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Published in: BMC Infectious Diseases 1/2018

Open Access 01-12-2018 | Research article

Spatio-temporal analysis of the relationship between meteorological factors and hand-foot-mouth disease in Beijing, China

Authors: Lin Tian, Fengchao Liang, Meimei Xu, Lei Jia, Xiaochuan Pan, Archie C. A. Clements

Published in: BMC Infectious Diseases | Issue 1/2018

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Abstract

Background

Hand-foot-mouth disease (HFMD) is a common infectious disease in China and occurs mostly in infants and children. Beijing is a densely populated megacity, in which HFMD has been increasing in the last decade. The aim of this study was to quantify spatio-temporal characteristics of HFMD and the relationship between meteorological factors and HFMD incidence in Beijing, China.

Methods

Daily counts of HFMD cases from January 2010 to December 2012 were obtained from the Beijing Center for Disease Prevention and Control (CDC). Seasonal trend decomposition with Loess smoothing was used to explore seasonal patterns and temporal trends of HFMD. Bayesian spatiotemporal Poisson regression models were used to quantify spatiotemporal patterns of HFMD incidence and associations with meteorological factors.

Results

There were 114,777 HFMD cases reported to Beijing CDC from 1 January 2010 to 31 December 2012 and the raw incidence was 568.6 per 100,000 people. May to July was the peak period of HFMD incidence each year. Low-incidence townships were clustered in central, northeast and southwest regions of Beijing. Mean temperature, relative humidity, wind velocity and sunshine hours were all positively associated with HFMD. The effect of wind velocity was significant with a RR of 3.30 (95%CI: 2.37, 4.60) per meter per second increase, as was sunshine hours with a RR of 1.20 (95%CI: 1.02, 1.40) per 1 hour increase.

Conclusions

The distribution of HFMD in Beijing was spatiotemporally heterogeneous, and was associated with meteorological factors. Meteorological monitoring could be incorporated into prediction and surveillance of HFMD in Beijing.
Appendix
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Literature
1.
go back to reference Aswathyraj S, et al. Hand, foot and mouth disease (HFMD): emerging epidemiology and the need for a vaccine strategy. Med Microbiol Immunol. 2016;205(5):397–407.CrossRefPubMed Aswathyraj S, et al. Hand, foot and mouth disease (HFMD): emerging epidemiology and the need for a vaccine strategy. Med Microbiol Immunol. 2016;205(5):397–407.CrossRefPubMed
2.
go back to reference WHO, Hand, foot and mouth disease fact sheets. 2012. WHO, Hand, foot and mouth disease fact sheets. 2012.
3.
go back to reference Xiao X, et al. The exposure-response relationship between temperature and childhood hand, foot and mouth disease: a multicity study from mainland China. Environ Int. 2017;100:102–9.CrossRefPubMed Xiao X, et al. The exposure-response relationship between temperature and childhood hand, foot and mouth disease: a multicity study from mainland China. Environ Int. 2017;100:102–9.CrossRefPubMed
4.
go back to reference Mao QY, et al. EV71 vaccine, a new tool to control outbreaks of hand, foot and mouth disease (HFMD). Expert Rev Vaccines. 2016;15(5):599–606.CrossRefPubMed Mao QY, et al. EV71 vaccine, a new tool to control outbreaks of hand, foot and mouth disease (HFMD). Expert Rev Vaccines. 2016;15(5):599–606.CrossRefPubMed
5.
go back to reference WHO, A guide to clinical management and public health response for hand, foot and mouth disease 2011. WHO, A guide to clinical management and public health response for hand, foot and mouth disease 2011.
6.
go back to reference WHO, Hand, foot and mouth disease surveillance summary in the western Pacific region. 2017. WHO, Hand, foot and mouth disease surveillance summary in the western Pacific region. 2017.
8.
go back to reference Wang C, et al. Spatiotemporal cluster patterns of hand, foot, and mouth disease at the county level in mainland China, 2008-2012. PLoS One. 2016;11(1):e0147532.CrossRefPubMedPubMedCentral Wang C, et al. Spatiotemporal cluster patterns of hand, foot, and mouth disease at the county level in mainland China, 2008-2012. PLoS One. 2016;11(1):e0147532.CrossRefPubMedPubMedCentral
9.
go back to reference Liao J, et al. Short-term effects of climatic variables on hand, foot, and mouth disease in mainland China, 2008-2013: a multilevel spatial Poisson regression model accounting for Overdispersion. PLoS One. 2016;11(1):e0147054.CrossRefPubMedPubMedCentral Liao J, et al. Short-term effects of climatic variables on hand, foot, and mouth disease in mainland China, 2008-2013: a multilevel spatial Poisson regression model accounting for Overdispersion. PLoS One. 2016;11(1):e0147054.CrossRefPubMedPubMedCentral
10.
go back to reference Wang C, et al. Different effects of meteorological factors on hand, foot and mouth disease in various climates: a spatial panel data model analysis. BMC Infect Dis. 2016;16:233.CrossRefPubMedPubMedCentral Wang C, et al. Different effects of meteorological factors on hand, foot and mouth disease in various climates: a spatial panel data model analysis. BMC Infect Dis. 2016;16:233.CrossRefPubMedPubMedCentral
12.
go back to reference Wei J, et al. The effect of meteorological variables on the transmission of hand, foot and mouth disease in four major cities of Shanxi province, China: a time series data analysis (2009-2013). PLoS Negl Trop Dis. 2015;9(3):e0003572.CrossRefPubMedPubMedCentral Wei J, et al. The effect of meteorological variables on the transmission of hand, foot and mouth disease in four major cities of Shanxi province, China: a time series data analysis (2009-2013). PLoS Negl Trop Dis. 2015;9(3):e0003572.CrossRefPubMedPubMedCentral
13.
go back to reference Huang Y, et al. Effect of meteorological variables on the incidence of hand, foot, and mouth disease in children: a time-series analysis in Guangzhou, China. BMC Infect Dis. 2013;13:134.CrossRefPubMedPubMedCentral Huang Y, et al. Effect of meteorological variables on the incidence of hand, foot, and mouth disease in children: a time-series analysis in Guangzhou, China. BMC Infect Dis. 2013;13:134.CrossRefPubMedPubMedCentral
14.
go back to reference Wang P, Goggins WB, Chan EY. Hand, foot and mouth disease in Hong Kong: a time-series analysis on its relationship with weather. PLoS One. 2016;11(8):e0161006.CrossRefPubMedPubMedCentral Wang P, Goggins WB, Chan EY. Hand, foot and mouth disease in Hong Kong: a time-series analysis on its relationship with weather. PLoS One. 2016;11(8):e0161006.CrossRefPubMedPubMedCentral
15.
go back to reference Feng H, et al. Time series analysis of hand-foot-mouth disease hospitalization in Zhengzhou: establishment of forecasting models using climate variables as predictors. PLoS One. 2014;9(1):e87916.CrossRefPubMedPubMedCentral Feng H, et al. Time series analysis of hand-foot-mouth disease hospitalization in Zhengzhou: establishment of forecasting models using climate variables as predictors. PLoS One. 2014;9(1):e87916.CrossRefPubMedPubMedCentral
16.
17.
go back to reference Xu M, et al. Non-linear association between exposure to ambient temperature and Children's hand-foot-and-mouth disease in Beijing, China. PLoS One. 2015;10(5):e0126171.CrossRefPubMedPubMedCentral Xu M, et al. Non-linear association between exposure to ambient temperature and Children's hand-foot-and-mouth disease in Beijing, China. PLoS One. 2015;10(5):e0126171.CrossRefPubMedPubMedCentral
18.
go back to reference Wang J, et al. Epidemiological analysis, detection, and comparison of space-time patterns of Beijing hand-foot-mouth disease (2008-2012). PLoS One. 2014;9(3):e92745.CrossRefPubMedPubMedCentral Wang J, et al. Epidemiological analysis, detection, and comparison of space-time patterns of Beijing hand-foot-mouth disease (2008-2012). PLoS One. 2014;9(3):e92745.CrossRefPubMedPubMedCentral
19.
go back to reference Cao F, Huang P. Epidemiological characteristics and temporal-spatial clustering analysis of hand, foot and mouth disease in Nanchang city 2008-2012. Infect Dis (Lond). 2015;47(1):33–8.CrossRef Cao F, Huang P. Epidemiological characteristics and temporal-spatial clustering analysis of hand, foot and mouth disease in Nanchang city 2008-2012. Infect Dis (Lond). 2015;47(1):33–8.CrossRef
20.
go back to reference Mao YJ, et al. Epidemiological features and spatio-temporal clusters of hand-foot-mouth disease at town level in Fuyang, Anhui Province, China (2008-2013). Epidemiol Infect. 2016;144(15):3184–97.CrossRefPubMed Mao YJ, et al. Epidemiological features and spatio-temporal clusters of hand-foot-mouth disease at town level in Fuyang, Anhui Province, China (2008-2013). Epidemiol Infect. 2016;144(15):3184–97.CrossRefPubMed
21.
22.
go back to reference Sham NM, et al. Temporal and spatial mapping of hand, foot and mouth disease in Sarawak, Malaysia. Geospat Health. 2014;8(2):503–7.CrossRefPubMed Sham NM, et al. Temporal and spatial mapping of hand, foot and mouth disease in Sarawak, Malaysia. Geospat Health. 2014;8(2):503–7.CrossRefPubMed
23.
go back to reference Liu Y, et al. Spatio-temporal analysis of the relationship between climate and hand, foot, and mouth disease in Shandong province, China, 2008-2012. BMC Infect Dis. 2015;15:146.CrossRefPubMedPubMedCentral Liu Y, et al. Spatio-temporal analysis of the relationship between climate and hand, foot, and mouth disease in Shandong province, China, 2008-2012. BMC Infect Dis. 2015;15:146.CrossRefPubMedPubMedCentral
24.
go back to reference Liu W, et al. Spatiotemporal dynamics of hand-foot-mouth disease and its relationship with meteorological factors in Jiangsu Province, China. PLoS One. 2015;10(6):e0131311.CrossRefPubMedPubMedCentral Liu W, et al. Spatiotemporal dynamics of hand-foot-mouth disease and its relationship with meteorological factors in Jiangsu Province, China. PLoS One. 2015;10(6):e0131311.CrossRefPubMedPubMedCentral
25.
go back to reference Health, C.M.o., National guidelines for HFMD prevention and control 2009. Health, C.M.o., National guidelines for HFMD prevention and control 2009.
26.
go back to reference Mabaso ML, et al. Spatio-temporal analysis of the role of climate in inter-annual variation of malaria incidence in Zimbabwe. Int J Health Geogr. 2006;5:20.CrossRefPubMedPubMedCentral Mabaso ML, et al. Spatio-temporal analysis of the role of climate in inter-annual variation of malaria incidence in Zimbabwe. Int J Health Geogr. 2006;5:20.CrossRefPubMedPubMedCentral
27.
go back to reference Escaramis G, Carrasco JL, Ascaso C. Detection of significant disease risks using a spatial conditional autoregressive model. Biometrics. 2008;64(4):1043–53.CrossRefPubMed Escaramis G, Carrasco JL, Ascaso C. Detection of significant disease risks using a spatial conditional autoregressive model. Biometrics. 2008;64(4):1043–53.CrossRefPubMed
28.
go back to reference Rodriguez-Prieto V, et al. A Bayesian approach to study the risk variables for tuberculosis occurrence in domestic and wild ungulates in south Central Spain. BMC Vet Res. 2012;8:148.CrossRefPubMedPubMedCentral Rodriguez-Prieto V, et al. A Bayesian approach to study the risk variables for tuberculosis occurrence in domestic and wild ungulates in south Central Spain. BMC Vet Res. 2012;8:148.CrossRefPubMedPubMedCentral
29.
go back to reference Yang GJ, et al. A Bayesian-based approach for spatio-temporal modeling of county level prevalence of Schistosoma japonicum infection in Jiangsu province, China. Int J Parasitol. 2005;35(2):155–62.CrossRefPubMed Yang GJ, et al. A Bayesian-based approach for spatio-temporal modeling of county level prevalence of Schistosoma japonicum infection in Jiangsu province, China. Int J Parasitol. 2005;35(2):155–62.CrossRefPubMed
30.
go back to reference Clements AC, et al. Bayesian spatial analysis and disease mapping: tools to enhance planning and implementation of a schistosomiasis control programme in Tanzania. Tropical Med Int Health. 2006;11(4):490–503.CrossRef Clements AC, et al. Bayesian spatial analysis and disease mapping: tools to enhance planning and implementation of a schistosomiasis control programme in Tanzania. Tropical Med Int Health. 2006;11(4):490–503.CrossRef
31.
go back to reference Liu L, et al. Spatio-temporal clustering of hand, foot and mouth disease at the county level in Sichuan province, China, 2008-2013. Epidemiol Infect. 2015;143(4):831–8.CrossRefPubMed Liu L, et al. Spatio-temporal clustering of hand, foot and mouth disease at the county level in Sichuan province, China, 2008-2013. Epidemiol Infect. 2015;143(4):831–8.CrossRefPubMed
32.
go back to reference Deng T, et al. Spatial-temporal clusters and risk factors of hand, foot, and mouth disease at the district level in Guangdong Province, China. PLoS One. 2013;8(2):e56943.CrossRefPubMedPubMedCentral Deng T, et al. Spatial-temporal clusters and risk factors of hand, foot, and mouth disease at the district level in Guangdong Province, China. PLoS One. 2013;8(2):e56943.CrossRefPubMedPubMedCentral
33.
go back to reference Onozuka D, Hashizume M. The influence of temperature and humidity on the incidence of hand, foot, and mouth disease in Japan. Sci Total Environ. 2011;410-411:119–25.CrossRefPubMed Onozuka D, Hashizume M. The influence of temperature and humidity on the incidence of hand, foot, and mouth disease in Japan. Sci Total Environ. 2011;410-411:119–25.CrossRefPubMed
34.
go back to reference Zou XN, et al. Etiologic and epidemiologic analysis of hand, foot, and mouth disease in Guangzhou city: a review of 4,753 cases. Braz J Infect Dis. 2012;16(5):457–65.CrossRefPubMed Zou XN, et al. Etiologic and epidemiologic analysis of hand, foot, and mouth disease in Guangzhou city: a review of 4,753 cases. Braz J Infect Dis. 2012;16(5):457–65.CrossRefPubMed
35.
go back to reference Ma E, et al. Changing epidemiology of hand, foot, and mouth disease in Hong Kong, 2001-2009. Jpn J Infect Dis. 2010;63(6):422–6.PubMed Ma E, et al. Changing epidemiology of hand, foot, and mouth disease in Hong Kong, 2001-2009. Jpn J Infect Dis. 2010;63(6):422–6.PubMed
37.
go back to reference Nguyen HX, et al. Temporal and spatial analysis of hand, foot, and mouth disease in relation to climate factors: a study in the Mekong Delta region, Vietnam. Sci Total Environ. 2017;581-582:766–72.CrossRefPubMed Nguyen HX, et al. Temporal and spatial analysis of hand, foot, and mouth disease in relation to climate factors: a study in the Mekong Delta region, Vietnam. Sci Total Environ. 2017;581-582:766–72.CrossRefPubMed
39.
go back to reference Humpel N, Owen N, Leslie E. Environmental factors associated with adults’ participation in physical activity: a review. Am J Prev Med. 2002;22(3):188–99.CrossRefPubMed Humpel N, Owen N, Leslie E. Environmental factors associated with adults’ participation in physical activity: a review. Am J Prev Med. 2002;22(3):188–99.CrossRefPubMed
40.
go back to reference Frumkin, H., Environmental health: from global to local. 2010. Frumkin, H., Environmental health: from global to local. 2010.
41.
go back to reference Suminski RR, et al. Meteorological conditions are associated with physical activities performed in open-air settings. Int J Biometeorol. 2008;52(3):189–97.CrossRefPubMed Suminski RR, et al. Meteorological conditions are associated with physical activities performed in open-air settings. Int J Biometeorol. 2008;52(3):189–97.CrossRefPubMed
43.
go back to reference Belanger M, et al. Influence of weather conditions and season on physical activity in adolescents. Ann Epidemiol. 2009;19(3):180–6.CrossRefPubMed Belanger M, et al. Influence of weather conditions and season on physical activity in adolescents. Ann Epidemiol. 2009;19(3):180–6.CrossRefPubMed
44.
go back to reference Liao Y, et al. A study of spatiotemporal delay in hand, foot and mouth disease in response to weather variations based on SVD: a case study in Shandong Province, China. BMC Public Health. 2015;15:71.CrossRefPubMedPubMedCentral Liao Y, et al. A study of spatiotemporal delay in hand, foot and mouth disease in response to weather variations based on SVD: a case study in Shandong Province, China. BMC Public Health. 2015;15:71.CrossRefPubMedPubMedCentral
45.
46.
go back to reference Zeng Q, et al. Characteristics of the exposure-response relationship of particulate matter and mortality: a time series analysis of 7 cities in China. J Occup Environ Med. 2015;57(10):e93–100.CrossRefPubMed Zeng Q, et al. Characteristics of the exposure-response relationship of particulate matter and mortality: a time series analysis of 7 cities in China. J Occup Environ Med. 2015;57(10):e93–100.CrossRefPubMed
47.
go back to reference Wang B, et al. MEK1-ERKs signal cascade is required for the replication of Enterovirus 71 (EV71). Antivir Res. 2012;93(1):110–7.CrossRefPubMed Wang B, et al. MEK1-ERKs signal cascade is required for the replication of Enterovirus 71 (EV71). Antivir Res. 2012;93(1):110–7.CrossRefPubMed
48.
go back to reference Silverman AI, et al. Sunlight inactivation of human viruses and bacteriophages in coastal waters containing natural photosensitizers. Environ Sci Technol. 2013;47(4):1870–8.CrossRefPubMed Silverman AI, et al. Sunlight inactivation of human viruses and bacteriophages in coastal waters containing natural photosensitizers. Environ Sci Technol. 2013;47(4):1870–8.CrossRefPubMed
50.
go back to reference Cheng J, et al. Associations between extreme precipitation and childhood hand, foot and mouth disease in urban and rural areas in Hefei, China. Sci Total Environ. 2014;497-498:484–90.CrossRefPubMed Cheng J, et al. Associations between extreme precipitation and childhood hand, foot and mouth disease in urban and rural areas in Hefei, China. Sci Total Environ. 2014;497-498:484–90.CrossRefPubMed
Metadata
Title
Spatio-temporal analysis of the relationship between meteorological factors and hand-foot-mouth disease in Beijing, China
Authors
Lin Tian
Fengchao Liang
Meimei Xu
Lei Jia
Xiaochuan Pan
Archie C. A. Clements
Publication date
01-12-2018
Publisher
BioMed Central
Published in
BMC Infectious Diseases / Issue 1/2018
Electronic ISSN: 1471-2334
DOI
https://doi.org/10.1186/s12879-018-3071-3

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