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Can microclimate offer refuge to an upland bird species under climate change?

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Abstract

Context

Climate change is a severe threat to biodiversity. Areas with a high variety of microclimates may provide opportunities for species to persist in a changing climate.

Objectives

Test the extent to which microclimate is an important determinant of the distribution of a widespread upland passerine, the meadow pipit Anthus pratensis, and whether microclimate becomes an increasingly important determinant of distribution towards the warm edge of the species’ range.

Methods

We used models of the occurrence of meadow pipits based on data from an extensive survey to identify macroclimate and topographic associations, the latter as proxies of microclimate. We assessed magnitude and direction of the effects of microclimate and whether the magnitude of microclimate effects increases as macroclimate suitability declines.

Results

The probability of meadow pipit occurrence is significantly correlated with macroclimate and microclimate. Microclimate accounts for about a third of the variation in occupancy probability and has a stronger effect than macroclimate at all three spatial scales considered. Elevation and topographical wetness index are positively correlated with meadow pipit occurrence, while insolation is negatively correlated. Elevation and macroclimate suitability show a positive interaction, while insolation and macroclimate suitability show a negative interaction.

Conclusions

Microclimate substantially influences the distribution of the meadow pipit. For high latitude and upland species such as this, suitable areas on cool slopes could form the focus for conservation protection, as these areas are likely to become increasingly utilised and may remain the only locations occupied in otherwise unsuitable climate.

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References

  • Araújo MB, Alagador D, Cabeza M, Nogués-Bravo D, Thuiller W (2011) Climate change threatens European conservation areas. Ecol Lett 5:484–492

    Google Scholar 

  • Balmer DE, Gillings S, Caffrey B, Swann RL, Downie IS, Fuller RJ (2013) Bird Atlas 2007–11: the breeding and wintering birds of Britain and Ireland. British Trust for Ornithology, Thetford

    Google Scholar 

  • Beale CM, Baker NE, Brewer MJ, Lennon JJ (2013) Protected area networks and savannah bird biodiversity in the face of climate change and land degradation. Ecol Lett 16:1061–1068

    PubMed  Google Scholar 

  • Beale CM, Brewer MJ, Lennon JJ (2014) A new statistical framework for the quantification of covariate associations with species distributions. Methods Ecol Evol 5:421–432

    Google Scholar 

  • Beale CM, Lennon JJ, Yearsley JM, Brewer MJ, Elston DA (2010) Regression analysis of spatial data. Ecol Lett 13:246–264

    PubMed  Google Scholar 

  • Bellard C, Bertelsmeier C, Leadley P, Thuiller W, Courchamp F (2012) Impacts of climate change on the future of biodiversity. Ecol Lett 15:365–377

    PubMed  PubMed Central  Google Scholar 

  • Bennie J, Hodgson JA, Lawson CR, Holloway CTR, Roy DB, Brereton T, Thomas CD, Wilson RJ (2013) Range expansion through fragmented landscapes under a variable climate. Ecol Lett 16:921–929

    PubMed  PubMed Central  Google Scholar 

  • Bennie J, Huntley B, Wiltshire A, Hill MO, Baxter R (2008) Slope, aspect and climate: spatially explicit and implicit models of topographic microclimate in chalk grassland. Ecol Model 216:47–59

    Google Scholar 

  • Beven KJ, Kirkby MJ (1979) A physically based, variable contributing area model of basin hydrology. Hydrolog Sci J 24:43–69

    Google Scholar 

  • BirdLife International (2018) Anthus pratensis. The IUCN Red List of Threatened Species 2018: e.T22718556A131986875. https://dx.doi.org/10.2305/IUCN.UK.2018-2.RLTS.T22718556A131986875.en. Accessed 07 May 2020

  • Bivand RG, Pebesma EJ, Gómez-Rubio V (2013) Applied spatial data analysis with R, 2nd edn. Springer, New York

    Google Scholar 

  • Bradbury RB, Pearce-Higgins JW, Wotton SR, Conway GJ, Grice PV (2011) The influence of climate and topography in patterns of territory establishment in a range-expanding bird. Ibis 153:336–344

    Google Scholar 

  • Battin J, Lawler JJ (2006) Cross-scale correlations and the design and analysis of avian habitat selection studies. The Condor 108(1):59–70

    Google Scholar 

  • Buchanan GM, Pearce-Higgins JW, Douglas DJT, Grant MC (2017) Quantifying the importance of multi-scale management and environmental variables on moorland bird abundance. Ibis 159:744–756

    Google Scholar 

  • Burton NHK (2006) Nest orientation and hatching success in the tree pipit Anthus trivialis. J Avian Biol 37:312–317

    Google Scholar 

  • Calladine J, Bray J (2012) The importance of altitude and aspect for breeding Whinchats Saxixola rubetra in the uplands: limitations of the uplands as a refuge for a declining, formerly widespread species? Bird Study 59:43–51

    Google Scholar 

  • Carroll MJ, Dennis P, Pearce-Higgins JW, Thomas CD (2011) Maintaining northern peatland ecosystems in a changing climate: effects of soil moisture, drainage and drain blocking on craneflies. Glob Change Biol 17:2991–3001

    Google Scholar 

  • Carroll MJ, Heinemeyer A, Pearce-Higgins JW, Dennis P, West C, Holden J, Wallage ZE, Thomas CD (2015) Hydrologically driven ecosystem processes determine the distribution and persistence of ecosystem-specialist predators under climate change. Nat Commun 6:7851

    CAS  PubMed  PubMed Central  Google Scholar 

  • Ceresa F, Brambilla M, Monrós JS, Rizzolli F, Kranebitter P (2020) Within-season movements of Alpine songbird distributions are driven by fine-scale environmental characteristics. Sci Rep 10:5747

    CAS  PubMed  PubMed Central  Google Scholar 

  • Chen I-C, Hill JK, Ohlemüller R, Roy DB, Thomas CD (2011) Rapid range shifts of species associated with high levels of climate warming. Science 333:1024–1026

    CAS  PubMed  Google Scholar 

  • Cramp S, Simmons KEL (1988) The birds of the western palearctic, vol V. Oxford University Press, Oxford

    Google Scholar 

  • Crick HQP (1992) A bird-habitat coding system for use in Britain and Ireland incorporating aspects of land-management and human activity. Bird Study 39:1–12

    Google Scholar 

  • Davies ZG, Wilson RJ, Coles S, Thomas CD (2006) Changing habitat associations of a thermally constrained species, the silver-spotted skipper butterfly, in response to climate warming. J Anim Ecol 75:247–256

    PubMed  Google Scholar 

  • Dawson RD, Lawrie CC, O'Brien EL (2005) The importance of microclimate variation in determining size, growth and survival of avian offspring: experimental evidence from a cavity nesting passerine. Oecologia 144:499–507

    PubMed  Google Scholar 

  • Deutsch CA, Tewksbury JJ, Huey RB, Sheldon KS, Ghalambor CK, Haak DC, Martin PR (2008) Impacts of climate warming on terrestrial ectotherms across latitude. PNAS 105:6668–6672

    CAS  PubMed  Google Scholar 

  • Douglas DJT, Evans DM, Redpath SM (2010) Selection of foraging habitat and nestling diet by Meadow Pipits Anthus pratensis breeding on intensively grazed moorland. Bird Study 55:290–296

    Google Scholar 

  • Dullinger S, Gattringer A, Thuiller W, Moser D, Zimmermann NE, Guisan A, Willner W, Plutzar C, Leitner M, Mang T, Caccianiga M, Dirnböck T, Ertl S, Fischer A, Lenoir J, Svenning J-C, Psomas A, Schmatz DR, Silc U, Vittoz P, Hülber K (2012) Extinction debt of high-mountain plants under twenty-first-century climate change. Nat Clim Change 2:619–622

    Google Scholar 

  • EBCC (2018) Trends of common birds in Europe, 2018 update. https://pecbms.info/trends_2018/. Accessed 3 May 2019

  • Farr TG, Rosen PA, Caro E, Crippen R, Duren R, Hensley S, Kobrick M, Paller M, Rodriguez E, Roth L, Seal D, Shaffer S, Shimada J, Umland J, Werner M, Oskin M, Burbank D, Alsdorf D (2007) The shuttle radar topography mission. Rev Geophys 45:RG2004

    Google Scholar 

  • Frey SJK, Hadley AS, Betts MG (2016) Microclimate predicts within-season distribution dynamics of montane forest birds. Divers Distrib 22:944–959

    Google Scholar 

  • Gibbons DW, Reid JB, Chapman RA (1993) The New atlas of breeding birds in Britain and Ireland, 1988–1991. T. & A.D Poyser, London

    Google Scholar 

  • Gillingham PK, Palmer SCF, Huntley B, Kunin WE, Chipperfield JD, Thomas CD (2012) The relative importance of climate and habitat in determining the distributions of species at different spatial scales: a case study with ground beetles in Great Britain. Ecography 35:831–838

    Google Scholar 

  • Hagemeijer EJM, Blair MJ (1997) The EBCC Atlas of European Breeding Birds: their distribution and abundance. T. & A.D Poyser, London

    Google Scholar 

  • Hampe A, Jump AS (2011) Climate relicts: past, present, future. Annu Rev Ecol Evol Syst 42:313–333

    Google Scholar 

  • Hannah L, Midgley G, Andelman S, Araújo M, Hughes G, Martinez-Meyer E, Pearson R, Williams P (2007) Protected area needs in a changing climate. Front Ecol Environ 5:131–138

    Google Scholar 

  • Harris SJ, Massimino D, Eaton MA, Gillings S, Noble DG, Balmer DE, Pearce-Higgings JW, Woodcock P (2018) The Breeding Bird Survey 2018. BTO Research Report 717. British Trust for Ornithology, Thetford

    Google Scholar 

  • Hickling R, Roy DB, Hill JK, Fox R, Thomas CD (2006) The distributions of a wide range of taxonomic groups are expanding polewards. Glob Change Biol 12:450–455

    Google Scholar 

  • Hijmans RJ (2018) raster: Geographic Data Analysis and Modeling. R package version 2.8-4. https://CRAN.R-project.org/package=raster.

  • Hodgson JA, Thomas CD, Wintle BA, Moilanen A (2009) Climate change, connectivity and conservation decision making: back to basics. J Appl Ecol 46:964–969

    Google Scholar 

  • Hötker H (1982) Studies of meadow pipit Anthus pratensis dispersal. Ring Migr 4:45–50

    Google Scholar 

  • Huey RB, Stevenson RD (1979) Integrating thermal physiology and ecology of ectotherms: discussion of approaches. Am Zool 19:357–366

    Google Scholar 

  • Jetz W, Wilcove DS, Dobson AP (2007) Projected impacts of climate and land-use change on the global diversity of birds. PLoS Biol 5:e157

    PubMed  PubMed Central  Google Scholar 

  • Johnston A, Ausden M, Dodd AM, Bradbury RB, Chamberlain DE, Jiguet F, Thomas CD, Cook ASCP, Newson SE, Ockendon N, Rehfisch MM, Roos S, Thaxter CB, Brown A, Crick HQP, Douse A, McCall RA, Pontier H, Stroud DA, Cadiou B, Crowe O, Deceuninck B, Hornman M, Pearce-Higgins JW (2013) Observed and predicted effects of climate change on species abundance in protected areas. Nat Clim Change 3:1055–1061

    Google Scholar 

  • Keppel G, Mokany K, Wardell-Johnson GW, Phillips BL, Welbergen JA, Reside AE (2015) The capacity of refugia for conservation planning under climate change. Front Ecol Environ 13:106–112

    Google Scholar 

  • Khaliq I, Hof C, Prinzinger R, Böhning-Gaese K, Pfenninger M (2014) Global variation in thermal tolerances and vulnerability of endotherms to climate change. Proc Royal Soc B 281:20141097

    Google Scholar 

  • Lowe JA, Bernie D, Bett PE, Bricheno L, Brown S, Calvert D, Clark RT, Eagle KE, Edwards T, Fosser G, Fung F, Gohar L, Good P, Gregory J, Harris GR, Howard T, Kaye N, Kendon EJ, Krijnen J, Maisey P, McDonald RE, McInnes RN, McSweeney CF, Mitchell JFB, Murphy JM, Palmer M, Roberts C, Rostron JW, Sexton DMH, Thornton HE, Tinker J, Tucker S, Yamazaki K, and Belcher S (2018) UKCP18 Science Overview report. Met Office

  • Maclean IMD, Hopkins JJ, Bennie J, Lawson CR, Wilson RJ (2015) Microclimates buffer the responses of plant communities to climate change. Glob Ecol Biogeogr 24:1340–1350

    Google Scholar 

  • Maggini R, Lehmann A, Kéry M, Schmid H, Beniston M, Jenni L, Zbinden N (2011) Are Swiss birds tracking climate change? Ecol Model 222:21–32

    Google Scholar 

  • Massimino D, Johnston A, Gillings S, Jiguet F, Pearce-Higgins JW (2017) Projected reductions in climate suitability for vulnerable British birds. Clim Change 145:117–130

    Google Scholar 

  • Massimino D, Johnston A, Pearce-Higgins JW (2015) The geographical range of British birds expands during 15 years of warming. Bird Study 62:523–534

    Google Scholar 

  • Mitchell TD, Carter TR, Jones PD, Hulme M, New M (2004) A comprehensive set of high-resolution grids of monthly climate for Europe and the globe: the observed record (1901–2000) and 16 scenarios (2001–2100). Tyndall Centre for Climate Change Research, Norwich

    Google Scholar 

  • Morelli TL, Daly C, Dobrowski SZ, Dulen DM, Ebersole JL, Jackson ST, Lundquist JD, Millar CI, Maher SP, Monahan WB, Nydick KR, Redmond KT, Sawyer SC, Stock S, Beissinger SR (2016) Managing climate change refugia for climate adaptation. PLoS ONE 11(8):e0159909

    PubMed  PubMed Central  Google Scholar 

  • Murphy JM, Sexton DMH, Jenkins GJ, Boorman PM, Booth BBB, Brown CC, Clark RT, Collins M, Harris GR, Kendon EJ, Betts RA, Brown SJ, Howard TP, Humphrey KA, McCarthy MP, McDonald RE, Stephens A, Wallace C, Warren R, Wilby R, Wood RA (2009) UK Climate Projections Science Report: climate change projections. Met Office Hadley Centre, Exeter

    Google Scholar 

  • Musgrove A, Aebischer N, Eaton M, Hearn R, Newson S, Noble D, Parsons M, Risely K, Stroud D (2013) Population estimates of birds in Great Britain and the United Kingdom. Br Birds 106:64–100

    Google Scholar 

  • Neuwirth E (2014) RColorBrewer: ColorBrewer Palettes. R package version 1.1-2. https://CRAN.R-project.org/package=RColorBrewer

  • Ockendon N, Baker DJ, Carr JA, Almond REA, Amano T, Bertram E, Bradbury RB, Bradley C, Butchart SHM, Doswald N, Foden W, Gill DJC, Green RE, Sutherland WJ, Tanner EVJ, Pearce-Higgins JW (2014) Mechanisms underpinning climatic impacts on natural populations: altered species interactions are more important than direct effects. Glob Change Biol 20:2221–2229

    Google Scholar 

  • Oliver T, Hill JK, Thomas CD, Brereton T, Roy DB (2009) Changes in habitat specificity of species at their climatic range boundaries. Ecol Lett 12:1091–1102

    PubMed  Google Scholar 

  • Oswald SA, Huntley B, Collingham YC, Russell DJF, Anderson BJ, Arnold JM, Furness RW, Hamer KC (2011) Physiological effects of climate on distributions of endothermic species. J Biogeogr 38:430–438

    Google Scholar 

  • Parmesan C, Ryrholm N, Stefanescu C, Hill JK, Thomas CD, Descimon H, Huntley B, Kaila L, Kullberg J, Tammaru T, Tennent WJ, Thomas JA, Warren M (1999) Poleward shifts in geographical ranges of butterfly species associated with regional warming. Nature 399:579–583

    CAS  Google Scholar 

  • Pearce-Higgins JW (2010) Using diet to assess the sensitivity of northern and upland birds to climate change. Clim Res 45:119–130

    Google Scholar 

  • Pearce-Higgins JW, Dennis P, Whittingham MJ, Yalden DW (2010) Impacts of climate on prey abundance account for fluctuations in a population of a northern wader at the southern edge of its range. Glob Change Biol 16:12–23

    Google Scholar 

  • Pearce-Higgins JW, Grant MC (2006) Relationships between bird abundance and the composition and structure of moorland vegetation. Bird Study 53:112–125

    Google Scholar 

  • Pearce-Higgins JW, Green RE (2014) Birds and climate change: impacts and conservation responses. Cambridge University Press, Cambridge

    Google Scholar 

  • Prentice IC, Cramer W, Harrison SP, Leemans R, Monserud RA, Solomon AM (1992) A global biome model based on plant physiology and dominance, soil properties and climate. J Biogeogr 19:117–134

    Google Scholar 

  • R core team (2016) R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna

    Google Scholar 

  • Rehnus M, Bollmann K, Schmatz DR, Hackländer K, Braunisch V (2018) Alpine glacial relict species losing out to climate change: the case of the fragmented mountain hare population (Lepus timidus) in the Alps. Glob Change Biol 24:3236–3253

    Google Scholar 

  • Renwick AR, Massimino D, Newson SE, Chamberlain DE, Pearce-Higgins JW, Johnston A (2012) Modelling changes in species’ abundance in response to projected climate change. Divers Distrib 18:121–132

    Google Scholar 

  • Rockweit JT, Franklin AB, Bakken GS, Gutiérrez RJ (2012) Potential influences of climate and nest structure on spotted owl reproductive success: a biophysical approach. PLoS ONE 7:e41498

    CAS  PubMed  PubMed Central  Google Scholar 

  • Scherrer D, Körner C (2011) Topographically controlled thermal-habitat differentiation buffers alpine plant diversity against climate warming. J Biogeogr 38:406–416

    Google Scholar 

  • Suggitt AJ, Gillingham PK, Hill JK, Huntley B, Kunin WE, Roy DB, Thomas CD (2011) Habitat microclimates drive fine-scale variation in extreme temperatures. Oikos 120:1–8

    Google Scholar 

  • Suggitt AJ, Wilson RJ, August TA, Beale CM, Bennie JJ, Dordolo A, Fox R, Hopkins JJ, Isaac NJB, Jorieux P, Macgregor NA, Marcetteau JJ, Massimino D, Morecroft MD, Pearce-Higgins JW, Walker K, Maclean IMD (2014) Climate change refugia for the flora and fauna of England. Natural England Commissioned Reports 162

  • Suggitt AJ, Wilson RJ, Isaac NJB, Beale CM, Auffret AG, August T, Bennie JJ, Crick HQP, Duffield S, Fox R, Hopkins JJ, Macgregor NA, Morecroft MD, Walker KJ, Maclean IMD (2018) Extinction risk from climate change is reduced by microclimatic buffering. Nat Clim Change 8:713–717

    Google Scholar 

  • Sunday JM, Bates AE, Dulvy NK (2012) Thermal tolerance and the global redistribution of animals. Nat Clim Change 2:686–690

    Google Scholar 

  • Tayleur C, Caplat P, Massimino D, Johnston A, Jonzén N, Smith HG, Lindström Å (2015) Swedish birds are tracking temperature but not rainfall: evidence from a decade of abundance changes. Glob Ecol Biogeogr 24:859–872

    Google Scholar 

  • Thomas CD, Cameron A, Green RE, Bakkenes M, Beaumont LJ, Collingham YC, Erasmus BFN, de Marinez-Ferreira S, Grainger A, Hannah L, Hughes L, Huntley B, van Jaarsveld AS, Midgley GF, Miles L, Ortega-Huerta MA, Townsend PA, Phillips OL, Williams SE (2004) Extinction risk from climate change. Nature 427:145–148

    CAS  PubMed  Google Scholar 

  • Thomas CD, Lennon JJ (1999) Birds extend their ranges northwards. Nature 399:213–213

    CAS  Google Scholar 

  • Thomas JA, Rose RJ, Clarke RT, Thomas CD, Webb NR (1999) Intraspecific variation in habitat availability among ectothermic animals near their climatic limits and their centres of range. Funct Ecol 13:55–64

    CAS  Google Scholar 

  • Venables WN, Ripley BD (2002) Modern applied statistics with S. Springer, New York

    Google Scholar 

  • Wilson RJ, Gutiérrez D, Gutiérrez J, Martínez D, Agudo R, Monserrat VJ (2005) Changes to the elevational limits and extent of species ranges associated with climate change. Ecol Lett 8:1138–1146

    PubMed  Google Scholar 

  • Zuckerberg B, Woods AM, Porter WF (2009) Poleward shifts in breeding bird distributions in New York State. Glob Change Biol 15:1866–1883

    Google Scholar 

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Acknowledgments

The analysis of this work was funded by Natural England, whilst the production of this paper was funded by the British Trust for Ornithology, with further support from Natural England. The UK data used originated from the Breeding Bird Survey, a Partnership jointly funded by the British Trust for Ornithology, Royal Society for the Protection of Birds and Joint Nature Conservation Committee, with fieldwork conducted by volunteers, to whom we are very grateful. We should also like to thank Alison Johnston for her analytical advice and two anonymous reviewers for their constructive comments.

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Massimino, D., Beale, C.M., Suggitt, A.J. et al. Can microclimate offer refuge to an upland bird species under climate change?. Landscape Ecol 35, 1907–1922 (2020). https://doi.org/10.1007/s10980-020-01069-7

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