Abstract
Functional traits influence plant distributions along broad environmental gradients leading species to occupy communities where their traits enable them to successfully establish and compete for resources. Trait differences are also expected to influence plant distributions and diversity at finer spatial scales within communities. However, relatively few empirical studies have examined the extent to which interspecific trait variation predicts local species-environment distributions. We surveyed herbaceous plants within a heterogeneous acid bedrock glade in south-central Wisconsin to elucidate how traits influence local plant distributions and diversity. Using quadrat-scale environmental covariates (soil depth, canopy openness, and neighborhood tree phenology) and species functional trait means (SLA, vegetative height, and seed mass), we modeled variation in local species distributions as well as plant diversity across 361 quadrats distributed evenly in a 1 ha study plot. Functional traits predictably mediated individualistic species distributions along local gradients in soil depth and canopy openness as well as differential plant responses to variation in canopy leaf phenology. Small-seeded herbs occurred in shallow soil microsites while the prevalence of large-statured plants increased with canopy openness. Local species richness and functional trait dispersion were greatest in microsites near canopy gaps where sun-adapted and shade-adapted plant species co-occur and in microsites surrounded by later-leafing trees. Interspecific trait differences influence local species distributions and shape spatial patterns of diversity within heterogeneous plant communities like bedrock glades. The parallels between local plant distributions within this heterogeneous community and regional plant distributions across the landscape suggest trait-mediated ecological sorting influences plant distributions along environmental gradients similarly across spatial scales.
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References
Amatangelo K, Johnson S, Rogers D, Waller DM (2014) Trait-environment relationships remain strong despite 50 years of trait compositional change in temperate forests. Ecology 95:1780–1791. https://doi.org/10.1890/13-0757.1
Anderson RC, Fralish JS, Baskin JM (eds) (1999) Savannas, barrens, and rock outcrop plant communities of North America. Cambridge University Press, New York
Armstrong PK (1994) Vegetation survey of a quartzite glade in Sauk County, Wisconsin. In: Fralish JS, Anderson RC, Ebinger JE, Szafoni R (eds) Proceedings of the North American Conferences on Savannas and Barrens. U.S. Environmental Protection Agency, Greak Lakes National Program Office, Chicago, Illinois, pp 355–363
Bañares-de-Dios G, Macía MJ, Granzow-de la Cerda Í, Arnelas I, Martins de Carvalho G, Espinosa CI, Salinas N, Swenson NG, Cayuela L (2020) Linking patterns and processes of tree community assembly across spatial scales in tropical montane forests. Ecology 101:e03058. https://doi.org/10.1002/ecy.3058
Baskin JM, Baskin CC (2000) Vegetation of limestone and dolomite glades in the Ozarks and midwest regions of the United States. Ann Missouri Bot Gard 87:286–294. https://doi.org/10.2307/2666165
Beatty SW (1984) Influence of microtopography and canopy species on spatial patterns of forest understory plants. Ecology 65:1406–1419. https://doi.org/10.2307/1939121
Beatty SW (2014) Habitat Heterogeneity and the Maintenance of Species in Understory Communities. In: Gilliam FS (ed) The Herbaceous Layer in Forests of Eastern North America. Oxford University Press, New York, NY, USA, pp 215–232
Beck JJ, Givnish TJ (2021) Fine-scale environmental heterogeneity and spatial niche partitioning among spring-flowering forest herbs. Am J Bot 108:63–73. https://doi.org/10.1002/ajb2.1593
Beck JJ, Li D, Johnson SE, Rogers DA, Cameron KM, Sytsma KJ, Givnish TJ, Waller DM (2022) Functional traits mediate individualistic species-environment distributions at broad spatial scales while fine-scale species’ associations remain unpredictable. Am J Bot 109:1991–2005. https://doi.org/10.1002/ajb2.16085
Beckschäfer P (2015) Hemispherical_2.0 - Batch processing hemispherical and canopy photographs with ImageJ – User Manual.
Bergholz K, May F, Giladi I, Ristow M, Ziv Y, Jeltsch F (2017) Environmental heterogeneity drives fine-scale species assembly and functional diversity of annual plants in a semi-arid environment. Perspect Plant Ecol Evol Syst 24:138–146. https://doi.org/10.1016/j.ppees.2017.01.001
Bratton SP (1976) Resource division in an understory herb community: Responses to temporal and microtopographic gradients. Am Nat 110:679–693. https://doi.org/10.1086/283097
Bray JR (1958) The distribution of savanna species in relation to light intensity. Can J Bot 36:671–681. https://doi.org/10.1139/b58-061
Burton JI, Mladenoff DJ, Clayton MK, Forrester JA (2011) The roles of environmental filtering and colonization in the fine-scale spatial patterning of ground-layer plant communities in north temperate deciduous forests. J Ecol 99:764–776. https://doi.org/10.1111/j.1365-2745.2011.01807.x
Cahill JF, Kembel SW, Lamb EG, Keddy PA (2008) Does phylogenetic relatedness influence the strength of competition among vascular plants? Perspect Plant Ecol Evol Syst 10:41–50. https://doi.org/10.1016/j.ppees.2007.10.001
Chase JM, Myers JA (2011) Disentangling the importance of ecological niches from stochastic processes across scales. Philos Trans R Soc London 366:2351–2363. https://doi.org/10.1098/rstb.2011.0063
Clements FE (1916) Plant succession: An analysis of the development of vegetation. Carnegie Institution of Washington, Washington D.C.
Cottenie K (2005) Integrating environmental and spatial processes in ecological community dynamics. Ecol Lett 8:1175–1182. https://doi.org/10.1111/j.1461-0248.2005.00820.x
Crozier CR, Boerner REJ (1984) Correlation of understory herb distribution patterns with microhabitats under different tree species in a mixed mesophytic forest. Oecologia 62:337–343. https://doi.org/10.1007/BF00384265
Curtis JT (1959) The Vegetation of Wisconsin: An Ordination of Plant Communities. The University of Wisconsin Press, Madison, WI
Davis MB (1976) Pleistocene biogeography of temperate deciduous forests. Geosci Man 13:13–26
Davis MB (1981) Quaternary History and the Stability of Forest Communities. In: West DC, Shugart HH, Botkin DB (eds) Forest Succession: Concepts and Application. Springer-Verlag, New York, pp 132–153
Epstein E (2017) Natural communities, aquatic features, and selected habitats of Wisconin. The ecological landscapes of Wisconsin: An assessment of ecological resources and a guide to planning sustainable management. Wisconsin Department of Natural Resources, Madison
Falster DS, Westoby M (2003) Plant height and evolutionary games. Trends Ecol Evol 18:337–343. https://doi.org/10.1016/S0169-5347(03)00061-2
Funk JL, Larson JE, Ames GM, Butterfield BJ, Cavender-Bares J, Firn J, Laughlin DC, Sutton-Grier AE, Williams L, Wright J (2017) Revisiting the Holy Grail: using plant functional traits to understand ecological processes. Biol Rev 92:1156–1173. https://doi.org/10.1111/brv.12275
Givnish TJ (1982) On the adaptive significance of leaf height in forest herbs. Am Nat 120:353–381. https://doi.org/10.1007/978-1-349-04627-0_17
Givnish TJ (1987) Comparative studies of leaf form: assessing the relative roles of selective pressures and phylognetic constraints. New Phytol 106:131–160. https://doi.org/10.1111/j.1469-8137.1987.tb04687.x
Givnish TJ (1988) Adaptation to sun and shade: a whole-plant perspective. Aust J Plant Physiol 15:63–92. https://doi.org/10.1071/PP9880063
Gleason H (1926) The individualistic concept of the plant association. Bull Torrey Bot Club 53:7–26
Gross KL (1984) Effects of seed size and growth form on seedling establishment of six monocarpic perennial plants. J Ecol 72:369. https://doi.org/10.2307/2260053
HilleRisLambers J, Adler PB, Harpole WS, Levine JM, Mayfield MM (2012) Rethinking community assembly through the lens of coexistence theory. Annu Rev Ecol Evol Syst 43:227–248. https://doi.org/10.1146/annurev-ecolsys-110411-160411
Holyoak M, Leibold MA, Holt RD (eds) (2005) Metacommunities: spatial dynamics and ecological communities. University of Chicago Press, Chicago
Ives AR (2022) Random errors are neither: on the interpretation of correlated data. Methods Ecol Evol 13:2092–2105. https://doi.org/10.1111/2041-210X.13971
Ives A, Helmus M (2011) Generalized linear mixed models for phylogenetic analyses of community structure. Ecol Monogr 81:511–525. https://doi.org/10.1890/10-1264.1
Ives AR, Zhu J (2006) Statistics for correlated data: phylogenies, space, and time. Ecol Appl 16:20–32. https://doi.org/10.1890/04-0702
Jackson MM, Turner MG, Pearson SM, Ives AR (2012) Seeing the forest and the trees: multilevel models reveal both species and community patterns. Ecosphere. https://doi.org/10.1890/ES12-00116.1
Jamil T, Ozinga WA, Kleyer M, Ter Braak CJF (2013) Selecting traits that explain species-environment relationships: a generalized linear mixed model approach. J Veg Sci 24:988–1000. https://doi.org/10.1111/j.1654-1103.2012.12036.x
Keddy P, Shipley B (1989) Competitive hierarchies in herbaceous plant communities. Oikos 54:234–241. https://doi.org/10.2307/356527
Keddy P, Nielsen K, Weiher E, Lawson R (2002) Relative competitive performance of 63 species of terrestrial herbaceous plants. J Veg Sci 13:5–16. https://doi.org/10.1111/j.1654-1103.2002.tb02018.x
Kraft NJB, Ackerly DD (2010) Functional trait and phylogenetic tests of community assembly across spatial scales in an Amazonian forest. Ecol Monogr 80:401–422. https://doi.org/10.1890/09-1672.1
Kraft NJB, Adler PB, Godoy O, James EC, Fuller S, Levine JM (2015) Community assembly, coexistence and the environmental filtering metaphor. Funct Ecol 29:592–599. https://doi.org/10.1111/1365-2435.12345
Kucera CL, Martin SC (1957) Vegetation and soil relationships in the glade region of the southwestern Missouri Ozarks. Ecology 38:285. https://doi.org/10.2307/1931687
Kudo G, Ida TY, Tani T (2008) Linkages between phenology, pollination, photosynthesis, and reproduction in deciduous forest understory plants. Ecology 89:321–331. https://doi.org/10.1890/06-2131.1
E Laliberté P Legendre B Shipley 2014 FD: Measuring functional diversity from multiple traits, and other tools for functional ecology R Package FD
Laliberte E, Legendre P (2010) A distance-based framework for measuring functional diversity from multiple traits. Ecology 91:299–305. https://doi.org/10.1890/08-2244.1
KI Lange 1990 A postglacial vegetational history of Sauk County and Caledonia Township, Columbia County, south central Wisconsin. Dept Nat Res
Lange KI (1998) Flora of sauk county and caledonia township, Columbia County, south central wisconsin. Madison
Leach MK, Givnish TJ (1999) Gradients in the composition, structure, and diversity of remnant oak savannas in southern Wisconsin. Ecol Monogr 69:353–374. https://doi.org/10.1890/0012-9615(1999)069[0353:GITCSA]2.0.CO;2
Leibold MA, Holyoak M, Mouquet N, Amarasekare P, Chase JM, Hoopes MF, Holt RD, Shurin JB, Law R, Tilman D, Loreau M, Gonzalez A (2004) The metacommunity concept: a framework for multi-scale community ecology. Ecol Lett 7:601–613. https://doi.org/10.1111/j.1461-0248.2004.00608.x
Li D, Dinnage R, Nell LA, Helmus MR, Ives AR (2020) phyr: An r package for phylogenetic species-distribution modelling in ecological communities. Methods Ecol Evol 11:1455–1463. https://doi.org/10.1111/2041-210X.13471
Logue JB, Mouquet N, Peter H, Hillebrand H (2011) Empirical approaches to metacommunities: a review and comparison with theory. Trends Ecol Evol 26:482–491. https://doi.org/10.1016/j.tree.2011.04.009
McGill BJ, Enquist BJ, Weiher E, Westoby M (2006) Rebuilding community ecology from functional traits. Trends Ecol Evol 21:178–185. https://doi.org/10.1016/j.tree.2006.02.002
Miller JED, Ives AR, Harrison SP, Damschen EI (2018) Early- and late-flowering guilds respond differently to landscape spatial structure. J Ecol 106:1033–1045. https://doi.org/10.1111/1365-2745.12849
Miller JED, Damschen EI, Ives AR (2019) Functional traits and community composition: a comparison among community-weighted means, weighted correlations, and multilevel models. Methods Ecol Evol 10:415–425. https://doi.org/10.1111/2041-210X.13119
Ordoñez JC, Van Bodegom PM, Witte JPM, Wright IJ, Reich PB, Aerts R (2009) A global study of relationships between leaf traits, climate and soil measures of nutrient fertility. Glob Ecol Biogeogr 18:137–149. https://doi.org/10.1111/j.1466-8238.2008.00441.x
Panchen ZA, Primack RB, Nordt B, Ellwood ER, Stevens AD, Renner SS, Willis CG, Fahey R, Whittemore A, Du Y, Davis CC (2014) Leaf out times of temperate woody plants are related to phylogeny, deciduousness, growth habit and wood anatomy. New Phytol 203:1208–1219. https://doi.org/10.1111/nph.12892
Pollock LJ, Morris WK, Vesk PA (2012) The role of functional traits in species distributions revealed through a hierarchical model. Ecography (cop) 35:716–725. https://doi.org/10.1111/j.1600-0587.2011.07085.x
Pruka BW (1994) Distribution of understory plant species along light and soil depth gradients in an upland oak savanna remnant in southern Wisconsin. In: Proceedings of the North American Conference on Savannas and Barrens
R Core Team (2021) A language and environment for statistical computing
Ribeiro P, Diggle PJ, Christensen O, Schlather M, Bivand RS, Ripley B (2020) geoR: Analysis of geostatistical data
Royal Botanic Gardens Kew (2020) Seed Information Database (SID). Version 7.1. Available from: http://data.kew.org/sid/ (Accessed December 2020)
Rue H, Martino S, Chopin N (2009) Approximate Bayesian inference for latent Gaussian models by using integrated nested Laplace approximations. J R Stat Soc Ser B Stat Methodol 71:319–392. https://doi.org/10.1111/j.1467-9868.2008.00700.x
Rueden CT, Schindelin J, Hiner MC, DeZonia BE, Walter AE, Arena ET, Eliceiri KW (2017) Image J2: ImageJ for the next generation of scientific image data. BMC Bioinformatics 18:1–26. https://doi.org/10.1186/s12859-017-1934-z
Scherrer D, Mod HK, Pottier J, Litsios-Dubuis A, Pellissier L, Vittoz P, Götzenberger L, Zobel M, Guisan A (2019) Disentangling the processes driving plant assemblages in mountain grasslands across spatial scales and environmental gradients. J Ecol 107:265–278. https://doi.org/10.1111/1365-2745.13037
Shmida A, Wilson MV (1985) Biological determinants of species diversity. J Biogeogr 12:1–20. https://doi.org/10.2307/2845026
Stein A, Gerstner K, Kreft H (2014) Environmental heterogeneity as a universal driver of species richness across taxa, biomes and spatial scales. Ecol Lett 17:866–880. https://doi.org/10.1111/ele.12277
Struik GJ, Curtis JT (1962) Herb distributions in an Acer saccharum forest. Am Midl Nat 68:285–296. https://doi.org/10.2307/2422734
Taylor RJ, Pearcy RW (1976) Season patterns of the CO2 exhange characteristics of understory plants from a deciduous forest. Can J Bot 54:1094–1103. https://doi.org/10.1139/b76-117
Vellend M, Lechowicz MJ, Waterway MJ (2000) Environmental distribution of four Carex species (Cyperaceae) in an old-growth forest. Am J Bot 87:1507–1516. https://doi.org/10.2307/2656877
Violle C, Navas M-L, Vile D, Kazakou E, Fortunel C, Hummel I, Garnier E (2007) Let the concept of trait be functional! Oikos 116:882–892. https://doi.org/10.1111/j.2007.0030-1299.15559.x
Voss EG, Reznicek AA (2012) Field Manual of Michigan Flora. The University of Michigan Press, Ann Arbor, MI
Waller DM, Paulson AK, Richards JH, Alverson WS, Amatangelo KL, Bai C, Johnson SE, Li D, Sonnier G, Toczydlowski RH (2021) Functional trait data for vascular plant species from Northeastern North America. Ecology 103:e03527. https://doi.org/10.1002/ecy.3527
Ware S (2002) Rock outcrop plant communities (glades) in the Ozarks: A synthesis. Southwest Nat 47:585–597. https://doi.org/10.2307/3672662
Weiher E, Keddy PA (eds) (1999) Ecological assembly rules: perspectives, advances. Cambridge University Press, Cambridge
Westoby M (1998) A leaf-height-seed (LHS) plant ecology strategy scheme. Plant Soil 199:213–227. https://doi.org/10.1023/A:1004327224729
Westoby M, Wright IJ (2006) Land-plant ecology on the basis of functional traits. Trends Ecol Evol 21:261–268. https://doi.org/10.1016/j.tree.2006.02.004
Whittaker RH (1956) Vegetation of the Great Smoky Mountains. Ecol Monogr 26:1–80. https://doi.org/10.2307/1943577
Wickham H (2016) ggplot2: Elegant graphics for data analysis. Springer, NY
Will-Wolf S, Stearns F (2010) Dry Soil Oak Savanna in the Great Lakes Region. In: Anderson RC, Fralish JS, Baskin JM (eds) Savannas, Barrens, and Rock Outcrop plant communities of North America. Cambridge University Press, pp 135–154
Van Zandt PA (2007) Plant defense, growth, and habitat: A comparative assessment of constitutive and induced resistance. Ecology 88:1984–1993. https://doi.org/10.1890/06-1329.1
Acknowledgements
We thank T. Givnish, D. Waller, and several anonymous reviewers for helpful comments that improved the manuscript. B. Bowser, R. Nelson, and K. Hobbins assisted with tree surveys during summer 2019. The Wisconsin Chapter of the Nature Conservancy – especially H. Spaul, R. Pflieger, A. Calhoun, and C. Klima – offered logistical support and permission to conduct the research. We also thank E. Epstein and P. West for sharing their observations and expertise. Tree surveys were supported by 2019 Davis and Demeter Research Awards from the UW-Madison Botany Department as well as a research fellowship from the UW-Madison Arboretum. J. Beck was also supported by an award from the Diversity Inventory Group. J.H. Richards was supported by National Science Foundation DBI-2010942.
Funding
Fieldwork was supported by 2019 Davis and Demeter Research Awards from the UW-Madison Botany Department as well as a research fellowship from the UW-Madison Arboretum (both award to J. Beck). During writing and analysis, J. Beck was also supported by an award from the Diversity Inventory Group. J. Richards was supported by National Science Foundation DBI-2010942. National Science Foundation, DBI-2010942
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Beck, J.J., Richards, J.H. Functional traits influence local plant distributions and spatial patterns of diversity within a heterogeneous bedrock glade. Plant Ecol 224, 729–740 (2023). https://doi.org/10.1007/s11258-023-01337-x
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DOI: https://doi.org/10.1007/s11258-023-01337-x