1. College of Resources and Environmental Science, Hunan Normal University, Changsha, Hunan 410081, China; 2. Hunan Provincial Key Laboratory of Geospatial Big Data Mining and Application, Hunan Normal University, Changsha, Hunan 410081, China; 3. State Key Laboratory of Remote Sensing Science, College of Global Change and Earth System Science, Beijing Normal University, Beijing 100875, China; 4. Yunnan Provincial Key Laboratory for Zoonosis Control and Prevention, Yunnan Institute of Endemic Diseases Control and Prevention, Dali, Yunnan 671000, China
Abstract：Rabies is an important public health problem in China, causing a huge social burden. In order to develop better prevention and control measures, it is necessary to analyze and judge the spatial and temporal distribution dynamics of rabies. This paper reviews the application of spatial analysis and spatio-temporal dynamic model to study of spatial and temporal transmission of rabies in recent years, and introduces research advances on basic epidemiological analysis of rabies, spatial and temporal distribution, spatial aggregation, spatial autocorrelation and models that can simulate dynamic transmission of rabies.
[1] 杨卫红, 张海林, 章域震,等. 云南省2008年狂犬病流行特征分析[J]. 中国自然医学杂志, 2010, 12(4):268-270. [2] Hemachudha T, Laothamatas J, Rupprecht CE. Human rabies:a disease of complex neuropathogenetic mechanisms and diagnostic challenges[J]. Lancet Neurol, 2002, 1(2):101-109. [3] Guo Z, Tao X, Yin C, et al. National borders effectively halt the spread of rabies: the current rabies epidemic in China is dislocated from cases in neighboring countries[J]. PLoS Negl Trop Dis, 2013, 7(1):e2039. [4] Ameh VO, Dzikwi AA, Umoh JU. Assessment of knowledge, attitude and practice of dog owners to canine rabies in Wukari metropolis, Taraba State, Nigeria[J]. Glob J Health Sci, 2014, 6(5):226-240. [5] Fooks AR, Banyard AC, Horton DL, et al. Current status of rabies and prospects for elimination[J]. Lancet, 2014, 384(9951):1389-1399. [6] Meslin FX, Briggs DJ. Eliminating canine rabies, the principal source of human infection: what will it take?[J]. Antiviral Res, 2013, 98(2):291-296. [7] Zhou H, Vong S, Liu K, et al. Human rabies in China, 1960-2014: a descriptive epidemiological study[J]. PLoS Negl Trop Dis, 2016, 10(8):e0004874. [8] 李艳荣, 祝丽玲, 朱武洋,等. 中国狂犬病流行特征及防控经验[J]. 中华实验和临床病毒学杂志, 2017, 31(6):576-578,封3. [9] 孙永波, 李滨. 1990—2014年中国狂犬病流行态势和防护问题[J]. 中国全科医学, 2016, 19(5):570-573. [10] Yao HW, Yang Y, Liu K, et al. The spatiotemporal expansion of human rabies and its probable explanation in mainland China, 2004-2013[J]. PLoS Negl Trop Dis, 2015, 9(2):e0003502. [11] 宋淼, 陶晓燕, 李晓龙,等. 1996—2007年和2008—2014年中国狂犬病分布特点对比分析[J]. 中华实验和临床病毒学杂志, 2015, 29(4):300-302. [12] Elliot P, Wakefield JC, Best NG, et al. Spatial epidemiology: methods and applications[M]. Oxford: Oxford University Press, 2000:223-239. [13] Seetahal JF, Sanchez-Vazquez MJ, Vokaty A, et al. Of bats and livestock: the epidemiology of rabies in Trinidad, West Indies[J]. Vet Microbiol, 2019, 228:93-100. [14] Mondul AM, Krebs JW, Childs JE. Trends in national surveillance for rabies among bats in the United States (1993-2000)[J]. J Am Vet Med Assoc, 2003, 222(5):633-639. [15] Wang X, Werner BG, Konomi R, et al. Animal rabies in Massachusetts, 1985-2006[J]. J Wildl Dis, 2009, 45(2):375-387. [16] Karunanayake D, Matsumoto T, Wimalaratne O, et al. Twelve years of rabies surveillance in Sri Lanka, 1999-2010[J]. PLoS Negl Trop Dis, 2014, 8(10):e3205. [17] Song M, Tang Q, Rayner S, et al. Human rabies surveillance and control in China, 2005-2012[J]. BMC Infect Dis, 2014, 14(1):1-9. [18] Zhang Y, Vrancken B, Feng Y, et al. Cross-border spread, lineage displacement and evolutionary rate estimation of rabies virus in Yunnan Province, China[J]. Virol J, 2017, 14(1):102. [19] Kulldorff M, Heffernan R, Hartman J, et al. A space-time permutation scan statistic for disease outbreak cetection[J]. PLoS Med, 2005, 2(3):e59. [20] Hutter SE, Käsbohrer A, González SLF, et al. Assessing changing weather and the El Niйo Southern Oscillation impacts on cattle rabies outbreaks and mortality in Costa Rica (1985-2016)[J]. BMC Vet Res, 2018, 14(1):285. [21] 任江萍, 陈直平, 孙继民,等. 2005—2017年浙江省狂犬病疫情时空特征分析[J]. 中华传染病杂志, 2018, 36(4):240-242. [22] Hikufe EH, Freuling CM, Athingo R, et al. Ecology and epidemiology of rabies in humans, domestic animals and wildlife in Namibia, 2011-2017[J]. PLoS Negl Trop Dis, 2019, 13(4):e0007355. [23] Olugasa BO, Aiyedun J, Akingbogun AA. Identification of geographic risk factors associated with clinical human rabies in a transit city of Nigeria[J]. Epizootiol Anim Health West Africa, 2009, 5:43-52. [24] Oviedo-Pastrana ME, Oliveira CSF, Capanema RO, et al. Trends in animal rabies surveillance in the endemic state of minas gerais, Brazil[J]. PLoS Negl Trop Dis, 2015, 9(3):e0003591. [25] Tobler WR. A computer movie simulating urban growth in the Detroit region[J]. Econ Geogr, 1970, 46(sup1):234-240. [26] 林锦耀, 黎夏. 基于空间自相关的东莞市主体功能区划分[J]. 地理研究, 2014, 33(2):349-357. [27] 吴飞龙, 程承旗, 陈波,等. LISA用于人口空间自相关性分析—以北京市为例[J]. 地理信息世界, 2015, 22(5):38-42. [28] Alegria-Moran R, Miranda D, Barnard M, et al. Characterization of the epidemiology of bat-borne rabies in Chile between 2003 and 2013[J]. Prev Vet Med, 2017, 143:30-38. [29] Hussain MH, Ward MP, Body M, et al. Spatio-temporal pattern of sylvatic rabies in the Sultanate of Oman, 2006-2010[J]. Prev Vet Med, 2013, 110(3-4):281-289. [30] Chen J, Zou L, Jin Z, et al. Modeling the geographic spread of rabies in China[J]. PLoS Negl Trop Dis, 2015, 9(5):e0003772. [31] Ruan S. Spatiotemporal epidemic models for rabies among animals[J]. Infect Dis Model, 2017, 2(3):277-287. [32] Tricou V, Bouscaillou J, Mebourou EK, et al. Surveillance of canine rabies in the Central African Republic: impact on human health and molecular epidemiology[J]. PLoS Negl Trop Dis, 2016, 10(2):e0004433. [33] 孟繁岳, 鲍倡俊, 李亮,等. 江苏省1996—2010年人狂犬病疫情分析[J]. 中国人兽共患病学报, 2012, 28(7):759-762. [34] Anderson RM, Jackson HC, May RM, et al. Population dynamics of fox rabies in Europe[J]. Nature, 1981, 289(5800):765-771. [35] Källén A, Arcuri P, Murray JD. A simple model for the spatial spread and control of rabies[J]. J Theor Biol, 1985, 116(3):377-393. [36] Elmore SA, Chipman RB, Slate D, et al. Management and modeling approaches for controlling raccoon rabies: the road to elimination[J]. PLoS Negl Trop Dis, 2017, 11(3):e0005249. [37] Kermack WO, Mckendrick AG. A contribution to the mathematical theory of epidemics[J]. Proc Roy Soc London Ser A, 1927, 115(3):700-721. [38] Zhang J, Jin Z, Sun GQ, et al. Modeling seasonal rabies epidemics in China[J]. Bull Math Biol, 2012, 74(5):1226-1251. [39] Zhang J, Jin Z, Sun GQ, et al. Analysis of rabies in China: transmission dynamics and control[J]. PLoS One, 2011, 6(7):e20891. [40] Zhang J, Jin Z, Sun GQ, et al. Spatial spread of rabies in China[J]. J Appl Analy Compu, 2012, 2(1):111-126. [41] Huang J, Ruan S, Shu Y, et al. Modeling the transmission dynamics of rabies for dog, Chinese ferret badger and human interactions in Zhejiang Province, China[J]. Bull Math Biol, 2019, 81(4):939-962. [42] Tian H, Feng Y, Vrancken B, et al. Transmission dynamics of re-emerging rabies in domestic dogs of rural China[J]. PLoS Pathog, 2018, 14(12):e1007392. [43] Wera E, Mourits MC, Siko MM, et al. Cost-effectiveness of mass dog vaccination campaigns against rabies in Flores Island, Indonesia[J]. Transbound Emerg Dis, 2017, 64(6):1918-1928. [44] 唐青. 控制犬狂犬病是消除我国人间狂犬病的关键[J]. 中华实验和临床病毒学杂志, 2010, 24(2):81. [45] 王董磊, 张雪峰, 王笑辰,等. 基于动力学-决策树模型的狂犬病免疫策略成本效用分析[J]. 中华预防医学杂志, 2019, 53(8):804-810. [46] Morters MK, Restif O, Hampson K, et al. Evidence-based control of canine rabies: a critical review of population density reduction[J]. J Anim Ecol, 2013, 82(1):6-14. [47] Cleaveland S, Beyer H, Hampson K, et al. The changing landscape of rabies epidemiology and control[J]. Onderstepoort J Vet Res, 2014, 81(2):1-8. [48] Hudson EG, Brookes VJ, Dürr S, et al. Domestic dog roaming patterns in remote northern Australian indigenous communities and implications for disease modelling[J]. Prev Vet Med, 2017, 146:52-60. [49] Sparkes J, Mcleod S, Ballard G, et al. Rabies disease dynamics in naive dog populations in Australia[J]. Prev Vet Med, 2016, 131:127-136. [50] Johnstone-Robertson SP, Fleming PJ, Ward MP, et al. Predicted spatial spread of canine rabies in Australia[J]. PLoS Negl Trop Dis, 2017, 11(1):e0005312. [51] Laager M, Mbilo C, Madaye EA, et al. The importance of dog population contact network structures in rabies transmission[J]. PLoS Negl Trop Dis, 2018, 12(8):e0006680. [52] Biek R, Henderson JC, Waller LA, et al. A high-resolution genetic signature of demographic and spatial expansion in epizootic rabies virus[J]. Proc Natl Acad Sci U S A, 2007, 104(19):7993. [53] Bourhy H, Nakouné E, Hall M, et al. Revealing the micro-scale signature of endemic zoonotic disease transmission in an African urban setting[J]. PLoS Pathog, 2016, 12(4):e1005525. [54] Yu J, Li H, Tang Q, et al. The spatial and temporal dynamics of rabies in China[J]. PLoS Negl Trop Dis, 2012, 6(5):e1640. [55] Real LA, Henderson JC, Biek R, et al. Unifying the spatial population dynamics and molecular evolution of epidemic rabies virus[J]. Proc Natl Acad Sci USA, 2005, 102(34):12107. [56] Zhang HL, Zhang YZ, Yang WH, et al. Molecular epidemiology of reemergent rabies in Yunnan Province, southwestern China[J]. Emerg Infect Dis, 2014, 20(9):1433-1442. [57] Talbi C, Lemey P, Suchard MA, et al. Phylodynamics and human-mediated dispersal of a zoonotic virus[J]. PLoS Pathog, 2010, 6(10):e1001166. [58] Caicedo A, Rocío M, Xavier DA, et al. Spatiotemporal analysis of human rabies exposure in Colombia during ten years: a challenge for implementing social inclusion in its surveillance and prevention[J]. BioRxiv, 2019:553909. [59] Brunker K, Lemey P, Marston DA, et al. Landscape attributes governing local transmission of an endemic zoonosis: rabies virus in domestic dogs[J]. Mol Ecol, 2018, 27(3):773-788. [60] Yin C, Zhou H, Wu H, et al. Analysis on factors related to rabies epidemic in China from 2007-2011[J]. Virol Sin, 2012, 27(2):132-143. [61] Zhu WY, Liang GD. Current status of canine rabies in China[J]. Biomed Environ Sci, 2012, 25(5):602-605. [62] Arias-Orozco P, Bástida-González F, Cruz L, et al. Spatiotemporal analysis of canine rabies in El Salvador: violence and poverty as social factors of canine rabies[J]. PLoS One, 2018, 13(8):e0201305. [63] Hampson K, Coudeville L, Lembo T, et al. Estimating the global burden of endemic canine rabies[J]. PLoS Negl Trop Dis, 2015, 9(4):e0003709. [64] De Andrade FA, Gomes MN, Uieda W, et al. Geographical analysis for detecting high-risk areas for bovine/human rabies transmitted by the common hematophagous bat in the Amazon Region, Brazil[J]. PLoS One, 2016, 11(7):e0157332. [65] Guo D, Yin W, Yu H, et al. The role of socioeconomic and climatic factors in the spatio-temporal variation of human rabies in China[J]. BMC Infect Dis, 2018, 18(1):526. [66] 刘洁, 曲波. 全国各省狂犬病发病率的聚类分析[J]. 中国人兽共患病学报, 2012, 28(10):1051-1054. [67] Raghavan RK, Hanlon CA, Goodin DG, et al. Bayesian spatiotemporal pattern and eco-climatological drivers of striped skunk rabies in the North Central Plains[J]. PLoS Negl Trop Dis, 2016, 10(4):e0004632. [68] Recuenco S, Eidson M, Cherry B, et al. Factors associated with endemic raccoon (Procyon lotor) rabies in terrestrial mammals in New York State, USA[J]. Prev Vet Med, 2008, 86(1-2):30-42. [69] Russell CA, Real LA, Smith DL. Spatial control of rabies on heterogeneous landscapes[J]. PLoS One, 2006, 1(1):e27. [70] Wheeler DC, Waller LA. Mountains, valleys, and rivers: the transmission of raccoon rabies over a heterogeneous landscape[J]. J Agric Biol Environ Stat, 2008, 13(4):388-406. [71] Smith DL, Lucey B, Waller LA, et al. Predicting the spatial dynamics of rabies epidemics on heterogeneous landscapes[J]. Proc Natl Acad Sci U S A, 2002, 99(6):3668. [72] Smith DL, Waller LA, Russell CA, et al. Assessing the role of long-distance translocation and spatial heterogeneity in the raccoon rabies epidemic in Connecticut[J]. Prev Vet Med, 2005, 71(3/4):225-240. [73] Tenzin, Dhand NK, Ward MP. Anthropogenic and environmental risk factors for rabies occurrence in Bhutan[J]. Prev Vet Med, 2012, 107(1-2):21-26. [74] Escobar L, Restif O, Yung V, et al. Spatial and temporal trends of bat-borne rabies in Chile[J]. Epidemiol Infect, 2015, 143(7):1486-1494. [75] 李艳琳, 武玉欣. 应用趋势季节模型分析我国狂犬病发病动态[J]. 中国卫生统计, 2015, 32(1):104-105. [76] 余录根. 趋势季节模型在预测狂犬病预防门诊人数中的应用[J]. 中国卫生统计, 1998,15(4):40-41. [77] 王梅, 周航, 殷文武,等. 中国2005—2011年人狂犬病不同地区季节分布特征研究[J]. 中华流行病学杂志, 2012, 33(11):1151-1154. [78] 任江萍, 陈直平, 孙继民,等. 全国人间狂犬病疫情的时间序列分析[J]. 中国人兽共患病学报, 2018, 34(3):239-242. [79] 谢渊, 刘淑清, 董国英,等. 2004—2018年我国狂犬病疫情时间序列分析[J]. 中国人兽共患病学报, 2019, 35(11):1041-1046. [80] 杨静, 张强. ARIMA模型在成都市成华区狂犬病暴露监测数据分析中的应用[J]. 中国卫生统计, 2016, 33(5):755-757,762. [81] 陈斌, 周伴群, 焦亮,等. ARIMA模型在狂犬病暴露监测中的应用[J]. 中国预防医学杂志, 2011, 12(5):427-430. [82] Yan Q, Guo D, Cui W, et al. How to use open source data to assess infection disease risk:a framework and applications[C]. 2015 23rd International Conference on Geoinformatics, 2015:1-5. [83] Recuenco S, Blanton JD, Rupprecht CE. A spatial model to forecast raccoon rabies emergence[J]. Vector Borne Zoonotic Dis, 2012, 12(2):126-137. [84] Escobar LE, Peterson AT, Pape M, et al. Ecological approaches in veterinary epidemiology: mapping the risk of bat-borne rabies using vegetation indices and night-time light satellite imagery[J]. Vet Res, 2015, 46(1):92. [85] Pepin KM, Davis AJ, Streicker DG, et al. Predicting spatial spread of rabies in skunk populations using surveillance data reported by the public[J]. PLoS Negl Trop Dis, 2017, 11(7):e0005822.
2020, Vol. 27 
