Abstract
Ecological niche models (ENM) have been used with mixed success for predicting the geographic extent of non-native species to aid management and conservation. This approach is problematic for predicting invasions of patchily-distributed species (e.g., pond-breeding amphibians), whose occurrence is often determined by local habitat conditions. Here, we tested the performance of bioclimatic ENM for predicting occurrence (from repeated surveys) of two non-native pond-breeding anurans at 71 wetlands in British Columbia, Canada: permanent pond specialist American bullfrog (Lithobates catesbeianus), and generalist green frog (Lithobates clamitans). For L. catesbeianus, we assessed the risk of invasion beyond the invasion front. We found higher correlation between ENM and occupancy predictions for L. clamitans (r s = 0.58), than for L. catesbeianus (r s = −0.26). L. clamitans occurrence was highest at low elevations and high annual precipitation; in contrast, L. catesbeianus occupancy was predicted by wetland connectivity and distance from a historic introduction site [low at isolated ponds >50 km from the introduction site, and high (>0.8) at all ponds with >10 % water within 500 m]. Conditional on successful dispersal, four sites beyond the L. catesbeianus invasion front surveyed in this study were at high risk of invasion due to high habitat suitability (proportion of area occupied = 0.33; 0.04–0.83, 95 % CI). In conclusion, ENMs may be useful for informing invasion management for climate driven wetland species, but repeated sampling is necessary to predict invasions for habitat-driven wetland species.
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References
Adams MJ, Pearl CA, Bruce Bury R (2003) Indirect facilitation of an anuran invasion by non-native fishes. Ecol Lett 6:343–351
Bled F, Royle JA, Cam E (2011) Hierarchical modeling of an invasive spread: the Eurasian Collared-Dove Streptopelia decaocto in the United States. Ecol Appl 21:290–302
Bossenbroek JM, Johnson LE, Peters B, Lodge DM (2007) Forecasting the expansion of zebra mussels in the United States. Conserv Biol 21:800–810
Brummer TJ, Maxwell BD, Higgs MD, Rew LJ (2013) Implementing and interpreting local-scale invasive species distribution models. Divers Distrib 19:919–932
Burnham KP, Anderson DR (2002) Model selection and multi-model inference, 2nd edn. Springer, Berlin
Campbell CE, Warkentin IG, Powell KG (2004) Factors influencing the distribution and potential spread of introduced anurans in Western Newfoundland. Northeast Nat 11:151–162
Collins JP, Wilbur HM (1979) Breeding habits and habitats of the amphibians of the Edwin S. George Reserve Michiga USA, and notes on the local distributions of fishes. Occas Pap Mus Zool Univ Mich 686:1–34
DiCiccio TJ, Efron B (1996) Bootstrap confidence intervals. Stat Sci 11:189–228
Doubledee RA, Muller EB, Nisbet RM (2003) Bullfrogs, disturbance regimes, and the persistence of California red-legged frogs. J Wildl Manag 67:424–438
Ehrlich PR (1989) Attributes of invaders and the invading processes: vertebrates. In Drake JA (ed) Biological invasions: a global perspective. pp 315–328. Retrieved from http://www.scopenvironment.org/downloadpubs/scope37/scope37-ch13.pdf
Elith J, Phillips SJ, Hastie T, Dudik M, Chee YE, Yates CJ (2010) A statistical explanation of MaxEnt for ecologists. Divers Distrib 17:43–57
Eraud C, Boutin JM, Roux D, Faivre B (2007) Spatial dynamics of an invasive bird species assessed using robust design occupancy analysis: the case of the Eurasian collared dove (Streptopelia decaocto) in France. J Biogeogr 34:1077–1086
Ficetola GF, Thuiller W, Miaud C (2007) Prediction and validation of the potential global distribution of a problematic alien invasive species—the American bullfrog. Divers Distrib 13:476–485
Ficetola GF, Maiorano L, Falcucci A, Dendoncker N, Boitani L, Padoa-Schioppa E, Miaud C, Thuiller W (2010) Knowing the past to predict the future: land-use change and the distribution of invasive bullfrogs. Glob Change Biol 16:528–537
Fiske I, Chandler R (2011) Unmarked: an R package for fitting hierarchical models of wildlife occurrence and abundance. J Stat Softw 43:1–23
Foxcroft LC, Rouget M, Richardson DM, Mac Fadyen S (2004) Reconstructing 50 years of Opuntia stricta invasion in the Kruger National Park, South Africa: environmental determinants and propagule pressure. Divers Distrib 10:427–437
Fuller TE, Pope KL, Ashton DT, Welsh HH (2011) Linking the distribution of an invasive amphibian (Rana catesbeiana) to habitat conditions in a managed river system in northern California. Restor Ecol 19:204–213
Funk WC, Garcia TS, Cortina GA, Hill RH (2011) Population genetics of introduced bullfrogs, Rana (Lithobates) catesbeianus, in the Willamette Valley, Oregon, USA. Biol Invasions 13:651–658
Glen AS, Pech RP, Byrom AE (2013) Connectivity and invasive species management: towards an integrated landscape approach. Biol Invasions 15:2127–2138
Gormley AM, Forsyth DM, Griffioen P, Lindeman M, Ramsey DSL, Scroggie MP, Woodford L (2011) Using presence-only and presence–absence data to estimate the current and potential distributions of established invasive species. J Appl Ecol 48:25–34
Govindarajulu P, Altwegg R, Anholt BR (2005) Matrix model investigation of invasive species control: Bullfrogs on Vancouver Island. Ecol Appl 15:2161–2170
Govindarajulu P, Price WS, Anholt BR (2006) Introduced bullfrogs (Rana catesbeiana) in Western Canada: has their ecology diverged? J Herpetol 40:249–260
Hecnar SJ, M’Closkey RT (1997) The effects of predatory fish on amphibian species richness and distribution. Biol Conserv 79:123–131
Hecnar SJ, M’Closkey RT (1998) Species richness patterns of amphibians in southwestern Ontario ponds. J Biogeogr 25:763–772
Herrmann HL, Babbitt KJ, Baber MJ, Congalton RG (2005) Effects of landscape characteristics on amphibian distribution in a forest-dominated landscape. Biol Conserv 123:139–149
Hijmans RJ, Cameron SE, Parra JL, Jones PG, Jarvis A (2005) Very high resolution interpolated climate surfaces for global land areas. Int J Climatol 25:1965–1978
Houlahan JE, Findlay CS (2003) The effects of adjacent land use on wetland amphibian species richness and community composition. Can J Fish Aquat Sci 60:1078–1094
Johnson PTJ, McKenzie VJ, Peterson AC, Kerby JL, Brown J, Blaustein AR, Jackson T (2011) Regional decline of an iconic amphibian associated with elevation, land-use change, and invasive species. Conserv Biol 25:556–566
Jones CC, Acker SA, Halpern CB (2010) Combining local-and large-scale models to predict the distributions of invasive plant species. Ecol Appl 20:311–326
Kiesecker JM, Blaustein AR, Miller CL (2001) Potential mechanisms underlying the displacement of native red-legged frogs by introduced bullfrogs. Ecology 82:1964–1970
Kolozsvary MB, Swihart RK (1999) Habitat fragmentation and the distribution of amphibians: patch and landscape correlates in farmland. Can J Zool 77:1288–1299
Kupferberg SJ (1997) Bullfrog (Rana catesbeiana) invasion of a California river: the role of larval competition. Ecology 78:1736–1751
Lehtinen RM, Galatowitsch SM, Tester JR (1999) Consequences of habitat loss and fragmentation for wetland amphibian assemblages. Wetlands 19:1–12
MacKenzie DI, Royle JA (2005) Designing occupancy studies: general advice and allocating survey effort. J Appl Ecol 42:1105–1114
MacKenzie DI, Nichols JD, Lachman GB, Droege S, Andrew Royle J, Langtimm CA (2002) Estimating site occupancy rates when detection probabilities are less than one. Ecology 83:2248–2255
MacKenzie DI, Nichols JD, Hines JE, Knutson MG, Franklin AB (2003) Estimating site occupancy, colonization, and local extinction when a species is detected imperfectly. Ecology 84:2200–2207
Mazerolle MJ, Desrochers A, Rochefort L (2005) Landscape characteristics influence pond occupancy by frogs after accounting for detectability. Ecol Appl 15:824–834
Nori J, Akmentins MS, Ghirardi R, Frutos N, Leynaud GC (2011) American bullfrog invasion in Argentina: where should we take urgent measures? Biodivers Conserv 20:1125–1132
Parker JD, Torchin ME, Hufbauer RA, Lemoine NP, Alba C, Blumenthal DM, Bossdorf O, Byers JE, Dunn AM, Heckman RW, Hejda M, Jarosik V, Kanarek AR, Martin LB, Perkins SE, Pysek P, Schierenbeck K, Schloder C, van Klinken R, Vaughn KJ, Williams W, Wolfe LM (2013) Do invasive species perform better in their new ranges? Ecology 94:985–994
Pearl CA, Adams MJ, Bury RB, McCreary B (2004) Asymmetrical effects of introduced bullfrogs (Rana catesbeiana) on native ranid frogs in Oregon. Copeia 2004:11–20
Peterman WE, Crawford JA, Kuhns AR (2013) Using species distribution and occupancy modeling to guide survey efforts and assess species status. J Nat Conserv 21:114–121
Peterson AT, Vieglais DA (2001) Predicting species invasions using ecological niche modeling: new approaches from bioinformatics attack a pressing problem. Bioscience 51:363–371
Phillips SJ, Anderson RP, Schapire RE (2006) Maximum entropy modeling of species geographic distributions. Ecol Model 190:231–259
Pluess T, Jarošík V, Pyšek P, Cannon R, Pergl J, Breukers A, Bacher S (2012) Which factors affect the success or failure of eradication campaigns against alien species? PLoS ONE 7:e48157
Popescu VD, Hunter ML (2011) Clearcutting affects habitat connectivity for a forest amphibian by decreasing permeability to juvenile movements. Ecol Appl 21:1283–1295
R Core Team (2012) R: a language and environment for statistical computing. Vienna, Austria. ISBN 3-900051-07-0. http://www.R-project.org/
Richardson DM, Pyšek P (2008) Fifty years of invasion ecology—the legacy of Charles Elton. Divers Distrib 14:161–168
Roques L, Auger-Rozenberg MA, Roques A (2008) Modelling the impact of an invasive insect via reaction-diffusion. Math Biosci 216:47–55
Royle JA, Chandler RB, Yackulic C, Nichols JD (2012) Likelihood analysis of species occurrence probability from presence-only data for modelling species distributions. Methods Ecol Evol 3:545–554
Rothermel BB (2004) Migratory success of juveniles: a potential constraint on connectivity for pond-breeding amphibians. Ecol Appl 14:1535–1546
Sing T, Sander O, Beerenwinkel N, Lengauer T (2005) ROCR: visualizing classifier performance in R. Bioinformatics 21:3940–3941
Skelly DK, Werner EE, Cortwright SA (1999) Long-term distributional dynamics of a Michigan amphibian assemblage. Ecology 80:2326–2337
Sturtz S, Ligges U, Gelman A (2005) R2WinBUGS: a package for running WinBUGS from R. J Stat Softw 12:1–16
Swets JA (1988) Measuring the accuracy of diagnostic systems. Science 240:1285–1293
Thuiller W, Richardson DM, PyŠEk P, Midgley GF, Hughes GO, Rouget M (2005) Niche-based modelling as a tool for predicting the risk of alien plant invasions at a global scale. Glob Change Biol 11:2234–2250
Tobin PC, Liebhold AM, Anderson Roberts E (2007) Comparison of methods for estimating the spread of a non-indigenous species. J Biogeogr 34:305–312
Trumbo DR, Burgett AA, Knouft JH (2011) Testing climate-based species distribution models with recent field surveys of pond-breeding amphibians in eastern Missouri. Can J Zool 89:1074–1083
Turchin P (1998) Quantitative analysis of movement: measuring and modeling population redistribution in plants and animals. Sinauer Associates, Sunderland
Vaclavik T, Meentemeyer RK (2012) Equilibrium or not? Modelling potential distribution of invasive species in different stages of invasion. Divers Distrib 18:73–83
Van Buskirk J (2003) Habitat partitioning in European and North American pond-breeding frogs and toads. Divers Distrib 9:399–410
Van Buskirk J (2005) Local and landscape influence on amphibian occurrence and abundance. Ecology 86:1936–1947
Vancouver Sun (1945) Frog’s legs answer both rationing and rehabilitation. 23 October 1945
Vos CC, Chardon JP (1998) Effects of habitat fragmentation and road density on the distribution pattern of the moor frog Rana arvalis. J Appl Ecol 35:44–56
Warren RJ II, Ursell T, Keiser AD, Bradford MA (2013) Habitat, dispersal and propagule pressure control exotic plant infilling within an invaded range. Ecosphere 42:1–12
Weir LA, Royle JA, Nanjappa P, Jung RE (2005) Modeling anuran detection and site occupancy on North American Amphibian Monitoring Program (NAAMP) routes in Maryland. J Herpetol 39:627–639
Wellborn GA, Skelly DK, Werner EE (1996) Mechanisms creating community structure across a freshwater habitat gradient. Annu Rev Ecol Syst 27:337–363
Werner EE, Wellborn GA, McPeek MA (1995) Diet composition in postmetamorphic bullfrogs and green frogs: implications for interspecific predation and competition. J Herpetol 29:600–607
Werner EE, Skelly DK, Relyea RA, Yurewicz KL (2007) Amphibian species richness across environmental gradients. Oikos 116:1697–1712
Wu Z, Li Y, Wang Y, Adams MJ (2005) Diet of introduced bullfrogs (Rana catesbeiana): predation on and diet overlap with native frogs on Daishan Island, China. J Herpetol 39:668–674
Yackulic CB, Chandler R, Zipkin EF, Royle JA, Nichols JD, Campbell Grant EH, Veran S (2013) Presence-only modelling using MAXENT: when can we trust the inferences. Methods Ecol Evol 4:236–243
Zipkin EF, Grant EHC, Fagan WF (2012) Evaluating the predictive abilities of community occupancy models using AUC while accounting for imperfect detection. Ecol Appl 22:1962–1972. doi:10.1890/11-1936.1
Acknowledgments
We thank M. Pearson, A. Kissel and M. Segal for help with field surveys, and R. Munshaw and J. Dubman for help with species distribution models. We thank two anonymous reviewers for their comments, which greatly improved the manuscript. This work was funded by a Habitat Conservation Trust Foundation (0–366) grant to P.G., the Canada Research Chairs program, and a Natural Science and Engineering Research Council Discovery grant to W.J.P. V.D.P. was partly supported by a David H. Smith Conservation Research Fellowship.
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Murray, R.G., Popescu, V.D., Palen, W.J. et al. Relative performance of ecological niche and occupancy models for predicting invasions by patchily-distributed species. Biol Invasions 17, 2691–2706 (2015). https://doi.org/10.1007/s10530-015-0906-3
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DOI: https://doi.org/10.1007/s10530-015-0906-3