Abstract
The Spermophilus dauricus is a rodent species that feeds on the tender parts of plants and seeds. It is also a natural carrier of the hepatitis B virus and the main host of the plague bacillus Yersinia pestis threatening human health and the cultivated ecosystems. Based on ecological niche modeling (ENM) for the MaxEnt model and ArcGIS for the Spatial Analyst model, we quantified the potential risk zone and spatial pattern of the S. dauricus outbreak during 2000–2015. We analyze the temporal and spatial variation for different levels of risk zones. The results showed that the S. dauricus was primarily distributed in the North China with arid and semi-arid regions. The suitable habitat of S. dauricus includes an annual precipitation of 250–700 mm year−1, a temperature of − 3 to 14 °C, the normalized differential vegetation index (NDVI) of 0.05–0.65, and an elevation of < 3800 m. Although the NDVI and precipitation were significantly increasing, the potential risk zone did not expand. But, this result can not mean the S. dauricus outbreak had been controlled, and the substantial additional efforts in the form of observational and/or experimental investigations are needed to explore the relationships between environmental factors and the habitat of the S. dauricus, ideally by including the influences from land cover, vegetation characteristics, and artificial disturbances.
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References
Araujo MB, Guisan A (2006) Six (or so) research priorities for species distribution modelling. J Biogeogr 33:1677–1688
Bardgett RD, Freeman C, Ostle NJ (2008) Microbial contributions to climate change through carbon cycle feedbacks. ISME J 2(8):805–814. https://doi.org/10.1038/ismej.2008.58
Elith J, Graham CH, Anderson RP, Dudik M, Ferrier S, Guisan A, Hijmans RJ, Huettmann F, Leathwick JR, Lehmann A (2006) Novel methods improve prediction of species’ distributions from occurrence data. Ecography 29(2):129–151. https://doi.org/10.1111/j.2006.0906-7590.04596.x
Gibson L, Barrett B, Burbidge A (2007) Dealing with uncertain absences in habitat modelling: a case study of a rare ground dwelling parrot. Divers Distrib 13(6):704–713. https://doi.org/10.1111/j.1472-4642.2007.00365.x
Han B, Zhao G, Zhang ZB, Li JY, Zhang DY (2016) The analysis of Spermophilus dauricus plague natural foci in Inner Mongolia during 2001-2013. Chin J Vector Biol Control 27(2):190–193. https://doi.org/10.11853/j.issn.1003.8280.2016.02.026
Hong JK, Cho JC (2015) Environmental variables shaping the ecological niche of Thaumarchaeota in soil: direct and indirect causal effects. PLoS One 10(8):e0133763. https://doi.org/10.1371/journal.pone.0133763
Jiang LL, Jiapaer G, Bao AM, Guo H, Ndayisaba F (2017) Vegetation dynamics and responses to climate change and human activities in Central Asia. Sci Total Environ 599:967–980. https://doi.org/10.1016/j.scitotenv.2017.05.012
Li B, Chen Y, Shi X, Chen Z, Li W (2013) Temperature and precipitation changes in different environments in the arid region of Northwest China. Theor Appl Climatol 112(3):589–596. https://doi.org/10.1007/s00704-012-0753-4
Li ZL, Li SB, Zhou FX (1998) Population dynamics of Spermophilus dauricus in Jilin Province. Chin J Zool 33(1):35–37. (in Chinese). https://doi.org/10.13859/j.cjz.1998.01.011
Peterson AT (2006) Ecologic niche modeling and spatial patterns of disease transmission. Emerg Infect Dis 12(12):1822–1826. https://doi.org/10.3201/eid1212.060373
Phillips SJ, Anderson RP, Dudik M (2017) Opening the black box: an open-source release of Maxent. Ecography 40(7):887–893. https://doi.org/10.1111/ecog.03049
Phillips SJ, Anderson RP, Schapire RE (2006) Maximum entropy modeling of species geographic distributions. Ecol Model 190(3–4):231–259. https://doi.org/10.1016/j.ecolmodel.2005.03.026
Phillips SJ, Dudik M (2008) Modeling of species distributions with Maxent: new extensions and a comprehensive evaluation. Ecography 31(2):161–175. https://doi.org/10.1111/j.2007.0906-7590.05203.x
Phillips SJ, Dudik M, Schapire RE (2004) A maximum entropy approach to species distribution modeling. ACM Int Conf Proc Ser 427(6970):145–148. https://doi.org/10.1145/1015330.1015412
Saatchi S, Buermann W, Steege HT, Mori S, Smith TB (2008) Modeling distribution of Amazonian tree species and diversity using remote sensing measurements. Remote Sens Environ 112(5):2000–2017. https://doi.org/10.1016/j.rse.2008.01.008
Su JH, Liu RT, Ji WH, Jiao T, Cai ZS, Hua LM (2013) Stages and characteristics of grassland rodent pests control and research in China. Pratacultural Sci 30(7):1116–1123 (in Chinese)
Swets JA (1988) Measuring the accuracy of diagnostic systems. Science 240(4857):1285–1293. https://doi.org/10.1126/science.3287615
Tinoco BA, Astudillo PX, Latta SC, Graham CH (2009) Distribution, ecology and conservation of an endangered Andean hummingbird: the Violet-throated Metaltail ( Metallura baroni). Bird Conservation International 19 (01):63.
Walther GR, Post E, Convey P, Menzel A, Parmrsan C, Beebee TJC, Fromentin JM, Guldberg OH, Bairlein F (2002) Ecological responses to recent climate change. Nature 416(6879):389–395. https://doi.org/10.1017/S0959270908007703
Wang J, Ji WH, Su JH, Gao K, Xu YH, Liu RT (2015) The research status on Spermophilus dauricus. Chin Agr Sci Bulletin 31(8):33–39. (in Chinese). https://doi.org/10.11924/j.issn.1000-6850.2014-2439
Wang X, Xu W, Ouyang Z, Liu J, Chen Y, Zhao L, Huang J (2008) Application of ecological-niche factor analysis in habitat assessment of giant pandas. Acta Ecol Sin 28(2):821–828. https://doi.org/10.1016/S1872-2032(08)60030-X
Wisz MS, Hijmans RJ, Li J, Peterson AT, Graham CH, Guisan A, NCEAS Predicting Species Distributions Working Group (2008) Effects of sample size on the performance of species distribution models. Divers Distrib 14(5):763–773. https://doi.org/10.1111/j.1472-4642.2008.00482.x
Xu HJ, Wang XP (2016) Effects of altered precipitation regimes on plant productivity in the arid region of Northern China. Ecol Inform 31:137–146. https://doi.org/10.1016/j.ecoinf.2015.12.003
Yang WC, La B, Wu XH, Ding Y (2012) Spatial distribution and control measures of rats and pests in alpine grassland of Cheng duo county in the source region of three rivers. J Anhui Agr Sci 40(18):9707–9709. https://doi.org/10.13989/j.cnki.0517-6611.2012.18.135
Zhu ZC, Piao SL, Myneni RB, Huang MT, Zeng ZZ, Canadell JG, Ciais P, Sitch S, Friedlingstein P, Arneth A, Cao C, Cheng L, Kato E, Koven C, Li Y, Lian X, Liu Y, Liu R, Mao J, Pan Y, Peng S, Peñuelas J, Poulter B, Pugh TAM, Stocker BD, Viovy N, Wang X, Wang Y, Xiao Z, Yang H, Zaehle S, Zeng N (2016) Greening of the earth and its drivers. Nat Clim Chang 6:791–795
Acknowledgments
We thank Chaonan Chen for gathering the data and editing the language of the manuscript.
Funding
This research was partially supported by the National Key Research and Development Program of China (No. 2016YFC1201302) and the International Postdoctoral Exchange Fellowship Program 2015 by the Office of China Postdoctoral Council (the approval document number: No. 38 Document of OCPC, 2015).
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Tian, L. Relationship between environmental factors and the spatial distribution of Spermophilus dauricus during 2000–2015 in China. Int J Biometeorol 62, 1781–1789 (2018). https://doi.org/10.1007/s00484-018-1580-9
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DOI: https://doi.org/10.1007/s00484-018-1580-9