Abstract
How species use space and time is central in ecology and evolution as well as for the conservation and management of vulnerable species. Unfortunately, this information is scarce for elusive species such as the threatened European wildcat (Felis silvestris silvestris), especially in Mediterranean areas. Using radiotracking and cameratrapping, we studied the habitat selection and the diel activity of a wildcat population in SE Spain, with particular emphasis on the relationships between wildcats and their main prey, the European rabbit (Oryctolagus cuniculus). First, we used Generalized Linear Mixed Models (GLMMs) to analyse the insuence of vegetation, rabbit abundance, topography and humanization on wildcat presence at several spatial scales and according to wildcat activity. Second, we used Spearman’s rank correlations to assess the spatial relationship between the relative abundance indexes (RAIs) of wildcats and rabbits. Third, we used kernel density estimates to determine the daily activity patterns of wildcats and rabbits, and compared them by calculating the coeficient of overlap Δ. Patch complexity, rabbit abundance, slope and cover of dense scrubs were the most influential variables on wildcat presence. However, the effects of some environmental variables were scale-dependent. The relationship between rabbit abundance and wildcat presence was positive for the smaller scales and, unexpectedly, negative for the largest one. This result was supported by the quadratic relationship between wildcat RAI and rabbit RAI, indicating that wildcats generally avoided the highest rabbit abundance areas. We observed a typical nocturnal activity for wildcats, which surprisingly did not synchronize with the rabbit activity patterns. Rabbit antipredatory strategies, human pressure avoidance behaviour in wildcats and competition with other carnivores could be behind the observed spatiotemporal mismatch between wildcats and rabbits. Overall, our study highlights the importance of combining spatial and temporal approaches to obtain an integrative view of how resources are exploited by wildlife.
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Anile, S., Ragni, B., Randi, E., Mattucci, F., Rovero, F., 2014. Wildcat population density on the Etna volcano, Italy: a comparison of density estimation methods. J. Zool. 293, 252–261.
Aschoff, J., 1966. Circadian activity pattern with two peaks. Ecology 47, 657–662.
Aymerich, M., 1982. Étude comparative des régimes alimentaires du lynx pardelle (Lynx pardina Temminck, 1824) et du chat sauvage (Felis silvestris Schreber, 1777) au centre de la péninsule Ibérique. Mammalia 46, 515–521.
Ballesteros-Duperón, E., Virgós, E., Moleón, M., Barea-Azcón, J.M., Gil-Sánchez, J.M., 2014. How accurate are coat traits for discriminating wild and hybrid forms of Felis silvestris? Mammalia 79, 101–110.
Barton, K., 2013. MuMIn: Multimodel Inference. R Package Version 1.9.13. http://CRAN.R-project.org/package=MuMIn.
Bates, D., Maechler, M., Bolker, B., Walker, S., 2013. Lme4: Linear Mixed-Effects Models Using Eigen and S4. R Package Version 1.0-5. http://CRAN.R-project.org/package=lme4.
Bautista, L.M., García, J.T., Calmaestra, R.G., Palacín, C., Martín, C.A., Morales, M.B., Bonal, R., Viñuela, J., 2004. Effect of weekend road trafic on the use of space by raptors. Conserv. Biol. 18, 726–732.
Beltrán, J.F., Delibes, M., 1994. Environmental determinants of circadian activity of freeranging Iberian lynxes. J. Mammal 75, 382–394.
Burnham, K.P., Anderson, D.R., 2002. Multimodel inference. understanding AIC and BIC in model selection. Sociol. Methods Res. 33, 261–304.
Calvete, C., Estrada, R., Angulo, E., Cabezas-Ruiz, S., 2004. Habitat factors related to wild rabbit conservation in an agricultural landscape. Landsc. Ecol. 19, 531–542.
Charnov, E.L., 1976. Optimal foraging, the marginal value theorem. Theor. Popul. Biol. 9, 129–136.
Creel, S., Creel, N.M., 1996. Limitation of African wild dogs by competition with large carnivores. Conserv. Biol. 10, 526–538.
ESRI, 2015. ArcGIS® Software10.2. Sistemas de Información Geográça. Copyright© Esri. All rights reserved.
Fedriani, J.M., Palomares, F., Delibes, M., 1999. Niche relations among three sympatric Mediterranean carnivores. Oecologia 121, 138–148.
Fretwell, S.D., Lucas, H.L., 1970. On territorial behaviour and other factor insuencing habitat distribution in birds. I. Theoretical development. Acta Biotheor. 19, 16–36.
Gil-Sánchez, J.M., Valenzuela, G., Sánchez, J.F., 1999. Iberian wild cat Felis silvestris tartessia predation on rabbit Oryctolagus cuniculus: functional response and age selection. Acta Theriol. 44, 421–428.
Gil-Sánchez, J.M., Ballesteros-Duperón, E., Bueno, J.F., 2006. Feeding ecology of the Iberian lynx Lynx pardinus in Eastern Sierra Morena (southern Spain). Acta Theriol. 51, 85–90.
Gil-Sánchez, J.M., Moral, M., Bueno, J., Rodríguez-Siles, J., Lillo, S., Pérez, J., Martín, J.M., Valenzuela, G., Garrote, G., Torralba, B., Simón-Mata, M.A., 2011. The use of camera trapping for estimating Iberian lynx (Lynx pardinus) home ranges. Eur. J. Wildl. Res. 57, 1203–1211.
Gil-Sánchez, J.M., Jaramillo, J., Barea-Azcón, J.M., 2015. Strong spatial segregation between wildcats and domestic cats may explain low hybridization rates on the Iberian Peninsula. Zoology 118, 377–385.
Harmsen, B.J., Foster, R.J., Silver, S.C., Ostrod, L.E.T., Doncasterc, C.P., 2011. Jaguar and puma activity patterns in relation to their main prey. Mammal. Biol. 76, 320–324.
Jerosch, S., Götz, M., Klar, N., Roth, M., 2010. Characteristics of diurnal resting sites of the endangered European wildcat (Felis silvestris silvestris): implications for its conservation. J. Nat. Conserv. 18, 45–54.
Jerosch, S., Götz, M., Roth, M., 2017. Spatial organisation of European wildcats (Felis silvestris silvestris) in an agriculturally dominated landscape in Central Europe. Mammal Biol. 82, 8–16.
Jiménez, J., Nuñez-Arjona, J.C., Rueda, C., González, L.M., García-Domínguez, F., Muñoz-Igualada, J., López-Bao, J.V., 2017. Estimating carnivore community structures. Sci. Rep. 7, 41036, http://dx.doi.org/10.1038/srep41036.
Johnson, D., 1980. The comparison of usage and availability measurements for evaluating resource preference. Ecology 61, 65–71.
Jordan, N.R., Cherry, M.I., Manser, M.B., 2007. Latrine distribution and patterns of use by wild meerkats: implications for territory and mate defence. Anim. Behav. 73, 613–622.
Kitchener, A.C., Yamaguchi, N., Ward, J.M., Macdonald, D.W., 2005. A diagnosis for the Scottish wildcat (Felis silvestris): a tool for conservation action for a criticallyendangered felid. Anim. Conserv. 8, 223–237.
Klar, N., Fernández, N., Kramer-Schadt, S., Herrmann, M., Trinzen, M., Büttner, I., Niemitz, C., 2008. Habitat selection models for European wildcat conservation. Biol. Conserv. 141, 308–319.
Kowalczyk, R., Jedrzejewska, B., Zalewski, A., 2003. Annual and circadian activity patterns of badgers (Meles meles) in Białowieza Primeval Forest (Eastern Poland) compared with other Palaearctic populations. J Biogeogr 30, 47–463.
Kronfeld-Schol, N., Dayan, T., 2003. Partitioning of time as an ecological resource. Annu. Rev. Ecol. Evol. Syst. 34, 153–181.
López-Martín, J.M., García, F.J., Such, A., Virgós, E., Lozano, J., Duarte, J., España, A.J., 2007. Felis silvestris (Schreber, 1777). In: Gisbert, J., Blanco, J.C. (Eds.), Atlas y Libro Rojo de los Mamíferos Terrestres de España. Dirección General para la Biodiversidad - SECEM. Ficha Libro Rojo, Palomo, L. Madrid, pp. 333–338.
Linkie, M., Ridout, M.S., 2011. Assessing tigerprey interactions in Sumatran rainforests. J. Zool. 284, 224–229.
Loarie, S.R., Tambling, C.J., Asner, G.P., 2013. Lion hunting behaviour and vegetation structure in an African savanna. Anim. Behav. 85 (5), 899–906, http://dx.doi.org/10.1016/j.anbehav.2013.01.018.
Lozano, J., Malo, A.F., 2012. Conservation of the European Wildcat (Felis Silvestris) in Mediterranean Environments: A Reassessment of Current Threats. Nova Science Publishers, Inc., Madrid.
Lozano, J., Virgós, E., Malo, A.F., Huertas, D.L., Casanovas, J.G., 2003. Importance of scrubpastureland mosaics for wild- living cats occurrence in a Mediterranean area: implications for the conservation of the wildcat (Felis silvestris). Biodiv. Conserv. 12, 921–935.
Lozano, J., Moleón, M., Virgós, E., 2006. Biogeographical patterns in the diet of the wildcat, Felis silvestris Schreber, in Eurasia: factors affecting the trophic diversity. J. Biogeogr. 33, 1076–1085.
Lozano, J., Virgós, E., Cabezas-Díaz, S., Mangas, J.G., 2007. Increase of large game species in Mediterranean areas: is the European wildcat (Felis silvestris) facing a new threat? Biol. Conserv. 138, 321–329.
Lozano, J., Virgós, E., Cabezas-Díaz, S., 2013. Monitoring European wildcat Felis silvestris populations using scat surveys in central Spain: are population trends related to wild rabbit dynamics or to landscape features? Zool. Stud. 52, 16.
Lozano, J., 2010. Habitat use by European wildcats (Felis silvestris) in central Spain: what is the relative importance of forest variables? Anim. Biodivers. Conserv. 33, 143–150.
Mac Kenzie, D.I., Nichols, J.D., Royle, J.A., Pollock, K.H., Bailey, L.L., Hines, J.E., 2006. Occupancy Estimation and Modeling Inferring Patterns and Dynamics of Species Occurrence. Academic Press, London, UK.
Macdonald, D.W., Rushton, S., 2003. Modelling space use and dispersal of mammals in real landscapes: a tool for conservation. J. Biogeogr. 30, 607–620.
Malo, A., Lozano, J., Huertas, D.L., Virgós, E., 2004. A change from rodents to rabbits (Oryctolagus cuniculus). Is the wildcat (Felis silvestris) a specialist predador? J. Zool. 263, 401–407.
Mayor, S.J., Schneider, D.C., Schaefer, J.A., Mahoney, S.P., 2009. Habitat selection at multiple scales. Ecoscience 16, 238–247.
Mills, L.S., Knowlton, F.F., 1991. Coyote space use in relation to prey abundance. Can. J. Zool. 69, 1516–1521.
Millspaugh, J.J., Marzluff, J.M., 2001. Radio Tracking and Animal Populations. Academic Press, San Diego.
Monterroso, P., Brito, J.C., Ferreras, P., Alves, P.C., 2009. Spatial ecology of the European wildcat in a Mediterranean ecosystem: dealing with small radiotracking datasets in species conservation. J. Zool. 279, 27–35.
Monterroso, P., Alves, P.C., Ferreras, P., 2013. Catch me if you can: diel activity patterns of mammalian prey and predators. Ethology 119, 1044–1056.
Monterroso, P., Alves, P.C., Ferreras, P., 2014. Plasticity in circadian activity patterns of mesocarnivores in Southwestern Europe: implications for species coexistence. Behav. Ecol. Sociobiol. 68, 1403–1417.
Moreno, S., Beltrán, J.F., Cotilla, I., Kuffner, B., Laffite, R., Jordán, G., Ayala, J., Quintero, C., Jiménez, A., Castro, F., Cabezas, S., Villafuerte, R., 2007. Longterm decline of the European wild rabbit (Oryctolagus cuniculus) in southwestern Spain. Wildl. Res. 34, 652–658.
Morris, D.W., 1987. Ecological scale and habitat use. Ecology 68, 362–369.
Mysterud, A., Ims, R.A., 1998. Functional responses in habitat use: availability insuences relative use in tradeoff situations. Ecology 79, 1435–1441.
Nakagawa, S., Schielzeth, H., 2013. A general and simple method for obtaining R2 from generalized linear mixedeffects models. Methods Ecol. Evol. 4, 133–142.
Nellemann, C., Støen, O.G., Kindberg, J., Swenson, J.E., Vistnes, I., Ericsson, G., Katajisto, J., Kaltenborn, B.P., Martin, J., Ordiz, A., 2007. Terrain use by an expanding brown bear population in relation to age, recreational resorts and human settlements. Biol. Conserv. 138, 157–165.
Newton, I., 1979. Population Ecology of Raptors. T and AD Poyser, London.
Ngoprasert, D., Lynam, A.J., Gale, G.A., 2007. Human disturbance affects habitat use and behaviour of Asiatic leopard Panthera pardus in Kaeng Krachan National Park, Thailand. Oryx 41, 343–351.
Nowell, K., Jackson, P., 1996. Wild Cats: Status Survey and Conservation Action Plan Gland. IUCN, Switzerland.
O’Connell, A.F., Nichols, J.D., Karanth, K.U., 2011. Camera Traps in Animal Ecology. Springer, New York.
Orians, G.H., Witternberg, J.F., 1991. Spatial and temporal scales in habitat selection. Am. Nat. 137, 29–49.
Palomares, F., Ferreras, P., Fedriani, J.M., Delibes, M., 1996. Spatial relationships between Iberian lynx and other carnivores in an area of southwestern Spain. J. Appl. Ecol. 33, 5–13.
Palomares, F., Delibes, M., Revilla, E., Calzada, J., Fedriani, J.M., 2001. Spatial ecology of Iberian lynx and abundance of European rabbits in southwestern Spain. Wildl. Monogr. 148, 1–36.
Palomares, F., 2001. Vegetation structure and prey abundance requirements of the Iberian lynx: implications for the design of reserves and corridors. J. Appl. Ecol. 38, 9–18.
Preston, F.W., 1960. Time and space and the variation of species. Ecology 41, 611–627.
R Core Team, 2013. R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, R studio. Version 0 99.446 - ©2009-2015 R Studio, Inc. http://www.R-project.org/.
Rempel, R.S., Kaukinen, D., Carr, A.P., 2012. Patch Analyst and Patch Grid. Ontario Ministry of Natural Resources. Centre for Northern Forest Ecosystem Research, Thunder Bay, Ontario.
Rettie, J.W., Messier, F., 2000. Hierarchical habitat selection by woodland caribou: its relationship to limiting factors. Ecography 23, 466–478.
Ridout, M.S., Linkie, M., 2009. Estimating overlap of daily activity patterns from camera trap data. J. Agric. Biol. Environ. Stat. 14, 322–337.
Rockhill, A.P., DePerno, C.S., Powell, R.A., 2013. The effect of illumination and time of day on movements of bobcats (Lynx rufus). PLoS One 8, e69213, http://dx.doi.org/10.1371/journal.pone.0069213.
Royle, J.A., Chandler, R.B., Sollmann, R., Gardner, B., 2014. Spatial Capture-Recapture. Academic Press, Waltham.
Sarmento, P., Cruz, J., Tarroso, P., Fonseca, C., 2006. Space and habitat selection by Female European Wild Cats (Felis silvestris silvestris). Wildl. Biol. Pract. 2, 79–89.
Sarmento, P., 1996. Feeding ecology of the European wildcat Felis silvestris in Portugal. Acta Theriol. 41, 409–414.
Silva, A., Kilshaw, K., Johnson, P.J., Macdonald, D.W., Rosalino, L.M., 2013. Wildcat occurrence in Scotland: food really matters. Divers. Distrib. 19, 232–243.
Tilman, D., Kareiva, P.M., 1997. Spatial Ecology: The Role of Space in Population Dynamics and Interspecific Interactions. Princeton University Press, Princeton.
Villafuerte, R., Kufner, M.B., Delibes, M., Moreno, S., 1993. Environmental factors influencing the seasonal daily activity of the European rabbit (Oryctolagus cuniculus) in a Mediterranean area. Mammalia 57, 341–347.
Villafuerte, R., Lazo, A., Moreno, S., 1997. Influence of food abundance and quality on rabbit fluctuations: conservation and management implications in Doñana National Park (SW Spain). Rev. Ecol.-Terre Vie 52, 345–356.
Virgós, E., Cabezas-Díaz, S., Malo, A., Lozano, J., López-Huertas, D., 2003. Factors shaping European rabbit abundance in continuous and fragmented populations of central Spain. Acta Theriol. 48, 113–122.
Virgós, E., Cabezas-Díaz, S., Mangas, J.G., Lozano, J., 2010. Spatial distribution models in a frugivorous carnivore, the stone marten (Martes foina): is the fleshyfruit availability a useful predictor? Anim. Biol. 60, 423–436.
Wecker, S.C., 1963. The role of early experience in habitat selection by the prairie deer mouse, Peromyscus manipulates bairdi. Ecol. Monogr. 33, 307–325.
Zalewski, A., 2001. Seasonal and sexual variation in diel activity rhythms of pine marten Martes martes in the Bialowieza National Park (Poland). Acta Theriologica 46, 295–304.
Zuur, A., Leno, E.N., Walker, N., Saveliev, A.A., Smith, G.M., 2009. Mixed Effects Models and Extensions in Ecology with R. Springer, New York.
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Martín-Díaz, P., Gil-Sánchez, J.M., Ballesteros-Duperón, E. et al. Integrating space and time in predator-prey studies: The case of wildcats and rabbits in SE Spain. Mamm Biol 88, 114–122 (2018). https://doi.org/10.1016/j.mambio.2017.10.006
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DOI: https://doi.org/10.1016/j.mambio.2017.10.006