Skip to main content

Advertisement

Log in

Factors controlling recent diatom assemblages across a steep local nutrient gradient in central-eastern Finland

  • Primary Research Paper
  • Published:
Hydrobiologia Aims and scope Submit manuscript

Abstract

The Iisalmi Route, a chain of lakes in central-eastern Finland, is more eutrophic than its surroundings. We used multivariate analyses to study the influence of selected environmental factors (water quality, basin characteristics, and subcatchment surficial geology) on the recent diatom assemblages across this steep local nutrient gradient. In addition to the spatial analysis of surface sediment diatom assemblages from 51 sampling sites (48 lakes), temporal changes in the total phosphorus (TP) concentrations of one Iisalmi Route lake (Lake Kirmanjärvi) were analyzed using weighted averaging partial least squares regression and 27 fossil diatom samples. Both TP and electrical conductivity (EC) showed statistically significant independent signals in the modern diatom data. The TP gradient was related to till grain size variation suggesting that geological factors affect the spatial TP variation directly or indirectly through differences in land use. Based on the temporal study, the direct effect of geology is most likely behind the steep nutrient gradient in the area because Lake Kirmanjärvi was found to be naturally eutrophic. EC, on the other hand, seems related to anthropogenic disturbance. Our study highlights the importance of taking the local geology into account when assessing past or present water quality or planning for lake management.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6

Similar content being viewed by others

References

  • Ahti, T., L. Hämet-Ahti & J. Jalas, 1968. Vegetation zones and their sections in northwestern Europe. Annales Botanici Fennici 5: 169–211.

    Google Scholar 

  • Battarbee, R. W., V. J. Jones, R. J. Flower, N. G. Cameron, H. Bennion, L. Carvalho & S. Juggins, 2001. Diatoms. In Smol, J. P., H. J. B. Birks & W. M. Last (eds), Tracking environmental change using lake sediments. Volume 3: Terrestrial, algal, and siliceous indicators, Vol. 3. Kluwer Academic Publishers, Dordrecht: 155–202.

    Chapter  Google Scholar 

  • Battarbee, R. W., D. Morley, H. Bennion, G. L. Simpson, M. Hughes & V. Bauere, 2011. A palaeolimnological meta-database for assessing the ecological status of lakes. Journal of Paleolimnology 45: 405–414.

    Article  Google Scholar 

  • Bennion, H., 1994. A diatom-phosphorus transfer function for shallow, eutrophic ponds in southeast England. Hydrobiologia 275(276): 391–410.

    Article  Google Scholar 

  • Bennion, H., J. Fluin & G. L. Simpson, 2004. Assessing eutrophication and reference conditions for Scottish freshwater lochs using subfossil diatoms. Journal of Applied Ecology 41: 124–138.

    Article  Google Scholar 

  • Bennion, H., R. W. Battarbee, C. D. Sayer, G. L. Simpson & T. A. Davidson, 2011a. Defining reference conditions and restoration targets for lake ecosystems using palaeolimnology: a synthesis. Journal of Paleolimnology 45: 533–544.

    Article  Google Scholar 

  • Bennion, H., G. L. Simpson, N. J. Anderson, G. Clarke, X. Dong, A. Hobæk, P. Guilizzoni, A. Marchetto, C. D. Sayer, H. Thies & M. Tolotti, 2011b. Defining ecological and chemical reference conditions and restoration targets for nine European lakes. Journal of Paleolimnology 45: 415–431.

    Article  Google Scholar 

  • Bennion, H., G. L. Simpson & B. J. Goldsmith, 2015. Assessing degradation and recovery pathways in lakes impacted by eutrophication using the sediment record. Frontiers in Ecology and Evolution 3: 94.

    Article  Google Scholar 

  • Birks, H. J. B., 1995. Quantitative palaeoenvironmental reconstructions. In Maddy, D. & J. S. Brew (eds), Statistical modelling of Quaternary science data. Technical guide 5. Quaternary Research Association, Cambridge: 161–254.

    Google Scholar 

  • Birks, H. J. B., 2010. Numerical methods for the analysis of diatom assemblage data. In Smol, J. P. & E. F. Stoermer (eds), The diatoms: applications for the environmental and earth sciences, 2nd ed. Cambridge University Press, Cambridge: 23–54.

    Chapter  Google Scholar 

  • Birks, H. J. B., A. F. Lotter, S. Juggins & J. P. Smol (eds), 2012. Tracking environmental change using lake sediments. Volume 5: data handling and numerical techniques. Springer, Dordrecht.

    Google Scholar 

  • Bradshaw, E. G. & N. J. Anderson, 2003. Environmental factors that control the abundance of Cyclostephanos dubius (Bacillariophyceae) in Danish lakes, from seasonal to century scale. European Journal of Phycology 38: 265–276.

    Google Scholar 

  • Davidson, T. A. & E. Jeppesen, 2013. The role of paleolimnology in assessing eutrophication and its impact on lakes. Journal of Paleolimnology 49: 391–410.

    Article  Google Scholar 

  • Dubrovin, T., T. Hjerppe, I. Huttunen, M. Huttunen, J. Jakkila, V. Piirainen, T. Miettinen, V.-M. Vallinkoski & B. Vehviläinen, 2016. Iisalmen reitin ilmastonmuutostarkastelut – säännöstelyn toimivuus ja ilmastonmuutoksen vaikutukset kuormitukseen. Centre for Economic Development, Transport and the Environment of North Savo, reports 13. (in Finnish).

  • Ekholm, P. & S. Mitikka, 2006. Agricultural lakes in Finland: current water quality and trends. Environmental Monitoring and Assessment 116: 111–135.

    Article  CAS  PubMed  Google Scholar 

  • Eskelinen, M., 1985. Tie- ja vesitieverkoston kehittymisestä Pohjois-Savossa 1700–1939. Kuopion tie-ja vesirakennuspiiri, Kuopio. (in Finnish).

    Google Scholar 

  • Geological Survey of Finland, 2012. Maps of Quaternary deposits 1:20,000, 1:200,000, and 1:1,000,000.

  • Gibson, C. E., N. J. Anderson & E. Y. Haworth, 2003. Aulacoseira subarctica: taxonomy, physiology, ecology and palaeoecology. European Journal of Phycology 38: 83–101.

    Article  Google Scholar 

  • Håkansson, L., 2005. The importance of lake morphometry and catchment characteristics in limnology – ranking based on statistical analyses. Hydrobiologia 541: 117–137.

    Article  Google Scholar 

  • Hammer, Ø., D. A. T. Harper & P. D. Ryan, 2001. PAST: paleontological statistics software package for education and data analysis. Palaeontologia Electronica 4: 1–9.

    Google Scholar 

  • Heinsalu, A., H. Luup, T. Alliksaar, P. Nõges & T. Nõges, 2008. Water level changes in a large shallow lake as reflected by the plankton:periphyton-ratio of sedimentary diatoms. Hydrobiologia 599: 23–30.

    Article  Google Scholar 

  • Hill, M. O. & H. G. Jr Gauch, 1980. Detrended correspondence analysis: an improved ordination technique. Vegetatio 42: 47–58.

    Article  Google Scholar 

  • Houk, V., 2003. Atlas of freshwater centric diatoms with a brief key and descriptions. Part I. Melosiraceae, Orthosiraceae, Paraliaceae and Aulacoseiraceae. Czech Phycology Supplement 1: 1–27.

    Google Scholar 

  • Hurlbert, S. H., 1971. The nonconcept of species diversity: a critique and alternative parameters. Ecology 52: 577–586.

    Article  Google Scholar 

  • Huttunen, I., M. Huttunen, V. Piirainen, M. Korppoo, A. Lepistö, A. Räike, S. Tattari & B. Vehviläinen, 2016. A national-scale nutrient loading model for Finnish watersheds – VEMALA. Environmental Modeling & Assesment 21: 83–109.

    Article  Google Scholar 

  • Järvenranta, K., P. Virkajärvi & H. Heinonen-Tanski, 2014. The flows and balances of P, K, Ca and Mg on intensively managed Boreal high input grass and low-input grass-clover pastures. Agricultural and Food Science 23: 106–117.

    Google Scholar 

  • Juggins, S., 2007. C2 Version 1.5 User Guide. Software for ecological and palaeoecological data analysis and visualisation. University of Newcastle, Newcastle upon Tyne.

  • Juggins, S., 2013. Quantitative reconstructions in palaeolimnology: new paradigm or sick science? Quaternary Science Reviews 64: 20–32.

    Article  Google Scholar 

  • Juggins, S., N. J. Anderson, J. M. Ramstack Hobbs & A. J. Heathcote, 2013. Reconstructing epilimnetic total phosphorus using diatoms: statistical and ecological constraints. Journal of Paleolimnology 49: 373–390.

    Article  Google Scholar 

  • Kangur, M., K. Kangur, R. Laugaste, J.-M. Punning & T. Möls, 2007. Combining limnological and palaeolimnological approaches in assessing degradation of Lake Pskov. Hydrobiologia 584: 121–132.

    Article  CAS  Google Scholar 

  • Kansanen, P. H., T. Jaakkola, S. Kulmala & R. Suutarinen, 1991. Sedimentation and distribution of gamma-emitting radionuclides in bottom sediments of southern Lake Päijänne, Finland, after the Chernobyl accident. Hydrobiologia 222: 121–140.

    Article  CAS  Google Scholar 

  • Kauppila, T., T. Moisio & V.-P. Salonen, 2002. A diatom-based inference model for autumn epilimnetic total phosphorus concentration and its application to a presently eutrophic boreal lake. Journal of Paleolimnology 27: 261–273.

    Article  Google Scholar 

  • Kauppila, T., A. Kanninen, M. Viitasalo, J. Räsänen, K. Meissner & J. Mattila, 2012. Comparing long term sediment records to current biological quality element data – implications for bioassessment and management of a eutrophic lake. Limnologica 42: 19–30.

    Article  CAS  Google Scholar 

  • Korhonen, J., 2006. Long-term trends in lake ice cover in Finland. In Saeki, H., H. Daigaku & International Association of Hydraulic Engineering and Research (eds), Proceedings of the 18th IAHR International Symposium on Ice, Sapporo, Japan, 28 August–1 September 2006, Hokkaido University: 71–78.

  • Korhonen, J. & E. Haavanlammi, 2012. Hydrological Yearbook 2006–2010. Suomen ympäristö 8. Finnish Environmental Institute, Helsinki.

  • Krammer, K., 1992. Pinnularia eine Monographie der europäischen Taxa. Bibliotheca Diatomologica, Band 26. Gebrüder Borntraeger, Berlin-Stuttgart.

  • Krammer, K. & H. Lange-Bertalot, 1986–1991. Bacillariophyceae 1–4. In Ettl, H., J. Gerloff, H. Heyning & D. Mollenhauer (eds), Süsswasserflora von Mitteleuropa, Band 2. Gustav Fischer Verlag, Stuttgart.

  • Kukkonen, E. & L. Sahala, 1988. Quaternary deposits in the Iisalmi map-sheet area. Geological map of Finland 1:100,000. Explanation to the maps of Quaternary deposits, sheet 3341. Geological Survey of Finland. (in Finnish, summary in English).

  • Lange-Bertalot, H. & G. Moser, 1994. Brachysira, Monographie der Gattung. Bibliotheca Diatomologica, Band 29. Gebrüder Borntraeger, Berlin-Stuttgart.

  • Leavitt, P. R., S. C. Fritz, N. J. Anderson, P. A. Baker, T. Blenckner, L. Bunting, J. Catalan, D. J. Conley, W. O. Hobbs, E. Jeppesen, A. Korhola, S. McGowan, K. Rühland, J. A. Rusak, G. L. Simpson, N. Solovieva & J. Werne, 2009. Paleolimnological evidence of the effects on lakes of energy and mass transfer from climate and humans. Limnology and Oceanography 54: 2330–2348.

    Article  CAS  Google Scholar 

  • Lintinen, P., 1995. The origin and physical characteristics of till fines in Finland. Geological Survey of Finland Bulletin 379. Geological survey of Finland, Espoo.

  • Lunkka, J. P., P. Johansson, M. Saarnisto & O. Sallasmaa, 2004. Glaciation of Finland. In Ehlers, J. & P. L. Gibbard, (eds), Quaternary Glaciations – Extent And Chronology. Part I: Europe. Elsevier B.V., The Netherlands: 93–100.

  • Miettinen, J. O., 2003. A diatom-total phosphorus transfer function for freshwater lakes in southeastern Finland, including cross-validation with independent test lakes. Boreal Environment Research 8: 215–228.

    CAS  Google Scholar 

  • Miettinen, J. O., 2005. Hindcasting baseline values for water colour and total phosphorus concentration in lakes using sedimentary diatoms – implications for lake typology in Finland. Boreal Environment Research 10: 31–43.

    CAS  Google Scholar 

  • Mikkonen, S., M. Laine, H. M. Mäkelä, H. Gregow, H. Tuomenvirta, M. Lahtinen & A. Laaksonen, 2015. Trends in the average temperature in Finland, 1847–2013. Stochastic Environmental Research and Risk Assessment 29: 1521–1529.

    Article  Google Scholar 

  • Oravainen, R., 1999. Opasvihkonen vesistötulosten tulkitsemiseksi havaintoesimerkein varustettuna. Kokemäenjoen vesistön vesiensuojeluyhdistys ry, Tampere. (in Finnish).

    Google Scholar 

  • Orrman, E., 1991. Geographical factors in the spread if permanent settlement in parts of Finland and Sweden from the end of the Iron Age to the beginning of modern times. Fennoscandia Archaeologica 8: 3–21.

    Google Scholar 

  • Overpeck, J. T., T. Webb III & I. C. Prentice, 1985. Quantitative interpretation of fossil pollen spectra: dissimilarity coefficients and the method of modern analogs. Quaternary Research 23: 87–108.

    Article  Google Scholar 

  • Pirinen, P., H. Simola, J. Aalto, J.-P. Kaukoranta, P. Karlsson & R. Ruuhela, 2012. Climatological statistics of Finland 1981–2010. Reports 2012:1. Finnish Meteorological Institute, Helsinki.

  • Punkari, M., 1997. Glacial and glaciofluvial deposits in the interlobate areas of the Scandinavian ice sheet. Quaternary Science Reviews 16: 741–753.

    Article  Google Scholar 

  • Räsänen, J., T. Kauppila & V.-P. Salonen, 2006. Sediment-based investigation of naturally or historically eutrophic lakes – implications for lake management. Journal of Environmental Management 79: 253–265.

    Article  PubMed  Google Scholar 

  • Rühland, K. M., A. M. Paterson & J. P. Smol, 2015. Lake diatom responses to warming: reviewing the evidence. Journal of Paleolimnology 54: 1–35.

    Article  Google Scholar 

  • Sayer, C. D., 2001. Problems with the application of diatom-total phosphorus transfer functions: examples from a shallow English lake. Freshwater Biology 46: 743–757.

    Article  CAS  Google Scholar 

  • Schindler, D. W., 2006. Recent advances in the understanding and management of eutrophication. Limnology and Oceanography 51: 356–363.

    Article  Google Scholar 

  • Sherratt, A., 1980. Water, soil and seasonality in early cereal cultivation. World Archaeology 11: 313–330.

    Article  Google Scholar 

  • Simpson, G. L., 2012. Chapter 15 Analogue methods in palaeolimnology. In Birks, H. J. B., A. F. Lotter, S. Juggins & J. P. Smol (eds), Tracking environmental change using lake sediments. Volume 5: Data handling and numerical techniques, Vol. 5. Springer, Dordrecht: 495–522.

    Chapter  Google Scholar 

  • Smol, J., 1985. The ratio of diatom frustules to chrysophytean stratospores: a useful paleolimnological index. Hydrobiologia 123: 199–208.

    Article  Google Scholar 

  • Smol, J. P., 2008. Pollution of lakes and rivers: a paleoenvironmental perspective, 2nd ed. Blackwell Publishing Ltd., Oxford.

    Google Scholar 

  • Snucins, E. & J. Gunn, 2000. Interannual variation in the thermal structure of clear and colored lakes. Limnology and Oceanography 45: 1639–1646.

    Article  Google Scholar 

  • Soininen, A., 1961. The colonization of Northern Savo in the 15th and 16th centuries. Historiallisia tutkimuksia LVIII, Suomen historiallinen seura, Helsinki. (in Finnish, summary in English).

  • Soininen, A., 1974. Old traditional agriculture in Finland in the 18th and 19th centuries. Historiallisia tutkimuksia 96, Suomen historiallinen seura, Helsinki. (in Finnish, summary in English).

  • Taavitsainen, J.-P., H. Simola & E. Grönlund, 1998. Cultivation history beyond the periphery: early agriculture in the north European boreal forest. Journal of World Prehistory 12: 199–253.

    Article  Google Scholar 

  • Tanskanen, H., 2002. Pohjois-Savon lasketut järvet ja järvenlaskun vaikutusmekanismit. Suomen ympäristö 561, Pohjois-Savon ympäristökeskus, Kuopio. (in Finnish).

  • ter Braak, C. J. F., 1986. Canonical correspondence analysis: a new eigenvector technique for multivariate direct gradient analysis. Ecology 67: 1167–1179.

    Article  Google Scholar 

  • ter Braak, C. J. F., 1988. CANOCO – A FORTRAN program for canonical community ordination by (partial) (detrended) (canonical) correspondence analysis, principal components analysis and redundancy analysis (Version 2.1). Technical report LWA-88-02, Agricultural Mathematics Group, Wageningen.

  • ter Braak, C. J. F. & I. C. Prentice, 1988. A theory of gradient analysis. Advances in Ecological Research 18: 272–317.

    Google Scholar 

  • ter Braak, C. J. F. & S. Juggins, 1993. Weighted averaging partial least squares regression (WA-PLS): an improved method for reconstructing environmental variables from species assemblages. Hydrobiologia 269(270): 485–502.

    Article  Google Scholar 

  • ter Braak, C. J. F. & P. Šmilauer, 2002. CANOCO Reference Manual and CanoDraw for Windows User’s Guide: Software for Canonical Community Ordination (version 4.5). Microcomputer Power, Ithaca.

  • Tietäväinen, H., H. Tuomenvirta & A. Venäläinen, 2010. Annual and seasonal mean temperatures in Finland during the last 160 years based on gridded temperature data. International Journal of Climatology 30: 2247–2256.

    Article  Google Scholar 

  • Vaasjoki, M., K. Korsman & T. Koistinen, 2005. Overview. In Lehtinen, M., P. A. Nurmi & O. T. Rämö (eds), The Precambrian geology of Finland – key to the evolution of the Fennoscandian shield. Elsevier B.V., Amsterdam: 1–18.

    Google Scholar 

  • Vadeboncoeur, Y., E. Jeppesen, M. J. Vander Zanden, H.-H. Schierup, K. Christoffersen & D. M. Locke, 2003. From Greenland to Green Lakes: cultural eutrophication and the loss of benthic pathways in lakes. Limnology and Oceanography 48: 1408–1418.

    Article  Google Scholar 

  • Vallinkoski, V.-M., T. Miettinen & J. Aalto, 2016. Vesien tila hyväksi yhdessä. Pohjois-Savon vesienhoidon toimenpideohjelma vuosille 2016–2021. Centre for Economic Development, Transport and the Environment of North Savo, reports 1/2016. (in Finnish).

  • Van Dam, H., A. Mertens & J. Sinkeldam, 1994. A coded checklist and ecological indicator values of freshwater diatoms from the Netherlands. Netherlands Journal of Aquatic Ecology 28: 117–133.

    Article  Google Scholar 

  • Ventelä, A.-M., S. L. Amsinck, T. Kauppila, L. S. Johansson, E. Jeppesen, T. Kirkkala, M. Søndergaard, J. Weckström & J. Sarvala, 2016. Ecosystem change in the large and shallow Lake Säkylän Pyhäjärvi, Finland, during the past ~400 years: implications for management. Hydrobiologia 778: 273–294.

    Article  Google Scholar 

  • Werner, P. & J. P. Smol, 2005. Diatom–environmental relationships and nutrient transfer functions from contrasting shallow and deep limestone lakes in Ontario, Canada. Hydrobiologia 533: 145–173.

    Article  CAS  Google Scholar 

  • Wetzel, R. G., 2001. Limnology, Lake and River Ecosystems. Academic Press, San Diego.

    Google Scholar 

Download references

Acknowledgements

Finnish Cultural Foundation and its Varsinais-Suomi Regional fund, Geological Survey of Finland, Alfred Kordelin Foundation, Olvi Foundation, Turun yliopistosäätiö, and TOP-Säätiö are greatly acknowledged for funding this study. We also want to thank Alpo Eronen for sediment sampling, Kari Tiitta for diatom sampling, Erna Mäkeläinen for preparing diatom slides, Esko Kuusisto for the ice cover data of Lake Porovesi, Juha Miettinen for his valuable comments, Anssi Kinnunen for programming assistance, and everyone else that has cooperated with us and helped this research in any way. We are also grateful to the reviewers for their constructive criticism. Furthermore, we would like to acknowledge the modeling and assessment unit of the Freshwater Centre of the Finnish Environmental Institute that allowed access to their VEMALA model.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Mira Tammelin.

Additional information

Handling editor: Jasmine Saros

Electronic supplementary material

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Tammelin, M., Kauppila, T. & Viitasalo, M. Factors controlling recent diatom assemblages across a steep local nutrient gradient in central-eastern Finland. Hydrobiologia 799, 309–325 (2017). https://doi.org/10.1007/s10750-017-3229-9

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10750-017-3229-9

Keywords

Navigation