期刊论文详细信息
BMC Infectious Diseases
Scrub typhus islands in the Taiwan area and the association between scrub typhus disease and forest land use and farmer population density: geographically weighted regression
Hsi-Chyi Yeh1  Pui-Jen Tsai1 
[1] Center for General Education, Aletheia University, New Taipei 25103, Republic of China
关键词: Geographically weighted regression;    Forest-land uses;    Farm worker population density;    Climate;    Scrub typhus;   
Others  :  1148747
DOI  :  10.1186/1471-2334-13-191
 received in 2012-08-30, accepted in 2013-04-24,  发布年份 2013
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【 摘 要 】

Background

The Taiwan area comprises the main island of Taiwan and several small islands located off the coast of the Southern China. The eastern two-thirds of Taiwan are characterized by rugged mountains covered with tropical and subtropical vegetation. The western region of Taiwan is characterized by flat or gently rolling plains. Geographically, the Taiwan area is diverse in ecology and environment, although scrub typhus threatens local human populations. In this study, we investigate the effects of seasonal and meteorological factors on the incidence of scrub typhus infection among 10 local climate regions. The correlation between the spatial distribution of scrub typhus and cultivated forests in Taiwan, as well as the relationship between scrub typhus incidence and the population density of farm workers is examined.

Methods

We applied Pearson’s product moment correlation to calculate the correlation between the incidence of scrub typhus and meteorological factors among 10 local climate regions. We used the geographically weighted regression (GWR) method, a type of spatial regression that generates parameters disaggregated by the spatial units of analysis, to detail and map each regression point for the response variables of the standardized incidence ratio (SIR)-district scrub typhus. We also applied the GWR to examine the explanatory variables of types of forest-land use and farm worker density in Taiwan in 2005.

Results

In the Taiwan Area, scrub typhus endemic areas are located in the southeastern regions and mountainous townships of Taiwan, as well as the Pescadore, Kinmen, and Matou Islands. Among these islands and low-incidence areas in the central western and southwestern regions of Taiwan, we observed a significant correlation between scrub typhus incidence and surface temperature. No similar significant correlation was found in the endemic areas (e.g., the southeastern region and the mountainous area of Taiwan). Precipitation correlates positively with scrub typhus incidence in 3 local climate regions (i.e., Taiwan’s central western and southwestern regions, and the Kinmen Islands). Relative humidity correlates positively with incidence in Southwestern Taiwan and the Kinmen Islands. The number of wet days correlates positively with incidence in Southwestern Taiwan. The duration of sunshine correlates positively with incidence in Central Western Taiwan, as well as the Kinmen and Matou Islands. In addition, the 10 local climatic regions can be classified into the following 3 groups, based on the warm-cold seasonal fluctuations in scrub typhus incidence: (a) Type 1, evident in 5 local climate regions (Taiwan’s northern, northwestern, northeastern, and southeastern regions, as well as the mountainous area); (b) Type 2 (Taiwan’s central western and southwestern regions, and the Pescadore Islands); and (c) Type 3 (the Kinmen and Matou Islands). In the GWR models, the response variable of the SIR-district scrub typhus has a statistically significantly positive association with 2 explanatory variables (farm worker population density and timber management). In addition, other explanatory variables (recreational forests, natural reserves, and “other purpose” areas) show positive or negative signs for parameter estimates in various locations in Taiwan. Negative signs of parameter estimates occurred only for the explanatory variables of national protectorates, plantations, and clear-cut areas.

Conclusion

The results of this study show that scrub typhus in Taiwan can be classified into 3 types. Type 1 exhibits no climatic effect, whereas the incidence of Type 2 correlates positively with higher temperatures during the warm season, and the incidence of Type 3 correlates positively with higher surface temperatures and longer hours of sunshine. The results also show that in the mountainous township areas of Taiwan’s central and southern regions, as well as in Southeastern Taiwan, higher SIR values for scrub typhus are associated with the following variables: farm worker population density, timber management, and area type (i.e., recreational forest, natural reserve, or other purpose).

【 授权许可】

   
2013 Tsai and Yeh; licensee BioMed Central Ltd.

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【 参考文献 】
  • [1]Traub R, Wisseman CL Jr: The ecology of chigger-brone rickettsiosis (scrub typhus). J Med Entomol 1974, 11:237-303.
  • [2]Burgdorfer W: Ecological and epidemiological considerations of Rocky Mountain spotted fever and scrub typhus. In Biology of rickettsial diseases. Volume 1. Edited by Walker DH, Peacock MG. Boca Raton, FL: CRC Press; 1988:33-50.
  • [3]Silpapojakul K: Scrub typhus in the Western Pacific region. Ann Acad Med Singapore 1997, 26:794-800.
  • [4]Oaks SC Jr, Ridgway RL, Shirai A, Twartz JC: Scrub typhus. Inst Med Res Malays Bull 1983, 21:1-98.
  • [5]Kawamura A, Tanaka H, Takamura A: Tsutsugamushi Disease: An Overview. Tokyo: University of Tokyo Press; 1995.
  • [6]Rosenberg R: Drug-resistent scrub typhus : paradigm and paradox. Parasitol Today 1997, 13:131-132.
  • [7]Kelly DJ, Fuerst PA, Ching WM, Richards AL: Scrub typhus: the geographic distribution of phenotypic and genotypic variants of Orientia tsutsugamushi. Clin Infect Dis 2009, 48(Suppl 3):203-230.
  • [8]Olson JG, Scheer EJ: Correlation of scrub typhus incidence with temperature in the Pescadores Island of Taiwan. Ann Trop Med Parasitol 1978, 72:195-196.
  • [9]Olson JG: Forecasting the onset of a scrub typhus epidemic in the Pescadores Islands of Taiwan using daily maximun temperatures. Trop Geogr Med 1979, 31:519-524.
  • [10]Kim SH, Jang JY: Correlations between climate change-related infectious diseases and meteorological factors in Korea. J Prev Med Public Health 2010, 43:436-444.
  • [11]McKnight TL, Hess D: Physical Geography: A Landscape Appreciation. Upper Saddle River, NJ: Prentice Hall; 2000.
  • [12]Lee YS, Wang PH, Tseng SJ, Ko CF, Teng HJ: Epidemiology of scrub typhus in eastern Taiwan, 2000–2004. Jpn J Infect Dis 2006, 59:235-238.
  • [13]Huang CT, Chi H, Lee HC, Chiu NC, Huang FY: Scrub typhus in children in a teaching hospital in eastern Taiwan, 2000–2005. Southeast Asian J Trop Med Public Health 2009, 40:789-794.
  • [14]Kuo CC, Huang JL, Ko CY, Lee PF, Wang HC: Spatial analysis of scrub typhus infection and its association with environmental and socioeconomic factors in Taiwan. Acta Tropica 2011, 120:52-58.
  • [15]Centers for Disease Control (Taiwan): Statistics of Communicable Diseases and Surveillance Report, Republic of China 2010. Taipei: Centers for Disease Control (Taiwan); 2011.
  • [16]Central Weather Bureau: 1897–2008 Statistics of Climate Changes in Taiwan . Taipei: Central Weather Bureau; 2009. In Chinese
  • [17]The Meteorological Data. [http://www.cwb.gov.tw/V7e/climate/ webcite]
  • [18]Notifiable Infection Diseases Statistics System. [in chinese]. [http://nidss.cdc.gov.tw/default.aspx webcite]
  • [19]The 2005 Agricultural, Forestry, Fishery and Husbandry Census. [in chinese]. [http://www.dgbas.gov.tw/np.asp?ctNode=2835 webcite]
  • [20]Rosner B: Fundamentals of Biostatistics. 7th edition. Boston: Brooks/Cole, Cengage Learning; 2011.
  • [21]Fotheringham AS, Brunsdon C, Charlton M: Geographically weighted regression: a natural evolution of the expansion method for spatial data analysis. Environment and Planning A 1998, 30:1905-1927.
  • [22]Fotheringham AS, Brunsdon C, Charlton M: Geographically Weighted Regression: The Analysis of Spatially Varying Relationships. Chichester: John Wiley & Sons Inc; 2002.
  • [23]Thissen D, Steinberg L, Kuang D: Quick and easy implemantation of the Benjamini-Hochberg procedure for controlling the false positive rate in multiple comparisons. Journal of Educational and Behavioral Statistics 2002, 27:77-83.
  • [24]Van Peenen PF, Lien JC, Santana FJ, See R: Correlation of chigger abundance with temperature at a hyperendemic focus of scrub typhus. J Parasitol 1976, 62:653-654.
  • [25]Wang HC, Chung CL, Lin TH, Wang CH, Wu WJ: Studies on the vectors and pathogens of scrub typhus on murine-like animals in Kinmen County, Taiwan. Formosan Entomol 2004, 24:257-272.
  • [26]Lien JC, Lin SY, Lin HM: Field observation on the bionomics of Leptotrombidium deliensis, the vector of scrub typhus in the Pescadores. Acta Med Biol (Niigata) 1967, 15:27-31.
  • [27]Olson JG, Bourgeois AL, Fang RC: Population indices of chiggers (Leptotrombidium deliense) and incidence of scrub typhus in Chinese military personnel, Pescadores Islands of Taiwan, 1976–77. Trans R Soc Trop Med Hyg 1982, 76:85-88.
  • [28]Kuo CC, Huang CL, Wang HC: Identification of potential hosts and vectors of scrub typhus and tick-borne spotted fever group rickettsiae in eastern Taiwan. Med Vet Entomol 2011, 25:169-177.
  • [29]Ogawa M, Hagiwara T, Kishimoto T, Shiga S, Yoshida Y, Furuya Y, Kaiho I, Ito T, Nemoto H, Yamamoto N, Masukawa K: Scrub typhus in Japan: epidemiology and clinical features of cases reported in 1988. Am J Trop Med Hyg 2002, 67:162-165.
  • [30]Liu YX, Feng D, Suo JJ, Xing YB, Liu G, Liu LH, Xiao HJ, Jia N, Gao Y, Yang H, Zuo SQ, Zhang PH, Zhao ZT, Min JS, Feng PT, Ma SB, Liang S, Cao WC: Clinical characteristics of the autumn-winter type scrub typhus cases in south of Shandong province, northern China. BMC Infect Dis 2009, 9:82. BioMed Central Full Text
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