Root traits as drivers of plant and ecosystem functioning: current understanding, pitfalls and future research needs

. 2021 Nov ; 232 (3) : 1123-1158. [epub] 20210115

Jazyk angličtina Země Anglie, Velká Británie Médium print-electronic

Typ dokumentu časopisecké články, práce podpořená grantem, Research Support, U.S. Gov't, Non-P.H.S.

Perzistentní odkaz   https://www.medvik.cz/link/pmid33159479

The effects of plants on the biosphere, atmosphere and geosphere are key determinants of terrestrial ecosystem functioning. However, despite substantial progress made regarding plant belowground components, we are still only beginning to explore the complex relationships between root traits and functions. Drawing on the literature in plant physiology, ecophysiology, ecology, agronomy and soil science, we reviewed 24 aspects of plant and ecosystem functioning and their relationships with a number of root system traits, including aspects of architecture, physiology, morphology, anatomy, chemistry, biomechanics and biotic interactions. Based on this assessment, we critically evaluated the current strengths and gaps in our knowledge, and identify future research challenges in the field of root ecology. Most importantly, we found that belowground traits with the broadest importance in plant and ecosystem functioning are not those most commonly measured. Also, the estimation of trait relative importance for functioning requires us to consider a more comprehensive range of functionally relevant traits from a diverse range of species, across environments and over time series. We also advocate that establishing causal hierarchical links among root traits will provide a hypothesis-based framework to identify the most parsimonious sets of traits with the strongest links on functions, and to link genotypes to plant and ecosystem functioning.

Center for Tree Science Morton Arboretum 4100 Illinois Rt 53 Lisle IL 60532 USA

Centre d'Ecologie Fonctionnelle et Evolutive Université de Montpellier CNRS EPHE IRD Univ Paul Valéry Montpellier 3 Montpellier 34293 France

Departamento de Conservación de Suelos y Agua Centro de Edafología y Biología Aplicada del Segura Consejo Superior de Investigaciones Científicas Murcia 30100 Spain

Department of Biological Sciences Macquarie University North Ryde NSW 2109 Australia

Department of Earth and Environmental Sciences The University of Manchester Manchester M13 9PT UK

Department of Ecology Evolution and Behavior University of Minnesota St Paul MN 55108 USA

Department of Forest and Soil Sciences University of Natural Resources and Life Sciences Vienna 1190 Austria

Department of Functional Ecology Institute of Botany CAS Dukelska 135 Trebon 37901 Czech Republic

Department of General Botany Institute of Experimental Biology Faculty of Biology Adam Mickiewicz University Uniwersytetu Poznańskiego 6 Poznań 61 614 Poland

Environmental Biology Department Institute of Environmental Sciences CML Leiden University Leiden 2333 CC the Netherlands

Environmental Sciences Division and Climate Change Science Institute Oak Ridge National Laboratory Oak Ridge TN 37831 USA

Faculty of Forestry and Wood Sciences Czech University of Life Sciences Prague Prague 165 00 Czech Republic

Forest Dynamics Swiss Federal Research Institute WSL Zürcherstr 111 Birmensdorf 8903 Switzerland

Forest Soils and Biogeochemistry Swiss Federal Research Institute WSL Zürcherstr 111 Birmensdorf 8903 Switzerland

Functional Forest Ecology University of Hamburg Haidkrugsweg 1 Barsbüttel 22885 Germany

Geobotany Faculty of Biology University of Freiburg Schänzlestr 1 Freiburg 79104 Germany

INRA AMAP CIRAD IRD CNRS University of Montpellier Montpellier 34000 France

Institute of Applied Ecology Chinese Academy of Sciences Shenyang 110016 China

Institute of Dendrology Polish Academy of Sciences Parkowa 5 Kórnik 62 035 Poland

Institute of Environment Department of Biological Sciences Florida International University Miami FL 33199 USA

Institute of Terrestrial Ecosystems ETH Zurich Zurich 8092 Switzerland

Laurentian University 935 Ramsey Lake Road Sudbury ON P3E 2C6 Canada

Noble Research Institute LLC 2510 Sam Noble Parkway Ardmore OK 73401 USA

Odum School of Ecology University of Georgia 140 E Green Street Athens GA 30602 USA

Plant Ecology and Nature Conservation Group Department of Environmental Sciences Wageningen University and Research PO box 47 Wageningen 6700 AA the Netherlands

Plant Ecology University of Goettingen Untere Karspüle 2 Göttingen 37073 Germany

Plant Sciences Forschungszentrum Jülich GmbH Jülich D 52425 Germany

School of Agriculture Policy and Development University of Reading Reading RG6 6EU UK

School of Science and Engineering University of Dundee Dundee DD1 4HN UK

Soil Biology Group Wageningen University Wageningen 6700 AA the Netherlands

Station d'Ecologie Théorique et Expérimentale CNRS 2 route du CNRS Moulis 09200 France

Systematic Botany and Functional Biodiversity Institute of Biology Leipzig University Johannisallee 21 23 Leipzig 04103 Germany

The James Hutton Institute Invergowrie Dundee DD2 5DA UK

Université Clermont Auvergne INRAE UREP Clermont Ferrand 63000 France

UR 1115 PSH Centre PACA site Agroparc INRAE Avignon Cedex 9 84914 France

USDA ARS Water Management and Systems Research Unit 2150 Centre Avenue Bldg D Suite 320 Fort Collins CO 80526 USA

Zobrazit více v PubMed

Abramoff RZ, Finzi AC. 2015. Are above- and below-ground phenology in sync? New Phytologist 205: 1054-1061.

Arnaud M, Baird AJ, Morris PJ, Harris A, Huck JJ. 2019. EnRoot: a narrow-diameter, inexpensive and partially 3D-printable minirhizotron for imaging fine root production. Plant Methods 15: 101.

Bardgett RD, Bowman WD, Kaufmann R, Schmidt SK. 2005. A temporal approach to linking aboveground and belowground ecology. Trends in Ecology & Evolution 20: 634-641.

Bardgett RD, Mommer L, De Vries FT. 2014. Going underground: root traits as drivers of ecosystem processes. Trends in Ecology & Evolution 29: 692-699.

Batterman SA, Hedin LO, van Breugel M, Ransijn J, Craven DJ, Hall JS. 2013a. Key role of symbiotic dinitrogen fixation in tropical forest secondary succession. Nature 502: 224-227.

Batterman SA, Wurzburger N, Hedin LO. 2013b. Nitrogen and phosphorus interact to control tropical symbiotic N2 fixation: a test in Inga punctata. Journal of Ecology 101: 1400-1408.

Belluau M, Shipley B. 2018. Linking hard and soft traits: physiology, morphology and anatomy interact to determine habitat affinities to soil water availability in herbaceous dicots. PLoS ONE 13: e0193130.

Bergmann J, Weigelt A, van der Plas F, Laughlin DC, Kuyper TW, Guerrero-Ramirez N, Valverde-Barrantes OJ, Bruelheide H, Freschet GT, Iversen CMet al. 2020. The fungal collaboration gradient dominates the root economics space in plants. Science. Advances 6: eaba3756.

Blume-Werry G, Wilson SD, Kreyling J, Milbau A. 2016. The hidden season: growing season is 50% longer below than above ground along an arctic elevation gradient. New Phytologist 209: 978-986.

Bodner G, Leitner D, Nakhforoosh A, Sobotik M, Moder K, Kaul H-P. 2013. A statistical approach to root system classification. Frontiers in Plant Science 4: 292.

Boldrin D, Leung AK, Bengough AG. 2017. Correlating hydrologic reinforcement of vegetated soil with plant traits during establishment of woody perennials. Plant and Soil 416: 437-451.

Bowsher AW, Mason CM, Goolsby EW, Donovan LA. 2016. Fine root tradeoffs between nitrogen concentration and xylem vessel traits preclude unified whole-plant resource strategies in Helianthus. Ecology and Evolution 6: 1016-1031.

Březina S, Jandová K, Pecháčková S, Hadincová V, Skálová H, Krahulec F, Herben T. 2019. Nutrient patches are transient and unpredictable in an unproductive mountain grassland. Plant Ecology 220: 111-123.

Bruelheide H, Dengler J, Jiménez-Alfaro B, Purschke O, Hennekens SM, Chytrý M, Pillar VD, Jansen F, Kattge J, Sandel Bet al. 2019. sPlot - a new tool for global vegetation analyses. Journal of Vegetation Science 30: 161-186.

Carminati A, Benard P, Ahmed MA, Zarebanadkouki M. 2017. Liquid bridges at the root-soil interface. Plant and Soil 417: 1-15.

Chitra-Tarak R, Ruiz L, Dattaraja HS, Mohan Kumar MS, Riotte J, Suresh HS, McMahon SM, Sukumar R. 2018. The roots of the drought: hydrology and water uptake strategies mediate forest-wide demographic response to precipitation. Journal of Ecology 106: 1495-1507.

Choi H-S, Cho H-T. 2019. Root hairs enhance Arabidopsis seedling survival upon soil disruption. Scientific Reports 9: 11181.

Clemmensen KE, Bahr A, Ovaskainen O, Dahlberg A, Ekblad A, Wallander H, Stenlid J, Finlay RD, Wardle DA, Lindahl BD. 2013. Roots and associated fungi drive long-term carbon sequestration in boreal forest. Science 339: 1615-1618.

Courchesne DN, Wilson AZ, Ryser P. 2020. Regional distribution patterns of wetland monocots with different root turnover strategies are associated with local variation in soil temperature. New Phytologist 226: 86-97.

Craine JM, Tilman D, Wedin D, Reich P, Tjoelker M, Knops J. 2002. Functional traits, productivity and effects on nitrogen cycling of 33 grassland species. Functional Ecology 16: 563-574.

Daynes CN, Field DJ, Saleeba JA, Cole MA, McGee PA. 2013. Development and stabilisation of soil structure via interactions between organic matter, arbuscular mycorrhizal fungi and plant roots. Soil Biology and Biochemistry 57: 683-694.

De Long JR, Jackson BG, Wilkinson A, Pritchard WJ, Oakley S, Mason KE, Stephan JG, Ostle NJ, Johnson D, Baggs EMet al. 2019. Relationships between plant traits, soil properties and carbon fluxes differ between monocultures and mixed communities in temperate grassland. Journal of Ecology 107: 1704-1719.

Defrenne CE, McCormack ML, Roach WJ, Addo-Danso SD, Simard SW. 2019. Intraspecific fine-root trait-environment relationships across interior Douglas-fir forests of western Canada. Plants 8: 199.

Delory BM, Weidlich EWA, von Gillhaussen P, Temperton VM. 2019. When history matters: the overlooked role of priority effects in grassland overyielding. Functional Ecology 33: 2369-2380.

Dignac M-F, Derrien D, Barré P, Barot S, Cecillon L, Chenu C, Chevallier T, Freschet GT, Garnier P, Guenet B et al. 2017. Increasing soil C storage: mechanisms, effects of agricultural practices and proxies. Agronomy for Sustainable Development 37: 1-27.

Dovrat G, Sheffer E. 2019. Symbiotic dinitrogen fixation is seasonal and strongly regulated in water-limited environments. New Phytologist 221: 1866-1877.

Dunbabin VM, Postma JA, Schnepf A, Pagès L, Javaux M, Wu L, Leitner D, Chen YL, Rengel Z, Diggle AJ. 2013. Modelling root-soil interactions using three-dimensional models of root growth, architecture and function. Plant and Soil 372: 93-124.

Edwards KA, Jefferies RL. 2010. Nitrogen uptake by Carex aquatilis during the winter-spring transition in a low Arctic wet meadow. Journal of Ecology 98: 737-744.

Eissenstat DM, Kucharski JM, Zadworny M, Adams TS, Koide RT. 2015. Linking root traits to nutrient foraging in arbuscular mycorrhizal trees in a temperate forest. New Phytologist 208: 114-124.

Ettema CH, Wardle DA. 2002. Spatial soil ecology. Trends in Ecology & Evolution 17: 177-183.

Evans JR, Seemann JR. 1989. The allocation of protein nitrogen in the photosynthetic apparatus: costs, consequences, and control. In: Briggs W, Alan R, eds. Towards a broad understanding of photosynthesis. New York, NY, USA, 183-205.

Finzi AC, Norby RJ, Calfapietra C, Gallet-Budynek A, Gielen B, Holmes WE, Hoosbeek MR, Iversen CM, Jackson RB, Kubiske ME et al. 2007. Increases in nitrogen uptake rather than nitrogen-use efficiency support higher rates of temperate forest productivity under elevated CO2. Proceedings of the National Academy of Sciences, USA 104: 14014-14019.

Forde B, Lorenzo H. 2001. The nutritional control of root development. Plant and Soil 232: 51-68.

Fort F, Volaire F, Guilioni L, Barkaoui K, Navas M-L, Roumet C. 2017. Root traits are related to plant water-use among rangeland Mediterranean species. Functional Ecology 31: 1700-1709.

Foster D, Swanson F, Aber J, Burke I, Brokaw N, Tilman D, Knapp A. 2003. The importance of land-use legacies to ecology and conservation. BioScience 53: 77-88.

Fraterrigo JM, Turner MG, Pearson SM, Dixon P. 2005. Effects of past land use on spatial heterogeneity of soil nutrients in southern Appalachian forests. Ecological Monographs 75: 215-230.

Freschet GT, Kichenin E, Wardle DA. 2015a. Explaining within-community variation in plant biomass allocation: a balance between organ biomass and morphology above vs below ground? Journal of Vegetation Science 26: 431-440.

Freschet GT, Pagès L, Iversen CM, Comas LH, Rewald B, Roumet C, Klimešová J, Zadworny M, Poorter H, Postma JA et al. 2020. A starting guide to root ecology: strengthening ecological concepts and standardizing root classification, sampling, processing and trait measurements. {hal-02918834}, [WWW document] URL https://hal.archives-ouvertes.fr/hal-02918834.

Freschet GT, Roumet C. 2017. Sampling roots to capture plant and soil functions. Functional Ecology 31: 1506-1518.

Freschet GT, Swart EM, Cornelissen JHC. 2015b. Integrated plant phenotypic responses to contrasting above- and below-ground resources: key roles of specific leaf area and root mass fraction. New Phytologist 206: 1247-1260.

Freschet GT, Valverde-Barrantes OJ, Tucker CM, Craine JM, McCormack ML, Violle C, Fort F, Blackwood CB, Urban-Mead KRU, Iversen CM et al. 2017. Climate, soil and plant functional types as drivers of global fine-root trait variation. Journal of Ecology 105: 1182-1196.

Freschet GT, Violle C, Bourget MY, Scherer-Lorenzen M, Fort F. 2018a. Allocation, morphology, physiology, architecture: the multiple facets of plant above and belowground responses to resource stress. New Phytologist 219: 1338-1352.

Freschet GT, Violle C, Roumet C, Garnier E. 2018b. Interactions between soil and vegetation: structure of plant communities and soil functioning. In: Lemanceau P, Blouin M, eds. Soils within the critical zone: ecology. London, UK: ISTE Editions, 83-104.

Funk JL, Larson JE, Ames GM, Butterfield BJ, Cavender-Bares J, Firn J, Laughlin DC, Sutton-Grier AE, Williams L, Wright J. 2017. Revisiting the Holy Grail: using plant functional traits to understand ecological processes. Biological Reviews 92: 1156-1173.

Garnier E, Cortez J, Billes G, Navas M-L, Roumet C, Debussche M, Laurent G, Blanchard A, Aubry D, Bellmann A et al. 2004. Plant functional markers capture ecosystem properties during secondary succession. Ecology 85: 2630-2637.

Genet M, Stokes A, Fourcaud T, Norris J. 2010. The influence of plant diversity on slope stability in moist evergreen deciduous forest. Ecological Engineering 36: 265-275.

Germon A, Cardinael R, Prieto I, Mao Z, Kim J, Stokes A, Dupraz C, Laclau J-P, Jourdan C. 2016. Unexpected phenology and lifespan of shallow and deep fine roots of walnut trees grown in a silvoarable Mediterranean agroforestry system. Plant and Soil 401: 409-426.

Gessler A, Jung K, Gasche R, Papen H, Heidenfelder A, Börner E, Metzler B, Augustin S, Hildebrand E, Rennenberg H. 2005. Climate and forest management influence nitrogen balance of European beech forests: microbial N transformations and inorganic N net uptake capacity of mycorrhizal roots. European Journal of Forest Research 124: 95-111.

Gessler A, Schneider S, Von Sengbusch D, Weber P, Hanemann U, Huber C, Rothe A, Kreutzer K, Rennenberg H. 1998. Field and laboratory experiments on net uptake of nitrate and ammonium by the roots of spruce (Picea abies) and beech (Fagus sylvatica) trees. New Phytologist 138: 275-285.

Göransson H, Ingerslev M, Wallander H. 2008. The vertical distribution of N and K uptake in relation to root distribution and root uptake capacity in mature Quercus robur, Fagus sylvatica and Picea abies stands. Plant and Soil 306: 129-137.

Grassein F, Legay N, Arnoldi C, Raphael S, Philippe L, Lavorel S, Clement J-C. 2018. Studies of NH4+ and NO3− uptake ability of subalpine plants and resource-use strategy identified by their functional traits. bioRxiv: 372235.

Grassein F, Lemauviel-Lavenant S, Lavorel S, Bahn M, Bardgett RD, Desclos-Theveniau M, Laîné P. 2015. Relationships between functional traits and inorganic nitrogen acquisition among eight contrasting European grass species. Annals of Botany 115: 107-115.

Griffiths M, Roy S, Guo H, Seethepalli A, Huhman D, Ge Y, Sharp RE, Fritschi FB, York LM. 2021. A multiple ion-uptake phenotyping platform reveals shared mechanisms that affect nutrient uptake by maize roots. Plant Physiology 185: 781-795.

Grime JP. 1998. Benefits of plant diversity to ecosystems: immediate, filter and founder effects. Journal of Ecology 86: 902-910.

Hales TC. 2018. Modelling biome-scale root reinforcement and slope stability. Earth Surface Processes and Landforms 43: 2157-2166.

Haling RE, Brown LK, Bengough AG, Young IM, Hallett PD, White PJ, George TS. 2013. Root hairs improve root penetration, root-soil contact, and phosphorus acquisition in soils of different strength. Journal of Experimental Botany 64: 3711-3721.

Hawkins BJ, Robbins S, Porter RB. 2014. Nitrogen uptake over entire root systems of tree seedlings. Tree Physiology 34: 334-342.

Henneron L, Cros C, Picon-Cochard C, Rahimian V, Fontaine S. 2020. Plant economic strategies of grassland species control soil carbon dynamics through rhizodeposition. Journal of Ecology 108: 528-545.

Herben T, Klimešová J, Chytrý M. 2018. Effects of disturbance frequency and severity on plant traits: an assessment across a temperate flora. Functional Ecology 32: 799-808.

Hodge A. 2003. Plant nitrogen capture from organic matter as affected by spatial dispersion, interspecific competition and mycorrhizal colonization. New Phytologist 157: 303-314.

Hodge A. 2004. The plastic plant: root responses to heterogeneous supplies of nutrients. New Phytologist 162: 9-24.

Holz M, Zarebanadkouki M, Kuzyakov Y, Pausch J, Carminati A. 2018. Root hairs increase rhizosphere extension and carbon input to soil. Annals of Botany 121: 61-69.

Hong J, Ma X, Yan Y, Zhang X, Wang X. 2018. Which root traits determine nitrogen uptake by alpine plant species on the Tibetan Plateau? Plant and Soil 424: 63-72.

Huber M, Bont Z, Fricke J, Brillatz T, Aziz Z, Gershenzon J, Erb M. 2016. A below-ground herbivore shapes root defensive chemistry in natural plant populations. Proceedings of the Royal Society B: Biological Sciences 283: 20160285.

Iversen CM, McCormack ML, Powell AS, Blackwood CB, Freschet GT, Kattge J, Roumet C, Stover DB, Soudzilovskaia NA, Valverde-Barrantes OJ et al. 2017. A global Fine-Root Ecology Database to address belowground challenges in plant ecology. New Phytologist 215: 15-26.

Iversen CM, Sloan VL, Sullivan PF, Euskirchen ES, McGuire AD, Norby RJ, Walker AP, Warren JM, Wullschleger SD. 2015. The unseen iceberg: plant roots in arctic tundra. New Phytologist 205: 34-58.

Jackson LE, Burger M, Cavagnaro TR. 2008. Roots, nitrogen transformations, and ecosystem services. Annual Review of Plant Biology 59: 341-363.

Jackson R, Caldwell M. 1993. Geostatistical patterns of soil heterogeneity around individual perennial plants. Journal of Ecology 81: 683-692.

Jackson RB, Canadell J, Ehleringer JR, Mooney HA, Sala OE, Schulze ED. 1996. A global analysis of root distributions for terrestrial biomes. Oecologia 108: 389-411.

Jesch A, Barry KE, Ravenek JM, Bachmann D, Strecker T, Weigelt A, Buchmann N, de Kroon H, Gessler A, Mommer L et al. 2018. Below-ground resource partitioning alone cannot explain the biodiversity-ecosystem function relationship: a field test using multiple tracers. Journal of Ecology 106: 2002-2018.

Jobbágy EG, Jackson RB. 2000. The vertical distribution of soil organic carbon and its relation to climate and vegetation. Ecological Applications 10: 423-436.

Johnson D, Martin F, Cairney JWG, Anderson IC. 2012. The importance of individuals: intraspecific diversity of mycorrhizal plants and fungi in ecosystems. New Phytologist 194: 614-628.

Kattge J, Bönisch G, Díaz S, Lavorel S, Prentice IC, Leadley P, Tautenhahn S, Werner GDA, Aakala T, Abedi M et al. 2020. TRY plant trait database - enhanced coverage and open access. Global Change Biology 26: 119-188.

Kim JH, Fourcaud T, Jourdan C, Maeght JL, Mao Z, Metayer J, Meylan L, Pierret A, Rapidel B, Roupsard O et al. 2017. Vegetation as a driver of temporal variations in slope stability: the impact of hydrological processes. Geophysical Research Letters 44: 4897-4907.

Kleyer M, Bekker RM, Knevel IC, Bakker JP, Thompson K, Sonnenschein M, Poschlod P, Van Groenendael JM, Klimeš L, Klimešová J et al. 2008. The LEDA Traitbase: a database of life-history traits of the Northwest European flora. Journal of Ecology 96: 1266-1274.

Klimešová J, Janeček Š, Bartušková A, Bartoš M, Altman J, Doležal J, Lanta V, Latzel V. 2017. Is the scaling relationship between carbohydrate storage and leaf biomass in meadow plants affected by the disturbance regime? Annals of Botany 120: 979-985.

Klimešová J, Martínková J, Ottaviani G. 2018. Belowground plant functional ecology: towards an integrated perspective. Functional Ecology 32: 2115-2126.

Klumpp K, Soussana JF. 2009. Using functional traits to predict grassland ecosystem change: a mathematical test of the response-and-effect trait approach. Global Change Biology 15: 2921-2934.

Kong D, Ma C, Zhang Q, Li L, Chen X, Zeng H, Guo D. 2014. Leading dimensions in absorptive root trait variation across 96 subtropical forest species. New Phytologist 203: 863-872.

Kong D, Wang J, Wu H, Valverde-Barrantes OJ, Wang R, Zeng H, Kardol P, Zhang H, Feng Y. 2019. Nonlinearity of root trait relationships and the root economics spectrum. Nature Communications 10: 2203.

Kong D, Wang J, Zeng H, Liu M, Miao Y, Wu H, Kardol P. 2017. The nutrient absorption-transportation hypothesis: optimizing structural traits in absorptive roots. New Phytologist 213: 1569-1572.

Kraiser T, Gras DE, Gutiérrez AG, González B, Gutiérrez RA. 2011. A holistic view of nitrogen acquisition in plants. Journal of Experimental Botany 62: 1455-1466.

de Kroon H, Visser EJW, eds. 2003. Root ecology. Ecological studies, vol. 168. Berlin, Germany: Springer-Verlag.397.

Kumordzi BB, Aubin I, Cardou F, Shipley B, Violle C, Johnstone J, Anand M, Arsenault A, Bell FW, Bergeron Y et al. 2019. Geographic scale and disturbance influence intraspecific trait variability in leaves and roots of North American understorey plants. Functional Ecology 33: 1771-1784.

Kutschera L. 1960. Wurzelatlas mitteleuropäischer ackerunkräuter und kulturpflanzen. Frankfurt-am-Main, Germany: DLG Verlag.

Lak ZA, Sandén H, Mayer M, Rewald B. 2020. Specific root respiration of three plant species as influenced by storage time and conditions. Plant and Soil 453: 615-626.

Lambers H, Raven JA, Shaver GR, Smith SE. 2008. Plant nutrient-acquisition strategies change with soil age. Trends in Ecology & Evolution 23: 95-103.

Larson JE, Funk JL. 2016. Seedling root responses to soil moisture and the identification of a belowground trait spectrum across three growth forms. New Phytologist 210: 827-38.

Lavorel S, Garnier E. 2002. Predicting changes in community composition and ecosystem functioning from plant traits: revisiting the Holy Grail. Functional Ecology 16: 545-556.

Lavorel S, Grigulis K. 2012. How fundamental plant functional trait relationships scale-up to trade-offs and synergies in ecosystem services. Journal of Ecology 100: 128-140.

Lavorel S, Storkey J, Bardgett RD, de Bello F, Berg MP, Le Roux X, Moretti M, Mulder C, Pakeman RJ, Díaz S et al. 2013. A novel framework for linking functional diversity of plants with other trophic levels for the quantification of ecosystem services. Journal of Vegetation Science 24: 942-948.

Li H, Liu B, McCormack ML, Ma Z, Guo D. 2017. Diverse belowground resource strategies underlie plant species coexistence and spatial distribution in three grasslands along a precipitation gradient. New Phytologist 216: 1140-1150.

Liang T, Bengough AG, Knappett JA, MuirWood D, Loades KW, Hallett PD, Boldrin D, Leung AK, Meijer GJ. 2017. Scaling of the reinforcement of soil slopes by living plants in a geotechnical centrifuge. Ecological Engineering 109: 207-227.

Liu B, He J, Zeng F, Lei J, Arndt SK. 2016. Life span and structure of ephemeral root modules of different functional groups from a desert system. New Phytologist 211: 103-112.

Loades KW, Bengough AG, Bransby MF, Hallett PD. 2015. Effect of root age on the biomechanics of seminal and nodal roots of barley (Hordeum vulgare L.) in contrasting soil environments. Plant and Soil 395: 253-261.

Ma Z, Guo D, Xu X, Lu M, Bardgett RD, Eissenstat DM, McCormack ML, Hedin LO. 2018. Evolutionary history resolves global organization of root functional traits. Nature 555: 94-97.

Mackay DS, Savoy PR, Grossiord C, Tai X, Pleban JR, Wang DR, McDowell NG, Adams HD, Sperry JS. 2019. Conifers depend on established roots during drought: results from a coupled model of carbon allocation and hydraulics. New Phytologist 225: 679-692.

Mahaut L, Fort F, Violle C, Freschet GT. 2020. Multiple facets of diversity effects on plant productivity: species richness, functional diversity, species identity and intraspecific competition. Functional Ecology 34: 287-298.

Maire V, Gross N, da Silveira Pontes L, Picon-Cochard C, Soussana J-F. 2009. Trade-off between root nitrogen acquisition and shoot nitrogen utilization across 13 co-occurring pasture grass species. Functional Ecology 23: 668-679.

Mao Z, Bourrier F, Stokes A, Fourcaud T. 2014. Three-dimensional modelling of slope stability in heterogeneous montane forest ecosystems. Ecological Modelling 273: 11-22.

Mariotte P. 2014. Do subordinate species punch above their weight? Evidence from above- and below-ground. New Phytologist 203: 16-21.

Marks CO, Lechowicz MJ. 2006. Alternative designs and the evolution of functional diversity. The American Naturalist 167: 55-66.

Marshall-Colon A, Long SP, Allen DK, Allen G, Beard DA, Benes B, von Caemmerer S, Christensen AJ, Cox DJ, Hart JC et al. 2017. Crops in silico: generating virtual crops using an integrative and multi-scale modeling platform. Frontiers in Plant Science 8: 786.

Martin AR, Isaac ME. 2015. Plant functional traits in agroecosystems: a blueprint for research. Journal of Applied Ecology 56: 1425-1435.

Mayor J, Bahram M, Henkel T, Buegger F, Pritsch K, Tedersoo L. 2015. Ectomycorrhizal impacts on plant nitrogen nutrition: emerging isotopic patterns, latitudinal variation and hidden mechanisms. Ecology Letters 18: 96-107.

McCormack ML, Adams TS, Smithwick EAH, Eissenstat DM. 2014. Variability in root production, phenology, and turnover rate among 12 temperate tree species. Ecology 95: 2224-2235.

McCormack ML, Crisfield E, Raczka B, Schnekenburger F, Eissenstat DM, Smithwick EAH. 2015b. Sensitivity of four ecological models to adjustments in fine root turnover rate. Ecological Modelling 297: 107-117.

McCormack ML, Dickie IA, Eissenstat DM, Fahey TJ, Fernandez CW, Guo D, Helmisaari H-S, Hobbie EA, Iversen CM, Jackson RB et al. 2015a. Redefining fine roots improves understanding of below-ground contributions to terrestrial biosphere processes. New Phytologist 207: 505-518.

McCormack ML, Guo D, Iversen CM, Chen W, Eissenstat DM, Fernandez CW, Li L, Ma C, Ma Z, Poorter H et al. 2017. Building a better foundation: improving root-trait measurements to understand and model plant and ecosystem processes. New Phytologist 215: 27-37.

McCormack ML, Iversen CM. 2019. Physical and functional constraints on viable belowground acquisition strategies. Frontiers in Plant Science 10: 1215.

McGill BJ, Enquist BJ, Weiher E, Westoby M. 2006. Rebuilding community ecology from functional traits. Trends in Ecology & Evolution 21: 178-185.

Miller A, Cramer M. 2004. Root nitrogen acquisition and assimilation. Plant and Soil 274: 1-36.

Mueller KE, Tilman D, Fornara DA, Hobbie SE. 2013. Root depth distribution and the diversity-productivity relationship in a long-term grassland experiment. Ecology 94: 787-793.

Ostonen I, Püttsepp Ü, Biel C, Alberton O, Bakker MR, Lõhmus K, Majdi H, Metcalfe D, Olsthoorn AFM, Pronk A et al. 2007. Specific root length as an indicator of environmental change. Plant Biosystems 141: 426-442.

Ottaviani G, Molina-Venegas R, Charles-Dominique T, Chelli S, Campetella G, Canullo R, Klimešová J. 2020. The neglected belowground dimension of plant dominance. Trends in Ecology and Evolution 35: 763-766.

Pedersen A, Zhang K, Thorup-Kristensen K, Jensen LS. 2010. Modelling diverse root density dynamics and deep nitrogen uptake-A simple approach. Plant and Soil 326: 493-510.

Phillips RP, Brzostek E, Midgley MG. 2013. The mycorrhizal-associated nutrient economy: a new framework for predicting carbon-nutrient couplings in temperate forests. New Phytologist 199: 41-51.

Phillips RP, Erlitz Y, Bier R, Bernhardt ES. 2008. New approach for capturing soluble root exudates in forest soils. Functional Ecology 22: 990-999.

Picon-Cochard C, Pilon R, Tarroux E, Pagès L, Robertson J, Dawson L. 2012. Effect of species, root branching order and season on the root traits of 13 perennial grass species. Plant and Soil 353: 47-57.

Plassard C, Guérin-Laguette A, Véry A-A, Casarin V, Thibaud J-B. 2002. Local measurements of nitrate and potassium fluxes along roots of maritime pine. Effects of ectomycorrhizal symbiosis. Plant, Cell & Environment 25: 75-84.

Poirier V, Roumet C, Munson AD. 2018. The root of the matter: linking root traits and soil organic matter stabilization processes. Soil Biology and Biochemistry 120: 246-259.

Poorter H, Anten NPR, Marcelis LFM. 2013. Physiological mechanisms in plant growth models: do we need a supra-cellular systems biology approach? Plant, Cell & Environment 36: 1673-1690.

Poorter H, Fiorani F, Pieruschka R, Wojciechowski T, van der Putten WH, Kleyer M, Schurr U, Postma J. 2016. Pampered inside, pestered outside? Differences and similarities between plants growing in controlled conditions and in the field. New Phytologist 212: 838-855.

Poorter H, Niklas KJ, Reich PB, Oleksyn J, Poot P, Mommer L. 2012. Biomass allocation to leaves, stems and roots: meta-analyses of interspecific variation and environmental control. New Phytologist 193: 30-50.

Poorter H, Ryser P. 2015. The limits to leaf and root plasticity: what is so special about specific root length? New Phytologist 206: 1188-1190.

Prieto I, Armas C, Pugnaire FI. 2012. Water release through plant roots: new insights into its consequences at the plant and ecosystem level. New Phytologist 193: 830-841.

Prieto I, Stokes A, Roumet C. 2016. Root functional parameters predict fine root decomposability at the community level. Journal of Ecology 104: 725-733.

Ravenek JM, Mommer L, Visser EJW, van Ruijven J, van der Paauw JW, Smit-Tiekstra A, Caluwe H, de Kroon H. 2016. Linking root traits and competitive success in grassland species. Plant and Soil 407: 39-53.

Read DJ, Perez-Moreno J. 2003. Mycorrhizas and nutrient cycling in ecosystems - a journey towards relevance? New Phytologist 157: 475-492.

Reich PB. 2014. The world-wide ‘fast-slow’ plant economics spectrum: a traits manifesto. Journal of Ecology 102: 275-301.

Reich PB, Tjoelker MG, Pregitzer KS, Wright IJ, Oleksyn J, Machado J-L. 2008. Scaling of respiration to nitrogen in leaves, stems and roots of higher land plants. Ecology Letters 11: 793-801.

Reich PB, Tjoelker MG, Walters MB, Vanderklein DW, Buschena C. 1998. Close association of RGR, leaf and root morphology, seed mass and shade tolerance in seedlings of nine boreal tree species grown in high and low light. Functional Ecology 12: 327-338.

Robinson D, Hodge A, Fitter A. 2003. Constraints on the form and function of root systems. In: DeKroon H Visser EJW, eds. Root ecology. Berlin/Heidelberg, Germany: Springer, 1-31.

Robinson D, Linehan DJ, Caul S. 1991. What limits nitrate uptake from soil? Plant, Cell & Environment 14: 77-85.

Rogers ED, Benfey PN. 2015. Regulation of plant root system architecture: implications for crop advancement. Current Opinion in Biotechnology 32: 93-98.

Ros MBH, De Deyn GB, Koopmans GF, Oenema O, van Groenigen JW. 2018. What root traits determine grass resistance to phosphorus deficiency in production grassland? Journal of Plant Nutrition and Soil Science 181: 323-335.

Rosenzweig C, Jones JW, Hatfield JL, Ruane AC, Boote KJ, Thorburn P, Antle JM, Nelson GC, Porter C, Janssen S. 2013. The agricultural model intercomparison and improvement project (AgMIP): protocols and pilot studies. Agricultural and Forest Meteorology 170: 166-182.

Roumet C, Birouste M, Picon-Cochard C, Ghestem M, Osman N, Vrignon-Brenas S, Cao K-f, Stokes A. 2016. Root structure-function relationships in 74 species: evidence of a root economics spectrum related to carbon economy. New Phytologist 210: 815-826.

Ryser P. 1996. The importance of tissue density for growth and life span of leaves and roots: a comparison of five ecologically contrasting grasses. Functional Ecology 10: 717-723.

Salahuddin, Rewald B, Razaq M, Lixue Y, Li J, Khan F, Jie Z. 2018. Root order-based traits of Manchurian walnut & larch and their plasticity under interspecific competition. Scientific Reports 8: 9815.

Santonja M, Rancon A, Fromin N, Baldy V, Hättenschwiler S, Fernandez C, Montès N, Mirleau P. 2017. Plant litter diversity increases microbial abundance, fungal diversity, and carbon and nitrogen cycling in a Mediterranean shrubland. Soil Biology and Biochemistry 111: 124-134.

Schenk HJ, Jackson RB. 2005. Mapping the global distribution of deep roots in relation to climate and soil characteristics. Geoderma 126: 129-140.

Schleuss P-M, Heitkamp F, Sun Y, Miehe G, Xu X, Kuzyakov Y. 2015. Nitrogen uptake in an alpine Kobresia pasture on the Tibetan Plateau: localization by15N labeling and implications for a vulnerable ecosystem. Ecosystems 18: 946-957.

Schwarz M, Lehmann P, Or D. 2010. Quantifying lateral root reinforcement in steep slopes - from a bundle of roots to tree stands. Earth Surface Processes and Landforms 35: 354-367.

See CR, Luke McCormack M, Hobbie SE, Flores-Moreno H, Silver WL, Kennedy PG. 2019. Global patterns in fine root decomposition: climate, chemistry, mycorrhizal association and woodiness. Ecology Letters 22: 946-953.

Shipley B, De Bello F, Cornelissen JHC, Laliberté E, Laughlin DC, Reich PB. 2016. Reinforcing loose foundation stones in trait-based plant ecology. Oecologia 180: 923-931.

Siefert A, Violle C, Chalmandrier L, Albert CH, Taudiere A, Fajardo A, Aarssen LW, Baraloto C, Carlucci MB, Cianciaruso MV et al. 2015. A global meta-analysis of the relative extent of intraspecific trait variation in plant communities. Ecology Letters 18: 1406-1419.

Smithwick EAH, McCormack ML, Sivandran G, Lucash MS. 2014. Improving the representation of roots in terrestrial models. Ecological Modelling 291: 193-204.

Song X, Hoffman FM, Iversen CM, Yin Y, Kumar J, Ma C, Xu X. 2017. Significant inconsistency of vegetation carbon density in CMIP5 Earth System Models against observational data. Journal of Geophysical Research - Biogeosciences 122: 2282-2297.

Sonnenberg R, Bransby MF, Hallett PD, Bengough AG, Mickovski SB, Davies MCR. 2010. Centrifuge modelling of soil slopes reinforced with vegetation. Canadian Geotechnical Journal 47: 1415-1430.

Sosnová M, Herben T, Martínková J, Bartušková A, Klimešová J. 2014. To resprout or not to resprout? Modeling population dynamics of a root-sprouting monocarpic plant under various disturbance regimes. Plant Ecology 215: 1245-1254.

Soudzilovskaia NA, Vaessen S, Barcelo M, He J, Rahimlou S, Abarenkov K, Brundrett MC, Gomes SIF, Merckx V, Tederesoo L. 2020. FungalRoot: global online database of plant mycorrhizal associations. New Phytologist 227: 955-966.

Soudzilovskaia NA, van Bodegom PM, Terrer C, Mvt Zelfde, McCallum I, McCormack ML, Fisher JB, Brundrett MC, de Sá NC, Tedersoo L. 2019. Global mycorrhizal plant distribution linked to terrestrial carbon stocks. Nature Communications 10: 5077.

Soussana J-F, Maire V, Gross N, Bachelet B, Pagès L, Martin R, Hill D, Wirth C. 2012. Gemini: a grassland model simulating the role of plant traits for community dynamics and ecosystem functioning. Parameterization and evaluation. Ecological Modelling 231: 134-145.

Soussana J-F, Teyssonneyre F, Picon-Cochard C, Dawson L. 2005. A trade-off between nitrogen uptake and use increases responsiveness to elevated CO2 in infrequently cut mixed C3 grasses. New Phytologist 166: 217-230.

Stokes A, Atger C, Bengough A, Fourcaud T, Sidle R. 2009. Desirable plant root traits for protecting natural and engineered slopes against landslides. Plant and Soil 324: 1-30.

Suding KN, Lavorel S, Chapin FS III, Cornelissen JHC, Diaz S, Garnier E, Goldberg D, Hooper DU, Jackson ST, Navas M-L. 2008. Scaling environmental change through the community-level: a trait-based response-and-effect framework for plants. Global Change Biology 14: 1125-1140.

Tedersoo L, Laanisto L, Rahimlou S, Toussaint A, Hallikma T, Pärtel M. 2018. Global database of plants with root-symbiotic nitrogen fixation: NodDB. Journal of Vegetation Science 29: 560-568.

Trinder CJ, Brooker RW, Davidson H, Robinson D. 2012. A new hammer to crack an old nut: interspecific competitive resource capture by plants is regulated by nutrient supply, not climate. PLoS ONE 7: e29413.

Trocha LK, Bułaj B, Kutczyńska P, Mucha J, Rutkowski P, Zadworny M. 2017. The interactive impact of root branch order and soil genetic horizon on root respiration and nitrogen concentration. Tree Physiology 37: 1055-1068.

Tscharntke T, Klein AM, Kruess A, Steffan-Dewenter I, Thies C. 2005. Landscape perspectives on agricultural intensification and biodiversity - ecosystem service management. Ecology Letters 8: 857-874.

Tückmantel T, Leuschner C, Preusser S, Kandeler E, Angst G, Mueller CW, Meier IC. 2017. Root exudation patterns in a beech forest: dependence on soil depth, root morphology, and environment. Soil Biology and Biochemistry 107: 188-197.

Valencia E, Maestre FT, Le Bagousse-Pinguet Y, Quero JL, Tamme R, Börger L, García-Gómez M, Gross N. 2015. Functional diversity enhances the resistance of ecosystem multifunctionality to aridity in Mediterranean drylands. New Phytologist 206: 660-671.

Valladares F, Sanchez-Gomez D, Zavala MA. 2006. Quantitative estimation of phenotypic plasticity: bridging the gap between the evolutionary concept and its ecological applications. Journal of Ecology 94: 1103-1116.

Veldhuis MP, Berg MP, Loreau M, Olff H. 2018. Ecological autocatalysis: a central principle in ecosystem organization? Ecological Monographs 88: 304-319.

Vile D, Shipley B, Garnier E. 2006. Ecosystem productivity can be predicted from potential relative growth rate and species abundance. Ecology Letters 9: 1061-1067.

Violle C, Navas M-L, Vile D, Kazakou E, Fortunel C, Hummel I, Garnier E. 2007. Let the concept of trait be functional!. Oikos 116: 882-892.

Violle C, Thuiller W, Mouquet N, Munoz F, Kraft NJB, Cadotte MW, Livingstone SW, Mouillot D. 2017. Functional rarity: the ecology of outliers. Trends in Ecology & Evolution 32: 356-367.

Volder A, Smart DR, Bloom AJ, Eissenstat DM. 2005. Rapid decline in nitrate uptake and respiration with age in fine lateral roots of grape: implications for root efficiency and competitive effectiveness. New Phytologist 165: 493-502.

Warren JM, Hanson PJ, Iversen CM, Kumar J, Walker AP, Wullschleger SD. 2015. Root structural and functional dynamics in terrestrial biosphere models-evaluation and recommendations. New Phytologist 205: 59-78.

Weemstra M, Kiorapostolou N, van Ruijven J, Mommer L, de Vries J, Sterck F. 2020. The role of fine-root mass, specific root length and life span in tree performance: a whole-tree exploration. Functional Ecology 34: 575-585.

Weemstra M, Mommer L, Visser EJW, van Ruijven J, Kuyper TW, Mohren GMJ, Sterck FJ. 2016. Towards a multidimensional root trait framework: a tree root review. New Phytologist 211: 1159-1169.

Wiesler F, Horst WJ. 1994. Root growth and nitrate utilization of maize cultivars under field conditions. Plant and Soil 163: 267-277.

Wilson JB. 1988. A review of evidence on the control of shoot: root ratio, in relation to models. Annals of Botany 61: 433-449.

Wurzburger N, Brookshire ENJ. 2017. Experimental evidence that mycorrhizal nitrogen strategies affect soil carbon. Ecology 98: 1491-1497.

Wurzburger N, Clemmensen KE. 2018. From mycorrhizal fungal traits to ecosystem properties - and back again. Journal of Ecology 106: 463-467.

York LM. 2019. Functional phenomics: an emerging field integrating high-throughput phenotyping, physiology, and bioinformatics. Journal of Experimental Botany 70: 379-386.

York LM, Nord EA, Lynch JP. 2013. Integration of root phenes for soil resource acquisition. Frontiers in Plant Science 4: 1-15.

York LM, Silberbush M, Lynch JP. 2016. Spatiotemporal variation of nitrate uptake kinetics within the maize (Zea mays L.) root system is associated with greater nitrate uptake and interactions with architectural phenes. Journal of Experimental Botany 67: 3763-3775.

Zadworny M, McCormack ML, Rawlik K, Jagodziński AM. 2015. Seasonal variation in chemistry, but not morphology, in roots of Quercus robur growing in different soil types. Tree Physiology 35: 644-652.

Zhou M, Wang J, Bai W, Zhang Y, Zhang W. 2019. The response of root traits to precipitation change of herbaceous species in temperate steppes. Functional Ecology 33: 2030-2041.

Zhu K, McCormack ML, Lankau RA, Egan JF, Wurzburger N. 2018. Association of ectomycorrhizal trees with high carbon-to-nitrogen ratio soils across temperate forests is driven by smaller nitrogen not larger carbon stocks. Journal of Ecology 106: 524-535.

Zhu Q, Iversen CM, Riley WJ, Slette IJ, Vander Stel HM. 2016. Root traits explain observed tundra vegetation nitrogen uptake patterns: implications for trait-based land models. Journal of Geophysical Research - Biogeosciences 121: 3101-3112.

Najít záznam

Citační ukazatele

Nahrávání dat ...

Možnosti archivace

Nahrávání dat ...