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Metacommunity structuring in a highly-connected aquatic system: effects of dispersal, abiotic environment and grazing pressure on microalgal guilds

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Abstract

Associating a deconstructive approach with metacommunity ecology brings insights into how biological communities are structured. We examined the effects of dispersal, habitat conditions, and grazing pressure on ecological guilds (i.e., deconstructed entire communities by guilds) of freshwater microalgae. The combination of focus on efficient passive dispersers, an extensive sampling survey, large numbers of abiotic explanatory variables, information on grazing pressure, and characteristics (i.e., high connectivity and areal extent) of the study area enabled us to model roles of various metacommunity processes for guild structure and diversity within guilds. We found that water chemistry, physical habitat, and spatial variables all accounted for rather small amounts of variation in the guild structures. Diversity within each guild generally showed clear spatial patterns independent of local environmental conditions. Wave action and slope of the study sites also affected diversity. Grazing had clear effects on some aspects of diversity. Importantly, the guilds showed significant spatial patterns, suggesting that mass effects occurred at different intensities in our highly-connected study system. The intensity of dispersal was partly related to different dispersal potentials among the guilds. Different traits associated with ecological guilds may hence be associated with dispersal processes detected in systems with high connectivity among sites.

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References

  • Adams, H. E., B. C. Crump & G. W. Kling, 2014. Metacommunity dynamics of bacteria in an arctic lake: the impact of species sorting and mass effects on bacterial production and biogeography. Frontiers in Microbiology. doi:10.3389/fmicb.2014.00082.

    PubMed  PubMed Central  Google Scholar 

  • Alahuhta, J., L. B. Johnson, J. Olker & J. Heino, 2014. Species sorting determines variation in the community composition of common and rare macrophytes at various spatial extents. Ecological Complexity 20: 61–68.

    Article  Google Scholar 

  • Algarte, V. M., L. Rodrigues, V. L. Landeiro, T. Siqueira & L. M. Bini, 2014. Variance partitioning of deconstructed periphyton communities: does the use of biological traits matter? Hydrobiologia 722: 279–290.

    Article  Google Scholar 

  • Anderson, M. J. & N. A. Gribble, 1998. Partitioning the variation among spatial, temporal and environmental components in a multivariate data set. Australian Journal of Ecology 23: 158–167.

    Article  Google Scholar 

  • Bahram, M., P. Kohout, S. Anslan, H. Harend, K. Abarenkov & L. Tedersoo, 2015. Stochastic distribution of small soil eukaryotes resulting from high dispersal and drift in a local environment. The ISME Journal. doi:10.1038/ismej.2015.164.

    PubMed Central  Google Scholar 

  • Beisner, B. E., P. R. Peres-Neto, E. S. Lindström, A. Barnett & M. Lorena Longhi, 2006. The role of environmental and spatial processes in structuring lake communities from bacteria to fish. Ecology 87: 2985–2991.

    Article  PubMed  Google Scholar 

  • Berthon, V., A. Bouchez & F. Rimet, 2011. Using diatom life-forms and ecological guilds to assess organic pollution and trophic level in rivers: a case study of rivers in south-eastern France. Hydrobiologia 673: 259–271.

    Article  CAS  Google Scholar 

  • Bertolo, A., F. G. Blanchet, P. Magnan, P. Brodeur, M. Mingelbier & P. Legendre, 2012. Inferring processes from spatial patterns: The role of directional and non-directional forces in shaping fish larvae distribution in a freshwater lake system. PLoS ONE 7: e50239.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Blanchet, F. G., P. Legendre & D. Borcard, 2008. Forward selection of explanatory variables. Ecology 89: 2623–2632.

    Article  PubMed  Google Scholar 

  • Borcard, D. & P. Legendre, 2002. All-scale spatial analysis of ecological data by means of principal coordinates of neighbor matrices. Ecological Modelling 153: 51–68.

    Article  Google Scholar 

  • Borcard, D., P. Legendre & P. Drapeau, 1992. Partialling out the spatial component of ecological variation. Ecology 73: 1045–1055.

    Article  Google Scholar 

  • Borcard, D., P. Legendre, C. Avois-Jacquet & H. Tuomisto, 2004. Dissecting the spatial structure of ecological data at multiple scales. Ecology 85: 1826–1832.

    Article  Google Scholar 

  • Brind’Amour, A., D. Boisclair, P. Legendre & D. Borcard, 2005. Multiscale spatial distribution of littoral fish community in relation to environmental variables. Limnology & Oceanography 50: 465–479.

    Article  Google Scholar 

  • Cottenie, K., 2005. Integrating environmental and spatial processes in ecological community dynamics. Ecology Letters 8: 1175–1182.

    Article  PubMed  Google Scholar 

  • D’Amen, M., C. Rahbek, N. E. Zimmermann & A. Guisan, 2015. Spatial predictions at the community level: from current approaches to future frameworks. Biological Reviews. doi:10.1111/brv.12222.

    PubMed  Google Scholar 

  • Dray, S., R. Pélissier, P. Couteron, M.-J. Fortin, P. Legendre, P. R. Peres-Neto, E. Bellier, R. Bivand, F. G. Blanchet, M. De Cáceres, A.-B. Dufour, E. Heegard, T. Jombart, F. Munoz, J. Oksanen, J. Thioulouse & H. H. Wagner, 2012. Community ecology in the age of multivariate multiscale spatial analysis. Ecological Monographs 82: 257–275.

    Article  Google Scholar 

  • Göthe, E., D. G. Angeler, S. Gottschalk, S. Löfgren & L. Sandin, 2013. The influence of environmental, biotic and spatial factors on diatom metacommunity structure in Swedish headwater streams. PLoS ONE 8: e72237.

    Article  PubMed  PubMed Central  Google Scholar 

  • Gottschalk, S. & M. Kahlert, 2012. Shifts in taxonomical and guild composition of littoral diatom assemblages along environmental gradients. Hydrobiologia 694: 41–56.

    Article  CAS  Google Scholar 

  • Gravel, D., C. D. Canham, M. Beaudet & C. Messier, 2006. Reconciling niche and neutrality: the continuum hypothesis. Ecology Letters 9: 399–409.

    Article  PubMed  Google Scholar 

  • Hájek, M., J. Roleček, K. Cottenie, K. Kintrová, M. Horsák, A. Poulíčková, P. Hájková, M. Fránková & D. Dítě, 2011. Environmental and spatial controls of biotic assemblages in a discrete semi-terrestrial habitat: comparison of organisms with different dispersal abilities sampled in the same plots. Journal of Biogeography 38: 1683–1693.

    Article  Google Scholar 

  • Heino, J., 2013a. Does dispersal ability affect the relative importance of environmental control and spatial structuring of littoral macroinvertebrate communities? Oecologia 171: 971–980.

    Article  PubMed  Google Scholar 

  • Heino, J., 2013b. The importance of metacommunity ecology for environmental assessment research in the freshwater realm. Biological Reviews 88: 166–178.

    Article  PubMed  Google Scholar 

  • Heino, J. & B. L. Peckarsky, 2014. Integrating behavioral, population and large-scale approaches for understanding stream insect communities. Current Opinion in Insect Science 2: 7–13.

    Article  Google Scholar 

  • Heino, J., A. S. Melo, T. Siqueira, J. Soininen, S. Valanko & L. M. Bini, 2015. Metacommunity organisation, spatial extent and dispersal in aquatic systems: patterns, processes and prospects. Freshwater Biology 60: 845–869.

    Article  Google Scholar 

  • Kristiansen, J., 1996. Dispersal by freshwater algae – a review. Hydrobiologia 336: 151–157.

    Article  Google Scholar 

  • Lange, K., A. Liess, J. J. Piggott, C. Townsend & C. D. Matthaei, 2011. Light, nutrients and grazing interact to determine stream diatom community composition and functional group structure. Freshwater Biology 56: 264–278.

    Article  Google Scholar 

  • Lear, G., J. Bellamy, B. S. Case, J. E. Lee & H. L. Buckley, 2014. Fine-scale spatial patterns in bacterial community composition and function within freshwater ponds. The ISME Journal 8: 1715–1726.

    Article  PubMed  PubMed Central  Google Scholar 

  • Legendre, P. & E. D. Gallagher, 2001. Ecologically meaningful transformations for ordination of species data. Oecologia 129: 271–280.

    Article  Google Scholar 

  • Legendre, P., D. Borcard, G. Blanchet & S. Dray, 2012. MEM spatial eigenfunction and principal coordinate analyses. http://r-forge.r-project.org/projects/sedar/.

  • Leibold, M. A. & J. Norberg, 2004. Biodiversity in metacommunities: plankton as complex adaptive systems? Limnology and Oceanography 49: 1278–1289.

    Article  Google Scholar 

  • Leibold, M. A., M. Holyoak, N. Mouquet, P. Amarasekare, J. M. Chase, M. F. Hoopes, R. D. Holt, J. B. Shurin, R. Law, D. Tilman, M. Loreau & A. Gonzalez, 2004. The metacommunity concept: a framework for multi-scale community ecology. Ecology Letters 7: 601–613.

    Article  Google Scholar 

  • Logue, J. B., N. Mouquet, H. Peter, H. Hillebrand & The Metacommunity Working Group, 2011. Empirical approaches to metacommunities: a review and comparison with theory. Trends in Ecology and Evolution 26: 482–491.

    Article  PubMed  Google Scholar 

  • Marquet, P. A., M. Fernández, S. A. Navarrete & C. Valdovinos, 2004. Diversity emerging: towards a deconstruction of biodiversity patterns. In Lomolino, M. & L. Heaney (eds), Frontiers of Biogeography: New directions in the Geography of Nature. Cambridge University Press, Cambridge: 191–209.

    Google Scholar 

  • Moritz, C., C. N. Meynard, V. Devictor, K. Guisien, C. Labrune, J.-M. Guarini & N. Mouquet, 2013. Disentangling the role of connectivity, environmental filtering, and spatial structure on metacommunity dynamics. Oikos 122: 1401–1410.

    Google Scholar 

  • Mouquet, N. & M. Loreau, 2003. Community patterns in source-sink metacommunities. The American Naturalist 162: 544–557.

    Article  PubMed  Google Scholar 

  • Ng, I. S. Y., C. M. Carr & K. Cottenie, 2009. Hierarchical zooplankton metacommunities: distinguishing between high and limiting dispersal mechanisms. Hydrobiologia 619: 133–143.

    Article  Google Scholar 

  • Oksanen, J., F. G. Blanchet, R. Kindt, P. Legendre, P. R. Minchin, R. B. O’Hara, G. L. Simpson, P. Solymos, M. H. H. Stevens & H. Wagner, 2013. Package ‘vegan’. http://cran.r-project.org, http://vegan.r-forge.r-project.org/.

  • Passy, S., 2007. Diatom ecological guilds play distinct and predictable behavior along nutrient and disturbance gradients in running waters. Aquatic Botany 86: 171–178.

    Article  Google Scholar 

  • Peres-Neto, P. R., P. Legendre, S. Dray & D. Borcard, 2006. Variation partitioning of species data matrices: estimation and comparison of fractions. Ecology 87: 2614–2625.

    Article  PubMed  Google Scholar 

  • Pinel-Alloul, B., T. Niyonsenga & P. Legendre, 1995. Spatial and environmental components of freshwater zooplankton structure. Écoscience 2: 1–19.

    Article  Google Scholar 

  • Poos, M. S. & D. A. Jackson, 2012. Addressing the removal of rare species in multivariate bioassessments: the impact of methodological choices. Ecological Indicators 18: 82–90.

    Article  Google Scholar 

  • Pulliam, H. R., 1988. Sources, sinks, and population regulation. The American Naturalist 132: 652–661.

    Article  Google Scholar 

  • R Core Team, 2013. R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna. ISBN 3-900051-07-0. http://www.R-project.org/.

  • Rimet, F. & A. Bouchez, 2012. Life-forms, cell-sizes and ecological guilds of diatoms in European rivers. Knowledge and Management of Aquatic Ecosystems 406: 01.

    Article  Google Scholar 

  • Rimet, F., A. Bouchez & B. Montuelle, 2015. Benthic diatoms and phytoplankton to assess nutrients in a large lake: complementarity of their use in Lake Geneva (France-Switzerland). Ecological Indicators 53: 231–239.

    Article  CAS  Google Scholar 

  • Rohweder, J., J. T. Rogala, B. L. Johnson, D. Anderson, S. Clark, F. Chamberlin & K. Runyon, 2008. Application of wind fetch and wave models for habitat rehabilitation and enhancement projects: U.S. Geological Survey, Open-File Report 2008–1200.

  • Souffreau, C., K. Van der Gucht, I. van Gremberghe, S. Kosten, G. Lacerot, L. M. Lobão, V. L. de Moraes Huszar, F. Roland, E. Jeppesen, W. Vyverman & L. De Meester, 2015. Environmental rather than spatial factors structure bacterioplankton communities in shallow lakes along a > 6000 km latitudinal gradient in South America. Environmental Microbiology 17: 2336–2351.

    Article  PubMed  Google Scholar 

  • Stenger-Kovács, C., E. Lengyel, L. O. Crossetti, V. Üveges & J. Padisák, 2013. Diatom ecological guilds as indicators of temporally changing stressors and disturbances in the small Torna-stream, Hungary. Ecological Indicators 24: 138–147.

    Article  Google Scholar 

  • Stoffels, R. J., G. P. Closs & C. W. Burns, 2003. Multiple scales and the relationship between density and spatial aggregation in littoral zone communities. Oikos 103: 81–92.

    Article  Google Scholar 

  • Strecker, A. L., J. M. Casselman, M.-J. Fortin, D. A. Jackson, M. S. Ridgway, P. A. Abrams & B. J. Shuter, 2011. A multi-scale comparison of trait linkages to environmental and spatial variables in fish communities across a large freshwater lake. Oecologia 166: 819–831.

    Article  PubMed  Google Scholar 

  • Tachet, H., B. Richoux, M. Bournaud & P. Usseglio-Polatera, 2010. Invertébrés d’eau douce. CNRS editions, Paris.

    Google Scholar 

  • Tall, L., A. Cattaneo, L. Cloutier, S. Dray & P. Legendre, 2006a. Resource partitioning in a grazer guild feeding on a multilayer diatom mat. Journal of the North American Benthological Society 25: 800–810.

    Article  Google Scholar 

  • Tall, L., L. Cloutier & A. Cattaneo, 2006b. Grazer-diatom size relationships in an epiphytic community. Limnology and Oceanography 51: 1211–1216.

    Article  Google Scholar 

  • Van der Gucht, K., K. Cottenie & K. Muylaert, 2007. The power of species sorting: Local factors drive bacterial community composition over a wide range of spatial scales. Proceedings of the National Academy of Sciences of the United States of America 104: 20404–20409.

    Article  PubMed  PubMed Central  Google Scholar 

  • Verreydt, D., L. De Meester, E. Decaestecker, M. Villena, K. Van der Gucht, P. Vannormelingen, W. Vyverman & S. A. J. Declerck, 2012. Dispersal-mediated trophic interactions can generate apparent patterns of dispersal limitation in aquatic metacommunities. Ecology Letters 15: 218–226.

    Article  PubMed  Google Scholar 

  • Vilmi, A., S. M. Karjalainen, V. L. Landeiro & J. Heino, 2015. Freshwater diatoms as environmental indicators: evaluating the effects of eutrophication using species morphology and biological indices. Environmental Monitoring and Assessment 187: 243.

    Article  PubMed  Google Scholar 

  • Vilmi, A., S. M. Karjalainen, T. Nokela, K. Tolonen & J. Heino, 2016. Unravelling the drivers of aquatic communities using disparate organismal groups and different taxonomic resolutions. Ecological Indicators 60: 108–118.

    Article  Google Scholar 

  • Warfe, D. M., N. E. Pettit, R. H. Magierowski, B. J. Pusey, P. M. Davies, M. M. Douglas & S. E. Bunn, 2013. Hydrological connectivity structures concordant plant and animal assemblages according to niche rather than dispersal processes. Freshwater Biology 58: 292–305.

    Article  Google Scholar 

  • Wetzel, C. E., D. D. C. Bicudo, L. Ector, E. A. Lobo, J. Soininen, V. L. Landeiro & L. M. Bini, 2012. Distance decay of similarity in Neotropical diatom communities. PLoS ONE 7: e45071.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Winegardner, A. K., B. K. Jones, I. S. Y. Ng, T. Siqueira & K. Cottenie, 2012. The terminology of metacommunity ecology. Trends in Ecology and Evolution 27: 253–254.

    Article  PubMed  Google Scholar 

  • Woodward, G., 2009. Biodiversity, ecosystem functioning and food webs in fresh waters: assembling the jigsaw puzzle. Freshwater Biology 54: 2171–2187.

    Article  Google Scholar 

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Acknowledgements

The study was funded by the European Regional Development Fund through the Kitka-MuHa project and by Maj and Tor Nessling Foundation (Grant No. 201500361). We thank all the people who worked in the Kitka-MuHa project for sampling and data collection. We would also like to acknowledge two anonymous reviewers for their helpful comments on the earlier version of the manuscript. The authors have no conflict of interests to declare.

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Authors and Affiliations

  1. Natural Environment Centre, Biodiversity, Finnish Environment Institute, Paavo Havaksen tie 3, 90570, Oulu, Finland

    Annika Vilmi, Kimmo T. Tolonen & Jani Heino

  2. Department of Ecology, University of Oulu, P.O. Box 3000, 90014, Oulu, Finland

    Annika Vilmi

  3. Freshwater Centre, State of the Surface Waters, Finnish Environment Institute, 90570, Oulu, Finland

    Satu M. Karjalainen

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  1. Annika Vilmi
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  2. Kimmo T. Tolonen
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Correspondence to Annika Vilmi.

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Vilmi, A., Tolonen, K.T., Karjalainen, S.M. et al. Metacommunity structuring in a highly-connected aquatic system: effects of dispersal, abiotic environment and grazing pressure on microalgal guilds. Hydrobiologia 790, 125–140 (2017). https://doi.org/10.1007/s10750-016-3024-z

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