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Signer J, Scherer C, Radchuk V, Scholz C, Jeltsch F, Kramer‐Schadt S. The 4th Dimension in Animal Movement: The Effect of Temporal Resolution and Landscape Configuration in Habitat-Selection Analyses. Ecol Evol 2025; 15:e71434. [PMID: 40357139 PMCID: PMC12068901 DOI: 10.1002/ece3.71434] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2025] [Revised: 04/27/2025] [Accepted: 04/28/2025] [Indexed: 05/15/2025] Open
Abstract
Understanding how animals use their habitat is essential to understand their biology and support conservation efforts. Technological advances in tracking technologies allow us to follow animals at increasingly fine temporal resolutions. Yet, how tracking devices' sampling intervals impact results remains unclear, as well as which method to use. Using simulations and empirical data from wild boars tracked in Germany, we systematically examine how the temporal resolution of movement data in interaction with the spatial autocorrelation of the landscape affects the outcomes of two common techniques for analyzing habitat selection: resource-selection analysis (RSA) and an autocorrelation-informed weighted derivative (wRSA) as well as integrated step-selection analysis (iSSA). Each method differs in the definition of "available" locations (RSA) and the implementation of the movement model during parameter estimation (iSSA). Our simulations suggested that landscape autocorrelation has a much stronger effect on the estimated selection coefficients and their variability than the sampling interval. Higher sampling intervals (i.e., longer time between steps) are required for landscapes with high autocorrelation, enabling the animal to experience enough variability in clumped landscapes. Short sampling intervals generally lead to higher variability and fewer statistically significant estimates (in particular for wRSA). Our results complement recent attempts to outline a coherent framework for habitat-selection analyses and to explain them to practitioners. We further contribute to these efforts by assessing the sensitivity of two commonly used methods, RSA and iSSA, to the changes in sampling interval of movement data. We expect our findings to further raise awareness of pitfalls underlying the comparison of estimated selection coefficients obtained in different studies and to assist movement ecologists in choosing the appropriate method for habitat-selection analysis.
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Affiliation(s)
- Johannes Signer
- Wildlife Sciences, Faculty for Forestry and Forest EcologyUniversity of GoettingenGöttingenGermany
| | - Cédric Scherer
- Department of Ecological DynamicsLeibniz Institute for Zoo and Wildlife ResearchBerlinGermany
| | - Viktoriia Radchuk
- Department of Ecological DynamicsLeibniz Institute for Zoo and Wildlife ResearchBerlinGermany
| | - Carolin Scholz
- Department of Ecological DynamicsLeibniz Institute for Zoo and Wildlife ResearchBerlinGermany
- Institute of Biochemistry and BiologyUniversity of PotsdamPotsdamGermany
| | - Florian Jeltsch
- Institute of Biochemistry and BiologyUniversity of PotsdamPotsdamGermany
| | - Stephanie Kramer‐Schadt
- Department of Ecological DynamicsLeibniz Institute for Zoo and Wildlife ResearchBerlinGermany
- Institute of EcologyTechnische Universität BerlinBerlinGermany
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Ganoe LS, Mayer AE, Brown C, Gerber BD. Mesocarnivore sensitivity to natural and anthropogenic disturbance leads to declines in occurrence and concern for species persistence. Ecol Evol 2024; 14:e70043. [PMID: 39041016 PMCID: PMC11260557 DOI: 10.1002/ece3.70043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2024] [Revised: 06/26/2024] [Accepted: 07/08/2024] [Indexed: 07/24/2024] Open
Abstract
Understanding mesocarnivore responses to both natural and anthropogenic disturbance is crucial for understanding species' potential to maintain landscape persistence into the future. We examined the response of five mesocarnivore species (bobcat, coyote, fisher, gray fox, and red fox) to both types of disturbances and climatic conditions. The Northeastern U.S. has experienced multiple large-scale disturbances, such as a mass defoliation event following larval spongy moth outbreak and high densities of infrastructure that divide the natural landcover into roadless zones where these species inhabit. Using dynamic occupancy models in a Bayesian framework, we aimed to (1) examine variation in species' responses over a 4-year study by estimating variation in site-level occupancy, colonization and extirpation of each species in the state of Rhode Island relative to natural disturbance (i.e., defoliation event), anthropogenic disturbance (i.e., parceling of natural landcover bounded by roads, distance to roads), and climate (i.e., seasonal precipitation) and (2) compare current occurrence trends to predicted asymptotic occupancy to identify key variables contributing to distribution instability. Our findings indicated declines in the occurrence of both fox species, and fisher. There was variation in mesocarnivore response to disturbance among the species. We found gray fox and fisher occupancy dynamics to be sensitive to all forms of disturbance and coyote occurrence was positively associated with anthropogenic disturbance. Although bobcat and red fox were predicted to respond positively to future climate scenarios, fisher and gray fox were not, and persistence of fisher and gray fox in a landscape of disturbance relies on large areas with high forest and shrubland cover. With the wide-spread spongy moth outbreak across much of southern New England, our findings indicate that efforts to conserve forested lands may be crucial in maintaining the persistence of several mesocarnivore species in this region experiencing large-scale disturbance.
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Affiliation(s)
- Laken S. Ganoe
- Department of Natural Resources ScienceUniversity of Rhode IslandKingstonRhode IslandUSA
| | - Amy E. Mayer
- Department of Natural Resources ScienceUniversity of Rhode IslandKingstonRhode IslandUSA
| | - Charles Brown
- Fish and Wildlife DivisionRhode Island Department of Environmental ManagementWest KingstonRhode IslandUSA
| | - Brian D. Gerber
- Department of Natural Resources ScienceUniversity of Rhode IslandKingstonRhode IslandUSA
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Erofeeva MN, Vasilieva NA, Ananyeva MS, Klyuchnikova PS, Naidenko SV. Meeting with a male can lead to stress: female reaction to a pairing with a partner in Felidae. Behav Processes 2023; 208:104876. [PMID: 37059370 DOI: 10.1016/j.beproc.2023.104876] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2022] [Revised: 04/10/2023] [Accepted: 04/11/2023] [Indexed: 04/16/2023]
Abstract
The aim of this study was to test the hypothesis that the level of sexual dimorphism modulates the effects of male-female social interaction on the female physiological condition in felids. We predicted that: 1 - contacts of females with males in species with low level of sexual dimorphism in body size will not lead to significant changes in the activity of the hypothalamus-pituitary-adrenal axis (female stress); 2 - contacts of females with males in species with a high level of sexual dimorphism can result in significant increase in the cortisol level in females. Our study did not support these hypotheses. Despite the fact that sexual dimorphism influenced partner relationships, changes of the activity of HPA in response to social interaction with a partner appeared to be determined by the biology of the species rather than by the degree of sexual dimorphism. In species with unexpressed sexual dimorphism in body size, females determined the character of relationships in the pair. In species with pronounced sexual dimorphism biased towards males, the pattern of relationships was determined by males. However, meeting a partner led to increased cortisol levels in females not in pairs with pronounced sexual dimorphism, but in pairs with a high frequency of partner interactions. This frequency was determined by the species life history and was probably related to the seasonality of reproduction and the degree of monopolization of the home range.
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Affiliation(s)
- Maryia N Erofeeva
- Institute of Ecology and Evolution, Russian Academy of Sciences, Moscow, Russia.
| | - Nina A Vasilieva
- Institute of Ecology and Evolution, Russian Academy of Sciences, Moscow, Russia.
| | | | | | - Sergey V Naidenko
- Institute of Ecology and Evolution, Russian Academy of Sciences, Moscow, Russia.
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Hooven ND, Springer MT, Nielsen CK, Schauber EM. Influence of natal habitat preference on habitat selection during extra-home range movements in a large ungulate. Ecol Evol 2023; 13:e9794. [PMID: 36760707 PMCID: PMC9897958 DOI: 10.1002/ece3.9794] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2022] [Revised: 01/14/2023] [Accepted: 01/18/2023] [Indexed: 02/05/2023] Open
Abstract
Natal habitat preference induction (NHPI) occurs when animals exhibit a preference for new habitat that is similar to that which they experienced in their natal environment, potentially leading to post-dispersal success. While the study of NHPI is typically focused on post-settlement home ranges, we investigated how this behavior may manifest during extra-home range movements (EHRMs), both to identify exploratory prospecting behavior and assess how natal habitat cues may influence path selection before settlement. We analyzed GPS collar relocation data collected during 79 EHRMs made by 34 juvenile and subadult white-tailed deer (Odocoileus virginianus) across an agricultural landscape with highly fragmented forests in Illinois, USA. We developed a workflow to measure multidimensional natal habitat dissimilarity for each EHRM relocation and fit step-selection functions to evaluate whether natal habitat similarity explained habitat selection along movement paths. Across seasons, selection for natal habitat similarity was generally weak during excursive movements, but strong during dispersals, indicating that NHPI is manifested in dispersal habitat selection in this study system and bolstering the hypothesis that excursive movements differ functionally from dispersal. Our approach for extending the NHPI hypothesis to behavior during EHRMs can be applied to a variety of taxa and can expand our understanding of how individual behavioral variation and early life experience may shape connectivity and resistance across landscapes.
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Affiliation(s)
- Nathan D. Hooven
- School of the EnvironmentWashington State UniversityPullmanWashingtonUSA
- Department of Forestry and Natural ResourcesUniversity of KentuckyLexingtonKentuckyUSA
| | - Matthew T. Springer
- Department of Forestry and Natural ResourcesUniversity of KentuckyLexingtonKentuckyUSA
| | - Clayton K. Nielsen
- Cooperative Wildlife Research Laboratory and Department of ForestrySouthern Illinois University CarbondaleCarbondaleIllinoisUSA
| | - Eric M. Schauber
- Illinois Natural History Survey, Prairie Research InstituteUniversity of Illinois Urbana‐ChampaignChampaignIllinoisUSA
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Mayer AE, McGreevy TJ, Brown C, Ganoe LS, Gerber BD. Transient persistence of bobcat (
Lynx rufus
) occurrence throughout a human‐dominated landscape. POPUL ECOL 2022. [DOI: 10.1002/1438-390x.12123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- Amy E. Mayer
- Department of Natural Resources Science University of Rhode Island Kingston Rhode Island USA
| | - Thomas J. McGreevy
- Department of Natural Resources Science University of Rhode Island Kingston Rhode Island USA
| | - Charles Brown
- Division of Fish and Wildlife Rhode Island Department of Environmental Management West Kingston Rhode Island USA
| | - Laken S. Ganoe
- Department of Natural Resources Science University of Rhode Island Kingston Rhode Island USA
| | - Brian D. Gerber
- Department of Natural Resources Science University of Rhode Island Kingston Rhode Island USA
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Draper J, Rodgers T, Young JK. Beating the heat: ecology of desert bobcats. BMC Ecol Evol 2022; 22:25. [PMID: 35246040 PMCID: PMC8896297 DOI: 10.1186/s12862-022-01973-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2021] [Accepted: 02/09/2022] [Indexed: 11/30/2022] Open
Abstract
Background Relative to temperate regions, little is known about bobcats (Lynx rufus) in the Sonoran Desert portion of their range, in part due to the difficulty of sampling an elusive carnivore in harsh desert environments. Here, we quantify habitat selection and evaluate diet of bobcats at Kofa National Wildlife Refuge, Arizona, USA, using multiple sampling techniques including GPS telemetry, camera traps, and DNA metabarcoding. Results Home ranges during the hot season were smaller than during the cool season. Camera trapping failed to yield a high enough detection rate to identify habitat occupancy trends but third-order resource selection from GPS-collar data showed a preference for higher elevations and rugged terrain at lower elevations. Diet composition consisted of a diverse range of available small prey items, including a higher frequency of avian prey than previously observed in bobcats. Conclusions Desert bobcats in our study maintained smaller home ranges and primarily consumed smaller prey than their more northern relatives. This study illustrates the benefit of employing multiple, complementary sampling methods to understand the ecology of elusive species. Supplementary Information The online version contains supplementary material available at 10.1186/s12862-022-01973-3.
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Affiliation(s)
- John Draper
- Ecology Center, Utah State University, Logan, UT, 84322, USA
| | - Torrey Rodgers
- Department of Wildland Resources, Utah State University, Logan, UT, 84322, USA
| | - Julie K Young
- Department of Wildland Resources, Utah State University, Logan, UT, 84322, USA. .,U.S. Department of Agriculture, National Wildlife Research Center - Predator Research Facility, Millville, UT, 84326, USA.
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Pletenev A, Kruchenkova E, Mikhnevich Y, Rozhnov V, Goltsman M. The overabundance of resources leads to small but exclusive home ranges in Arctic fox (Vulpes lagopus) on Bering Island. Polar Biol 2021. [DOI: 10.1007/s00300-021-02888-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Carroll RP, Litvaitis MK, Foxall T. Bobcat Hair Cortisol Correlates with Land Use and Climate. J Wildl Manage 2021. [DOI: 10.1002/jwmg.22029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Rory P. Carroll
- Southern Arkansas University, 100 E. University Magnolia AR 71753 USA
| | | | - Thomas Foxall
- University of New Hampshire 105 Main Street Durham NH 03824 USA
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Krenhardt K, Markó G, Jablonszky M, Török J, Garamszegi LZ. Sex-dependent risk-taking behaviour towards different predatory stimuli in the collared flycatcher. Behav Processes 2021; 186:104360. [PMID: 33609633 DOI: 10.1016/j.beproc.2021.104360] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2020] [Revised: 02/11/2021] [Accepted: 02/11/2021] [Indexed: 11/27/2022]
Abstract
Prey animals may react differently to predators, which can thus raise plasticity in risk-taking behaviour. We assessed the behavioural responses of nestling-feeding collared flycatcher (Ficedula albicollis) parents towards different avian predator species (Eurasian sparrowhawk, long-eared owl) and a non-threatening songbird (song thrush) by measuring the latency to resume feeding activity. We found that the sexes differed in their responses towards the different stimuli, as males resumed nestling-provisioning sooner after the songbird than after the predator stimuli, while latency of females was not affected by the type of stimulus. Parents breeding later in the season took less risk than early breeders, and mean response also varied across the study years. We detected a considerable repeatability at the within-brood level across stimuli, and a correlation between the latency of parents attending the same nest, implying that they may adjust similarly their risk-taking behaviour to the brood value. Repeated measurements at the same brood suggested that risk-taking behaviour of flycatcher parents is a plastic trait, and sex-specific effects might be the result of sex-specific adjustments of behaviour to the perceived environmental challenge as exerted by different predators. Furthermore, the nest-specific effects highlighted that environmental effects can render consistently similar responses between the parents.
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Affiliation(s)
- Katalin Krenhardt
- Institute of Ecology and Botany, Centre for Ecological Research, Alkotmány utca 2-4, 2163 Vácrátót, Hungary; Behavioural Ecology Group, Department of Systematic Zoology and Ecology, ELTE Eötvös Loránd University, Pázmány Péter sétány 1/C, 1117 Budapest, Hungary.
| | - Gábor Markó
- Behavioural Ecology Group, Department of Systematic Zoology and Ecology, ELTE Eötvös Loránd University, Pázmány Péter sétány 1/C, 1117 Budapest, Hungary; Department of Plant Pathology, Institute of Plant Protection, Hungarian University of Agriculture and Life Sciences, Ménesi út 44, 1118, Budapest, Hungary.
| | - Mónika Jablonszky
- Institute of Ecology and Botany, Centre for Ecological Research, Alkotmány utca 2-4, 2163 Vácrátót, Hungary; Behavioural Ecology Group, Department of Systematic Zoology and Ecology, ELTE Eötvös Loránd University, Pázmány Péter sétány 1/C, 1117 Budapest, Hungary.
| | - János Török
- Behavioural Ecology Group, Department of Systematic Zoology and Ecology, ELTE Eötvös Loránd University, Pázmány Péter sétány 1/C, 1117 Budapest, Hungary; Ecology Research Group of the Hungarian Academy of Sciences, Pázmány Péter sétány 1/C, 1117, Budapest, Hungary.
| | - László Zsolt Garamszegi
- Institute of Ecology and Botany, Centre for Ecological Research, Alkotmány utca 2-4, 2163 Vácrátót, Hungary; MTA-ELTE Theoretical Biology and Evolutionary Ecology Research Group, Pázmány Péter sétány 1/A, 1117, Budapest, Hungary.
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