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The Effect of Climate Change on Spatio-Temporal Activity in Burrowing Frogs of the Smilisca Group

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  • Alondra Encarnación-Luévano,
  • José Jesús Sigala-Rodríguez,
  • Gustavo E. Quintero-Díaz,
  • Marcelo Silva-Briano,
  • Octavio Rojas-Soto
Octavio Rojas-Soto
Instituto de Ecología, A. C.
DOI: https://doi.org/10.36253/a_h-15232

Published 2024-11-16

Keywords

  • ecological niche modeling,
  • seasonal niche,
  • distribution,
  • anurans,
  • estivation,
  • global warming
    • ...More
    Less

How to Cite

Encarnación-Luévano, A., Sigala-Rodríguez, J. J., Quintero-Díaz, G. E., Silva-Briano, M., & Rojas-Soto, O. (2024). The Effect of Climate Change on Spatio-Temporal Activity in Burrowing Frogs of the Smilisca Group. Acta Herpetologica. https://doi.org/10.36253/a_h-15232

Copyright (c) 2024 Alondra Encarnación-Luévano, José Jesús Sigala-Rodríguez, Gustavo E. Quintero-Díaz, Marcelo Silva-Briano, Octavio Rojas-Soto

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This work is licensed under a Creative Commons Attribution 4.0 International License.

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Abstract

Measuring the potential effects of future climate changes on the spatio-temporal variance of optimal conditions for seasonal species is a key conservation issue. This study assesses the impact of climate change on the spatial and temporal patterns of optimal conditions for activity in two burrowing frogs, Smilisca fodiens and S. dentata. Ecological Niche Modeling was used to implement niche seasonality models, with calibration performed during the peak activity (July). These models were then transferred to current and future conditions for the remainder of the year, predicting future scenarios up to 2070 with an intermediate trajectory greenhouse gas concentration of 4.5 W/m2. Climate change transferability was assessed for four potential scenarios: 1) high precipitation and low temperature, 2) high precipitation and high temperature, 3) low precipitation and low temperature, and 4) low precipitation and high temperature. We examined the impact across future projected areas and analyzed geographic change trends based on latitude, longitude, and elevation. For both species, the best scenario would involve increased precipitation in the future. However, the worst-case would be a combination of reduced precipitation and higher temperatures. Due to large area loss, northern populations of S. fodiens may be highly vulnerable. Concerning S. dentata, the outlook is worrisome, with all known populations experiencing losses in most months. Area gains may not help either species since they tend to occur at elevations above their known ranges. Using a seasonal approach in spatio-temporal analysis enhances comprehension of the behavioral adaptations of seasonal species and their vulnerability to current and future climatic variations

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References

  1. Bachmann, J.C., Van Buskirk, J. (2021): Adaptation to elevation but limited local adaptation in an amphibians. Evolution. 75: 956-969.
  2. Barve, N., Barve, V., Jiménez-Valverde, A., Lira-Noriega, A., Maher, S.P., Peterson, A.T., Villalobos, F. (2011): The crucial role of the accessible area in ecological niche modeling and species distribution modeling. Ecol Modell. 222: 1810-1819.
  3. Bellard, C., Bertelsmeier, C., Leadley, P., Thuiller, W., Courchamp, F. (2012): Impacts of climate change on the future of biodiversity. Ecol Lett 15: 365-377.
  4. Bodensteiner, B.L., Agudelo-Cantero, G.A., Arietta, A.Z.A., Gunderson, A.R., Muñoz, M.M., Refsnider, J.M., Gangloff, E.J. (2021): Thermal adaptation revisited: How conserved are thermal traits of reptiles and amphibians? J Exp Zool. 335: 173-194.
  5. Breckenridge, W.J., Tester, J.R. (1961): Growth, local movements and hibernation of the Manitoba toad, Bufo hemiophrys. Ecology. 42: 637-646.
  6. Clavel, J., Julliard, R., Devictor, V. (2011): Worldwide decline of specialist species: toward a global functional homogenization? Front Ecol Environ. 9: 222-228.
  7. Chadwick, E.A., Slater, F.M., Ormerod, S.J. (2006): Inter- and intraspecific differences in climatically mediated phenological change in coexisting Triturus species. Glob Chang Biol. 12: 1069-1078.
  8. Chandler, H.C., Rypel, A.L., Jiao, Y., Haas, C.A., Gorman, T.A. (2016): Hindcasting historical breeding conditions for an endangered salamander in ephemeral wetlands of the southeastern USA: implications of climate change. PLoS ONE. 11: e0150169.
  9. Cobos, M.E., Peterson, A.T., Barve, N., Osorio-Olvera, L. (2019): kuenm: an R package for detailed development of ecological niche models using Maxent. PeerJ. 7: e6281.
  10. de la Cerda, L.M. (2008): Pastizal. In: La Biodiversidad en Aguascalientes: Estudio de Estado, pp. 92–97. Ávila, H., Melgarejo, E.D., Cruz, A. EdS, CONABIO, IMAE, UAA.
  11. Dawson, T.P., Jackson, S.T., House, I.J., Prentice, I.C., Mace, G.M. (2011): Beyond Forecasts: Conserving Biodiversity Under Climate Change. Science. 332: 53-58.
  12. De Mendiburu, F. (2023): agricolae: Statistical procedures for agricultural research. R package version 1.2-6. https://CRAN.R-project.org/package=agricolae.
  13. Duellman, W.E. (2001): The Hylid Frogs of Middle America. Society for the Study of Amphibians and Reptiles Press, Kansas.
  14. Encarnación-Luévano, A., Peterson, A.T., Rojas-Soto, O.R. (2021): Burrowing habit in Smilisca frogs as an adaptive response to ecological niche constraints in seasonally dry environments. Front Biogeogr. 13.4: e50517.
  15. Encarnación-Luévano, A., Rojas-Soto, O.R., Sigala-Rodríguez, J.J. (2013): Activity response to climate seasonality in species with fossorial habits: a niche modeling approach using the Lowland Burrowing Treefrog (Smilisca fodiens). PLoS ONE. 8: 1-7.
  16. Esparza-Orozco, A., Lira-Noriega, A., Martínez-Montoya, J.F., Pineda-Martínez, L.F., Méndez-Gallegos, S.J. (2020) Influences of environmental heterogeneity on amphibian composition at breeding sites in a semiarid region of Mexico. J Arid Enviro. 182: 104259.
  17. ESRI 2019. ArcGIS Desktop: Release 10.8. Redlands, CA: Environmental Systems Research Institute.
  18. Fajardo, J., Corcoran, D., Roehrdanz, P.R., Hannah, L., Marquet, P.A. (2020): GCM COMPARER: A web application to assess differences and assist in the selection of general circulation models for climate change research. Methods Ecol Evol 11: 656-663.
  19. Farooqi, T.J., Irfan, M., Protela, R., Zhou, X., Shulin, P., Ali, A. (2022): Global progress in climate change and biodiversity conservation research. Glob Ecol Conserv. 38: e02272.
  20. Gámez-Brunswick, C., Rojas-Soto, O. (2020): The effect of seasonal variation in the activity patterns of the American Black Bear: an ecological niche modelling approach. Mammalia. 84: 315-322.
  21. Goldberg, S.R. (2019): Notes on Reproduction of Lowland Burrowing Treefrogs, Smilisca fodiens (Anura: Hylidae), from Sinaloa and Sonora, Mexico. Bull Chic Herpetol Soc. 54: 83-84.
  22. Green, T., Das, E., Green, D.M. (2016) Springtime Emergence of Overwintering Toads, Anaxyrus fowleri, in Relation to Environmental Factors. Copeia. 104: 393-401.
  23. Guevara, L., Gerstner, B.E., Kass, J.M., Anderson, R.P. (2017): Toward ecologically realistic predictions of species distributions: A cross-time example from tropical montane cloud forests. Glob Chang Biol. 24: 1511-1522.
  24. Habibullah, M.S., Din, B.H., Tan, S.H., Zahid, H. (2021): Impact of climate change on biodiversity loss: global evidence. Environ Sci Pollut Res. 29: 1073–1086.
  25. Höök, M., Sivertsson, A., Aleklett, K. (2010): Validity of the Fossil Fuel Production Outlooks in the IPCC Emission Scenarios. Nat Resour Res. 19: 63-81.
  26. IPCC (2014): Climate Change 2014: Synthesis Report. Contribution of Working Groups I, II and III to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Core Writing Team, Pachauri, R.K., Meyer, L.A. Eds, IPCC, Geneva, Switzerland, 151 pp.
  27. Jaramillo, V.J., García-Oliva, F., Martínez-Yrízar, A. (2010): La selva seca y el disturbio antrópico en un contexto funcional. In: Diversidad, amenazas y áreas prioritarias para la conservación de las selvas secas del Pacífico de México, pp. 235-250. Ceballos, G., Martínez, L., García, A., Espinoza, E., Bezaury-Creel, Dirzo, R., Eds, Fondo de Cultura Económica and CONABIO.
  28. Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, P., Kessler, M. (2017): Climatologies at high resolution for the Earth land surface areas. Sci Data. 4: 170122.
  29. Martínez-Meyer, E., Peterson, A.T., Navarro-Sigüenza, A. (2004): Evolution of seasonal ecological niches in the Passerina buntings (Aves: Cardinalidae). Proc Royal Soc B. 271: 1151-1157.
  30. Nakazawa, Y., Peterson, A.T., Martínez-Meyer, E., Navarro-Sigüenza, A. (2004) Seasonal Niches of Nearctic-Neotropical Migratory Birds: Implications for the Evolution of Migration. The Auk. 121: 610-618.
  31. Navas, C.A., Gomes, F.R., Carvalho, J.E. (2008): Thermal relationships and exercise physiology in anuran amphibians: Integration and evolutionary implications. Comp Biochem Physiol Part A Mol Integr Physiol. 151: 344-362.
  32. Parra, J.L., Graham, C.C., Freile, J.F. (2004): Evaluating alternative data sets for ecological niche models of birds in the Andes. Ecography. 27: 350-360.
  33. Olson, D.M., Dinerstein, E., Wikramanayake, E.D., Burgess, N.D., Powell, G.V.N., Underwood, E.C., D'amico, J.A., Itoua, I., Strand, H.E., Morrison, J.C., Loucks, C.J., Allnutt, T.F., Ricketts, T.H., Kura, Y., Lamoreux, J.F., Wettengel, W.W., Hedao, P., Kassem, K. (2001): Terrestrial ecoregions of the world: a new map of life on Earth. BioScience. 51: 933-938.
  34. Owens, H.L., Campbell, L.P., Dornak, L.L., Saupe, E.E., Barve, N., Soberón, J., Ingenloff, K., Lira-Noriega, A., Hensz, C.M., Myers, C.E., Peterson, A.T. (2013): Constraints on interpretation of ecological niche models by limited environmental ranges on calibration areas. Ecol Modell. 263: 10-18.
  35. Pacifici, M., Visconti, P., Butchart, S., Watson, J.E.M., Cassola, F.M., Rondinini, C. (2017): Species' traits influenced their response to recent climate change. Nat Clim Change 7: 205-208.
  36. Pearson, R.G., Raxworthy, C.J., Nakamura, M., Peterson, A.T. (2007): Predicting species distributions from small numbers of occurrence records: a test case using cryptic geckos in Madagascar. J Biogeogr. 34: 102-117.
  37. Peterson, A.T., Ortega-Huerta, M.A., Bartley, J., Sánchez-Cordero, V., Soberón, J., Buddemeier, R.H., Stockwell, D.R.B. (2002) Future projections for Mexican faunas under global climate change scenarios. Nature. 416: 626-629.
  38. Peterson, A.T., Papeş, M., Soberón, J. (2008): Rethinking receiver operating characteristic analysis applications in ecological niche modeling. Ecol Modell. 213: 63-72.
  39. Phillips, S.J., Anderson, R.P., Schapire, R.E. (2006): Maximum entropy modeling of species geographic distributions. Ecol Modell. 190: 231-259.
  40. Quintero-Díaz, G.E., Vázquez-Díaz, J. (2009): Historia Natural de una Rana muy Mexicana. Municipio de Aguascalientes, SHM, Biodiversidad AC, SEMARNAT, Aguascalientes.
  41. R Core Team. (2020): R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria.
  42. Reading, C.J. (2003): The effects of variation in climatic temperature (1980–2001) on breeding activity and tadpole stage duration in the common toad, Bufo bufo. Sci Total Environ. 310: 231-236.
  43. Rojas-Soto, O., Baldo, D., Lescano, J., Encarnación-Luévano, A., Leynaud, G., Nori, J. (2021): Seasonal Dissociation in Fossorial Activity between the Llanos' Frog Populations as a Survival Strategy in Arid Subtropical Environments. J Herpetol. 55: 442-451.
  44. Ruibal, R., Hillman, S. (1981); Cocoon structure and function in the burrowing hylid frog, Pternohyla fodiens. J Herpetol. 15: 403-40.
  45. Scheffers, B.R., Edwards, D.P., Diesmos, A., Williams, S.E., Evans, T.A. (2014): Microhabitats reduce animal's exposure to climate extremes. Glob Chang Biol. 20: 495-503.
  46. Shcheglovitova, M., Anderson, R.P. (2013): Estimating optimal complexity for ecological niche models: A jackknife approach for species with small sample sizes. Ecol Modell. 269: 9-17.
  47. Sierra-Morales, P., Rojas-Soto, O., Ríos-Muñoz, C.A., Ochoa-Ochoa, L.M., Flores-Rodríguez, P., Almazán-Núñez, R.C. (2021): Climate change projections suggest severe decreases in the geographic ranges of bird species restricted to Mexican humid mountain forests. Glob Ecol Conserv. 30: e01794.
  48. Smith, M.A., Green, D.M. (2005) Dispersal and the metapopulation paradigm in amphibian ecology and conservation: are all amphibian populations metapopulations? Ecography. 28: 110-128.
  49. Soberon, J., Peterson, A.T. (2005): Interpretation of Models of Fundamental Ecological Niches and Species' Distributional Areas. Biodivers Inform. 2: 1-10.
  50. Soto-Sandoval, Y., Suazo-Ortuño, I., Urbina-Cardona, N., Marroquín-Páramo, J., Alvarado-Díaz, J. (2017): Efecto de los estadios sucesionales del bosque tropical seco sobre el microhabitat usado por Agalychnis dacnicolor (Anura: Phyllomedusidae) y Smilisca fodiens (Anura: Hylidae). Rev Biol Trop. 65: 777-798.
  51. Sullivan, B.K., Bowker, R.W., Malmos, K.B., Gergus, E.W.A. (1996): Arizona distribution of three Sonoran Desert anurans: Bufo retiformis, Gastrophryne olivacea, and Pternohyla fodiens. Great Basin Nat. 56: 38–47.
  52. Thomas, C.D., Cameron, A., Green, R.E., Bakkenes, M., Beaumont, L.J., Collingham, Y.C., Erasmus, B.F.N., Siqueira, M.F., Grainger, A., Hannah, L., Hughes, L., Huntley, B., van Jaarsveld, A.S., Midgley, G.F., Miles, L., Ortega-Huerta, M.A., Peterson, A.T., Phillips, O.L., Williams, S.E. (2004): Extinction risk from climate change. Nature. 427: 145-148.
  53. Todd, B.D., Scott, D.E., Pechmann, J.H., Gibbons, J.W. (2011): Climate change correlates with rapid delays and advancements in reproductive timing in an amphibian community. Proc Royal Soc B. 278: 2191-2197.
  54. van-Vuuren, D.P., den-Elzen, M.G.J., Lucas, P.L., Eickhout, B., Strengers, B.J., van Ruijven, B., Wonink, S., van Houdt, R. (2007): Stabilizing greenhouse gas concentrations at low levels: an assessment of reduction strategies and costs. Clim Change. 81: 119-159.
  55. Weatherhead, P.J., Sperry, J.H., Carfagno, G.L.F., Blouin-Demers, G. (2012): Latitudinal variation in thermal ecology of North American ratsnakes and its implications for the effect of climate warming on snakes. J Therm Biol. 37: 273-281.
  56. Wickham, H. (2016): ggplot2: Elegant graphics or data analysis. Springer-Verlag, New York.