Abstract
We coupled dynamic optimization and bioenergetics models to assess the assumption that lake trout (Salvelinus namaycush) depth distribution is structured by temperature, food availability, and predation risk to maximize reproductive mass by autumn spawning. Because the model uses empirical daily thermal-depth profiles recorded in a small boreal shield lake (lake 373 at the Experimental Lakes Area, northwestern Ontario) during 2 years of contrasting thermal stratification patterns, we also assessed how climate-mediated changes in lakes may affect the vertical distribution, growth, and fitness of lake trout, a cold-water top predator. The depths of acoustic-tagged lake trout were recorded concurrently with thermal-depth profiles and were compared to model output, enabling an assessment of model performance in relation to the observed fish behavior and contrasting thermal conditions. The depths and temperatures occupied by simulated fish most closely resembled those of the tagged fish when risk of predation was included in the model, indicating the model may incorporate the most important underlying mechanisms that determine lake trout depth. Annual differences suggest less use of shallow (warm), productive habitats, resulting in markedly less reproductive mass, during the year with the warm stratification pattern. Mass for reproduction may be lower in warmer conditions because of reduced reproductive investment, yet survival may be inadvertently higher because risky surface waters may be avoided more often in warmer, shallower, and metabolically costly conditions. At a minimum our study suggests that lake trout reproductive mass and fitness may be expected to change under the anticipated longer and warmer stratification patterns.
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Bergstedt RA, Argyle RL, Seelye JG, Scribner KT, Curtis GL (2003) In situ determination of the annual thermal habitat use by lake trout (Salvelinus namycush) in Lake Huron. J Great Lakes Res 29:347–361
Biro PA, Abrahams MV, Post JR, Parkinson EA (2006) Behavioural trade-offs between growth and mortality explain the evolution of sub-maximal growth rates. J Anim Ecol 75:1165–1171
Blanchfield PJ, Flavelle LS, Hodge TF, Orihel DM (2005) The response of lake trout to manual tracking. Trans Am Fish Soc 134:346–355
Blanchfield PJ, Paterson MJ, Shearer JA, Schindler DW (2009a) Johnson and Vallentyne’s legacy: 40 years of aquatic research at the Experimental Lakes Area. Can J Fish Aquat Sci 66:1831–1836
Blanchfield PJ, Tate LS, Plumb JM, Acolas M-LA, Beaty KG (2009b) Seasonal habitat selection by lake trout (Salvelinus namaycush) in a Canadian shield lake: constraints imposed by winter conditions. Aquat Ecol 43:777–787
Bush S, Kirillin G, Mehner T (2012) Plasticity in habitat use determines metabolic response of fish to global warming in stratified lakes. Oecologia 170:275–287
Byström P, Andersson J, Kiessling A, Eriksson L (2006) Size and temperature dependent foraging capacities and metabolism: consequences for winter starvation mortality in fish. Oikos 115:43–52
Crowder LB, Magnuson JJ (1983) Cost–benefit analysis of temperature and food resource use: a synthesis with examples from the fishes. In: Aspey WP, Lustick SI (eds) Behavioural energetics: the cost of survival in vertebrates. Ohio State University Press, Colombus, pp 189–221
Dolson R, McCann K, Rooney N, Ridgeway M (2009) Lake morphology predicts the degree of habitat coupling by a mobile predator. Oikos 118:1230–1238
Efron B, Tibshirani RJ (1993) An introduction to the bootstrap. Chapman and Hall, London
Eriksson OG (1985) Prey detectability for fish-eating birds in relation to fish density and water transparency. Ornis Scand 16:1–7
Eschmeyer PH (1955) The reproduction of lake trout in southern Lake Superior. Trans Am Fish Soc 84:47–74
Evans DO (2007) Effects of hypoxia on scope-for-activity and power capacity of lake trout (Salvelinus namaycush). Can J Fish Aquat Sci 64:345–361
Ferreri CP, Taylor WW (1996) Compensation in individual growth rates and its influence on lake trout population dynamics in the Michigan waters of Lake Superior. J Fish Biol 49:763–777
Fisher RA (1930) Genetical theory of natural selection. Oxford University Press, Oxford
Gunn JM, Pitblado R (2004) Lake trout, the Boreal Shield, and the factors that shape lake trout ecosystems. In: Gunn JM, Steedman RJ, Ryder RA (eds) Boreal shield waters: lake trout ecosystems in a changing environment. Lewis, CRC, Boca Raton, pp 3–18
Guzzo MM, Rennie MD, Blanchfield PJ (2014) Evaluating the relationship between catch per unit effort and abundance for littoral cyprinids in small boreal shield lakes. Fish Res 150:100–108
Hansen J, Sato M, Ruedy R, Lo K, Lea DW, Madina-Elizade M (2006) Global temperature change. Proc Natl Acad Sci USA 103:14288–14293
Hanson PC, Johnson TB, Schindler DE, Kitchell JF (1997) Fish bioenergetics 3.0. University of Wisconsin, Sea Grant Institute, WISCU-T-97-001, Madison
Hengeveld HG (1990) Global climate change: implications for air temperature and water supply in Canada. Trans Am Fish Soc 119:176–182
Hengeveld HG (2000) Projections for Canada’s climate future. Catalogue no. En57-2000-01E. Environment Canada, Ottawa, Ontario
Hill DK, Magnuson JJ (1990) Potential effects of global climate warming on the growth and prey consumption of great lakes fish. Trans Am Fish Soc 119:265–275
IPCC (Intergovernmental Panel on Climate Change) (2007) Climate change 2007: the physical science basis. IPCC, Geneva, Switzerland. (January 2012). http://www.ipcc.ch
Jansen W, Hesslein RH (2004) Potential effects of climate warming on fish habitats in temperate zone lakes with special reference to lake 239 of the Experimental Lakes Area (ELA), north-western Ontario. Environ Biol Fishes 70:1–22
King JR, Shuter BJ, Zimmerman AP (1999) Empirical links between thermal habitat, fish growth, and climate change. Trans Am Fish Soc 128:656–665
Konkle BR, Sprules WG (1986) Planktivory by stunted lake trout in an Ontario Lake. Trans Am Fish Soc 115:515–521
Lima SL, Dill LM (1990) Behavioral decisions made under the risk of predation: a review and prospectus. Can J Zool 68:619–640
Mackenzie-Grieve JL, Post JR (2006) Thermal habitat use by lake trout in two contrasting Yukon Territory lakes. Trans Am Fish Soc 135:727–738
Madenjian CP, O’Connor DV (1999) Laboratory evaluation of a lake trout bioenergetics model. Trans Am Fish Soc 128:802–814
Magnuson JJ, Crowder LB, Medvick PA (1979) Temperature as an ecological resource. Am Zool 19:331–343
Magnuson JJ, Meisner JD, Hill DK (1990) Potential changes in the thermal habitat of Great Lakes fish after global climate warming. Trans Am Fish Soc 199:254–264
Mangel M, Clark CW (1988) Dynamic modeling in behavioural ecology. Princeton University Press, Surrey
Martens MT (2013) The comparative growth and survival of a naturalized and aquaculture strain of rainbow trout (Oncorhynchus mykiss) in laboratory and whole-ecosystem experiments. M.Sc. thesis, Department of Biological Sciences, University of Manitoba, Winnipeg
Martin NV (1966) The significance of food habits in the biology, exploitation, and management of Algonquin Park, Ontario, lake trout. J Fish Res Bd Can 96:415–422
Martin NV, Oliver CH (1980) The lake charr, Salvelinus namaycush. In: Balon EK (ed) Charrs: salmonid fishes of the genus Salvelinus, perspectives in vertebrate science, vol 1. Junk, the Hague, pp 209–277
McDonald ME, Hershey AE, Miller MC (1996) Global warming impacts on lake trout in Arctic lakes. Limnol Oceanogr 41:1102–1108
Mills KH, Chalanchuk SM, Allen DJ (2002) Abundance, annual survival, and recruitment of unexploited and exploited lake charr, Salvelinus namaycush, populations at the Experimental Lakes Area, northwestern Ontario. Environ Biol Fishes 64:281–292
Morbey YE, Addison P, Shuter BJ, Vascotto K (2006) Within-population heterogeneity of habitat use by lake trout Salvelinus namaycush. J Fish Biol 69:1675–1696
Paterson MJ, Podemski CL, Wesson LJ, Dupuis AP (2011) The effects of an experimental freshwater cage aquaculture operation on Mysis diluviana. J Plankton Res 33:25–36
Pazzia I, Trudel M, Ridgway M, Rasmussen JB (2002) Influence of food web structure on the growth and bioenergetics of lake trout (Salvelinus namaycush). Can J Fish Aquat Sci 59:1593–1605
Plumb JM (2006) Climate-mediated changes in habitat use by lake trout (Salvelinus namaycush). M.Sc. thesis, Department of Zoology, The University of Manitoba, Winnipeg
Plumb JM, Blanchfield PJ (2009) Performance of temperature and dissolved oxygen criteria to predict habitat use by lake trout (Salvelinus namaycush). Can J Fish Aquat Sci 66:2011–2023
Quince C, Abrams PA, Shuter BJ, Lester NP (2008a) Biphasic growth in fish I: theoretical foundations. J Theor Biol 254:197–206
Quince C, Abrams PA, Shuter BJ, Lester NP (2008b) Biphasic growth in fish. II. Empirical assessment. J Theor Biol 254:207–214
Schindler DW, Donahue WF (2006) An impending water crisis in Canada’s western prairie provinces. Proc Natl Acad Sci USA 103:7210–7216
Schindler DW, Beaty KG, Fee EJ, Cruikshank DR, DeBruyn ER, Findlay DL, Linsey GA, Shearer JA, Stainton MP, Turner MA (1990) Effects of climatic warming on lakes of the central boreal forest. Science 250:967–970
Schindler DW, Bayley SE, Parker BR, Beaty KG, Cruikshank DR, Fee EJ, Schindler EU, Stainton MP (1996) The effects of climatic warming on the properties of boreal lakes and streams at the Experimental Lakes Area, northwestern Ontario. Am Soc Limnol Oceanogr 41:1004–1017
Sellers TJ, Parker BR, Schindler DW, Tonn WT (1998) Pelagic distribution of lake trout (Salvelinus namaycush) in small Canadian shield lakes with respect to temperature, dissolved oxygen, and light. Can J Fish Aquat Sci 55:170–179
Shuter BJ, Lester NP (2004) Climate change and sustainable lake trout exploitation: predictions from a regional life history model. In: Gunn JM, Steedman RJ, Ryder RA (eds) Boreal shield waters: lake trout ecosystems in a changing environment. Lewis, CRC, Boca Raton, Florida, pp 281–291
Snucins EJ, Gunn JM (1995) Coping with a warm environment: behavioural thermoregulation by lake trout. Trans Am Fish Soc 124:118–123
Stefan HG, Fang X (1994) Dissolved oxygen model for regional lake analysis. Ecol Model 71:37–68
Stefan HG, Hondzo M, Fang X (1993) Lake water quality modeling for projected future climate scenarios. J Environ Qual 22:417–431
Stewart DJ, Weininger D, Rottiers DV, Edsall TA (1983) An energetics model for lake trout, Salvelinus namaycush: application to the Lake Michigan population. Can J Fish Aquat Sci 40:681–698
Vander Zanden MJ, Rasmussen JB (1996) A trophic position model of pelagic food webs: impact on contaminant bioaccumulation in lake trout. Ecol Monogr 66:451–477
Vander Zanden MJ, Casselman JM, Rasmussen JB (1999) Stable isotope evidence for the food web consequences of species invasions in lakes. Nature 401:464–467
Acknowledgments
We are grateful to Lori Tate and numerous ELA summer students for assisting with fish tagging and data collection, to Kris Vascotto for the bathymetric survey work, and to Cheryl Podemski and field crew for temperature data. This study was funded by the Climate Change Impacts and Adaptation Program (Natural Resources Canada, project no. A968), and we thank Drs Ken Minns and Brian Shuter for project coordination. J. M. P. received scholarships from the ELA Graduate Fellowship Fund and the University of Manitoba. We are grateful to Drs Brenda Hann and Ray Hesslein for their constructive input on this research, and to Dennis Rondorf, Joseph Benjamin, Brett van Poorten, and other anonymous reviewers for insightful comments on earlier versions of this manuscript. All research was approved by the Freshwater Institute Animal Care Committee.
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Communicated by Pedro Peres-Neto.
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Plumb, J.M., Blanchfield, P.J. & Abrahams, M.V. A dynamic-bioenergetics model to assess depth selection and reproductive growth by lake trout (Salvelinus namaycush). Oecologia 175, 549–563 (2014). https://doi.org/10.1007/s00442-014-2934-6
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DOI: https://doi.org/10.1007/s00442-014-2934-6