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Shuert CR, Auger-Méthé M, Béland K, Hussey NE, Desmarchelier MR, Marcoux M. Putting the health in hidden Markov models: incorporating allostatic load indices into movement ecology analyses. CONSERVATION PHYSIOLOGY 2025; 13:coaf022. [PMID: 40225347 PMCID: PMC11991693 DOI: 10.1093/conphys/coaf022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Revised: 03/20/2025] [Accepted: 03/25/2025] [Indexed: 04/15/2025]
Abstract
Individual animal health assessments are a key consideration for conservation initiatives. Environmental shifts associated with climate change, such as documented rises in pathogen emergence, predation pressures and human activities, create an increasingly stressful world for many species and have been linked with marked changes in movement behaviour. Even in healthy individuals, variations in allostatic load, the cumulative effects of long-term stress, may alter behavioural priorities over time. Here, we aimed to build links between animal health assessment information and movement ecology, using narwhals in the Canadian Arctic as a case study. A composite stress index was developed to incorporate multiple available health (e.g. health assessments), stress (e.g. hormones) and body condition metrics from clinically healthy individuals, and applied within the framework of widely used hidden Markov modelling of animal movement data. Individuals with a higher composite stress index tended to prioritize behaviours indicative of a stress response, including increasing the probability of transitioning to transiting behaviour as compared to those with a lower stress index. By incorporating a composite stress index that synthesizes multiple health indices in a flexible framework, we highlight that including information indicative of allostatic load may be important in explaining variation in behaviour, even for seemingly healthy animals. The modelling framework presented here highlights a flexible approach to incorporate health assessment information and provides an approach that is widely applicable to existing and future work on a range of species.
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Affiliation(s)
- Courtney R Shuert
- Arctic Aquatic Research Division, Freshwater Institute, Fisheries and Oceans Canada, 501 University Crescent, Winnipeg, Canada, R3T 2N6
- Conservation and Research, Assiniboine Park Conservancy, 2595 Roblin Blvd., Winnipeg, Canada R3P 2N7
| | - Marie Auger-Méthé
- Department of Statistics, University of British Columbia, 2207 Main Mall, Vancouver, BC, Canada, V6T 1Z4
- Institute for the Oceans & Fisheries, University of British Columbia, 2202 Main Mall, Vancouver, BC, Canada, V6T 1Z4
| | - Karine Béland
- Department of Clinical Sciences, Faculté de Médecine Vétérinaire, Université de Montréal, 3200 rue Sicotte, Montreal, Canada, J2S 2M2
| | - Nigel E Hussey
- Department of Integrative Biology, University of Windsor, 401 Sunset Ave., Windsor, ON, Canada, N9B 3P4
| | - Marion R Desmarchelier
- Department of Clinical Sciences, Faculté de Médecine Vétérinaire, Université de Montréal, 3200 rue Sicotte, Montreal, Canada, J2S 2M2
| | - Marianne Marcoux
- Arctic Aquatic Research Division, Freshwater Institute, Fisheries and Oceans Canada, 501 University Crescent, Winnipeg, Canada, R3T 2N6
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Esquible J, Atkinson S. Stranding trends of Steller sea lions Eumetopias jubatus 1990-2015. ENDANGER SPECIES RES 2019. [DOI: 10.3354/esr00945] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Distinct population segments of Steller sea lion (SSL) Eumetopias jubatus have experienced different population trends over the last 5 decades, rendering the need for retrospective study. By identifying long-term stranding trends of SSLs we can develop a better understanding of factors contributing to mortality that may affect SSL population dynamics. We characterized spatial and temporal trends of SSL strandings (n = 1507) in Alaska, Oregon, and Washington, USA, over a 25 yr period. Stranding reports were obtained from the Alaska and Northwest Region’s Marine Mammal Stranding Networks. Temporal trends were assessed by identifying seasonal patterns across all years (1990-2015), analyzing sex, age class, body length, and characterizing signs of human interaction including factors contributing to mortality. An apparent increase in strandings occurred after 2000, likely due to increased stranding response effort resulting from increased federal grant awards. Adult males were the most frequently stranded sex and age class in the Alaska (AK) and Northwest (NW) Regions. Clear seasonality trends were evident, with the greatest reported stranding occurrences during the spring and summer. Gunshot wounds and fishery interactions accounted for a large proportion (90%) of human interaction cases. In Alaska, the southeast region had the highest number of strandings. In the NW Region, Oregon had the highest documented strandings. Despite caveats associated with stranding data, our findings suggest rapid timing of continued stranding response is imperative for a better understanding of cause-specific mortality trends and other factors contributing to stranding events.
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Affiliation(s)
- J Esquible
- College of Fisheries and Ocean Sciences, Fisheries Department, University of Alaska Fairbanks, Juneau, Alaska 99801, USA
| | - S Atkinson
- College of Fisheries and Ocean Sciences, Fisheries Department, University of Alaska Fairbanks, Juneau, Alaska 99801, USA
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REGIONAL AND AGE-RELATED VARIATIONS IN HAPTOGLOBIN CONCENTRATIONS IN STELLER SEA LIONS (EUMETOPIAS JUBATUS) FROM ALASKA, USA. J Wildl Dis 2019; 55:91-104. [DOI: 10.7589/2017-10-257] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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