maladies transmissibles = European communicable disease bulletin.

[27]  C. G. Moore,et al.  Aedes aegypti in Puerto Rico: environmental determinants of larval abundance and relation to dengue virus transmission. , 1978, The American journal of tropical medicine and hygiene.

[28]  Z. A. Pawanchee,et al.  Relationship between Breteau and House indices and cases of dengue/dengue hemorrhagic fever in Kuala Lumpur, Malaysia. , 1996, Journal of the American Mosquito Control Association.

[29]  Xiao-Guang Chen,et al.  A local outbreak of dengue caused by an imported case in Dongguan China , 2012, BMC Public Health.

[30]  A. James,et al.  Dengue Fever in mainland China. , 2010, The American journal of tropical medicine and hygiene.

[31]  Huong T. X. Doan,et al.  Ecological factors associated with dengue fever in a central highlands Province, Vietnam , 2011, BMC infectious diseases.

[32]  Mary E. Wilson,et al.  Fever in returned travelers: results from the GeoSentinel Surveillance Network. , 2007, Clinical infectious diseases : an official publication of the Infectious Diseases Society of America.

[33]  Morgan Mangeas,et al.  Climate-Based Models for Understanding and Forecasting Dengue Epidemics , 2012, PLoS neglected tropical diseases.

[34]  B. Alto,et al.  Temperature and dengue virus infection in mosquitoes: independent effects on the immature and adult stages. , 2013, The American journal of tropical medicine and hygiene.

[35]  L. Luo,et al.  Epidemiological, Virological, and Entomological Characteristics of Dengue from 1978 to 2009 in Guangzhou, China , 2012, Journal of vector ecology : journal of the Society for Vector Ecology.

[36]  N. Tuno,et al.  Effects of temperature and diet on development and interspecies competition in Aedes aegypti and Aedes albopictus , 2012, Medical and veterinary entomology.

[37]  M. Guzmán,et al.  Dengue: an update. , 2002, The Lancet. Infectious diseases.

[38]  T. Scott,et al.  Longitudinal Studies of Aedes aegypti (Diptera: Culicidae) in Thailand and Puerto Rico: Blood Feeding Frequency , 2000, Journal of medical entomology.

[39]  S. Tong,et al.  Dengue transmission in the Asia‐Pacific region: impact of climate change and socio‐environmental factors , 2011, Tropical medicine & international health : TM & IH.

[40]  T. Scott,et al.  Aedes aegypti density and the risk of dengue-virus transmission , 2004 .

[41]  S. Lung,et al.  Effects of Extreme Precipitation to the Distribution of Infectious Diseases in Taiwan, 1994–2008 , 2012, PloS one.

[42]  Lei Luo,et al.  Emergence of dengue virus 4 genotype II in Guangzhou, China, 2010: Survey and molecular epidemiology of one community outbreak , 2012, BMC Infectious Diseases.

[43]  G. Kuno,et al.  Review of the factors modulating dengue transmission. , 1995, Epidemiologic reviews.

[44]  W. Liu,et al.  Climate Variability and Hemorrhagic Fever with Renal Syndrome Transmission in Northeastern China , 2010, Environmental health perspectives.

[45]  Gail M. Williams,et al.  Spatiotemporal analysis of indigenous and imported dengue fever cases in Guangdong province, China , 2012, BMC Infectious Diseases.

[46]  K. V. Schreiber An investigation of relationships between climate and dengue using a water budgeting technique , 2001, International journal of biometeorology.

[47]  Michael A. Johansson,et al.  The Incubation Periods of Dengue Viruses , 2012, PloS one.