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Published in: BMC Infectious Diseases 1/2015

Open Access 01-12-2015 | Research article

Human brucellosis occurrences in inner mongolia, China: a spatio-temporal distribution and ecological niche modeling approach

Authors: Peng Jia, Andrew Joyner

Published in: BMC Infectious Diseases | Issue 1/2015

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Abstract

Background

Brucellosis is a common zoonotic disease and remains a major burden in both human and domesticated animal populations worldwide. Few geographic studies of human Brucellosis have been conducted, especially in China. Inner Mongolia of China is considered an appropriate area for the study of human Brucellosis due to its provision of a suitable environment for animals most responsible for human Brucellosis outbreaks.

Methods

The aggregated numbers of human Brucellosis cases from 1951 to 2005 at the municipality level, and the yearly numbers and incidence rates of human Brucellosis cases from 2006 to 2010 at the county level were collected. Geographic Information Systems (GIS), remote sensing (RS) and ecological niche modeling (ENM) were integrated to study the distribution of human Brucellosis cases over 1951–2010.

Results

Results indicate that areas of central and eastern Inner Mongolia provide a long-term suitable environment where human Brucellosis outbreaks have occurred and can be expected to persist. Other areas of northeast China and central Mongolia also contain similar environments.

Conclusions

This study is the first to combine advanced spatial statistical analysis with environmental modeling techniques when examining human Brucellosis outbreaks and will help to inform decision-making in the field of public health.
Literature
2.
go back to reference Pappas G, Papadimitriou P, Akritidis N, Christou L, Tsianos EV. The new global map of human brucellosis. Lancet Infect Dis. 2006;6(2):91–9.CrossRefPubMed Pappas G, Papadimitriou P, Akritidis N, Christou L, Tsianos EV. The new global map of human brucellosis. Lancet Infect Dis. 2006;6(2):91–9.CrossRefPubMed
3.
4.
go back to reference Abdullayev R, Kracalik I, Ismayilova R, Ustun N, Talibzade A, Blackburn JK. Analyzing the spatial and temporal distribution of human brucellosis in Azerbaijan (1995–2009) using spatial and spatio-temporal statistics. BMC Infect Dis. 2012;12:185.CrossRefPubMedPubMedCentral Abdullayev R, Kracalik I, Ismayilova R, Ustun N, Talibzade A, Blackburn JK. Analyzing the spatial and temporal distribution of human brucellosis in Azerbaijan (1995–2009) using spatial and spatio-temporal statistics. BMC Infect Dis. 2012;12:185.CrossRefPubMedPubMedCentral
5.
go back to reference Crawford RP, Huber JD, Adams BS. Epidemiology and surveillance. In: Animal Brucellosis. Boca Raton: CRC Press; 1990. p. 131–51. Crawford RP, Huber JD, Adams BS. Epidemiology and surveillance. In: Animal Brucellosis. Boca Raton: CRC Press; 1990. p. 131–51.
6.
go back to reference Zinsstag J, Roth F, Orkhon D, Chimed-Ochir G, Nansalmaa M, Kolar J, et al. A model of animal-human brucellosis transmission in Mongolia. Prev Vet Med. 2005;69(1–2):77–95.CrossRefPubMed Zinsstag J, Roth F, Orkhon D, Chimed-Ochir G, Nansalmaa M, Kolar J, et al. A model of animal-human brucellosis transmission in Mongolia. Prev Vet Med. 2005;69(1–2):77–95.CrossRefPubMed
7.
go back to reference Alexander KA, Blackburn JK, Vandewalle ME, Pesapane R, Baipoledi EK, Elzer PH. Buffalo, bush meat, and the zoonotic threat of brucellosis in Botswana. PLoS One. 2012;7(3):e32842.CrossRefPubMedPubMedCentral Alexander KA, Blackburn JK, Vandewalle ME, Pesapane R, Baipoledi EK, Elzer PH. Buffalo, bush meat, and the zoonotic threat of brucellosis in Botswana. PLoS One. 2012;7(3):e32842.CrossRefPubMedPubMedCentral
8.
go back to reference Godfroid J, Scholz HC, Barbier T, Nicolas C, Wattiau P, Fretin D, et al. Brucellosis at the animal/ecosystem/human interface at the beginning of the 21st century. Prev Vet Med. 2011;102(2):118–31.CrossRefPubMed Godfroid J, Scholz HC, Barbier T, Nicolas C, Wattiau P, Fretin D, et al. Brucellosis at the animal/ecosystem/human interface at the beginning of the 21st century. Prev Vet Med. 2011;102(2):118–31.CrossRefPubMed
9.
go back to reference Plumb GE, Olsen SC, Buttke D. Brucellosis: 'One Health' challenges and opportunities. Rev Sci Tech. 2013;32(1):271–8.PubMed Plumb GE, Olsen SC, Buttke D. Brucellosis: 'One Health' challenges and opportunities. Rev Sci Tech. 2013;32(1):271–8.PubMed
10.
go back to reference Dean AS, Crump L, Greter H, Hattendorf J, Schelling E, Zinsstag J. Clinical manifestations of human brucellosis: a systematic review and meta-analysis. PLoS Negl Trop Dis. 2012;6(12):e1929.CrossRefPubMedPubMedCentral Dean AS, Crump L, Greter H, Hattendorf J, Schelling E, Zinsstag J. Clinical manifestations of human brucellosis: a systematic review and meta-analysis. PLoS Negl Trop Dis. 2012;6(12):e1929.CrossRefPubMedPubMedCentral
11.
12.
go back to reference Christensen BW MD, TM H. Female reproductive disorders. In: SB P, editor. Large Animal Internal Medicine. 4th ed. St. Louis, MO: Mosby-Elsevier; 2009. p. 1461. Christensen BW MD, TM H. Female reproductive disorders. In: SB P, editor. Large Animal Internal Medicine. 4th ed. St. Louis, MO: Mosby-Elsevier; 2009. p. 1461.
13.
go back to reference Dean AS, Crump L, Greter H, Schelling E, Zinsstag J. Global burden of human brucellosis: a systematic review of disease frequency. PLoS Negl Trop Dis. 2012;6(10):e1865.CrossRefPubMedPubMedCentral Dean AS, Crump L, Greter H, Schelling E, Zinsstag J. Global burden of human brucellosis: a systematic review of disease frequency. PLoS Negl Trop Dis. 2012;6(10):e1865.CrossRefPubMedPubMedCentral
14.
go back to reference Zhang J, Yin F, Zhang T, Yang C, Zhang X, Feng Z, et al. Spatial analysis on human brucellosis incidence in mainland China: 2004–2010. BMJ open. 2014;4(4):e004470.CrossRefPubMedPubMedCentral Zhang J, Yin F, Zhang T, Yang C, Zhang X, Feng Z, et al. Spatial analysis on human brucellosis incidence in mainland China: 2004–2010. BMJ open. 2014;4(4):e004470.CrossRefPubMedPubMedCentral
15.
go back to reference Godfroid J, Kasbohrer A. Brucellosis in the European Union and Norway at the turn of the twenty-first century. Vet Microbiol. 2002;90(1–4):135–45.CrossRefPubMed Godfroid J, Kasbohrer A. Brucellosis in the European Union and Norway at the turn of the twenty-first century. Vet Microbiol. 2002;90(1–4):135–45.CrossRefPubMed
16.
go back to reference Tweddle NE, Livingstone P. Bovine tuberculosis control and eradication programs in Australia and New Zealand. Vet Microbiol. 1994;40(1–2):23–39.CrossRefPubMed Tweddle NE, Livingstone P. Bovine tuberculosis control and eradication programs in Australia and New Zealand. Vet Microbiol. 1994;40(1–2):23–39.CrossRefPubMed
17.
go back to reference Shang D, Xiao D, Yin J. Epidemiology and control of brucellosis in China. Vet Microbiol. 2002;90(1–4):165–82. Shang D, Xiao D, Yin J. Epidemiology and control of brucellosis in China. Vet Microbiol. 2002;90(1–4):165–82.
18.
19.
go back to reference Zhong Z, Yu S, Wang X, Dong S, Xu J, Wang Y, et al. Human brucellosis in the People's Republic of China during 2005–2010. Int J Infect Dis IJID Off Publ Int Soc Infect Dis. 2013;17(5):e289–92. Zhong Z, Yu S, Wang X, Dong S, Xu J, Wang Y, et al. Human brucellosis in the People's Republic of China during 2005–2010. Int J Infect Dis IJID Off Publ Int Soc Infect Dis. 2013;17(5):e289–92.
20.
go back to reference Chen Y, Ke Y, Wang Y, Yuan X, Zhou X, Jiang H, et al. Changes of predominant species/biovars and sequence types of Brucella isolates, Inner Mongolia. Chin BMC Infect Dis. 2013;13:514.CrossRef Chen Y, Ke Y, Wang Y, Yuan X, Zhou X, Jiang H, et al. Changes of predominant species/biovars and sequence types of Brucella isolates, Inner Mongolia. Chin BMC Infect Dis. 2013;13:514.CrossRef
21.
go back to reference Hou Q, Sun X, Zhang J, Liu Y, Wang Y, Jin Z. Modeling the transmission dynamics of sheep brucellosis in Inner Mongolia Autonomous Region, China. Math Biosci. 2013;242(1):51–8.CrossRefPubMed Hou Q, Sun X, Zhang J, Liu Y, Wang Y, Jin Z. Modeling the transmission dynamics of sheep brucellosis in Inner Mongolia Autonomous Region, China. Math Biosci. 2013;242(1):51–8.CrossRefPubMed
22.
go back to reference Li YJ, Li XL, Liang S, Fang LQ, Cao WC. Epidemiological features and risk factors associated with the spatial and temporal distribution of human brucellosis in China. BMC Infect Dis. 2013;13:547.CrossRefPubMedPubMedCentral Li YJ, Li XL, Liang S, Fang LQ, Cao WC. Epidemiological features and risk factors associated with the spatial and temporal distribution of human brucellosis in China. BMC Infect Dis. 2013;13:547.CrossRefPubMedPubMedCentral
23.
go back to reference Angerer J, Han G, Fujisaki I, Havstad K. Climate change and ecosystems of Asia with emphasis on Inner Mongolia and Mongolia. Rangelands. 2008;30(3):46–51.CrossRef Angerer J, Han G, Fujisaki I, Havstad K. Climate change and ecosystems of Asia with emphasis on Inner Mongolia and Mongolia. Rangelands. 2008;30(3):46–51.CrossRef
24.
go back to reference Xue Y. The impact of desertification in the Mongolian and the Inner Mongolian grassland on the regional climate. J Clim. 1996;9(9):2173–89.CrossRef Xue Y. The impact of desertification in the Mongolian and the Inner Mongolian grassland on the regional climate. J Clim. 1996;9(9):2173–89.CrossRef
25.
go back to reference Chen WBCQ ZHJ, Chi R, Ma Y. Analysis of epidemic characteristics on brucellosis in Inner Mongolia. Chinese J Control of Endemic Dis. 2008;23(1):56–8. Chen WBCQ ZHJ, Chi R, Ma Y. Analysis of epidemic characteristics on brucellosis in Inner Mongolia. Chinese J Control of Endemic Dis. 2008;23(1):56–8.
26.
go back to reference Rogers DJ. Satellites, space, time and the African trypanosomiases. Adv Parasitol. 2000;47:129–71.CrossRefPubMed Rogers DJ. Satellites, space, time and the African trypanosomiases. Adv Parasitol. 2000;47:129–71.CrossRefPubMed
28.
go back to reference Scharlemann JP, Benz D, Hay SI, Purse BV, Tatem AJ, Wint GW, et al. Global data for ecology and epidemiology: a novel algorithm for temporal Fourier processing MODIS data. PLoS One. 2008;3(1):e1408.CrossRefPubMedPubMedCentral Scharlemann JP, Benz D, Hay SI, Purse BV, Tatem AJ, Wint GW, et al. Global data for ecology and epidemiology: a novel algorithm for temporal Fourier processing MODIS data. PLoS One. 2008;3(1):e1408.CrossRefPubMedPubMedCentral
29.
go back to reference Kitron U, Kazmierczak JJ. Spatial analysis of the distribution of Lyme disease in Wisconsin. Am J Epidemiol. 1997;145(6):558–66.CrossRefPubMed Kitron U, Kazmierczak JJ. Spatial analysis of the distribution of Lyme disease in Wisconsin. Am J Epidemiol. 1997;145(6):558–66.CrossRefPubMed
30.
go back to reference Huete A, Didan K, Miura T, Rodriguez EP, Gao X, Ferreira LG. Overview of the radiometric and biophysical performance of the MODIS vegetation indices. Remote Sens Environ. 2002;83(1):195–213.CrossRef Huete A, Didan K, Miura T, Rodriguez EP, Gao X, Ferreira LG. Overview of the radiometric and biophysical performance of the MODIS vegetation indices. Remote Sens Environ. 2002;83(1):195–213.CrossRef
31.
go back to reference Sims DA, Rahman AF, Cordova VD, El-Masri BZ, Baldocchi DD, Bolstad PV, et al. A new model of gross primary productivity for North American ecosystems based solely on the enhanced vegetation index and land surface temperature from MODIS. Remote Sens Environ. 2008;112(4):1633–46.CrossRef Sims DA, Rahman AF, Cordova VD, El-Masri BZ, Baldocchi DD, Bolstad PV, et al. A new model of gross primary productivity for North American ecosystems based solely on the enhanced vegetation index and land surface temperature from MODIS. Remote Sens Environ. 2008;112(4):1633–46.CrossRef
32.
go back to reference Tatem AJ, Snow RW, Hay SI. Mapping the environmental coverage of the INDEPTH demographic surveillance system network in rural Africa. Tropical Med Int Health TM IH. 2006;11(8):1318–26.CrossRef Tatem AJ, Snow RW, Hay SI. Mapping the environmental coverage of the INDEPTH demographic surveillance system network in rural Africa. Tropical Med Int Health TM IH. 2006;11(8):1318–26.CrossRef
33.
go back to reference Baptista Rosas RC, Hinojosa A, Riquelme M. Ecological niche modeling of Coccidioides spp. in western North American deserts. Ann N Y Acad Sci. 2007;1111:35–46.CrossRefPubMed Baptista Rosas RC, Hinojosa A, Riquelme M. Ecological niche modeling of Coccidioides spp. in western North American deserts. Ann N Y Acad Sci. 2007;1111:35–46.CrossRefPubMed
34.
go back to reference Gonzalez C, Wang O, Strutz SE, Gonzalez-Salazar C, Sanchez-Cordero V, Sarkar S. Climate change and risk of leishmaniasis in north america: predictions from ecological niche models of vector and reservoir species. PLoS Negl Trop Dis. 2010;4(1):e585.CrossRefPubMedPubMedCentral Gonzalez C, Wang O, Strutz SE, Gonzalez-Salazar C, Sanchez-Cordero V, Sarkar S. Climate change and risk of leishmaniasis in north america: predictions from ecological niche models of vector and reservoir species. PLoS Negl Trop Dis. 2010;4(1):e585.CrossRefPubMedPubMedCentral
35.
go back to reference Papeş M, Gaubert P. Modelling ecological niches from low numbers of occurrences: assessment of the conservation status of poorly known viverrids (Mammalia, Carnivora) across two continents. Divers Distrib. 2007;13(6):890–902.CrossRef Papeş M, Gaubert P. Modelling ecological niches from low numbers of occurrences: assessment of the conservation status of poorly known viverrids (Mammalia, Carnivora) across two continents. Divers Distrib. 2007;13(6):890–902.CrossRef
36.
go back to reference Ron L, Benitez W, Speybroeck N, Ron J, Saegerman C, Berkvens D, et al. Spatio-temporal clusters of incident human brucellosis cases in Ecuador. Spatial Spatio-Temporal Epidemiol. 2013;5:1–10.CrossRef Ron L, Benitez W, Speybroeck N, Ron J, Saegerman C, Berkvens D, et al. Spatio-temporal clusters of incident human brucellosis cases in Ecuador. Spatial Spatio-Temporal Epidemiol. 2013;5:1–10.CrossRef
37.
38.
go back to reference Center for International Earth Science Information Network - CIESIN - Columbia University, International Food Policy Research Institute - IFPRI. Global Rural–urban Mapping Project, Version 1 (GRUMPv1): Population Density Grid. In: The World Bank, Centro Internacional de Agricultura Tropical - CIAT. Palisades, NY: NASA Socioeconomic Data and Applications Center (SEDAC); 2011. Center for International Earth Science Information Network - CIESIN - Columbia University, International Food Policy Research Institute - IFPRI. Global Rural–urban Mapping Project, Version 1 (GRUMPv1): Population Density Grid. In: The World Bank, Centro Internacional de Agricultura Tropical - CIAT. Palisades, NY: NASA Socioeconomic Data and Applications Center (SEDAC); 2011.
39.
go back to reference Nelson A. Estimated Travel Time to the Nearest City of 50,000 or More People in Year 2000. Ispra, Italy: In. Edited by Commission GEMU-JRCotE; 2008. Nelson A. Estimated Travel Time to the Nearest City of 50,000 or More People in Year 2000. Ispra, Italy: In. Edited by Commission GEMU-JRCotE; 2008.
40.
go back to reference Tobler WR. A computer movie simulating urban growth in the Detroit region. Econ Geogr. 1970;46:234–40.CrossRef Tobler WR. A computer movie simulating urban growth in the Detroit region. Econ Geogr. 1970;46:234–40.CrossRef
41.
go back to reference Anselin L, Syabri I, Kho Y. GeoDa: an introduction to spatial data analysis. Geogr Anal. 2006;38(1):5–22.CrossRef Anselin L, Syabri I, Kho Y. GeoDa: an introduction to spatial data analysis. Geogr Anal. 2006;38(1):5–22.CrossRef
42.
go back to reference Anselin L. Local indicators of spatial association—LISA. Geogr Anal. 1995;27(2):93–115.CrossRef Anselin L. Local indicators of spatial association—LISA. Geogr Anal. 1995;27(2):93–115.CrossRef
43.
go back to reference Phillips, S. J., Dudík, M., & Schapire, R. E. A maximum entropy approach to species distribution modeling. In Proceedings of the twenty-first international conference on Machine learning (p. 83). ACM. (2004, July) Phillips, S. J., Dudík, M., & Schapire, R. E. A maximum entropy approach to species distribution modeling. In Proceedings of the twenty-first international conference on Machine learning (p. 83). ACM. (2004, July)
44.
go back to reference Phillips SJ, Anderson RP, Schapire RE. Maximum entropy modeling of species geographic distributions. Ecol Model. 2006;190(3):231–59.CrossRef Phillips SJ, Anderson RP, Schapire RE. Maximum entropy modeling of species geographic distributions. Ecol Model. 2006;190(3):231–59.CrossRef
45.
go back to reference Machado-Machado EA. Empirical mapping of suitability to dengue fever in Mexico using species distribution modeling. Appl Geogr. 2012;33:82–93.CrossRef Machado-Machado EA. Empirical mapping of suitability to dengue fever in Mexico using species distribution modeling. Appl Geogr. 2012;33:82–93.CrossRef
46.
go back to reference McDermott JJ, Arimi SM. Brucellosis in sub-Saharan Africa: epidemiology, control and impact. Vet Microbiol. 2002;90(1–4):111–34.CrossRefPubMed McDermott JJ, Arimi SM. Brucellosis in sub-Saharan Africa: epidemiology, control and impact. Vet Microbiol. 2002;90(1–4):111–34.CrossRefPubMed
47.
go back to reference Mischler P, Kearney M, McCarroll JC, Scholte RG, Vounatsou P, Malone JB. Environmental and socio-economic risk modelling for Chagas disease in Bolivia. Geospat Health. 2012;6(3):S59–66.CrossRefPubMed Mischler P, Kearney M, McCarroll JC, Scholte RG, Vounatsou P, Malone JB. Environmental and socio-economic risk modelling for Chagas disease in Bolivia. Geospat Health. 2012;6(3):S59–66.CrossRefPubMed
48.
go back to reference Fischer D, Thomas SM, Niemitz F, Reineking B, Beierkuhnlein C. Projection of climatic suitability for Aedes albopictus Skuse (Culicidae) in Europe under climate change conditions. Global Planet Change. 2011;78(1):54–64.CrossRef Fischer D, Thomas SM, Niemitz F, Reineking B, Beierkuhnlein C. Projection of climatic suitability for Aedes albopictus Skuse (Culicidae) in Europe under climate change conditions. Global Planet Change. 2011;78(1):54–64.CrossRef
49.
go back to reference Benedict MQ, Levine RS, Hawley WA, Lounibos LP. Spread of the tiger: global risk of invasion by the mosquito Aedes albopictus. Vector Borne Zoonotic Dis. 2007;7(1):76–85.CrossRefPubMedPubMedCentral Benedict MQ, Levine RS, Hawley WA, Lounibos LP. Spread of the tiger: global risk of invasion by the mosquito Aedes albopictus. Vector Borne Zoonotic Dis. 2007;7(1):76–85.CrossRefPubMedPubMedCentral
50.
go back to reference Escobar LE, Peterson AT, Favi M, Yung V, Pons DJ, Medina-Vogel G. Ecology and geography of transmission of Two Bat-borne rabies lineages in Chile. PLoS Negl Trop Dis. 2013;7(12):e2577.CrossRefPubMedPubMedCentral Escobar LE, Peterson AT, Favi M, Yung V, Pons DJ, Medina-Vogel G. Ecology and geography of transmission of Two Bat-borne rabies lineages in Chile. PLoS Negl Trop Dis. 2013;7(12):e2577.CrossRefPubMedPubMedCentral
51.
go back to reference Medley KA. Niche shifts during the global invasion of the Asian tiger mosquito, Aedes albopictus Skuse (Culicidae), revealed by reciprocal distribution models. Glob Ecol Biogeogr. 2010;19(1):122–33.CrossRef Medley KA. Niche shifts during the global invasion of the Asian tiger mosquito, Aedes albopictus Skuse (Culicidae), revealed by reciprocal distribution models. Glob Ecol Biogeogr. 2010;19(1):122–33.CrossRef
52.
go back to reference Mancini FR, Bella A, Graziani C, Marianelli C, Mughini-Gras L, Pasquali P, et al. Trends of human brucellosis in Italy, 1998–2010. Epidemiol Infect. 2014;142(6):1188–95.CrossRefPubMed Mancini FR, Bella A, Graziani C, Marianelli C, Mughini-Gras L, Pasquali P, et al. Trends of human brucellosis in Italy, 1998–2010. Epidemiol Infect. 2014;142(6):1188–95.CrossRefPubMed
53.
go back to reference Al Dahouk S, Neubauer H, Hensel A, Schoneberg I, Nockler K, Alpers K, et al. Changing epidemiology of human brucellosis, Germany, 1962–2005. Emerg Infect Dis. 2007;13(12):1895–900.CrossRefPubMedPubMedCentral Al Dahouk S, Neubauer H, Hensel A, Schoneberg I, Nockler K, Alpers K, et al. Changing epidemiology of human brucellosis, Germany, 1962–2005. Emerg Infect Dis. 2007;13(12):1895–900.CrossRefPubMedPubMedCentral
54.
go back to reference Chomel BB, DeBess EE, Mangiamele DM, Reilly KF, Farver TB, Sun RK, et al. Changing trends in the epidemiology of human brucellosis in California from 1973 to 1992: a shift toward foodborne transmission. J Infect Dis. 1994;170(5):1216–23.CrossRefPubMed Chomel BB, DeBess EE, Mangiamele DM, Reilly KF, Farver TB, Sun RK, et al. Changing trends in the epidemiology of human brucellosis in California from 1973 to 1992: a shift toward foodborne transmission. J Infect Dis. 1994;170(5):1216–23.CrossRefPubMed
55.
go back to reference Chen Z, Zhang W, Ke Y, Wang Y, Tian B, Wang D, et al. High-risk regions of human brucellosis in china: implications for prevention and early diagnosis of travel-related infections. Clin infect Dis An Off Publ Infect Dis Soc Am. 2013;57(2):330–2.CrossRef Chen Z, Zhang W, Ke Y, Wang Y, Tian B, Wang D, et al. High-risk regions of human brucellosis in china: implications for prevention and early diagnosis of travel-related infections. Clin infect Dis An Off Publ Infect Dis Soc Am. 2013;57(2):330–2.CrossRef
56.
go back to reference CAHY. China animal husbandry yearbook. Beijing: China Agriculture Press; 2005. CAHY. China animal husbandry yearbook. Beijing: China Agriculture Press; 2005.
57.
go back to reference Ayala D, Costantini C, Ose K, Kamdem GC, Antonio-Nkondjio C, Agbor JP, et al. Habitat suitability and ecological niche profile of major malaria vectors in Cameroon. Malar J. 2009;8:307.CrossRefPubMedPubMedCentral Ayala D, Costantini C, Ose K, Kamdem GC, Antonio-Nkondjio C, Agbor JP, et al. Habitat suitability and ecological niche profile of major malaria vectors in Cameroon. Malar J. 2009;8:307.CrossRefPubMedPubMedCentral
59.
go back to reference Peterson AT, Martinez-Campos C, Nakazawa Y, Martinez-Meyer E. Time-specific ecological niche modeling predicts spatial dynamics of vector insects and human dengue cases. Trans R Soc Trop Med Hyg. 2005;99(9):647–55.CrossRefPubMed Peterson AT, Martinez-Campos C, Nakazawa Y, Martinez-Meyer E. Time-specific ecological niche modeling predicts spatial dynamics of vector insects and human dengue cases. Trans R Soc Trop Med Hyg. 2005;99(9):647–55.CrossRefPubMed
Metadata
Title
Human brucellosis occurrences in inner mongolia, China: a spatio-temporal distribution and ecological niche modeling approach
Authors
Peng Jia
Andrew Joyner
Publication date
01-12-2015
Publisher
BioMed Central
Published in
BMC Infectious Diseases / Issue 1/2015
Electronic ISSN: 1471-2334
DOI
https://doi.org/10.1186/s12879-015-0763-9

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