Alternative approaches for solving underdetermined isotope mixing problems

Statistical mixing models have been developed to help ecologists deal with isotope tracer data and to estimate source contributions in complex systems such as food webs and sediments. However, there are often too few tracer measurements and too many sources, so that unique solutions are not possi- ble in underdetermined mixing models. This review highlights 3 approaches for solving otherwise under- determined mixing models. The approaches include frequency-based statistics, calculations based on sec- tors measured in mixing polygons, and linear mixing between central and sidewall points in the mixing polygons. All approaches have some assumptions that allow extrapolation of mean solutions from measured data, with the simplest assumption being that any uncertainty in source contributions is divided in an even-handed manner among sources. A new graphical approach is proposed that allows scientists to critically recognize and separate data- supported aspects of solutions from any assumed aspects of solutions. The data-supported aspects of solutions can be tracked conservatively as the sum of the minimum source contributions, ΣMIN, and for the many cases where ΣMIN is low, additional ways to approach mixing problems are summarized from the published literature. Many underdetermined mixing problems do not have robust mean solutions with tracers employed thus far, so that there is a longer- term need for additional tracers and methodologies to really solve these complex ecological problems. This review concludes with several practical steps one can take to interpret isotope tracer information from underdetermined systems.

[1]  R. Connolly,et al.  Isotope enrichment in mangrove forests separates microphytobenthos and detritus as carbon sources for animals , 2010 .

[2]  D. Hoeinghaus,et al.  Can stable isotope ratios provide for community-wide measures of trophic structure? Comment. , 2008, Ecology.

[3]  D. Walling,et al.  Apportioning catchment scale sediment sources using a modified composite fingerprinting technique incorporating property weightings and prior information , 2010 .

[4]  H. Harvey,et al.  The sequestration of terrestrial organic carbon in Arctic Ocean sediments: A comparison of methods and implications for regional carbon budgets , 2009 .

[5]  D. Post USING STABLE ISOTOPES TO ESTIMATE TROPHIC POSITION: MODELS, METHODS, AND ASSUMPTIONS , 2002 .

[6]  Richard Inger,et al.  Source Partitioning Using Stable Isotopes: Coping with Too Much Variation , 2010, PloS one.

[7]  A. Demopoulos,et al.  Use of Multiple Chemical Tracers to Define Habitat Use of Indo-Pacific Mangrove Crab, Scylla Serrata (Decapoda: Portunidae) , 2008 .

[8]  D. Hoeinghaus,et al.  Can stable isotope ratios provide for community-wide measures of trophic structure? , 2007 .

[9]  D. Phillips,et al.  Source partitioning using stable isotopes: coping with too many sources , 2003, Oecologia.

[10]  C. Layman WhAT CAN STABLE ISOTOpE RATIOS REv EAL ABOUT MANgROv ES AS FISh hABITAT , 2007 .

[11]  B. Peterson Stable isotopes as tracers of organic matter input and transfer in benthic food webs: A review , 1999 .

[12]  J. March,et al.  Testing isosource: stable isotope analysis of a tropical fishery with diverse organic matter sources. , 2006, Ecology.

[13]  R. Fuller,et al.  Determining trophic niche width: a novel approach using stable isotope analysis , 2004 .

[14]  R. Connolly,et al.  Spatial analysis of stable isotope data to determine primary sources of nutrition for fish , 2003, Oecologia.

[15]  H. Kurokura,et al.  Effect of shrimp farming organic waste on food availability for deposit feeder crabs in a mangrove estuary, based on stable isotope analysis , 2009, Fisheries Science.

[16]  D. Phillips,et al.  A niche for isotopic ecology , 2007 .

[17]  P. Riera,et al.  Trophic ecology of the supralittoral rocky shore (Roscoff, France): A dual stable isotope (δ13C, δ15N) and experimental approach , 2006 .

[18]  Andrew L Jackson,et al.  Comparing isotopic niche widths among and within communities: SIBER - Stable Isotope Bayesian Ellipses in R. , 2011, The Journal of animal ecology.

[19]  W. Lewis,et al.  Relative importance of carbon sources for macroinvertebrates in a Rocky Mountain stream , 2002 .

[20]  D. Post,et al.  Can stable isotope ratios provide for community-wide measures of trophic structure? , 2007, Ecology.

[21]  Rod M. Connolly,et al.  Organic matter exchange and cycling in mangrove ecosystems: Recent insights from stable isotope studies , 2008 .

[22]  C. Simenstad,et al.  Multi‐source mixing models to quantify food web sources and pathways , 2004 .

[23]  Christian Rutz,et al.  The Ecological Significance of Tool Use in New Caledonian Crows , 2010, Science.

[24]  M. Minagawa Reconstruction of human diet from σ13C and σ15N in contemporary Japanese hair: a stochastic method for estimating multi-source contribution by double isotopic tracers , 1992 .

[25]  D. Phillips Mixing models in analyses of diet using multiple stable isotopes: a critique , 2001, Oecologia.

[26]  Stanislas F. Dubois,et al.  Spatial variation in basal resources supporting benthic food webs revealed for the inner continental shelf , 2011 .

[27]  E. Fanelli,et al.  Temporal variations in the feeding habits and trophic levels of three deep-sea demersal fishes from the western Mediterranean Sea, based on stomach contents and stable isotope analyses , 2010 .

[28]  James J. Schauer,et al.  Source apportionment of airborne particulate matter using organic compounds as tracers , 1996 .

[29]  B. Fry Stable Isotope Ecology , 2006 .

[30]  J. Rasmussen Estimating terrestrial contribution to stream invertebrates and periphyton using a gradient-based mixing model for delta13C. , 2010, The Journal of animal ecology.

[31]  B. Fry,et al.  δ13C Measurements as Indicators of Carbon Flow in Marine and Freshwater Ecosystems , 1989 .

[32]  J. Roussel,et al.  Using stable isotope analyses to determine the ecological effects of non-native fishes. , 2012 .

[33]  C. W. West,et al.  Hydrology and nutrient effects on food-web structure in ten lake superior coastal wetlands , 2006, Wetlands.

[34]  Donald L. Phillips,et al.  Combining sources in stable isotope mixing models: alternative methods , 2005, Oecologia.

[35]  P. Campbell,et al.  Application of nontraditional stable-isotope systems to the study of sources and fate of metals in the environment. , 2008, Environmental science & technology.

[36]  J. Finlay,et al.  Tracing energy flow in stream food webs using stable isotopes of hydrogen , 2010 .

[37]  P. Raymond,et al.  Inputs of fossil carbon from wastewater treatment plants to U.S. rivers and oceans. , 2009, Environmental science & technology.

[38]  A. Hershey,et al.  The trophic significance of epilithic algal production in a fertilized tundra river ecosystem , 1993 .

[39]  R. Connolly,et al.  Combining process indices from network analysis with structural population measures to indicate response of estuarine trophodynamics to pulse organic enrichment , 2012 .