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Using environmental niche models to elucidate drivers of the American bullfrog invasion in California

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Abstract

Environmental niche models (ENMs) are commonly used to inform management of invasive species, but invasive species often violate two key assumptions of ENMs which assert that species’ ecological niches are stable in space and time, and that organisms are in equilibrium with their environment. The American bullfrog (Rana catesbeiana) invasion in California provides an excellent opportunity to use ENM approaches recommended for overcoming these assumption violations to inform management of a harmful invader. In the current study, we used dynamic ENM approaches and explicit comparisons between native and invaded niches to: (1) examine how environmental drivers of occurrence in California shifted during the invasion process, and (2) investigate the potential for continued bullfrog expansion by explicitly assessing their environmental equilibrium. Since their initial introduction to metropolitan areas of California in the late 1800s, bullfrogs have spread throughout the state with the most notable recent expansions in coastal regions, the Central Valley, and the mountains of northern California. Bullfrog occurrence in California was consistently associated with human activity and higher winter temperature. Small pockets of high human activity have sustained bullfrog populations in otherwise unsuitable areas. The areas in California with the highest predicted risk of increased bullfrog abundance and future bullfrog expansion include the southern Central Valley, the coast of northern California, and mid elevations in the mountains of northern California. Continued bullfrog invasion in these areas is likely to impact sensitive native amphibian populations.

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Availability of data and material

This study relies on previously published datasets that are available from the following public domain resources: https://www.gbif.org/; https://bison.usgs.gov/#home; https://nas.er.usgs.gov/viewer/omap.aspx?; https://prism.oregonstate.edu/; https://apps.nationalmap.gov/downloader/#/; https://themasites.pbl.nl/tridion/en/themasites/hyde/download/index-2.html; https://datadryad.org/stash/dataset/doi:10.5061/dryad.052q5

Code availability

The code used for all analyses in this manuscript can be provided by the corresponding author upon request.

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Acknowledgements

MS committee members Leslie New, Caren Goldberg, and Daniel Thornton provided guidance, feedback, and support throughout the duration of this study. Bullfrog occurrence records in California were provided by Laura Patterson and Heather Perry (California Department of Fish and Wildlife). Sky Button provided guidance on environmental niche modeling, and Babak Naimi (University of Helsinki) provided guidance on use of the sdm R package. The Scientific Writing Association for Graduate Students (SWAGS) and members of the Piovia-Scott lab at Washington State University gave feedback on writing.

Funding

This material is based upon work supported by the National Science Foundation Graduate Research Fellowship Program under Grant No. 1842493.

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Contributions

Both authors contributed to the study conception and design. NN obtained and prepared data, selected statistical analyses to be used in the study, ran statistical analyses, and produced figures and tables. NN wrote the first draft of the manuscript; JP-S contributed substantially to revisions of the manuscript. Both authors read and approved the final manuscript.

Corresponding author

Correspondence to Nicolette Nelson.

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The authors have no relevant financial or non-financial interests to disclose.

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Nelson, N., Piovia-Scott, J. Using environmental niche models to elucidate drivers of the American bullfrog invasion in California. Biol Invasions 24, 1767–1783 (2022). https://doi.org/10.1007/s10530-022-02744-3

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  • DOI: https://doi.org/10.1007/s10530-022-02744-3

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