Research article
14 Jul 2017
Research article | 14 Jul 2017
On the challenges of using field spectroscopy to measure the impact of soil type on leaf traits
Matheus H. Nunes et al.
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Cited articles
Adler, P. B., Salguero-Gómez, R., Compagnoni, A., Hsu, J. S., Ray-Mukherjee, J., Mbeau-Ache, C., and Franco, M.: Functional traits explain variation in plant life history strategies, P. Natl. Acad. Sci. USA, 111, 740–745, 2014.
Aerts, R. and Chapin, F. S.: The Mineral Nutrition of Wild Plants Revisited: A Re-evaluation of Processes and Patterns, Adv. Ecol. Res., 30, 1–67, 1999.
Albert, C. H., Grassein, F., Schurr, F. M., Vieilledent, G., and Violle, C.: When and how should intraspecific variability be considered in trait-based plant ecology?, Perspectives in Plant Ecology, Evolution and Systematics, 13, 217–225, 2011.
Anderson, M. J.: A new method for non-parametric multivariate analysis of variance, Austral Ecol., 26, 32–46, 2001.
Asner, G. P.: A chemical-evolutionary basis for remote sensing of tropical forest diversity, in: Forests and Global Change, Cambridge: Cambridge University Press, p. 462, 2014.
Asner, G. P. and Martin, R. E.: Spectral and chemical analysis of tropical forests: Scaling from leaf to canopy levels, Remote Sens. Environ., 112, 3958–3970, 2008.
Asner, G. P. and Martin, R. E.: Spectranomics: Emerging science and conservation opportunities at the interface of biodiversity and remote sensing, Global Ecology and Conservation, 8, 212–219, https://doi.org/10.1016/j.gecco.2016.09.010, 2016b.
Asner, G. P., Nepstad, D., Cardinot, G., and Ray, D.: Drought stress and carbon uptake in an Amazon forest measured with spaceborne imaging spectroscopy, P. Natl. Acad. Sci. USA, 101, 6039–6044, 2004.
Asner, G. P., Martin, R. E., Knapp, D. E., Tupayachi, R., Anderson, C., Carranza, L., Martinez, P., Houcheime, M., Sinca, F., and Weiss, P.: Spectroscopy of canopy chemicals in humid tropical forests, Remote Sens. Environ., 115, 3587–3598, 2011a.
Asner, G. P., Martin, R. E., Tupayachi, R., Emerson, R., Martinez, P., Sinca, F., Powell, G. V., Wright, S. J., and Lugo, A. E.: Taxonomy and remote sensing of leaf mass per area (LMA) in humid tropical forests, Ecol. Appl., 21, 85–98, 2011b.
Asner, G. P., Martin, R. E., Carranza-Jiménez, L., Sinca, F., Tupayachi, R., Anderson, C. B., and Martinez, P.: Functional and biological diversity of foliar spectra in tree canopies throughout the Andes to Amazon region, New Phytol., 204, 127–139, https://doi.org/10.1111/nph.12895, 2014.
Asner, G. P., Anderson, C. B., Martin, R. E., Tupayachi, R., Knapp, D. E., and Sinca, F.: Landscape biogeochemistry reflected in shifting distributions of chemical traits in the Amazon forest canopy, Nat. Geosci., 8, 567–573, 2015.
Asner, G. P., Martin, R. E., Knapp, D. E., Tupayachi, R., Anderson, C. B., Sinca, F., Vaughn, N. R., and Llactayo, W.: Airborne laser-guided imaging spectroscopy to map forest trait diversity and guide conservation, Science, 355, 385–389, 2017.
Aubin, I., Ouellette, M. H., Legendre, P., Messier, C., and Bouchard, A.: Comparison of two plant functional approaches to evaluate natural restoration along an old-field – deciduous forest chronosequence, J. Veg. Sci., 20, 185–198, 2009.
Bolster, K., Martin, M., and Aber, J.: Determination of carbon fraction and nitrogen concentration in tree foliage by near infrared reflectances: a comparison of statistical methods, Can. J. Forest Res., 26, 590–600, https://doi.org/10.1139/x26-068, 1996.
Broadley, M. R., White, P. J., Hammond, J. P., Zelko, I., and Lux, A.: Zinc in plants: Tansley review, New Phytol., 173, 677–702, 2007.
Buchmann, N., Kao, W. Y., and Ehleringer, J.: Influence of stand structure on carbon-13 of vegetation, soils, and canopy air within deciduous and evergreen forests in Utah, United States, Oecologia, 110, 109–119, 1997.
Carter, P. W. and Porter, J. D.: Probing of
π conjugation in trans-polyacetylene using near-infrared photoluminescence spectroscopy, Phys. Rev. B, 43, 14478, https://doi.org/10.1103/PhysRevB.43.14478, 1991.
Chavana-Bryant, C., Malhi, Y., Wu, J., Asner, G. P., Anastasiou, A., Enquist, B. J., Caravasi, C., Eric, G., Doughty, C. E., Saleska, S. R., and Martin, R. E.: Leaf aging of Amazonian canopy trees as revealed by spectral and physiochemical measurements, New Phytol., 214, 1049–1063, https://doi.org/10.1111/nph.13853, 2016.
Chen, S., Hong, X., Harris, C. J., and Sharkey, P. M.: Sparse Modeling Using Orthogonal Forward Regression With PRESS Statistic and Regularization, IEEE T. Syst. Man Cy. B, 34, 898–911, 2004.
Coley, P. D.: Herbivory and Defensive Characteristics of Tree Species in a Lowland Tropical Forest, Ecol. Monogr., 53, 209–234, https://doi.org/10.2307/1942495, 1983.
Coley, P. D.: Interspecific Variation in Plant Anti-Herbivore Properties: the Role of Habitat Quality and Rate of Disturbance, New Phytol., 106, 251–263, 1987.
Coomes, D. A., Davey, M., and Nunes, M. H.: Field spectroscopy and leaf trait data from a field experiment in Surrey [HMTF], NERC Environmental Information Data Centre, https://doi.org/10.5285/e24264f8-2821-4d6a-ad77-3688b2c69f24, 2017.
Couture, J. J., Serbin, S. P., and Townsend, P. A.: Spectroscopic sensitivity of real-time, rapidly induced phytochemical change in response to damage, New Phytol., 198, 311–319, 2013.
Curran, P. J.: Remote sensing of foliar chemistry, Remote Sens. Environ., 30, 271–278, 1989.
Dana Chadwick, K. and Asner, G. P.: Organismic-scale remote sensing of canopy foliar traits in lowland tropical forests, Remote Sens., 8, 87, https://doi.org/10.3390/rs8020087, 2016.
Davey, M. P., Harmens, H., Ashenden, T. W., Edwards, R., and Baxter, R.: Species-specific effects of elevated CO
2 on resource allocation in Plantago maritima and Armeria maritima, Biochem. Syst. Ecol., 35, 121–129, 2007.
Donohue, K., Dorn, L., Griffith, C., Kim, E., Aguilera, A., Polisetty, C. R., and Schmitt, J.: ENVIRONMENTAL AND GENETIC INFLUENCES ON THE GERMINATION OF ARABIDOPSIS THALLANA IN THE FIELD, Evolution, 59, 740–757, 2005.
dos Santos, U. M., de Carvalho Gonçalves, J. F., and Feldpausch, T. R.: Growth, leaf nutrient concentration and photosynthetic nutrient use efficiency in tropical tree species planted in degraded areas in central Amazonia, Forest Ecol. Manage., 226, 299–309, 2006.
Elvidge, C. D.: Reflectance characteristics of dry plant materials, Int. J. Remote Sens., 11, 1775–1795, 1990.
Feilhauer, H., Asner, G. P., Martin, R. E., and Schmidtlein, S.: Brightness-normalized Partial Least Squares Regression for hyperspectral data, J. Quant. Spectrosc. Ra., 111, 1947–1957, 2010.
Fine, P. V., Miller, Z. J., Mesones, I., Irazuzta, S., Appel, H. M., Stevens, M. H. H., Sääksjärvi, I., Schultz, J. C., and Coley, P. D.: The growth-defense trade-off and habitat specialization by plants in Amazonian forests, Ecology, 87, S150–S162, https://doi.org/10.1890/0012-9658(2006)87[150:TGTAHS]2.0.CO;2, 2006.
Funk, J. L., Larson, J. E., Ames, G. M., Butterfield, B. J., Cavender-Bares, J., Firn, J., Laughlin, D. C., Sutton-Grier, A. E., Williams, L., and Wright, J.: Revisiting the Holy Grail: Using plant functional traits to predict ecological processes, Biol. Rev., 92, 1156–1173, 2016.
Galvez-Sola, L., García-Sánchez, F., Pérez-Pérez, J. G., Gimeno, V., Navarro, J. M., Moral, R., Martínez-Nicolás, J. J., and Nieves, M.: Rapid estimation of nutritional elements on citrus leaves by near infrared reflectance spectroscopy, Frontiers in Plant Science, 6, https://doi.org/10.3389/fpls.2015.00571, 2015.
Genty, B., Briantais, J.-M., and Baker, N. R.: The relationship between the quantum yield of photosynthetic electron transport and quenching of chlorophyll fluorescence, Biochim. Biophys. Acta, 990, 87–92, https://doi.org/10.1016/S0304-4165(89)80016-9, 1989.
Gerke, J.: Orthophosphate and organic phosphate in the soil solution of four sandy soils in relation to pH-evidence for humic-FE-(AL-) phosphate complexes, Communications in Soil Science and Plant Analysis, 23, 601–612, 1992.
Gillon, D., Houssard, C., and Joffre, R.: Using near-infrared reflectance spectroscopy to predict carbon, nitrogen and phosphorus content in heterogeneous plant material, Oecologia, 118, 173–182, 1999.
Grime, J. P., Brown, V. K., Thompson, K., Masters, G. J., Hillier, S. H., Clarke, I. P., Askew, A. P., Corker, D., and Kielty, J. P.: The response of two contrasting limestone grasslands to simulated climate change, Science, 289, 762–765, 2000.
Grime, J. P., Thompson, K., Hunt, R., Hodgson, J. G., Cornelissen, J. H. C., Rorison, I. H., Hendry, G. A. F., Ashenden, T. W., Askew, A. P., Band, S. R., and Booth, R. E.: Integrated screening validates primary axes of specialisation in plants, Oikos, 79, 259–281, 1997.
Guanter, L., Kaufmann, H., Segl, K., Foerster, S., Rogass, C., Chabrillat, S., Kuester, T., Hollstein, A., Rossner, G., Chlebek, C., and Straif, C.: The EnMAP spaceborne imaging spectroscopy mission for earth observation, Remote Sens., 7, 8830–8857, 2015.
Gunes, A., Inal, A., Bagci, E. G., Coban, S., and Sahin, O.: Silicon increases boron tolerance and reduces oxidative damage of wheat grown in soil with excess boron, Biol. Plantarum, 51, 571–574, 2007.
Haaland, D. M. and Thomas, E. V.: Partial least-squares methods for spectral analyses. 1. Relation to other quantitative calibration methods and the extraction of qualitative information, Anal. Chem., 60, 1193–1202, 1988.
Haines-Young, R., Barr, C. J., Firbank, L. G., Furse, M., Howard, D. C., McGowan, G., Petit, S., Smart, S. M., and Watkins, J. W.: Changing landscapes, habitats and vegetation diversity across Great Britain, J. Environ. Manage., 67, 267–281, 2003.
Hikosaka, K.: Interspecific difference in the photosynthesis-nitrogen relationship: Patterns, physiological causes, and ecological importance, J. Plant Res., 117, 481–494, 2004.
Hodson, M. J., White, P. J., Mead, A., and Broadley, M. R.: Phylogenetic variation in the silicon composition of plants, Ann. Bot., 96, 1027–1046, 2005.
Homolova, L., Malenovský, Z., Clevers, J. G., García-Santos, G., and Schaepman, M. E.: Review of optical-based remote sensing for plant trait mapping, Ecol. Complex., 15, 1–16, 2013.
Jetz, W., Cavender-Bares, J., Pavlick, R., Schimel, D., Davis, F. W., Asner, G. P., Guralnick, R., Kattge, J., Latimer, A. M., Moorcroft, P., and Schaepman, M. E.: Monitoring plant functional diversity from space, Nature Plants, 2, 16024, https://doi.org/10.1038/nplants.2016.24, 2016.
Kleinebecker, T., Schmidt, S. R., Fritz, C., Smolders, A. J., and Hölzel, N.: Prediction of
δ13C and
δ15N in plant tissues with near-infrared reflectance spectroscopy, New Phytol., 184, 732–739, https://doi.org/10.1111/j.1469-8137.2009.02995.x, 2009.
Knipling, E. B.: Physical and physiological basis for the reflectance of visible and near-infrared radiation from vegetation, Remote Sens. Environ., 1, 155–159, 1970.
Kokaly, R. F. and Skidmore, A. K.: Plant phenolics and absorption features in vegetation reflectance spectra near 1.66-m, Int. J. Appl. Earth Obs. Geoinf., 43, 55–83, 2015.
Kokaly, R. F., Asner, G. P., Ollinger, S. V., Martin, M. E., and Wessman, C. A.: Characterizing canopy biochemistry from imaging spectroscopy and its application to ecosystem studies, Remote Sens. Environ., 113, S78–S91, https://doi.org/10.1016/j.rse.2008.10.018, 2009.
Koricheva, J., Larsson, S., Haukioja, E., and Keinänen, M.: Regulation plant secondary metabolism by resource availability?: hypothesis testing by means of meta-analysis, Oikos, 83, 212–226, 1998.
Kumar, L., Schmidt, K., Dury, S., and Skidmore, A.: Imaging Spectrometry and Vegetation Science, in Imaging spectrometry, Springer Netherlands, 111–156, 2002.
Kunin, W. E., Vergeer, P., Kenta, T., Davey, M. P., Burke, T., Woodward, F. I., Quick, P., Mannarelli, M. E., Watson-Haigh, N. S., and Butlin, R.: Variation at range margins across multiple spatial scales: environmental temperature, population genetics and metabolomic phenotype, Philos. T. R. Soc. B., 276, 1495–1506, 2009.
Lambers, H. and Poorter, H.: Inherent Variation in Growth Rate Between Higher Plants: A Search for Physiological Causes and Ecological Consequences, Adv. Ecol. Res., 34, 283–362, 1992.
Law, C. and Exley, C.: New insight into silica deposition in horsetail (Equisetum arvense), BMC plant biology, 11, 112, https://doi.org/10.1186/1471-2229-11-112, 2011.
Lichtenthaler, H. K.: Chlorophylls and carotenoids: Pigments of photosynthetic biomembranes, Method. Enzymol., 148, 350–382, 1987.
Liu, Z., Yan, H., Wang, K., Kuang, T., Zhang, J., Gui, L., An, X., and Chang, W.: Crystal structure of spinach major light-harvesting complex at 2.72 Å resolution, Nature, 428, 287–292, 2004.
Marschner, H.: Functions of Mineral Nutrients: Macronutrients, in: Mineral Nutrition of Higher Plants, Academic press, 229–312, 1995.
Marschner, M.: Mineral Nutrition of Higher Plants, available at: http://books.google.com/books?id=_a-hKcXXQuAC&pgis=1, 2012.
McGill, B. J., Enquist, B. J., Weiher, E., and Westoby, M.: Rebuilding community ecology from functional traits, Trends Ecol. Evol., 21, 178–185, 2006.
Misra, A. and Tyler, G.: Effects of soil moisture on soil solution chemistry, biomass production , and shoot nutrients in two native grasses on a calcareous soil, Commun. Soil Sci. Plan., 31, 37–41, 2000.
Niklas, K. J., Owens, T., Reich, P. B., and Cobb, E. D.: Nitrogen/phosphorus leaf stoichiometry and the scaling of plant growth, Ecol. Lett., 8, 636–642, 2005.
Oleksyninst, J., Reich, P. B., Zytkowiak, R., Karolewski, P., and Tjoelker, M. G.: Needle nutrients in geographically diverse pinus sylvestris L. populations, Ann. Forest Sci., 59, 1–18, 2002.
Petisco, C., García-Criado, B., Mediavilla, S., De Aldana, B. V., and Zabalgogeazcoa, I.: Near-infrared reflectance spectroscopy as a fast and non-destructive tool to predict foliar organic constituents of several woody species, Anal. Bioanal. Chem., 386, 1823–1833, 2006.
Pillar, V. D., Sosinski, E. E., and Lepš, J.: An improved method for searching plant functional types by numerical analysis, J. Veg. Sci., 14, 323–332, https://doi.org/10.1658/1100-9233(2003)014[0323:AIMFSP]2.0.CO;2, 2003.
Porcar-Castell, A., Tyystjärvi, E., Atherton, J., van der Tol, C., Flexas, J., Pfündel, E. E., Moreno, J., Frankenberg, C., and Berry, J. A.: Linking chlorophyll a fluorescence to photosynthesis for remote sensing applications: mechanisms and challenges, J. Exp. Bot., 65, 4065–4095, 2014.
R Core Team: A language and environment for statistical computing, R Foundation for Statistical Computing, Vienna, Austria, available at: http://www.R-project.org (last acces: 21 June 2017), 2014.
Richardson, A. D. and Reeves III, J. B.: Quantitative reflectance spectroscopy as an alternative to traditional wet lab analysis of foliar chemistry: near-infrared and mid-infrared calibrations compared, Can. J. Forest Res., 35, 1122–1130, 2005.
Sardans, J. and Peñuelas, J.: Increasing drought decreases phosphorus availability in an evergreen Mediterranean forest, Plant Soil, 267, 367–377, 2004.
Schwarz, K.: A bound form of silicon in glycosaminoglycans and polyuronides, P. Natl. Acad. Sci. USA, 70, 1608–1612, 1973.
Serbin, S. P., Singh, A., McNeil, B. E., Kingdon, C. C., and Townsend, P. A.: Spectroscopic determination of leaf morphological and biochemical traits for northern temperate and boreal tree species, Ecol. Appl., 24, 1651–1669, 2014.
Sims, D. A. and Gamon, J. A.: Relationships between leaf pigment content and spectral reflectance across a wide range of species, leaf structures and developmental stages, Remote Sens. Environ., 81, 337–354, 2002.
Smart, S. M., Clarke, R. T., Van De Poll, H. M., Robertson, E. J., Shield, E. R., Bunce, R. G. H., and Maskell, L. C.: National-scale vegetation change across Britain; an analysis of sample-based surveillance data from the Countryside Surveys of 1990 and 1998, J. Environ. Manage., 67, 239–254, 2003.
Smis, A., Murguzur, F. J. A., Struyf, E., Soininen, E. M., Jusdado, J. G. H., Meire, P., and Bråthen, K. A.: Determination of plant silicon content with near infrared reflectance spectroscopy, Frontiers in Plant Science, 5, 1–9, 2014.
Sultan, S. E.: Phenotypic plasticity for fitness components in Polygonum species of contrasting ecological breadth, Ecology, 82, 328–343, 2001.
Tripathi, D. K., Kumar, R., Chauhan, D. K., Rai, A. K., and Bicanic, D.: Laser-induced breakdown spectroscopy for the study of the pattern of silicon deposition in leaves of Saccharum species, Instrum. Sci. Technol., 39, 510–521, 2011.
Turnbull, M. H., Griffin, K. L., Fyllas, N. M., Lloyd, J., Meir, P., and Atkin, O. K.: Separating species and environmental determinants of leaf functional traits in temperate rainforest plants along a soil-development chronosequence, Funct. Plant Biol., 43, 751–765, 2016.
Tyler, G.: Phosphorus fractions in grassland soils, Chemosphere, 48, 343–349, 2002.
Ustin, S. L., Roberts, D. A., Pinzon, J., Jacquemoud, S., Gardner, M., Scheer, G., Castaneda, C. M., and Palacios-Orueta, A.: Estimating canopy water content of chaparral shrubs using optical methods, Remote Sens. Environ., 65, 280–291, 1998.
Ustin, S. L., Gitelson, A. A., Jacquemoud, S., Schaepman, M., Asner, G. P., Gamon, J. A., and Zarco-Tejada, P.: Retrieval of foliar information about plant pigment systems from high resolution spectroscopy, Remote Sens. Environ., 113, S67–S77, https://doi.org/10.1016/j.rse.2008.10.019, 2009.
van den Berg, R. A., Hoefsloot, H. C., Westerhuis, J. A., Smilde, A. K., and van der Werf, M. J.: Centering, scaling, and transformations: improving the biological information content of metabolomics data, BMC genomics, 7, 142, https://doi.org/10.1186/1471-2164-7-142, 2006.
Van Soest, P. J.: Nutritional ecology of the ruminant, Cornell University Press, 1994.
Vellend, M.: Conceptual synthesis in community ecology, Q. Rev. Biol., 85, 183–206, 2010.
Violle, C., Enquist, B. J., McGill, B. J., Jiang, L., Albert, C. H., Hulshof, C., Jung, V., and Messier, J.: The return of the variance: Intraspecific variability in community ecology, Trends Ecol. Evol., 27, 244–252, 2012.
Weiner, J.: Allocation, plasticity and allometry in plants, Perspectives in Plant Ecology, Evolution and Systematics, 6, 207–215, 2004.
Wessman, C. A., Aber, J. D., Peterson, D. L., and Melillo, J. M.: Foliar analysis using near infrared reflectance spectroscopy, Can. J. Forest Res., 18, 6–11, 1988.
Westoby, M., Falster, D. S., Moles, A. T., Vesk, P. A., and Wright, I. J.: Plant ecological strategies: some leading dimensions of variation between species, Annu. Rev. Ecol. Syst., 33, 125–159, 2002.
Wright, D. M., Jordan, G. J., Lee, W. G., Duncan, R. P., Forsyth, D. M., and Coomes, D. A.: Do leaves of plants on phosphorus-impoverished soils contain high concentrations of phenolic defence compounds?, Funct. Ecol., 24, 52–61, 2010.
Wright, I. J., Reich, P. B., Westoby, M., Ackerly, D. D., Baruch, Z., Bongers, F., Cavender-Bares, J., Chapin, T., Cornelissen, J. H., Diemer, M., and Flexas, J.: The worldwide leaf economics spectrum, Nature, 428, 821–827, 2004.
Wu, J., Chavana-Bryant, C., Prohaska, N., Serbin, S. P., Guan, K., Albert, L. P., Yang, X., Leeuwen, W. J., Garnello, A. J., Martins, G., and Malhi, Y.: Convergence in relationships between leaf traits, spectra and age across diverse canopy environments and two contrasting tropical forests, New Phytol., 214, 1033–1048, https://doi.org/10.1111/nph.14051, 2016.
Yan, C. F., Han, S. J., Zhou, Y. M., Wang, C. G., Dai, G. H., Xiao, W. F., and Li, M. H.: Needle-age related variability in nitrogen, mobile carbohydrates, and
δ13C within pinus koraiensis tree crowns, PLoS ONE, 7, https://doi.org/10.1371/journal.pone.0035076, 2012.
Zhao, N., Wu, Z. S., Zhang, Q., Shi, X. Y., Ma, Q., and Qiao, Y. J.: Optimization of Parameter Selection for Partial Least Squares Model Development, Scientific Reports, 5, 11647, https://doi.org/10.1038/srep11647, 2015.