Using an autologistic regression model to identify spatial risk factors and spatial risk patterns of hand, foot and mouth disease (HFMD) in Mainland China

BMC Public Health

Volumn 14, Issue 1, 2014, Pages

  Bo, Yan Chen ^a,b   Song, Chao ^a,b   Wang, Jin Feng ^c,d   Li, Xiao Wen ^a,b  

^a BEIJING NORMAL UNIVERSITY   (China)

^b Beijing Key Laboratory of Environmental Remote Sensing and City Digitalization   (China)

^c INSTITUTE OF GEOGRAPHIC SCIENCES AND NATURAL RESOURCES RESEARCH   (China)

^d CHINESE CENTER FOR DISEASE CONTROL AND PREVENTION   (China)

Author keywords

[No Author keywords available]

Indexed keywords

CHINA; CLIMATE; EPIDEMIC; GEOGRAPHIC MAPPING; HAND, FOOT AND MOUTH DISEASE; HUMAN; INDUSTRY; POPULATION DENSITY; PUBLIC HEALTH; REGRESSION ANALYSIS; RISK; RISK FACTOR; SOCIOECONOMICS; STUDENT; WEATHER;

CHINA; CLIMATE; DISEASE OUTBREAKS; GEOGRAPHIC MAPPING; HAND, FOOT AND MOUTH DISEASE; HUMANS; INDUSTRY; ODDS RATIO; POPULATION DENSITY; PUBLIC HEALTH; REGRESSION ANALYSIS; RISK FACTORS; SOCIOECONOMIC FACTORS; STUDENTS; WEATHER;

EID: 84901058401     PISSN: None     EISSN: 14712458     Source Type: Journal    
DOI: 10.1186/1471-2458-14-358     Document Type: Article

References (51)

1. Characterization of hand, foot, and mouth disease in china between 2008 and 2009. Zhang J, Sun JL, Chang ZR, Zhang WD, Wang ZJ, Feng ZJ, Biomed Environ Sci 2011 24 3 214 221 21784305
2. Hand, foot and mouth disease: spatiotemporal transmission and climate. Wang JF, Guo YS, Christakos G, Yang WZ, Liao YL, Li ZJ, Li XZ, Lai SJ, Chen HY, Int J Health Geogr 2011 10 25 1 10 21214924
3. Determinants of the incidence of hand, foot and mouth disease in China using geographically weighted regression models. Hu M, Li Z, Wang J, Jia L, Liao Y, Lai S, Guo Y, Zhao D, Yang W, PLoS One 2012 7 6 38978 10.1371/journal.pone. 0038978 22723913
4. An epidemic of enterovirus 71 infection in Taiwan. Taiwan Enterovirus Epidemic Working Group. Ho M, Chen ER, Hsu KH, Twu SJ, Chen KT, Tsai SF, Wang JR, Shih SR, N Engl J Med 1999 341 13 929 935 10.1056/NEJM199909233411301 10498487 (Pubitemid 29441546)
5. Characterization of an outbreak of hand, foot, and mouth disease in Nanchang, China in 2010. Liu MY, Liu W, Luo J, Liu Y, Zhu Y, Berman H, Wu J, PLoS One 2011 6 9 25287 10.1371/journal.pone.0025287 21980416
6. Clinical and molecular characterization of hand-foot-andmouth disease in Thailand, 2008-2009. Chatproedprai S, Theanboonlers A, Korkong S, Thongmee C, Wananukul S, Poovorawan Y, Jpn J Infect Dis 2010 63 229 233 20657060
7. Epidemiology and control of hand, foot and mouth disease in Singapore. Ang LW, Koh BKW, Chan KP, Chua LT, James L, Goh KT, Ann Acad Med Singapore 2009 38 106 112 19271036
8. Sentinel surveillance for human enterovirus 71 in Sarawak, Malaysia: lessons from the first 7 years. Podin Y, Gias ELM, Ong F, Leong YW, Yee SF, Yusof MA, Perera D, Teo B, Wee TY, Yao SC, BMC Public Health 2006 6 1 180 10.1186/1471-2458-6-180 16827926 (Pubitemid 44255376)
9. Short term effects of weather on hand, Foot and Mouth Disease. Hii YL, Rocklöv J, Ng N, PLoS One 2011 6 2 16796 10.1371/journal.pone.0016796 21347303
10. Spatial dynamic patterns of hand-foot-mouth disease in the People's Republic of China. Wang J, Xu C, Tong S, Chen H, Yang W, Geospatial health 2013 7 2 381 390 23733299
11. Statistics notes: the odds ratio. Bland JM, Altman DG, BMJ 2000 320 7247 1468 10.1136/bmj.320.7247.1468 10827061
12. Hand, foot, and mouth disease in China: patterns of spread and transmissibility. Wang Y, Feng Z, Yang Y, Self S, Gao Y, Longini IM, Wakefield J, Zhang J, Wang L, Chen X, Yao L, Stanaway JD, Wang Z, Yang W, Epidemiology 2011 22 6 781 792 10.1097/EDE.0b013e318231d67a 21968769
13. Risk factors for hand, foot, and mouth disease and herpangina and the preventive effect of hand-washing. Ruan F, Yang T, Ma H, Jin Y, Song S, Fontaine RE, Zhu BP, Pediatrics 2011 127 4 898 e904 10.1542/peds.2010-1497 21422083
14. Investigation of the risk factors of hand-foot-mouth disease in Changzhou. Yao XJ, Hao C, Xu H, Chen C, Zhang HL, Deng YM, Acta Universitatis Medicinalis Nanjing (Natural Science) 2010 30 9 1275 1278
15. Analysis of HFMD epidemiology and risk factors in Hebei district of Tianjin from 2008 to 2009. Li ST, Port Health Control 2010 15 4 26 28
16. An case-control study of severe case of hand-foot-and-mouth disease (EV71) in Fuyang City, Anhui Province. Cao MH, Liu H, Wan JF, Zhu LY, Anhui J Preventive Med 2010 16 1 19 20
17. The influence of temperature and humidity on the incidence of hand, foot, and mouth disease in Japan. Onozuka D, Hashizume M, Sci Total Environ 2011 410 119 125 22014509
18. An epidemiological analysis of the Beijing 2008 Hand-Foot-Mouth epidemic. Cao Z, Zeng D, Wang Q, Zheng X, Wang F, Chinese Sci Bull 2010 55 12 1142 1149 10.1007/s11434-010-0144-0
19. Is hand, foot and mouth disease associated with meteorological parameters. Ma E, Lam T, Wong C, Chuang SK, Epidemiol Infect 2010 138 12 1779 1788 10.1017/S0950268810002256 20875200
20. Spatial-temporal clusters and risk factors of hand, foot, and mouth disease at the district level in Guangdong province, China. Deng T, Huang Y, Yu S, Gu J, Huang C, Xiao G, Hao Y, PLoS One 2013 8 2 56943 10.1371/journal.pone. 0056943 23437278
21. Short-term effect of El Nino-southern oscillation on pediatric hand, foot and mouth disease in Shenzhen, China. Lin H, Zou H, Wang Q, Liu C, Lang L, Hou X, Li Z, PLoS One 2013 8 7 65585 10.1371/journal.pone.0065585 23935817
22. Short-term effects of meteorological factors on children hand, foot and mouth disease in Guangzhou, China. Chen C, Lin H, Li X, Lang L, Xiao X, Ding P, He P, Zhang Y, Wang M, Liu Q, Int J Biometeorol 2013 57 6 1 10 22552909
23. Socio-economic distance and spatial patterns in unemployment. Conley TG, Topa G, J Appl Econ 2002 17 4 303 327 10.1002/jae.670 (Pubitemid 37282657)
24. Tobler's first law and spatial analysis. Miller HJ, Ann Assoc Am Geogr 2004 94 2 284 289 10.1111/j.1467-8306.2004.09402005.x (Pubitemid 41716617)
25. A spatial model to predict the incidence of neural tube defects. Li L, Wang J, Wu J, BMC Public Health 2012 12 1 951 10.1186/1471-2458-12-951 23134640
26. Automated variable selection methods for logistic regression produced unstable models for predicting acute myocardial infarction mortality. Austin PC, Tu JV, J Clin Epidemiol 2004 57 11 1138 1146 10.1016/j.jclinepi.2004.04.003 15567629 (Pubitemid 39573020)
27. Using spatial interpolation to construct a comprehensive archive of Australian climate data. Jeffrey SJ, Carter JO, Moodie KB, Beswick AR, Environ Model Softw 2001 16 4 309 330 10.1016/S1364-8152(01)00008-1 (Pubitemid 32956227)
28. Forecasting the future of cardiovascular disease in the United States a policy statement from the American heart association. Heidenreich PA, Trogdon JG, Khavjou OA, Butler J, Dracup K, Ezekowitz MD, Finkelstein EA, Hong Y, Johnston SC, Khera A, Circulation 2011 123 8 933 944 10.1161/CIR. 0b013e31820a55f5 21262990
29. An autologistic model for the spatial distribution of wildlife. Augustin NH, Mugglestone MA, Buckland ST, J Appl Ecol 1996 33 339 347 10.2307/2404755 (Pubitemid 126571646)
30. Prevalence of hyperuricemia and relation of serum uric acid with cardiovascular risk factors in a developing country. Conen D, Wietlisbach V, Bovet P, Shamlaye C, Riesen W, Paccaud F, Burnier M, BMC Public Health 2004 4 1 9 10.1186/1471-2458-4-9 15043756
31. Spatial interaction and the statistical analysis of lattice systems. Besag J, J R Stat Soc Ser B Methodol 1974 36 2 192 236
32. An autologistic regression model for increasing the accuracy of burned surface mapping using landsat thematic mapper data. Koutsias N, Int J Remote Sens 2003 24 10 2199 2204 10.1080/0143116031000082073 (Pubitemid 36608265)
33. GIS-based modeling of javan hawk-eagle distribution using logistic and autologistic regression models. Tsuyuki S, Biol Conserv 2008 141 3 756 769 10.1016/j.biocon.2007.12.030
34. Modelling the distribution of plant species using the autologistic regression model. Wu H, Huffer FRW, Environ Ecol Stat 1997 4 1 31 48 10.1023/A:1018553807765
35. Using multiple logistic regression and GIS technology to predict landslide hazard in northeast Kansas. Ohlmacher GC, Davis JC, USA Eng Geol 2003 69 3 331 343 (Pubitemid 36639751)
36. Modelling landscape-scale habitat use using GIS and remote sensing: a case study with great bustards. Osborne PE, Alonso JC, Bryant RG, J Appl Ecol 2001 38 2 458 471 10.1046/j.1365-2664.2001.00604.x (Pubitemid 32459237)
37. Autologistic regression model for the distribution of vegetation. He F, Zhou J, Zhu H, J Agric Biol Environ Stat 2003 8 2 205 222 10.1198/1085711031508 (Pubitemid 39366554)
38. Odds ratio or relative risk for cross-sectional data? Lee J, Int J Epidemiol 1994 23 1 201 203 10.1093/ije/23.1.201 8194918 (Pubitemid 24088622)
39. Odds ratio, relative risk, absolute risk reduction, and the number needed to treat-which of these should we use? Schechtman E, Value Health 2002 5 5 431 436 10.1046/J.1524-4733.2002.55150.x 12201860
40. When to use the odds ratio or the relative risk? Schmidt CO, Kohlmann T, Int J Public Health 2008 53 3 165 167 10.1007/s00038-008-7068-3 19127890 (Pubitemid 351983055)
41. What's the relative risk? Zhang J, Kai FY, JAMA 1998 280 19 1690 1691 10.1001/jama.280.19.1690 9832001
42. Confronting multicollinearity in ecological multiple regression. Graham MH, Ecology 2003 84 11 2809 2815 10.1890/02-3114 (Pubitemid 38261430)
43. Interaction, nonlinearity, and multicollinearity: Implications for multiple regression. Cortina JM, Journal of Management 1994 19 4 915 922
44. Multicollinearity in regression analysis: the problem revisited. Farrar DE, Glauber RR, Rev Econ Stat 1967 49 1 92 107 10.2307/1937887
45. Computational procedures for probing interactions in OLS and logistic regression: SPSS and SAS implementations. Hayes AF, Matthes J, Behav Res Methods 2009 41 3 924 936 10.3758/BRM.41.3.924 19587209
46. A computer movie simulating urban growth in the Detroit region. Tobler WR, Econ Geogr 1970 46 234 240
47. The application of GIS-based logistic regression for landslide susceptibility mapping in the kakuda-yahiko mountains. Ayalew L, Yamagishi H, Central Japan Geomorphology 2005 65 1 15 31 (Pubitemid 40133436)
48. Spatial sampling design for monitoring the area of cultivated land. Wang J, Liu J, Zhuan D, Li L, Ge Y, Int J Remote Sens 2002 23 2 263 284 10.1080/01431160010025998 (Pubitemid 34078026)
49. Spatial sampling of head electrical fields: the geodesic sensor net. Tucker DM, Electroencephalogr Clin Neurophysiol 1993 87 3 154 163 10.1016/0013-4694(93)90121-B 7691542 (Pubitemid 23272870)
50. A new scheme for climate regionalization in China. Zheng J, Yin Y, Li B, Acta Geograph Sin 2010 65 1 3 12
51. Cardiovascular mortality and long-term exposure to particulate air pollution epidemiological evidence of general pathophysiological pathways of disease. Pope CA, Burnett RT, Thurston GD, Thun MJ, Calle EE, Krewski D, Godleski JJ, Circulation 2004 109 1 71 77 14676145 (Pubitemid 38056024) Republic of China Republic of China Republic of China