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Urbanization Alters Soil Microbial Functioning in the Sonoran Desert

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Abstract

Cities can transform ecosystems in multiple ways, through modification of land use and land cover and through exposure to altered physical, chemical, and biological conditions characteristic of urban environments. We compared the multiple impacts of urbanization on microbial carbon (C) and nutrient cycling in ecosystems across Phoenix, Arizona, one of the fastest growing metropolitan areas in the USA. Land-use/land-cover change from desert to managed ecosystems altered soil microbial functioning, primarily through changes in organic matter supply. Although residential xeriscapes often feature native plants and patchy structure like deserts, spatial heterogeneity in soil biogeochemical cycling was not tightly linked to plant canopies. Grassy lawns exhibited higher nitrogen (N) and phosphorus demand by microorganisms than other landscape types, suggesting that high C quality may effectively sequester these nutrients during periods between fertilization events. Soils in native desert remnants exposed to the urban environment had higher organic matter content, but supported lower activities of extracellular peroxidase enzymes compared to outlying deserts. Experimental N enrichment of desert systems decreased peroxidase activities to a similar extent, suggesting that protected desert remnants within the city are receiving elevated N loads that are altering biogeochemical functioning. Although some microbial processes were spatially homogenized in urban desert remnants, resource islands associated with plants remain the dominant organizing factor for most soil properties. The extent to which native desert preserves within the city functionally resemble managed xeriscapes and lawns suggests that these remnant ecosystems are being ‘domesticated’ by exposure to the urban environment.

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References

  • Aber, J., McDowell, W., Nadelhoffer, K., Magill, A., Berntson, G., Kamakea, M., McNulty, S., Currie, W., Rustad, L., Fernandez, I., 1998. Nitrogen saturation in temperate forests: Hypotheses revisited. Bioscience 48, 921-934.

    Article  Google Scholar 

  • Asner, G.P., Elmore, A.J., Olander, L.P., Martin, R.E., Harris, A.T., 2004. Grazing systems, ecosystem responses, and global change. Annual Review of Environment and Resources 29, 261-299.

    Article  Google Scholar 

  • Atkinson-Palombo, C.M., Miller, J.A., Balling Jr., R.C., 2006. Quantifying the ozone ‘‘weekend effect’’ at various locations in Phoenix, Arizona. Atmospheric Environment 40 7644–7658.

    Article  CAS  Google Scholar 

  • Balakrishnan, V., Venkatesan, K., Ravindran, K.C., Kulandaivelu, G., 2007. Protective Mechanism in UV-B treated Crotalaria juncea L. seedlings Plant Protection Science 41, 115-120.

    Google Scholar 

  • Belser, L.W., 1979. Population ecology of nitrifying bacteria. Annual Review of Microbiology 33, 309-333.

    Article  PubMed  CAS  Google Scholar 

  • Billings, S.A., Schaeffer, S.M., Zitzer, S., Charlet, T., Smith, S.D., Evans, R.D., 2002. Alterations of nitrogen dynamics under elevated carbon dioxide in an intact Mojave Desert ecosystem: evidence from nitrogen-15 natural abundance. Oecologia 131, 463–467.

    Article  Google Scholar 

  • Brazel AJ, Selover N, Vose R, Heisler G. 2000. The tale of two climates: Baltimore and Phoenix urban LTER sites. Clim Res 15:123–35.

    Article  Google Scholar 

  • Chung, H.G., Zak, D.R., Reich, P.B., Ellsworth, D.S., 2007. Plant species richness, elevated CO2, and atmospheric nitrogen deposition alter soil microbial community composition and function. Global Change Biology 13, 980-989.

    Article  Google Scholar 

  • Collins, S.L., Sinsabaugh, R.L., Crenshaw, C., Green, L., Porras-Alfaro, A., Stursova, M., Zeglin, L.H., 2008. Pulse dynamics and microbial processes in aridland ecosystems. Journal of Ecology 96, 413-420.

    Article  Google Scholar 

  • Davies, R., 2008. Soil nutrient pools and processes in Sonoran desert ecosystems across a gradient of human influence. School of Life Sciences. Arizona State University, Tempe.

    Google Scholar 

  • Faeth, S.H., Warren, P.S., Shochat, E., Marussich, W.A., 2005. Trophic dynamics in urban communities. Bioscience 55, 399-407.

    Article  Google Scholar 

  • Fenn, M.E., Haeuber, R., Tonnesen, G.S., Baron, J.S., Grossman-Clarke, S., Hope, D., Jaffe, D.A., Copeland, S., Geiser, L., Rueth, H.M., Sickman, J.O., 2003. Nitrogen Emissions, Deposition, and Monitoring in the Western United States. Bioscience 53, 391-403.

    Article  Google Scholar 

  • Fenn, M.E., Poth, M.A., Aber, J.D., Baron, J.S., Bormann, B.T., Johnson, D.W., Lemly, A.D., McNulty, S.G., Ryan, D.F., Stottlemyer, R., 1998. Nitrogen excess in North American ecosystems: Predisposing factors, ecosystem responses, and management strategies. Ecological Applications 8, 706-733.

    Article  Google Scholar 

  • Gallo, M.E., Sinsabaugh, R.L., Cabaniss, S.E., 2006. The role of ultraviolet radiation in litter decomposition in arid ecosystems. Applied Soil Ecology 34, 82–91.

    Article  Google Scholar 

  • Givoni, B., 1998. Chapter 7: General characteristics of the urban climate. Climate considerations in Building and Urban Design. Wiley, New York.

    Google Scholar 

  • Gober, P., 2006. Metropolitan Phoenix: Place Making and Community Building in the Desert. University of Pennsylvania Press, Philadelphia.

    Google Scholar 

  • Gregg, J., Jones, C., Dawson, T., 2003. Urbanization effects on tree growth in the vicinity of New York City. Nature 424, 183-187.

    Article  PubMed  CAS  Google Scholar 

  • Grimm, N.B., Redman, C.L., 2004. Approaches to the study of urban ecosystems: the case of central Arizona-Phoenix. Urban Ecosystems 7, 199-213.

    Article  Google Scholar 

  • Groffman, P.M., Holland, E., Myrold, D.D., Robertson, G.P., Zou, X., 1999. Denitrification. In: Robertson, G.P., Bledsoe, C.S., Coleman, D.C., Sollins, P. (Eds.), Standard soil methods for long term ecological research. Oxford University Press, New York, pp. 272–288.

    Google Scholar 

  • Guillard, K., Kopp, K.L., 2004. Nitrogen fertilizer form and associated nitrate leaching from cool-season lawn turf. Journal of Environmental Quality 33, 1822-1827.

    PubMed  CAS  Google Scholar 

  • Hall, S.J., Huber, D., Grimm, N.B., 2008. Soil N2O and NO emissions from an arid, urban ecosystem. J. Geophys. Res.-Biogeosci. 113, 11.

    Google Scholar 

  • Hart, S.C., Stark, J.M., Davidson, E.A., Firestone, M.K., 1994. Nitrogen mineralization, immobilization, and nitrification. In: SSSA (Ed.), Methods of Soil Analysis, Part 2, Microbiological and Biochemical Properties. Soil Science Society of America, Madison, WI, pp. 985-1018.

    Google Scholar 

  • Henry, H., Cleland, E., Field, C., Vitousek, P., 2005a. Interactive effects of elevated CO2, N deposition and climate change on plant litter quality in a California annual grassland. Oecologia 142, 465-473.

    Article  PubMed  Google Scholar 

  • Henry, H.A.L., Juarez, J.D., Field, C.B., Vitousek, P.M., 2005b. Interactive effects of elevated CO2, N deposition and climate change on extracellular enzyme activity and soil density fractionation in a California annual grassland Global Change Biology 11, 1808–1815.

    Article  Google Scholar 

  • Hickler, T., Smith, B., Prentice, I.C., Mjofors, K., Miller, P., Arneth, A., Sykes, M.T., 2008. CO2 fertilization in temperate FACE experiments not representative of boreal and tropical forests. Global Change Biology 14, 1531-1542.

    Article  Google Scholar 

  • Jenerette, G.D., Wu, J.G., 2001. Analysis and simulation of land-use change in the central Arizona-Phoenix region, USA. Landscape Ecology 16, 611-626.

    Article  Google Scholar 

  • Jin, V.L., Evans, R.D., 2007. Elevated CO2 increases microbial carbon substrate use and nitrogen cycling in Mojave Desert soils. Global Change Biology 13, 452-465.

    Article  Google Scholar 

  • Johnsen, A.R., Karlson, U., 2007. Diffuse PAH contamination of surface soils: environmental occurrence, bioavailability, and microbial degradation. Applied Microbiology and Biotechnology 76, 533–543.

    Article  PubMed  CAS  Google Scholar 

  • Kaye, J.P., Burke, I.C., Mosier, A., Guerchman, J.P., 2004. Methane and nitrous oxide fluxes from urban soils to the atmosphere. Ecological Applications 14, 975-981.

    Article  Google Scholar 

  • Kaye, J.P., Majumdar, A., Gries, C., Hope, D., Grimm, N., Zhu, W., Baker, L., 2008. The spatial distribution of C, N, and P in a region of mixed urban, desert, and agricultural land use. Ecological Applications 18, 132-145.

    Article  PubMed  CAS  Google Scholar 

  • Larsen, L., Harlan, S.L., 2006. Desert dreamscapes: Residential landscape preference and behavior. Landscape and Urban Planning 78, 85-100.

    Article  Google Scholar 

  • Larson, J.L., Zak, D.R., Sinsabaugh, R.L., 2002. Extracellular enzyme activity beneath temperate trees growing under elevated carbon dioxide and ozone. Soil Science Society of America Journal 66, 1848-1856.

    CAS  Google Scholar 

  • Lewis, D.B., Kaye, J.P., Gries, C., Kinzig, A.P., Redman, C.L., 2006. Agrarian legacy in soil nutrient pools of urbanizing arid lands. Global Change Biology 12, 703-709.

    Article  Google Scholar 

  • Lohse, K.A., Hope, D., Sponseller, R., Allen, J.O., Grimm, N.B., 2008. Atmospheric deposition of carbon and nutrients across an arid metropolitan area. Science of the Total Environment 402, 95-105.

    Article  PubMed  CAS  Google Scholar 

  • Lucas, R.W., Casper, B.B., Jackson, J.K., Balser, T.C., 2007. Soil microbial communities and extracellular enzyme activity in the New Jersey Pinelands. Soil Biology & Biochemistry 39, 2508–2519.

    Article  CAS  Google Scholar 

  • Martinez-Yrizar, A., Nunez, S., Miranda, HAB., 1999. Temporal and spatial variation of litter production in Sonoran Desert communities. Plant Ecology 145, 37-48.

    Article  Google Scholar 

  • McAuliffe, J.R., 1994. Landscape evolution, soil formation, and ecological patterns and processes in Sonoran Desert bajadas. Ecological Monographs 64, 111-148.

    Article  Google Scholar 

  • McCrackin, M.L., Harms, T.K., Grimm, N.B., Hall, S.J., Kaye, J.P., 2008. Responses of microbes to resource availability in urban, desert soils. Biogeochemistry 87, 143–155.

    Article  CAS  Google Scholar 

  • McDonald, R.I., Kareiva, P., Formana, R.T.T., 2008. The implications of current and future urbanization for global protected areas and biodiversity conservation. Biological Conservation 141, 1695-1703.

    Article  Google Scholar 

  • Menge, D.N.L., Field, C.B., 2007. Simulated global changes alter phosphorus demand in annual grassland. Global Change Biology 13, 2582-2591.

    Article  Google Scholar 

  • Milesi, C., Running, S.W., Elvidge, C.D., Dietz, J.B., Tuttle, B.T., Nemani, R.R., 2005. Mapping and modeling the biogeochemical cycling of turf grasses in the United States. Environmental Management 36, 426-438.

    Article  PubMed  Google Scholar 

  • Miller CD, Rangel D, Braga GUL, Flint S, Kwon S-I, Messias CL, Roberts DW, Anderson AJ. 2004. Enzyme activities associated with oxidative stress in Metarhizium anisopliae during germination, mycelial growth, and conidiation and in response to near-UV irradiation. Can J Microbiol 50:41–9

    Google Scholar 

  • Moritz C, Hutchins J, Knowles-Yanez K, Bucchin M, McMartney PH, Redman CL. 1998. Landuse classification 1912, 1934, 1955, 1975, and 1995. http://caplter.asu.edu/home/products/datasetByIpa.jsp?keyword=Land-Use%20and%20Land-Cover%20Change

  • NOAA. 2001. Comparative climatic data

  • Noy-Meir, I., 1973. Desert ecosystems: environment and producers. Annual Review of Ecology and Systematics 4, 25–51.

    Article  Google Scholar 

  • Ontiveros-Valencia A, Stutz JC. 2009. Arbuscular mycorrhizal fungal and dark septate endophyte colonization of plant roots from urban desert preserves and surrounding deserts. 11th Annual CAP LTER Poster Symposium, Tempe, AZ

  • Parton, W.J., Schimel, D.S., Cole, C.V., Ojima, D.S., 1987. Analysis of factors controlling soil organic matter levels in Great Plains grasslands. Soil Science Society of America Journal 51, 1173-1179.

    CAS  Google Scholar 

  • Phillips, D., Johnson, M., Tingey, D., Catricala, C., Hoyman, T., Nowak, R., 2006. Effects of elevated CO2 on fine root dynamics in a Mojave Desert community: a FACE study. Global Change Biology 12, 61–73.

    Article  Google Scholar 

  • Rabinovich, M.L., Bolobova, A.V., Vasil’chenko, L.G., 2004. Fungal decomposition of natural aromatic structures and xenobiotics: A review. Applied Biochemistry and Microbiology 40, 1–17.

    Article  CAS  Google Scholar 

  • Randa, L., Yunger, J., 2006. Carnivore occurrence along an urban-rural gradient: A landscape-level analysis. Journal of Mammalogy 87, 1154-1164.

    Article  Google Scholar 

  • Redman CL, Hutchins J, Kunda R. 2005. Landuse classification 2000. http://caplter.asu.edu/home/products/datasetByIpa.jsp?keyword=Land-Use%20and%20Land-Cover%20Change

  • Reich, P.B., Tilman, D., Craine, J., Ellsworth, D., Tjoelker, M.G., Knops, J., Wedin, D., Naeem, S., Bahauddin, D., Goth, J., Bengtson, W., Lee, T.D., 2001. Do species and functional groups differ in acquisition and use of C, N and water under varying atmospheric CO2 and N availability regimes? A field test with 16 grassland species. New Phytologist 150, 435–448.

    Article  CAS  Google Scholar 

  • Reynolds, J., Virginia, R., Kemp, P., de Soyza, A., Tremmel, D., 1999. Impact of drought on desert shrubs: effects of seasonality and degree of resource island development. Ecological Monographs 69, 69–106.

    Article  Google Scholar 

  • Robbins, P., Birkenholtz, T., 2003. Turfgrass revolution: measuring the expansion of the American lawn. Land Use Policy 20, 181-194.

    Article  Google Scholar 

  • Robinson, J.G., 2006. Conservation biology and real-world conservation. Conservation Biology 20, 658-669.

    Article  PubMed  Google Scholar 

  • Rytwinski, T., Fahrig, L., 2007. Effect of road density on abundance of white-footed mice. Landscape Ecology 22, 1501-1512.

    Article  Google Scholar 

  • Schaeffer, S.M., Billings, S.A., Evans, R.D., 2003. Responses of soil nitrogen dynamics in a Mojave Desert ecosystem to manipulations in soil carbon and nitrogen availability. Oecologia 134, 547–553.

    PubMed  CAS  Google Scholar 

  • Schaeffer SM, Billings SA, Evans RD. 2007a. Laboratory incubations reveal potential responses of soil nitrogen cycling to changes in soil C and N availability in Mojave Desert soils exposed to elevated atmospheric CO2. Glob Chang Biol 13:854–65

  • Schaeffer, S.M., Billings, S.A., Evans, R.D., 2007b. Laboratory incubations reveal potential responses of soil nitrogen cycling to changes in soil C and N availability in Mojave Desert soils exposed to elevated atmospheric CO2. Global Change Biology 13, 854-865.

    Google Scholar 

  • Schlesinger, W.H., Hasey, M.M., 1980. The nutrient content of precipitation, dry fallout, and intercepted aerosols in the chaparral of southern California. American Midland Naturalist 103, 114-122.

    Article  CAS  Google Scholar 

  • Schlesinger, W.H., Reynolds, J.F., Cunningham, G.L., Huenneke, L.H., Jarrell, W.M., Virginia, R.A., Whitford, W.G., 1990. Biological feedbacks in global desertification. Science 247, 1043-1048.

    Article  PubMed  CAS  Google Scholar 

  • Seinfeld, J., 1989. Urban air pollution - State of the Science. Science 243, 745-752.

    Article  PubMed  CAS  Google Scholar 

  • Shaw, M.R., Harte, J., 2001. Response of nitrogen cycling to simulated climate change: differential responses along a subalpine ecotone. Global Change Biology 7, 193-210.

    Article  Google Scholar 

  • Shen, W., Wu, J., Grimm, N.B., Hope, D., 2008. Effects of urbanization-induced environmental changes on ecosystem functioning in the Phoenix Metropolitan Region, USA. Ecosystems 11, 138–155.

    Article  CAS  Google Scholar 

  • Shen, W., Wu, J., Kemp, P.R., Reynolds, J.F., Grimm, N.B., 2005 Simulating the dynamics of primary productivity of a Sonoran ecosystem: Model parameterization and validation. Ecological Modeling 189, 1–24.

    Article  Google Scholar 

  • Shochat, E., Lerman, S.B., Katti, M., Lewis, D.B., 2004. Linking optimal foraging behavior to bird community structure in an urban-desert landscape: Field experiments with artificial food patches. American Naturalist 164, 232-243.

    Article  PubMed  Google Scholar 

  • Sinsabaugh, R.L., Carreiro, M.M., Alvarez, S., 2002a. Enzyme and microbial dynamics during litter decomposition. In: Burns, R.G., Dick, R.P. (Eds.), Enzymes in the Environment: Activity, Ecology, and Applications. CRC Press, New York, pp. 249-266.

    Google Scholar 

  • Sinsabaugh, R.L., Carreiro, M.M., Repert, D.A., 2002b. Allocation of extracellular enzymatic activity in relation to litter composition, N deposition, and mass loss. Biogeochemistry 60, 1-24.

    Article  CAS  Google Scholar 

  • Sinsabaugh, R.L., Gallo, M.E., Lauber, C., Waldrop, M.P., Zak, D.R., 2005. Extracellular enzyme activities and soil organic matter dynamics for northern hardwood forests receiving simulated nitrogen deposition. Biogeochemistry 75, 201-215.

    Article  CAS  Google Scholar 

  • Sinsabaugh, R.L., Lauber, C.L., Weintraub, M., Ahmed, B., Allison, S.D., Crenshaw, C., Contosta, A.R., Cusack, D., Frey, S., Gallo, M.E., Gartner, T.B., Hobbie, S.E., Holland, K., Keeler, B.L., Powers, J.S., Stursova, M., Takacs-Vesbach, C., Waldrop, M., Wallenstein, M., Zak, D.R., Zeglin, L.H., 2008. Stoichiometry of soil enzyme activity at the global scale. Ecology Letters 11, 1252–1264.

    PubMed  Google Scholar 

  • Sponseller, R., Fisher, S., 2008. The influence of drainage networks on patterns of soil respiration in a desert catchment. Ecology 89, 1089-1100.

    Article  PubMed  Google Scholar 

  • Stursova, M., Crenshaw, C.L., Sinsabaugh, R.L., 2006. Microbial responses to long-term N deposition in a semiarid grassland. Microbial Ecology 51, 90–98.

    Article  PubMed  Google Scholar 

  • Stursova M, Sinsabaugh RL. 2008. Stabilization of oxidative enzymes in desert soil may limit organic matter accumulation. Soil Biol Biochem 40:550–3.

    Article  CAS  Google Scholar 

  • U.S. Census Bureau. 2007. United States Census. United States Department of Commerce

  • Valencia-Islas, N., Zambrano, A., Rojas, J.L., 2007. Ozone reactivity and free radical scavenging behavior of phenolic secondary metabolites in lichens exposed to chronic oxidant air pollution from Mexico City. Journal of Chemical Ecology 33, 1619-1634.

    Article  PubMed  CAS  Google Scholar 

  • Virginia, R.A., Jarrell, W.M., 1983. Soil properties in a mesquite dominated Sonoran Desert ecosystem. Soil Science Society of America Journal 47, 138–144.

    CAS  Google Scholar 

  • Waldrop, M.P., Zak, D.R., 2006. Response of oxidative enzyme activities to nitrogen deposition affects soil concentrations of dissolved organic carbon. Ecosystems 9, 921-933.

    Article  CAS  Google Scholar 

  • Wallenstein, M.D., McNulty, S., Fernandez, I.J., Boggs, J., Schlesinger, W.H., 2006. Nitrogen fertilization decreases forest soil fungal and bacterial biomass in three long-term experiments. Forest Ecology and Management 222, 459-468.

    Article  Google Scholar 

  • Welter, J.R., Fisher, S.G., Grimm, N.B., 2005. Nitrogen transport and retention in an arid land watershed: Influence of storm characteristics on terrestrial-aquatic linkages. Biogeochemistry 76, 421-440.

    Article  CAS  Google Scholar 

  • Wentz, E., Gober, P., Balling, R., Day, T., 2002. Spatial patterns and determinants of winter atmospheric carbon dioxide concentrations in an urban environment. Annals of the Association of American Geographers 92, 15-28.

    Article  Google Scholar 

  • Wentz, E.A., Stefanov, W.L., Gries, C., Hope, D., 2006. Land use and land cover mapping from diverse data sources for an and urban environments. Computers, Environment, and Urban Systems 30, 320-346.

    Article  Google Scholar 

  • Western, D., 2000. Conservation in a human dominated world. Issues Sci. Technol. 16, 53-60.

    Google Scholar 

  • Woodbury, R.B., 1960. The Hohokam Canals at Pueblo Grande, Arizona. American Antiquity 26, 267–270.

    Article  Google Scholar 

  • Zak, D.R., Holmes, W.E., Finzi, A.C., Norby, R.J., Schlesinger, W.H., 2003. Soil nitrogen cycling under elevated CO2: A synthesis of forest face experiments. Ecological Applications 13, 1508-1514.

    Article  Google Scholar 

  • Zeglin LH, Stursova M, Sinsabaugh RL, Collins SL. 2007. Microbial responses to nitrogen addition in three contrasting grassland ecosystems. Oecologia 154:349–59.

    Article  PubMed  Google Scholar 

  • Zhu, W., Dillard, N.D., Grimm, N.B., 2004. Urban nitrogen biogeochemistry: status and processes in green retention basins. Biogeochemistry 71, 177-196.

    Article  CAS  Google Scholar 

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Acknowledgements

Special thanks to Dr. Robert Sinsabaugh for thoughtful comments on this manuscript. Additionally, we are grateful to Drs Sinsabaugh and Martina Stursova for training, technical support, and guidance with extracellular enzyme analyses. This study was supported by the National Science Foundation Research Experiences for Undergraduates (REU) program, the NSF Central Arizona Phoenix Long-Term Ecological Research program (CAP LTER, DEB-0423704), and NSF DEB-0514382. Any opinions, findings and conclusions, or recommendations expressed in this article are those of the authors and do not necessarily reflect the views of the National Science Foundation.

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This work was a collaborative effort. S.J. Hall, R.A. Sponseller, R. Davies, and N.B. Grimm conceived of the project and collectively mentored NSF REU students P. Ortiz and B. Ahmed. S.J. Hall helped to secure the primary NSF grant and supplemental REU funding, analyzed the data, and wrote the manuscript; B. Ahmed and P. Ortiz (NSF REU students) performed all field work and laboratory analyses; R. Davies and R.A. Sponseller helped to identify research sites and guided laboratory and field work; R.A. Sponseller also edited the manuscript and provided insight and feedback throughout the project; N.B. Grimm helped to secure the primary NSF grant and supplemental REU funding, edited the manuscript, and was the primary advisor for B. Ahmed’s undergraduate honors thesis.

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Hall, S.J., Ahmed, B., Ortiz, P. et al. Urbanization Alters Soil Microbial Functioning in the Sonoran Desert. Ecosystems 12, 654–671 (2009). https://doi.org/10.1007/s10021-009-9249-1

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