Coupling high-resolution measurements to a three-dimensional lake model to assess the spatial and temporal dynamics of the cyanobacterium Planktothrix rubescens in a medium-sized lake

In a medium-sized pre-alpine lake (North Italy) the cyanobacterium Planktothrix rubescens has strongly dominated the phytoplankton assemblage since 2000, similar to many pre-alpine lakes, despite improvements in water quality. The objective of this study was to determine the factors governing the spatial distribution of P. rubescens, including the major hydrodynamic processes and the influence of long-term reduction in nutrient concentrations during a period of climate warming. We used an intensive field campaign conducted from February 2010 to January 2011, to evaluate distributions of phytoplankton phyla, as well as P. rubescens, using spectrally resolved fluorescence measurements. These data provided highly spatially and temporally resolved phytoplankton population data suitable to calibrate and validate a coupled three-dimensional hydrodynamic (ELCOM) and ecological model (CAEDYM) of the lake ecosystem. The simulations revealed the fundamental role of physiological features of P. rubescens that led to observed vertical patterns of distribution, notably a deep chlorophyll maximum, and a strong influence of lake hydrodynamic processes, particularly during high-discharge inflows in summer stratification. The simulations are used to examine growth-limiting factors that help to explain the increased prevalence of P. rubescens during re-oligotrophication.

[1]  Günter Blöschl,et al.  Advances in the use of observed spatial patterns of catchment hydrological response , 2002 .

[2]  Alessandro Oggioni,et al.  A biogeochemical model of Lake Pusiano (North Italy) and its use in the predictability of phytoplankton blooms: first preliminary results , 2006 .

[3]  W. Ambrosetti,et al.  Deep water warming in lakes: an indicator of climatic change , 1999 .

[4]  H. Dau,et al.  A fluorometric method for the differentiation of algal populations in vivo and in situ , 2004, Photosynthesis Research.

[5]  R. J. Howarth,et al.  Application of a generalized power transformation to geochemical data , 1979 .

[6]  David P. Hamilton,et al.  Ten steps applied to development and evaluation of process-based biogeochemical models of estuaries , 2008, Environ. Model. Softw..

[7]  D. Dietrich,et al.  Abundance and toxicity of Planktothrix rubescens in the pre-alpine Lake Ammersee, Germany , 2009 .

[8]  Awwa,et al.  Standard Methods for the examination of water and wastewater , 1999 .

[9]  S. Jacquet,et al.  Application of a submersible spectrofluorometer for rapid monitoring of freshwater cyanobacterial blooms: a case study , 2002 .

[10]  C. Reynolds The Ecology of Phytoplankton , 2006 .

[11]  D. Copetti,et al.  Limnological evolution of Pusiano Lake (1972–2004) , 2006 .

[12]  P. Blanc,et al.  Alkaline phosphatase activity fluctuations and associated factors in a eutrophic lake dominated by Oscillatoria rubescens , 1990, Hydrobiologia.

[13]  Wayne W. Carmichael,et al.  Health Effects of Toxin-Producing Cyanobacteria: “The CyanoHABs” , 2001 .

[14]  K. Rinke,et al.  A simulation study of the feedback of phytoplankton on thermal structure via light extinction , 2010 .

[15]  Marten Scheffer,et al.  A strategy to improve the contribution of complex simulation models to ecological theory , 2005 .

[16]  P. Reichert,et al.  Modelling functional groups of phytoplankton in three lakes of different trophic state , 2008 .

[17]  Matthew R. Hipsey,et al.  Implementation of ecological modeling as an effective management and investigation tool: Lake Kinneret as a case study , 2009 .

[18]  George B. Arhonditsis,et al.  A Bayesian hierarchical framework for calibrating aquatic biogeochemical models , 2009 .

[19]  N. Salmaso,et al.  Planktothrix populations in subalpine lakes: selection for strains with strong gas vesicles as a function of lake depth, morphometry and circulation , 2011 .

[20]  J. Lund,et al.  Some relationships between algal standing crop, water chemistry, and sediment chemistry in the English Lakes1 , 1974 .

[21]  Colin S. Reynolds,et al.  Towards a functional classification of the freshwater phytoplankton , 2002 .

[22]  D. Copetti,et al.  Planktothrix rubescens’ seasonal dynamics and vertical distribution in Lake Pusiano (North Italy) , 2005 .

[23]  J. Braun,et al.  Recurrent internal waves in a small lake: Potential ecological consequences for metalimnetic phytoplankton populations , 2011 .

[24]  Jörg Imberger,et al.  The role of climate change in the occurrence of algal blooms: Lake Burragorang, Australia , 2010 .

[25]  Elena Litchman,et al.  The vertical distribution of phytoplankton in stratified water columns. , 2011, Journal of theoretical biology.

[26]  R. Stocker,et al.  Modeling circulation in lakes: Spatial and temporal variations , 2003 .

[27]  Jason P. Antenucci,et al.  High‐frequency internal waves in large stratified lakes , 2003 .

[28]  Franco Salerno,et al.  A coupled approach of surface hydrological modelling and Wavelet Analysis for understanding the baseflow components of river discharge in karst environments , 2009 .

[29]  David K. Stevens,et al.  A sensor network for high frequency estimation of water quality constituent fluxes using surrogates , 2010, Environ. Model. Softw..

[30]  J. Imberger,et al.  Reducing Numerical diffusion effects with pycnocline filter , 2003 .

[31]  A. Walsby,et al.  Changes in buoyancy of a planktonic blue-green alga in response to light intensity , 1980 .

[32]  Soroosh Sorooshian,et al.  Status of Automatic Calibration for Hydrologic Models: Comparison with Multilevel Expert Calibration , 1999 .

[33]  T. Serra,et al.  The role of surface vertical mixing in phytoplankton distribution in a stratified reservoir , 2007 .

[34]  P. Stadelmann,et al.  Change of phytoplankton composition and biodiversity in Lake Sempach before and during restoration , 2002, Hydrobiologia.

[35]  E. Bellinger,et al.  Indirect regulation rule for consecutive stages of ecological succession , 2000 .

[36]  David P. Hamilton,et al.  Vertical distributions of chlorophyll in deep, warm monomictic lakes , 2010, Aquatic Sciences.

[37]  M. Schmid,et al.  The Burgundy-blood phenomenon: a model of buoyancy change explains autumnal waterblooms by Planktothrix rubescens in Lake Zürich. , 2006, The New phytologist.

[38]  R. Balestrini,et al.  Wet and dry atmospheric deposition at prealpine and alpine sites in northern Italy , 2000 .

[39]  Nico Salmaso,et al.  Long‐term phytoplankton community changes in a deep subalpine lake: responses to nutrient availability and climatic fluctuations , 2010 .

[40]  J. Nash,et al.  River flow forecasting through conceptual models part I — A discussion of principles☆ , 1970 .

[41]  Barbara A. Adams-Vanharn,et al.  Evaluation of the current state of mechanistic aquatic biogeochemical modeling: citation analysis and future perspectives. , 2006, Environmental science & technology.

[42]  P. E. O'connell,et al.  River flow forecasting through conceptual models part III - The Ray catchment at Grendon Underwood , 1970 .

[43]  J. Elliott,et al.  The seasonal sensitivity of Cyanobacteria and other phytoplankton to changes in flushing rate and water temperature , 2010 .

[44]  W. Wurtsbaugh,et al.  Effects of Epilimnetic versus Metalimnetic Fertilization on the Phytoplankton and Periphyton of a Mountain Lake with a Deep Chlorophyll Maxima , 2001 .

[45]  David M. Livingstone,et al.  Impact of Secular Climate Change on the Thermal Structure of a Large Temperate Central European Lake , 2003 .

[46]  A. Walsby,et al.  Light-dependent growth rate determines changes in the population of Planktothrix rubescens over the annual cycle in Lake Zürich, Switzerland. , 2002, The New phytologist.

[47]  Cayelan C Carey,et al.  Resilience to Blooms , 2011, Science.

[48]  H. Paerl,et al.  Blooms Like It Hot , 2008, Science.

[49]  David P. Hamilton,et al.  Challenges and opportunities for integrating lake ecosystem modelling approaches , 2010, Aquatic Ecology.

[50]  Wolf M. Mooij,et al.  Fuzzy modeling of cyanobacterial surface waterblooms: Validation with NOAA-AVHRR satellite images , 2003 .

[51]  David P. Hamilton,et al.  Prediction of water quality in lakes and reservoirs. Part I — Model description , 1997 .

[52]  A. E. Greenberg,et al.  Standard methods for the examination of water and wastewater : supplement to the sixteenth edition , 1988 .

[53]  A. Walsby,et al.  The daily integral of growth by Planktothrix rubescens calculated from growth rate in culture and irradiance in Lake Zürich. , 2000, The New phytologist.

[54]  Min Zhang,et al.  Contributions of meteorology to the phenology of cyanobacterial blooms: implications for future climate change. , 2012, Water research.

[55]  S. Thackeray,et al.  Transition zones in small lakes: the importance of dilution and biological uptake on lake-wide heterogeneity , 2011, Hydrobiologia.

[56]  Craig A. Stow,et al.  Eutrophication risk assessment using Bayesian calibration of process-based models : application to a mesotrophic lake , 2007 .

[57]  E. Jeppesen,et al.  The Water Framework Directive: Setting the phosphorus loading target for a deep lake in Denmark using the 1D lake ecosystem model DYRESM–CAEDYM , 2008 .

[58]  J. Humbert,et al.  Impact of internal waves on the spatial distribution of Planktothrix rubescens (cyanobacteria) in an alpine lake , 2011, The ISME Journal.

[59]  Lucas J Stal,et al.  The selective advantage of buoyancy provided by gas vesicles for planktonic cyanobacteria in the Baltic Sea. , 1997, The New phytologist.

[60]  Miki Hondzo,et al.  Evaluation and application of a three-dimensional water quality model in a shallow lake with complex morphometry , 2010 .

[61]  David P. Hamilton,et al.  Three-dimensional modelling of a Microcystis bloom event in the Swan River estuary, Western Australia , 2004 .

[62]  Paul H. C. Eilers,et al.  Enhancing scatterplots with smoothed densities , 2004, Bioinform..

[63]  David P. Hamilton,et al.  A numerical simulation of the role of zooplankton in C, N and P cycling in Lake Kinneret, Israel , 2006 .

[64]  Francisco J. Rueda,et al.  A calibration strategy for dynamic succession models including several phytoplankton groups , 2011, Environ. Model. Softw..

[65]  J. Imberger,et al.  Modeling basin‐scale internal waves in a stratified lake , 2000 .

[66]  M. Dokulil,et al.  Cyanobacterial dominance in lakes , 2000, Hydrobiologia.

[67]  Luigi Naselli-Flores,et al.  Use and misuse in the application of the phytoplankton functional classification: a critical review with updates , 2009, Hydrobiologia.