Can mechanism inform species' distribution models?
- PMID: 20482574
- DOI: 10.1111/j.1461-0248.2010.01479.x
Can mechanism inform species' distribution models?
Abstract
Two major approaches address the need to predict species distributions in response to environmental changes. Correlative models estimate parameters phenomenologically by relating current distributions to environmental conditions. By contrast, mechanistic models incorporate explicit relationships between environmental conditions and organismal performance, estimated independently of current distributions. Mechanistic approaches include models that translate environmental conditions into biologically relevant metrics (e.g. potential duration of activity), models that capture environmental sensitivities of survivorship and fecundity, and models that use energetics to link environmental conditions and demography. We compared how two correlative and three mechanistic models predicted the ranges of two species: a skipper butterfly (Atalopedes campestris) and a fence lizard (Sceloporus undulatus). Correlative and mechanistic models performed similarly in predicting current distributions, but mechanistic models predicted larger range shifts in response to climate change. Although mechanistic models theoretically should provide more accurate distribution predictions, there is much potential for improving their flexibility and performance.
Similar articles
-
Linking traits to energetics and population dynamics to predict lizard ranges in changing environments.Am Nat. 2008 Jan;171(1):E1-E19. doi: 10.1086/523949. Am Nat. 2008. PMID: 18171140
-
Mechanistic niche modelling: combining physiological and spatial data to predict species' ranges.Ecol Lett. 2009 Apr;12(4):334-50. doi: 10.1111/j.1461-0248.2008.01277.x. Ecol Lett. 2009. PMID: 19292794 Review.
-
The macroecological contribution to global change solutions.Science. 2007 Jun 15;316(5831):1581-4. doi: 10.1126/science.1133267. Science. 2007. PMID: 17569854 Review.
-
Combining population-dynamic and ecophysiological models to predict climate-induced insect range shifts.Am Nat. 2006 Jun;167(6):853-66. doi: 10.1086/504848. Am Nat. 2006. PMID: 16685639
-
Avian distributions under climate change: towards improved projections.J Exp Biol. 2010 Mar 15;213(6):862-9. doi: 10.1242/jeb.038356. J Exp Biol. 2010. PMID: 20190111 Review.
Cited by
-
How does climate change cause extinction?Proc Biol Sci. 2013 Jan 7;280(1750):20121890. doi: 10.1098/rspb.2012.1890. Epub 2012 Oct 17. Proc Biol Sci. 2013. PMID: 23075836 Free PMC article. Review.
-
Mechanistic species distribution modelling as a link between physiology and conservation.Conserv Physiol. 2015 Dec 21;3(1):cov056. doi: 10.1093/conphys/cov056. eCollection 2015. Conserv Physiol. 2015. PMID: 27293739 Free PMC article.
-
Aerobic metabolic scope mapping of an invasive fish species with global warming.Conserv Physiol. 2023 Nov 28;11(1):coad094. doi: 10.1093/conphys/coad094. eCollection 2023. Conserv Physiol. 2023. PMID: 38425367 Free PMC article.
-
Biological mechanisms matter in contemporary wildlife conservation.iScience. 2023 Feb 14;26(3):106192. doi: 10.1016/j.isci.2023.106192. eCollection 2023 Mar 17. iScience. 2023. PMID: 36895647 Free PMC article. Review.
-
Integrating broad-scale data to assess demographic and climatic contributions to population change in a declining songbird.Ecol Evol. 2020 Feb 11;10(4):1804-1816. doi: 10.1002/ece3.5975. eCollection 2020 Feb. Ecol Evol. 2020. PMID: 32128118 Free PMC article.
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical