Published May 2, 2024 | Version v1
Journal article Open

Establishment potential across South Korea for two gecko species, Gekko japonicus and G. swinhonis, adapted to different climates

  • 1. Kangwon National University, Chuncheon, Republic of Korea
  • 2. National Institute of Ecology, Seocheon, Republic of Korea
  • 3. Unaffiliated, Seoul, Republic of Korea
  • 4. Kangwon National University , Chuncheon, Republic of Korea

Description

The introduction of exotic species and the associated impacts are increasing worldwide due to the development and increase in transportation and international trade. As new populations of the non-native Gekko japonicus and G. swinhonis have recently been discovered in South Korea, this study was conducted to investigate the distribution of these species, evaluate the establishment potential of non-native populations and infer their routes of introduction. The study comprised targeted field surveys around the major international ports, generation of ecological niche models (ENMs), based on the known distributions and comparison of the ecological niches of the two species. The results suggest that G. japonicus and G. swinhonis are primarily distributed in the humid subtropical climate (Cfa) and the monsoon-influenced hot-summer humid continental climate (Dwa), respectively. According to the ENMs predicted across South Korea, suitable habitats for G. japonicus were located along the western and southern coasts of the country, whereas those for G. swinhonis were predicted along the western coastal regions and several major cities inland. These distributional patterns may be attributed to adaptations of the two gecko congeners to distinct climatic conditions leading to divergent ecological niches. Considering the known distributions of the two species in South Korea, the most likely routes of introduction are accidental translocations through international trade and the inland populations most likely originated from human-mediated dispersals along the major rivers. This study highlights the need to implement quarantine procedures for international cargo arriving in South Korea. Additional field surveys are further recommended to focus on urban areas adjacent to international ports and major rivers to curtail further introductions of non-native geckos.

Files

NB_article_118085.pdf

Files (8.2 MB)

Name Size Download all
md5:5813f5b56febb32c7aae5010b46c2fbb
8.2 MB Preview Download

System files (210.3 kB)

Name Size Download all
md5:a33f026b3212ce4d68b7121ba04e2cb6
210.3 kB Download

Linked records

Additional details

References

  • Abbas A, Ullah S, Ullah W, Waseem M, Dou X, Zhao C, Karim A, Zhu J, Hagan DFT, Bhatti AS, Ali G (2022) Evaluation and projection of precipitation in Pakistan using the Coupled Model Intercomparison Project Phase 6 model simulations. International Journal of Climatology 42(13): 6665–6684. https://doi.org/10.1002/joc.7602
  • Agarwal I, Ceríaco LM, Metallinou M, Jackman TR, Bauer AM (2021) How the African house gecko (Hemidactylus mabouia) conquered the world. Royal Society Open Science 8(8): 210749. https://doi.org/10.1098/rsos.210749
  • Allouche O, Tsoar A, Kadmon R (2006) Assessing the accuracy of species distribution models: Prevalence, kappa and the true skill statistic (TSS). Journal of Applied Ecology 43(6): 1223–1232. https://doi.org/10.1111/j.1365-2664.2006.01214.x
  • Anderson RP, Raza A (2010) The effect of the extent of the study region on GIS models of species geographic distributions and estimates of niche evolution: Preliminary tests with montane rodents (genus Nephelomys) in Venezuela. Journal of Biogeography 37(7): 1378–1393. https://doi.org/10.1111/j.1365-2699.2010.02290.x
  • Baek HJ, Cho S, Seok M, Shin JW, Kim DI (2023) Domestic reutilization status of invasive turtle species in South Korea based on Trachemys scripta. Diversity 15(8): 885. https://doi.org/10.3390/d15080885
  • Bauer AM, Baker BW (2008) An East Asian gecko (Gekko hokouensis, Gekkonidae) intercepted in Champlain, New York, USA. Applied Herpetology 5(2): 197–198. https://doi.org/10.1163/157075408784648790
  • Beck HE, McVicar TR, Vergopolan N, Berg A, Lutsko NJ, Dufour A, Zeng Z, Jiang X, van Dijk AIJM, Miralles DG (2023) High-resolution (1 km) Köppen-Geiger maps for 1901–2099 based on constrained CMIP6 projections. Scientific Data 10(1): 724. https://doi.org/10.1038/s41597-023-02549-6
  • Bellard C, Jeschke JM, Leroy B, Mace GM (2018) Insights from modeling studies on how climate change affects invasive alien species geography. Ecology and Evolution 8(11): 5688–5700. https://doi.org/10.1002/ece3.4098
  • Bomford M, Kraus F, Barry SC, Lawrence E (2009) Predicting establishment success for alien reptiles and amphibians: A role for climate matching. Biological Invasions 11(3): 713–724. https://doi.org/10.1007/s10530-008-9285-3
  • Boone RB, Krohn WB (1999) Modeling the occurrence of bird Species: Are the errors predictable? Ecological Applications 9(3): 835–848. https://doi.org/10.1890/1051-0761(1999)009[0835:MTOOBS]2.0.CO;2
  • Broennimann O, Fitzpatrick MC, Pearman PB, Petitpierre B, Pellissier L, Yoccoz NG, Thuiller W, Fortin MJ, Randin C, Zimmermann NE, Graham CH, Guisan A (2012) Measuring ecological niche overlap from occurrence and spatial environmental data. Global Ecology and Biogeography 21(4): 481–497. https://doi.org/10.1111/j.1466-8238.2011.00698.x
  • Buckland S, Cole NC, Aguirre-Gutierrez J, Gallagher LE, Henshaw SM, Besnard A, Harris S (2014) Ecological effects of the invasive giant madagascar day gecko on endemic Mauritian geckos: Applications of binomial-mixture and species distribution models. PLoS One 9(4): e88798. https://doi.org/10.1371/journal.pone.0088798
  • Casey CL, Hernandez SM, Yabsley MJ, Smith KF, Sanchez S (2015) The carriage of antibiotic resistance by enteric bacteria from imported tokay geckos (Gekko gecko) destined for the pet trade. The Science of the Total Environment 505: 299–305. https://doi.org/10.1016/j.scitotenv.2014.09.102
  • Chiba M, Hirano T, Yamazaki D, Ye B, Ito S, Kagawa O, Endo K, Nishida S, Hara S, Aratake K, Chiba S (2022) The mutual history of Schlegel's Japanese gecko (Reptilia: Squamata: Gekkonidae) and humans inscribed in genes and ancient literature. PNAS Nexus 1(5): 1–10. https://doi.org/10.1093/pnasnexus/pgac245
  • Claunch NM, Goodman CM, Kluever BM, Barve N, Guralnick RP, Romagosa CM (2023) Commonly collected thermal performance data can inform species distributions in a data-limited invader. Scientific Reports 13(1): 15880. https://doi.org/10.1038/s41598-023-43128-4
  • Cole NC, Jones CG, Harris S (2005) The need for enemy-free space: The impact of an invasive gecko on island endemics. Biological Conservation 125(4): 467–474. https://doi.org/10.1016/j.biocon.2005.04.017
  • Cox N, Young BE, Bowles P, Fernandez M, Marin J, Rapacciuolo G, Böhm M, Brooks TM, Hedges SB, Hilton-Taylor C, Hoffmann M, Jenkins RKB, Tognelli MF, Alexander GJ, Allison A, Ananjeva NB, Auliya M, Avila LJ, Chapple DG, Cisneros-Heredia DF, Cogger HG, Colli GR, de Silva A, Eisemberg CC, Els J, Fong GA, Grant TD, Hitchmough RA, Iskander DT, Kidera N, Martins M, Meiri S, Mitchell NJ (2022) A global reptile assessment highlights shared conservation needs of tetrapods. Nature 605(7909): 285–290. https://doi.org/10.1038/s41586-022-04664-7
  • Cuthbert RN, Diagne C, Haubrock PJ, Turbelin AJ, Courchamp F (2022) Are the "100 of the world's worst" invasive species also the costliest? Biological Invasions 24(7): 1895–1904. https://doi.org/10.1007/s10530-021-02568-7
  • Dueñas MA, Hemming DJ, Roberts A, Diaz-Soltero H (2021) The threat of invasive species to IUCN-listed critically endangered species: A systematic review. Global Ecology and Conservation 26: e01476. https://doi.org/10.1016/j.gecco.2021.e01476
  • Elith J, Kearney M, Phillips S (2010) The art of modelling range‐shifting species. Methods in Ecology and Evolution 1(4): 330–342. https://doi.org/10.1111/j.2041-210X.2010.00036.x
  • Elith J, Phillips SJ, Hastie T, Dudík M, Chee YE, Yates CJ (2011) A statistical explanation of MaxEnt for ecologists. Diversity & Distributions 17(1): 43–57. https://doi.org/10.1111/j.1472-4642.2010.00725.x
  • Fick SE, Hijmans RJ (2017) WorldClim 2: New 1‐km spatial resolution climate surfaces for global land areas. International Journal of Climatology 37(12): 4302–4315. https://doi.org/10.1002/joc.5086
  • Fieldsend TW, Dubos N, Krysko KL, Raxworthy CJ, Malone SL (2021) In situ adaptation and ecological release facilitate the occupied niche expansion of a non‐native Madagascan day gecko in Florida. Ecology and Evolution 11(14): 9410–9422. https://doi.org/10.1002/ece3.7749
  • Gippet JM, Bertelsmeier C (2021) Invasiveness is linked to greater commercial success in the global pet trade. Proceedings of the National Academy of Sciences of the United States of America 118(14): e2016337118. https://doi.org/10.1073/pnas.2016337118
  • Heikkinen RK, Marmion M, Luoto M (2012) Does the interpolation accuracy of species distribution models come at the expense of transferability? Ecography 35(3): 276–288. https://doi.org/10.1111/j.1600-0587.2011.06999.x
  • Hijmans RJ, Phillips S, Leathwick J, Elith J (2022) dismo: Species Distribution Modeling. R package version 1.3-9. https://CRAN.R-project.org/package=dismo
  • Hoskin CJ (2011) The invasion and potential impact of the Asian house gecko (Hemidactylus frenatus) in Australia. Austral Ecology 36(3): 240–251. https://doi.org/10.1111/j.1442-9993.2010.02143.x
  • Hua X, Wiens JJ (2013) How does climate influence speciation? American Naturalist 182(1): 1–12. https://doi.org/10.1086/670690
  • Hulme PE (2009) Trade, transport and trouble: Managing invasive species pathways in an era of globalization. Journal of Applied Ecology 46(1): 10–18. https://doi.org/10.1111/j.1365-2664.2008.01600.x
  • IPCC (2022) Climate Change 2022: Impacts, Adaptation, and Vulnerability. Contribution of Working Group II to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge and New York, 3056 pp. https://doi.org/10.1017/9781009325844
  • Jezkova T, Wiens JJ (2018) Testing the role of climate in speciation: New methods and applications to squamate reptiles (lizards and snakes). Molecular Ecology 27(12): 2754–2769. https://doi.org/10.1111/mec.14717
  • Kass JM, Muscarella R, Galante PJ, Bohl CL, Pinilla-Buitrago GE, Boria RA, Soley-Guardia MS, Anderson RP (2021) ENMeval 2.0: Redesigned for customizable and reproducible modeling of species' niches and distributions. Methods in Ecology and Evolution 12(9): 1602–1608. https://doi.org/10.1111/2041-210X.13628
  • Kim IH, Park J, Cheon KS, Lee HJ, Kim JK, Park D (2016) Complete mitochondrial genome of Schlegel's Japanese gecko Gekko japonicus (Squamata: Gekkonidae). Mitochondrial DNA. Part A, DNA Mapping, Sequencing, and Analysis 27(5): 3684–3686. https://doi.org/10.3109/19401736.2015.1079855
  • Kim HT, Bae YH, Kim H, Kim D, Borzée A (2017) Gekko japonicus (Schlegel's Japanese Gecko). Herpetological Review 48: 588.
  • Kim DI, Choi WJ, Park IK, Kim JS, Kim IH, Park D (2018) Comparisons of microhabitat use of Schlegel's Japanese gecko (Gekko japonicus) among three populations and four land cover types. Journal of Ecology and Environment 42(1): 198–204. https://doi.org/10.1186/s41610-018-0088-x
  • Kim DI, Park IK, Kim JS, Ota H, Choi WJ, Kim IH, Park D (2019) Spring and summer microhabitat use by Schlegel's Japanese gecko, Gekko japonicus (Reptilia: Squamata: Gekkonidae), in urban areas. Animal Cells and Systems 23(1): 64–70. https://doi.org/10.1080/19768354.2018.1554542
  • Kim DI, Park IK, Bae SY, Fong JJ, Zhang YP, Li SR, Ota H, Kim JS, Park D (2020a) Prediction of present and future distribution of the Schlegel's Japanese gecko (Gekko japonicus) using MaxEnt modeling. Journal of Ecology and Environment 44(1): 1–8. https://doi.org/10.1186/s41610-020-0147-y
  • Kim JS, Park J, Fong JJ, Zhang YP, Li SR, Ota H, Min SH, Min MS, Park D (2020b) Genetic diversity and inferred dispersal history of the Schlegel's Japanese gecko (Gekko japonicus) in Northeast Asia based on population genetic analyses and paleo-species distribution modeling. Mitochondrial DNA. Part A, DNA Mapping, Sequencing, and Analysis 31(3): 120–130. https://doi.org/10.1080/24701394.2020.1742332
  • Kottek M, Grieser J, Beck C, Rudolf B, Rubel F (2006) World Map of the Köppen-Geiger climate classification updated. Meteorologische Zeitschrift (Berlin) 15(3): 259–263. https://doi.org/10.1127/0941-2948/2006/0130
  • Kwon H, Yan J, Jang H, Park J, Kim J, Park IK, Park D (2023) First record and origin of the non-native Peking gecko Gekko swinhonis Günther, 1864 (Squamata: Gekkonidae), newly discovered in Incheon Metropolitan City, South Korea. BioInvasions Records 12(4): 1157–1171. https://doi.org/10.3391/bir.2023.12.4.27
  • Lee JN, Kang SG, Lee IS (2004) The study on the Gekko japonicus in Korea. Bull Basic Sci Res Inst Kyeongsung University. 16: 57–63.
  • Li Y, Liu X, Li X, Petitpierre B, Guisan A (2014) Residence time, expansion toward the equator in the invaded range and native range size matter to climatic niche shifts in non‐native species. Global Ecology and Biogeography 23(10): 1094–1104. https://doi.org/10.1111/geb.12191
  • Liu C, White M, Newell G (2013) Selecting thresholds for the prediction of species occurrence with presence‐only data. Journal of Biogeography 40(4): 778–789. https://doi.org/10.1111/jbi.12058
  • Menéndez R, González-Megías A, Collingham Y, Fox R, Roy DB, Ohlemüller R, Thomas CD (2007) Direct and indirect effects of climate and habitat factors on butterfly diversity. Ecology 88(3): 605–611. https://doi.org/10.1890/06-0539
  • Meng DR, Zhang GR (2000) The selection of ambient temperature and thermoregulation of Gekko swinhonis. Zoological Research 21(5): 422–424.
  • Mouane A, Bourougaa D, Hamdi M, Boudjerada K, Harrouchi A, Ghennoum I, Sekour M, Chenchouni H (2021) The Rough bent‐toed gecko Cyrtopodion scabrum (Heyden, 1827) (Squamata: Gekkonidae): First records in Algeria and NW Africa with morphometric and meristic description of population. African Journal of Ecology 59(1): 312–319. https://doi.org/10.1111/aje.12797
  • Newbery BS, Jones DN (2007) Presence of Asian house gecko Hemidactylus frenatus across an urban gradient in Brisbane: influence of habitat and potential for impact on native gecko species. In: Lunney D, Eby P, Hutchings P, Burgin S (Eds) Pest or Guest: The Zoology of Overabundance. Royal Zoological Society of New South Wales, Mosman, 59–65. https://doi.org/10.7882/FS.2007.009
  • O'Neill BC, Kriegler E, Riahi K, Ebi KL, Hallegatte S, Carter TR, Mathur R, van Vuuren DP (2013) A new scenario framework for climate change research: The concept of shared socioeconomic pathways. Climatic Change 122(3): 387–400. https://doi.org/10.1007/s10584-013-0905-2
  • Park IK, Kim DI, Fong JJ, Park D (2019) Home range size and overlap of the small nocturnal Schlegel's Japanese gecko (Gekko japonicus), introduced into a city park in Korea. Asian Herpetological Research 10: 261–269. https://doi.org/10.16373/j.cnki.ahr.190010
  • Park HR, Rahman MM, Park SM, Choi JH, Kang HJ, Sung HC (2022a) Risk assessment for the native anurans from an alien invasive species, American bullfrogs (Lithobates catesbeianus), in South Korea. Scientific Reports 12(1): 13143. https://doi.org/10.1038/s41598-022-17226-8
  • Park IK, Borzée A, Park J, Min SH, Zhang YP, Li SR, Park D (2022b) Past, present, and future predictions on the suitable habitat of the Slender racer (Orientocoluber spinalis) using species distribution models. Ecology and Evolution 12(8): e9169. https://doi.org/10.1002/ece3.9169
  • Park D, Jeong H, Park J, Park IK (2023) Distribution and habitat assessments of the Slender racer, Orientocoluber spinalis, for the registration of nationally endangered species in the Republic of Korea. Scientific Reports 13(1): 12025. https://doi.org/10.1038/s41598-023-39018-4
  • Petrosyan V, Osipov F, Feniova I, Dergunova N, Warshavsky A, Khlyap L, Dzialowski A (2023) The TOP-100 most dangerous invasive alien species in Northern Eurasia: Invasion trends and species distribution modelling. NeoBiota 82: 23–56. https://doi.org/10.3897/neobiota.82.96282
  • Phillips SJ, Anderson RP, Schapire RE (2006) Maximum entropy modeling of species geographic distributions. Ecological Modelling 190(3–4): 231–259. https://doi.org/10.1016/j.ecolmodel.2005.03.026
  • Phillips SJ, Anderson RP, Dudík M, Schapire RE, Blair ME (2017) Opening the black box: An open‐source release of Maxent. Ecography 40(7): 887–893. https://doi.org/10.1111/ecog.03049
  • R Core Team (2022) R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. https://www.R-project.org/
  • Rödder D, Solé M, Böhme W (2008) Predicting the potential distributions of two alien invasive House geckos (Gekkonidae: Hemidactylus frenatus, Hemidactylus mabouia). North-Western Journal of Zoology 4: 236–246.
  • Rödder D, Schmidtlein S, Veith M, Lötters S (2009) Alien invasive slider turtle in unpredicted habitat: A matter of niche shift or of predictors studied? PLoS One 4(11): e7843. https://doi.org/10.1371/journal.pone.0007843
  • Rodríguez-Rey M, Consuegra S, Börger L, Garcia de Leaniz C (2019) Improving species distribution modelling of freshwater invasive species for management applications. PLoS One 14(6): e0217896. https://doi.org/10.1371/journal.pone.0217896
  • Rösler H, Bauer AM, Heinicke MP, Greenbaum E, Jackman T, Nguyen TQ, Ziegler T (2011) Phylogeny, taxonomy, and zoogeography of the genus Gekko Laurenti, 1768 with the revalidation of G. reevesii Gray, 1831 (Sauria: Gekkonidae). Zootaxa 2989(1): 1–50. https://doi.org/10.11646/zootaxa.2989.1.1
  • Schoener TW (1968) The Anolis lizards of Bimini: Resource partitioning in a complex fauna. Ecology 49(4): 704–726. https://doi.org/10.2307/1935534
  • Shin Y, Messenger KR, Koo KS, Lee SC, Hou M, Borzée A (2021) How threatened is Scincella huanrenensis? An update on threats and trends. Conservation 1(1): 58–72. https://doi.org/10.3390/conservation1010005
  • Shin Y, Heo K, Othman SN, Jang Y, Min MS, Borzée A (2024) Tracing the geographic origin of nonnative Red-banded snake (Colubridae: Lycodon rufozonatus) found on Jeju Island, Republic of Korea. Herpetologica 80: 30–39. https://doi.org/10.1655/Herpetologica-D-23-00014
  • Simončič T, Bončina A, Jarni K, Klopčič M (2019) Assessment of the long‐term impact of deer on understory vegetation in mixed temperate forests. Journal of Vegetation Science 30(1): 108–120. https://doi.org/10.1111/jvs.12702
  • Smolik MG, Dullinger S, Essl F, Kleinbauer I, Leitner M, Peterseil J, Stadler LM, Vogl G (2010) Integrating species distribution models and interacting particle systems to predict the spread of an invasive alien plant. Journal of Biogeography 37(3): 411–422. https://doi.org/10.1111/j.1365-2699.2009.02227.x
  • Stejneger L (1907) Herpetology of Japan and Adjacent Territory (No. 58). Government Printing Office, Washington, USA. https://doi.org/10.5479/si.03629236.58.i
  • Sun CH, Liu DW, Huang YL, Zhou YW, Hou SL, Lu CH (2019) Genetic diversity analysis of Peking gecko (Gekko swinhonis) in mid-Eastern China based on mitochondrial COI and Cyt b gene sequences. Mitochondrial DNA. Part B, Resources 4(2): 2156–2158. https://doi.org/10.1080/23802359.2019.1623724
  • Tietz B, Penner J, Vamberger M (2023) Chelonian challenge: Three alien species from North America are moving their reproductive boundaries in Central Europe. NeoBiota 82: 1–21. https://doi.org/10.3897/neobiota.82.87264
  • Toda M, Hikida T, Okada S, Ota H (2003) Contrasting patterns of genetic variation in the two sympatric geckos Gekko tawaensis and G. japonicus (Reptilia: Squamata) from western Japan, as revealed by allozyme analyses. Heredity 90(1): 90–97. https://doi.org/10.1038/sj.hdy.6800183
  • Toda M, Okada S, Hikida T, Ota H (2006) Extensive natural hybridization between two geckos, Gekko tawaensis and Gekko japonicus (Reptilia: Squamata), throughout their broad sympatric area. Biochemical Genetics 44(1–2): 1–17. https://doi.org/10.1007/s10528-006-9010-9
  • Valdez JW (2021) Using Google trends to determine current, past, and future trends in the reptile pet trade. Animals (Basel) 11(3): 676. https://doi.org/10.3390/ani11030676
  • Vignali S, Barras AG, Arlettaz R, Braunisch V (2020) SDMtune: An R package to tune and evaluate species distribution models. Ecology and Evolution 10(20): 11488–11506. https://doi.org/10.1002/ece3.6786
  • Wada T (2003) Distribution of house-dwelling geckos in Japan, based on a research using questionnaire. Hizenshi-Kenkyu 2: 2–19.
  • Warren DL, Seifert SN (2011) Ecological niche modeling in Maxent: The importance of model complexity and the performance of model selection criteria. Ecological Applications 21(2): 335–342. https://doi.org/10.1890/10-1171.1
  • Warren DL, Glor RE, Turelli M (2008) Environmental niche equivalency versus conservatism: Quantitative approaches to niche evolution. Evolution; International Journal of Organic Evolution 62(11): 2868–2883. https://doi.org/10.1111/j.1558-5646.2008.00482.x
  • Warren DL, Matzke NJ, Cardillo M, Baumgartner JB, Beaumont LJ, Turelli M, Glor RE, Huron NA, Simões M, Iglesias TL, Piquet JC, Dinnage R (2021) ENMTools 1.0: An R package for comparative ecological biogeography. Ecography 44(4): 504–511. https://doi.org/10.1111/ecog.05485
  • Wessels JL, Carter ET, Hively CL, Hayter LE, Fitzpatrick BM (2018) Population viability of nonnative Mediterranean house geckos (Hemidactylus turcicus) at an urban site near the northern invasion front. Journal of Herpetology 52(2): 215–222. https://doi.org/10.1670/16-173
  • Weterings R, Vetter KC (2018) Invasive house geckos (Hemidactylus spp.): Their current, potential and future distribution. Current Zoology 64(5): 559–573. https://doi.org/10.1093/cz/zox052
  • Wiens JJ, Litvinenko Y, Harris L, Jezkova T (2019) Rapid niche shifts in introduced species can be a million times faster than changes among native species and ten times faster than climate change. Journal of Biogeography 46(9): 2115–2125. https://doi.org/10.1111/jbi.13649
  • Xia L, Cai F, Chen S, Cai Y, Zhou K, Yan J, Li P (2022) Phylogenetic analysis and genetic structure of Schlegel's Japanese gecko (Gekko japonicus) from China based on mitochondrial DNA sequences. Genes 14(1): 18. https://doi.org/10.3390/genes14010018
  • Yan J, Wang Q, Chang Q, Ji X, Zhou K (2010) The divergence of two independent lineages of an endemic Chinese gecko, Gekko swinhonis, launched by the Qinling orogenic belt. Molecular Ecology 19(12): 2490–2500. https://doi.org/10.1111/j.1365-294X.2010.04660.x
  • Zurrell D, Franklin J, König C, Bouchet PJ, Dormann CF, Elith J, Fandos G, Feng X, Guillera-Arroita G, Guisan A, Lahoz-Monfort JJ, Leitão PJ, Park DS, Peterson AT, Rapacciuolo G, Schmatz DR, Schröder B, Serra-Diaz JM, Thuiller W, Yates KL, Zimmermann NE, Merow C (2020) A standard protocol for reporting species distribution models. Ecography 43(9): 1261–1277. https://doi.org/10.1111/ecog.04960