Abstract
The integration of species dispersal dynamics with environmental predictors has become indispensable to understanding the pattern of communities’ organization. Thus, we evaluated the relative importance of environmental and spatial variables on the structure of zooplankton metacommunities in 20 Brazilian Cerrado streams. In multivariate models, we used the Partial Redundancy Analysis and found that space is mostly responsible for determining the structuring of the zooplankton community. However, the environmental predictors did not present a significant explanation. Our results indicate that space might act as a co-variable that explains and filters spatial variation when tested between species distributions and environmental factors. We understand that metacommunity studies with stream zooplankton demand more attention because space explained only a minor part of the variation of the zooplankton community. Therefore, advances in the research for environmental variables that can predict zooplankton in the Cerrado streams are important to understand the effects of anthropogenic change on aquatic communities.
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References
Bauman, D., Drouet, T., Dray, S., & Vleminckx, J. (2018). Disentangling good from bad practices in the selection of spatial or phylogenetic eigenvectors. Ecography,41, 1638–1649. https://doi.org/10.1111/ecog.03380.
Beisner, B. E., Peres-Neto, P. R., Lindström, E. S., Barnett, A., & Longhi, M. L. (2006). The role of environmental and spatial processes in structuring lake communities from bacteria to fish. Ecology,87, 2985–2991. https://doi.org/10.1890/0012-9658(2006)87[2985:TROEAS]2.0.CO;2.
Bie, T., Meester, L., Brendonck, L., Martens, K., Goddeeris, B., Ercken, D., et al. (2012). Body size and dispersal mode as key traits determining metacommunity structure of aquatic organisms. Ecology Letters,15, 740–747. https://doi.org/10.1111/j.1461-0248.2012.01794.x.
Bini, L. M., da Silva, L. C. F., Velho, L. F. M., Bonecker, C. C., & Lansac-Tôha, F. A. (2008). Zooplankton assemblage concordance patterns in Brazilian reservoirs. Hydrobiologia,598, 247–255. https://doi.org/10.1007/s10750-007-9157-3.
Blanchet, F. G., Legendre, P., & Borcard, D. (2008). Forward selection of explanatory variables. Ecology,89, 2623–2632. https://doi.org/10.1890/07-0986.1.
Borcard, D., Gillet, F., & Legendre, P. (2018). Numerical ecology with R. Cham: Springer International Publishing. https://doi.org/10.1007/978-3-319-71404-2.
Borcard, D., & Legendre, P. (2002). All-scale spatial analysis of ecological data by means of principal coordinates of neighbour matrices. Ecological Modelling,153, 51–68. https://doi.org/10.1016/S0304-3800(01)00501-4.
Bottrell, H. H., Duncan, A., Gliwicz, Z. M., Grygierek, E., Herzig, A., Hillbrichtilkowska, A., et al. (1976). Review of some problems in zooplankton production studies. Norwegian Journal of Zoology,24, 419–456.
Brown, B. L., Sokol, E. R., Skelton, J., & Tornwall, B. (2017). Making sense of metacommunities: Dispelling the mythology of a metacommunity typology. Oecologia,183, 643–652. https://doi.org/10.1007/s00442-016-3792-1.
Brown, B. L., Swan, C. M., Auerbach, D. A., Campbell Grant, E. H., Hitt, N. P., Maloney, K. O., et al. (2011). Metacommunity theory as a multispecies, multiscale framework for studying the influence of river network structure on riverine communities and ecosystems. Journal of the North American Benthological Society,30, 310–327. https://doi.org/10.1899/10-129.1.
Chase, J. M., & Leibold, M. A. (2003). Ecological niches. Chicago: University of Chicago Press.
Chase, J. M., & Myers, J. A. (2011). Disentangling the importance of ecological niches from stochastic processes across scales. Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences,366, 2351–2363. https://doi.org/10.1098/rstb.2011.0063.
Cottenie, K. (2005). Integrating environmental and spatial processes in ecological community dynamics. Ecology Letters,8, 1175–1182. https://doi.org/10.1111/j.1461-0248.2005.00820.x.
Cottenie, K., Michels, E., Nuytten, N., & De Meester, L. (2003). Zooplankton metacommunity structure: Regional vs. local processes in highly interconnected ponds. Ecology,84, 991–1000. https://doi.org/10.1890/0012-9658(2003)084[0991:ZMSRVL]2.0.CO;2.
Declerck, S. A. J., Coronel, J. S., Legendre, P., & Brendonck, L. (2011). Scale dependency of processes structuring metacommunities of cladocerans in temporary pools of High-Andes wetlands. Ecography,34, 296–305. https://doi.org/10.1111/j.1600-0587.2010.06462.x.
Dejenie, T., Declerck, S. A. J., Asmelash, T., Risch, S., Mergeay, J., De Bie, T., et al. (2012). Cladoceran community composition in tropical semi-arid highland reservoirs in Tigray (Northern Ethiopia): A metacommunity perspective applied to young reservoirs. Limnologica—Ecology and Management of Inland Waters,42, 137–143. https://doi.org/10.1016/j.limno.2011.09.008.
Dray, S., Blanchet, G., Borcard, D., Clappe, S., Guenard, G., Jombart, T., et al. (2018). Adespatial: Multivariate multiscale spatial analysis. R Package. version 0.1-1.
Dray, S., Legendre, P., & Peres-Neto, P. R. (2006). Spatial modelling: A comprehensive framework for principal coordinate analysis of neighbour matrices (PCNM). Ecological Modelling,196, 483–493. https://doi.org/10.1016/j.ecolmodel.2006.02.015.
Elmoor-Loureiro, L. M. A. (1997). Manual de identificação de cladóceros límnicos do Brasil. Brasília: Universa.
Fernández-Aláez, C., Trigal, C., García-Girón, J., & Fernández-Aláez, M. (2018). Zooplankton is more strongly controlled by nutrients than predation in a vegetation-free Mediterranean shallow lake: A mesocosm experiment. Inland Waters,8, 474–487. https://doi.org/10.1080/20442041.2018.1474686.
Fulone, L. J., Lima, A. F., Alves, G. M., Velho, L. F. M., & Lansac-Tôha, F. A. (2005). Composição de amebas testáceas (Protozoa-Rhizopoda) de dois córregos do Estado de São Paulo, incluindo novos registros para o Brasil. Acta Scientiarum. Biological Sciences,27, 113–118. https://doi.org/10.4025/actascibiolsci.v27i2.1319.
Fulone, L. J., Vieira, L. C. G., Velho, L. F. M., & Lima, A. F. (2008). Influence of depth and rainfall on testate amoebae (Protozoa-Rhizopoda) composition from two streams in northwestern São Paulo state. Acta Limnologica Brasiliensia,20, 29–34.
Griffith, D., & Peres-Neto, P. (2006). The flexibility of eigenfunction spatial analyses. Ecology,87, 2603–2613. https://doi.org/10.1890/0012-9658(2006)87[2603:SMIETF]2.0.CO;2.
Grönroos, M., Heino, J., Siqueira, T., Landeiro, V. L., Kotanen, J., & Bini, L. M. (2013). Metacommunity structuring in stream networks: roles of dispersal mode, distance type, and regional environmental context. Ecology and Evolution,3, 4473–4487. https://doi.org/10.1002/ece3.834.
Heino, J. (2011). A macroecological perspective of diversity patterns in the freshwater realm. Freshwater Biology,56, 1703–1722. https://doi.org/10.1111/j.1365-2427.2011.02610.x.
Heino, J., Grönroos, M., Soininen, J., Virtanen, R., & Muotka, T. (2012). Context dependency and metacommunity structuring in boreal headwater streams. Oikos,121, 537–544. https://doi.org/10.1111/j.1600-0706.2011.19715.x.
Heino, J., Melo, A. S., & Bini, L. M. (2015a). Reconceptualising the beta diversity-environmental heterogeneity relationship in running water systems. Freshwater Biology,60, 223–235. https://doi.org/10.1111/fwb.12502.
Heino, J., Melo, A. S., Bini, L. M., Altermatt, F., Al-Shami, S. A., Angeler, D. G., et al. (2015b). A comparative analysis reveals weak relationships between ecological factors and beta diversity of stream insect metacommunities at two spatial levels. Ecology and Evolution,5, 1235–1248. https://doi.org/10.1002/ece3.1439.
Heino, J., Melo, A. S., Siqueira, T., Soininen, J., Valanko, S., & Bini, L. M. (2015c). Metacommunity organisation, spatial extent and dispersal in aquatic systems: Patterns, processes and prospects. Freshwater Biology,60, 845–869. https://doi.org/10.1111/fwb.12533.
Heino, J., & Mykrä, H. (2008). Control of stream insect assemblages: Roles of spatial configuration and local environmental factors. Ecological Entomology,33, 614–622. https://doi.org/10.1111/j.1365-2311.2008.01012.x.
Herrera, E. Q., Jacobsen, D., Casas, J., & Dangles, O. (2018). Environmental and spatial filters of zooplankton metacommunities in shallow pools in high-elevation peatlands in the tropical Andes. Freshwater Biology,63, 432–442. https://doi.org/10.1111/fwb.13079.
Hessen, D. O., Jensen, T. C., & Walseng, B. (2019). Zooplankton diversity and dispersal by birds; insights from different geographical scales. Frontiers in Ecology and Evolution,7, 74. https://doi.org/10.3389/fevo.2019.00074/full.
Klink, C. A., & Machado, R. B. (2005). A conservação do Cerrado brasileiro. Megadiversidade.,1, 147–155.
Koste, W. (1978). Rotatoria: Die Radertiere Mitteuropas. Berlin, Stuttgart: Gebruder Borntraeger.
Lake, P. S. (2000). Disturbance, patchiness, and diversity in streams. Journal of the North American Benthological Society,19, 573–592. https://doi.org/10.2307/1468118.
Lansac-Tôha, F. A., Velho, L. F. M., & Bonecker, C. C. (1999). Estrutura da comunidade zooplanctônica antes e após a formação do reservatório de Corumbá-GO. Ecologia de reservatórios: estrutura, função e aspectos sociais. Botucatu: Universidade Estadual Paulista,15, 347–374.
Legendre, P., & Gallagher, E. (2001). Ecologically meaningful transformations for ordination of species data. Oecologia,129, 271–280. https://doi.org/10.1007/s004420100716.
Legendre, P., & Legendre, L. (2012). Numerical ecology (3rd ed.). Amsterdam: Elsevier.
Leibold, M. A., Holyoak, M., Mouquet, N., Amarasekare, P., Chase, J. M., Hoopes, M. F., et al. (2004). The metacommunity concept: A framework for multi-scale community ecology. Ecology Letters,7, 601–613. https://doi.org/10.1111/j.1461-0248.2004.00608.x.
Lindström, E. S., & Langenheder, S. (2012). Local and regional factors influencing bacterial community assembly. Environmental Microbiology Reports,4, 1–9. https://doi.org/10.1111/j.1758-2229.2011.00257.x.
Liu, J., Soininen, J., Han, B.-P., & Declerck, S. A. J. (2013). Effects of connectivity, dispersal directionality and functional traits on the metacommunity structure of river benthic diatoms. Journal of Biogeography,40, 2238–2248. https://doi.org/10.1111/jbi.12160.
Lopes, P. M., Bini, L. M., Declerck, S. A. J., Farjalla, V. F., Vieira, L. C. G., Bonecker, C. C., et al. (2014). Correlates of zooplankton beta diversity in tropical lake systems. PLoS ONE,9, e109581. https://doi.org/10.1371/journal.pone.0109581.
Marquardt, G. C., Padial, A. A., & C. E. de M. Bicudo., (2018). Variance partitioning of deconstructed tropical diatom communities in reservoirs cascade. Aquatic Sciences,80, 17. https://doi.org/10.1007/s00027-018-0571-6.
Meier, S., & Soininen, J. (2014). Phytoplankton metacommunity structure in subarctic rock pools. Aquatic Microbial Ecology,73, 81–91. https://doi.org/10.3354/ame01711.
Miranda, V. B. S., & Mazzoni, R. (2015). Testate amoebae (Protozoa Rhizopoda) in two biotopes of Ubatiba stream, Maricá, Rio de Janeiro State. Acta Scientiarum. Biological Sciences,37, 291. https://doi.org/10.4025/actascibiolsci.v37i3.28087.
Naimi B., Hamm N., Groen T. A., Skidmore A. K., & Toxopeus A. G. (2014). Where is positional uncertainty a problem for species distribution modelling. Ecography, 37, 191–203. https://doi.org/10.1111/j.1600-0587.2013.00205.x.
Ogden, G. G., & Hedley, R. H. (1980). An atlas of freshwater testate amoebae. Soil Science,130, 176.
Oksanen, J., Blanchet, F. G., Friendly, M., Kindt, R., Legendre, P., Mcglinn, D., et al. (2018). Community ecology package. R package version, 2-0.
Oksanen, J., Kindt, R., Legendre, P., O’Hara, B., Stevens, M. H. H., Oksanen, M. J., et al. (2007). The vegan package. Community Ecology Package,10, 631–637.
Paggi, J. C. (1995). Crustacea Cladocera. In E. C. Lopretto & G. Tell (Eds.), Ecosistemas de aguas continentales: metodologias para su estudio (pp. 909–951). La Plata: Ediciones Sur.
Picapedra, P. H. S., Fernandes, C., & Baumgartner, G. (2019). Structure and ecological aspects of zooplankton (Testate amoebae, Rotifera, Cladocera and Copepoda) in highland streams in southern Brazil. Acta Limnologica Brasiliensia,31, e5. https://doi.org/10.1590/s2179-975x2917.
Pinceel, T., Brendonck, L., & Vanschoenwinkel, B. (2016). Propagule size and shape may promote local wind dispersal in freshwater zooplankton-a wind tunnel experiment. Limnology and Oceanography,61, 122–131. https://doi.org/10.1002/lno.10201.
Pinel-Alloul, P. (1995). Spatial heterogeneity as a multiscale characteristic of zooplankton community. Hydrobiologia,300–301, 17–42. https://doi.org/10.1007/BF00024445.
R Development Core Team. (2017). R: A language and environment for statistical computing. Vienna: R Foundation for Statistical Computing.
Ryo, M., Harvey, E., Robinson, C. T., & Altermatt, F. (2018). Nonlinear higher order abiotic interactions explain riverine biodiversity. Journal of Biogeography,45, 628–639. https://doi.org/10.1111/jbi.13164.
Santos, J. B. O., Silva, L. H. S., Branco, C. W. C., & Huszar, V. L. M. (2016). The roles of environmental conditions and geographical distances on the species turnover of the whole phytoplankton and zooplankton communities and their subsets in tropical reservoirs. Hydrobiologia,764, 171–186. https://doi.org/10.1007/s10750-015-2296-z.
Silva, W. M. (2003). Diversidade dos Cyclopoida (Copepoda, Crustácea) de água doce do estado de São Paulo: taxonomia, ecologia e genética. Universidade Federal de São Carlos.
Soininen, J. (2014). A quantitative analysis of species sorting across organisms and ecosystems. Ecology,95, 3284–3292. https://doi.org/10.1890/13-2228.1.
Soininen, J. (2016). Spatial structure in ecological communities - a quantitative analysis. Oikos,125, 160–166. https://doi.org/10.1111/oik.02241.
Soininen, J., Korhonen, J. J., Karhu, J., & Vetterli, A. (2011). Disentangling the spatial patterns in community composition of prokaryotic and eukaryotic lake plankton. Limnology and Oceanography,56, 508–520. https://doi.org/10.4319/lo.2011.56.2.0508.
Souza, M. B. G. (2008). Guia das tecamebas - bacia do rio Peruaçu - Minas Gerais: subsídio para conservação e monitoramento. Belo Horizonte: Editora UFMG.
Thorp, J. H., Thoms, M. C., & Delong, M. D. (2006). The riverine ecosystem synthesis: Biocomplexity in river networks across space and time. River Research and Applications,22, 123–147. https://doi.org/10.1002/rra.901.
Varzinczak, L. H., Lima, C. S., Moura, M. O., & Passos, F. C. (2018). Relative influence of spatial over environmental and historical processes on the taxonomic and phylogenetic beta diversity of Neotropical phyllostomid bat assemblages. Journal of Biogeography,45, 617–627. https://doi.org/10.1111/jbi.13150.
Vieira, A. C. B., Medeiros, A. M. A., Ribeiro, L. L., & Crispim, M. C. (2011). Population dynamics of Moina minuta Hansen (1899), Ceriodaphnia cornuta Sars (1886), and Diaphanosoma spinulosum Herbst (1967) (Crustacea: Branchiopoda) in different nutrients (N and P) concentration ranges. Acta Limnologica Brasiliensia,23, 48–56. https://doi.org/10.4322/actalb.2011.018.
Vucetich, M. C. (1978). Estudio de tecamebianos argentinos, en especial los del dominio pampasico. Revista del Museo de la Plata,1, 287–332.
Walker, I. (1982). The thecamoebae (Protozoa, Rhizopoda) of small Amazonian forest streams and their possible use as indicator organisms for waterquality. Acta Amazonica,12, 79–86.
Winegardner, A. K., Jones, B. K., Ng, I. S. Y., Siqueira, T., & Cottenie, K. (2012). The terminology of metacommunity ecology. Trends in Ecology & Evolution,27, 253–254. https://doi.org/10.1016/j.tree.2012.01.007.
Zuur, A. F., Ieno, E. N., & Elphick, C. S. (2010). A protocol for data exploration to avoid common statistical problems. Methods in Ecology and Evolution,1, 3–14. https://doi.org/10.1111/j.2041-210X.2009.00001.x.
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This study was financed in part by the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior—Brasil (CAPES)—Finance Code 001.
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Gomes, L.F., Barbosa, J.C., de Oliveira Barbosa, H. et al. Environmental and spatial influences on stream zooplankton communities of the Brazilian Cerrado. COMMUNITY ECOLOGY 21, 25–31 (2020). https://doi.org/10.1007/s42974-020-00008-5
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DOI: https://doi.org/10.1007/s42974-020-00008-5