Skip to main content

Advertisement

Log in

Effects of plant functional traits on soil stability: intraspecific variability matters

  • Regular Article
  • Published:
Plant and Soil Aims and scope Submit manuscript

Abstract

Background and aims

Soil stability is a key ecosystem function provided by agricultural landscapes. A multitude of influential factors such as soil texture and plant community structure have been suggested, but few studies compare the relative importance of these factors for soil stability in the field. In addition, studies on effects of plant traits on soil stability have ignored intraspecific trait variability despite growing evidence of its importance for ecosystem functioning.

Methods

Using path model analysis, we quantified the effect of plant functional traits (PFTs), abiotic soil characteristics and vegetation characteristics on three soil stability measures in 30 field margins of an agriculture landscape of Korea. We compare models with and without intraspecific trait variability.

Results

Variance in soil stability was relatively well explained by our conceptual path model (81 % explained variance for soil aggregate stability, 50 % for penetration resistance and 35 % for soil shear vane strength). The overall most influential variable was root density while vegetation cover and species richness was much less important. Accounting for intraspecific trait variability improved the goodness-of-fit of all path models but not the overall explained variance. However, intraspecific trait variability allowed identifying important direct and indirect effects of PFTs on soil stability that would have remained hidden otherwise.

Conclusion

We have demonstrated that the consideration of intraspecific trait variability – even though measuring it could strongly limit achievable sample sizes – is essential for uncovering the substantial effect of plant functional community composition on a key ecosystem function, soil stability.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5

Similar content being viewed by others

References

  • Albert CH, Thuiller W, Yoccoz NG, Soudant A, Boucher F, Saccone P, Lavorel S (2010) Intraspecific functional variability: extent, structure and sources of variation. J Ecol 98:604–613. doi:10.1111/j.1365-2745.2010.01651.x

    Article  Google Scholar 

  • Albert CH, Grassein F, Schurr FM, Vieilledent G, Violle C (2011) When and how should intraspecific variability be considered in trait-based plant ecology? Perspect Plant Ecol Evol Syst 13:217–225. doi:10.1016/j.ppees.2011.04.003

    Article  Google Scholar 

  • Ali HE, Reineking B, Münkemüller T (2015) Drivers of multi-scale plant community structure in agricultural field margins of South Korea. doi:10.1594/PANGAEA.848650

  • Arnhold S, Lindner S, Lee B, Martin E, Kettering J, Nguyen TT, Koellner T, Ok YS, Huwe B (2014) Conventional and organic farming: soil erosion and conservation potential for row crop cultivation. Geoderma 219–220:89–105. doi:10.1016/j.geoderma.2013.12.023

    Article  Google Scholar 

  • Arvidsson J, Keller T (2011) Comparing penetrometer and shear vane measurements with measured and predicted mouldboard plough draught in a range of Swedish soils. Soil Tillage Res 111:219–223. doi:10.1016/j.still.2010.10.005

    Article  Google Scholar 

  • Avnimelech Y, Ritvo G, Meijer LE, Kochba M (2001) Water content, organic carbon and dry bulk density in flooded sediments. Aquac Eng 25:25–33. doi:10.1016/S0144-8609(01)00068-1

    Article  Google Scholar 

  • Bardgett RD, Mommer L, De Vries FT (2014) Going underground: root traits as drivers of ecosystem processes. Trends Ecol Evol 29:692–699. doi:10.1016/j.tree.2014.10.006

    Article  PubMed  Google Scholar 

  • Berger S, Jang I, Seo J, Kang H, Gebauer G (2013) A record of N2O and CH4 emissions and underlying soil processes of Korean rice paddies as affected by different water management practices. Biogeochemistry 115:317–332. doi:10.1007/s10533-013-9837-1

    Article  CAS  Google Scholar 

  • Bird SB, Herrick JE, Wander MM, Murray L (2007) Multi-scale variability in soil aggregate stability: Implications for understanding and predicting semi-arid grassland degradation. Geoderma 140:106–118. doi:10.1016/j.geoderma.2007.03.010

    Article  Google Scholar 

  • Bronick CJ, Lal R (2005) Soil structure and management: a review. Geoderma 124:3–22. doi:10.1016/j.geoderma.2004.03.005

    Article  CAS  Google Scholar 

  • Cardinale BJ, Duffy JE, Gonzalez A, Hooper DU, Perrings C, Venail P, Narwani A, Mace GM, Tilman D, Wardle DA, Kinzig AP, Daily GC, Loreau M, Grace JB, Larigauderie A, Srivastava DS, Naeem S (2012) Biodiversity loss and its impact on humanity. Nature 486:59–67. doi:10.1038/nature11148

    Article  CAS  PubMed  Google Scholar 

  • Chapman N, Miller AJ, Lindsey K, Whalley WR (2012) Roots, water, and nutrient acquisition: let’s get physical. Trends Plant Sci 17:701–710. doi:10.1016/j.tplants.2012.08.001

    Article  CAS  PubMed  Google Scholar 

  • Chen M, Willgoose GR, Saco PM (2015) Investigating the impact of leaf area index temporal variability on soil moisture predictions using remote sensing vegetation data. J Hydrol 522:274–284. doi:10.1016/j.jhydrol.2014.12.027

    Article  Google Scholar 

  • Chenu C, Abiven S, Annabi M, Barray S, Bertrand M, Bureau F, Cosentino D, Darboux F, Duval O, Fourrié L, Francou C, Houot S, Jolivet C, Laval K, Le Bissonnais Y, Lemée L, Menasseri S, Pétraud JP, Verbèque B (2011) Mise au point d’outils de prévision de l’évolution de la stabilité de la structure de sols sous l’effet de la gestion organique des sols. Etude Gest Sols: 161–174

  • Cornelissen JHC, Lavorel S, Garnier E, Diaz S, Buchmann N, Gurvich DE, Reich PB, ter Steege H, Morgan HD, van der Heijden MGA, Pausas JG, Poorter H (2003) A handbook of protocols for standardised and easy measurement of plant functional traits worldwide. Aust J Bot 51:335–380. doi:10.1071/bt02124

    Article  Google Scholar 

  • Cosentino D, Chenu C, Le Bissonnais Y (2006) Aggregate stability and microbial community dynamics under drying–wetting cycles in a silt loam soil. Soil Biol Biochem 38:2053–2062. doi:10.1016/j.soilbio.2005.12.022

    Article  CAS  Google Scholar 

  • de Baets S, Poesen J, Knapen A, Barberá GG, Navarro JA (2007a) Root characteristics of representative Mediterranean plant species and their erosion-reducing potential during concentrated runoff. Plant Soil 294:169–183. doi:10.1007/s11104-007-9244-2

    Article  CAS  Google Scholar 

  • de Baets S, Poesen J, Knapen A, Galindo P (2007b) Impact of root architecture on the erosion-reducing potential of roots during concentrated flow. Earth Surf Process Landf 32:1323–1345. doi:10.1002/esp.1470

    Article  Google Scholar 

  • De León-González F, Gutiérrez-Castorena MC, González-Chávez MCA, Castillo-Juárez H (2007) Root-aggregation in a pumiceous sandy soil. Geoderma 142:308–317. doi:10.1016/j.geoderma.2007.08.023

    Article  Google Scholar 

  • Denef K, Six J (2005) Clay mineralogy determines the importance of biological versus abiotic processes for macroaggregate formation and stabilization. Eur J Soil Sci 56:469–479. doi:10.1111/j.1365-2389.2004.00682.x

    Article  CAS  Google Scholar 

  • Development Core Team R (2016) R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria

    Google Scholar 

  • Dexter AR, Czyż EA, Gaţe OP (2007) A method for prediction of soil penetration resistance. Soil Tillage Res 93:412–419. doi:10.1016/j.still.2006.05.011

    Article  Google Scholar 

  • Diaz S, Cabido M (2001) Vive la différence: plant functional diversity matters to ecosystem processes. Trends Ecol Evol 16:646–655. doi:10.1016/s0169-5347(01)02283-2

    Article  Google Scholar 

  • Diaz S, Fargione J, Chapin FS, Tilman D (2006) Biodiversity loss threatens human well-being. PLoS Biol 4:1300–1305. doi:10.1371/journal.pbio.0040277

    Article  CAS  Google Scholar 

  • Díaz S, Lavorel S, de Bello F, Quétier F, Grigulis K, Robson TM (2007) Incorporating plant functional diversity effects in ecosystem service assessments. Proc Natl Acad Sci 104:20684–20689. doi:10.1073/pnas.0704716104

    Article  PubMed  PubMed Central  Google Scholar 

  • Durán Zuazo V, Rodríguez Pleguezuelo C (2008) Soil-erosion and runoff prevention by plant covers. A review. Agron Sustain Dev 28:65–86. doi:10.1051/agro:2007062

    Article  Google Scholar 

  • Eckelmann W (2006) Bodenkundliche Kartieranleitung. 5. Verbesserte und Erweiterte Auflage [“Pedological Mapping Guidelines. 5th Improved and Extended Edition”]. Schweizerbart’sche Verlagsbuchhandlung, Stuttgart

  • Eisenhauer N, Bessler H, Engels C, Gleixner G, Habekost M, Milcu A, Partsch S, Sabais ACW, Scherber C, Steinbeiss S, Weigelt A, Weisser WW, Scheu S (2010) Plant diversity effects on soil microorganisms support the singular hypothesis. Ecology 91:485–496. doi:10.1890/08-2338.1

    Article  CAS  PubMed  Google Scholar 

  • Erktan A, Cécillon L, Graf F, Roumet C, Legout C, Rey F (2016) Increase in soil aggregate stability along a Mediterranean successional gradient in severely eroded gully bed ecosystems: combined effects of soil, root traits and plant community characteristics. Plant Soil 398:121–137. doi:10.1007/s11104-015-2647-6

    Article  CAS  Google Scholar 

  • Fortunel C, Garnier E, Joffre R, Kazakou E, Quested H, Grigulis K, Lavorel S, Ansquer P, Castro H, Cruz P, Doležal J, Eriksson O, Freitas H, Golodets C, Jouany C, Kigel J, Kleyer M, Lehsten V, Lepš J, Meier T, Pakeman R, Papadimitriou M, Papanastasis VP, Quétier F, Robson M, Sternberg M, Theau J-P, Thébault A, Zarovali M (2009) Leaf traits capture the effects of land use changes and climate on litter decomposability of grasslands across Europe. Ecology 90:598–611. doi:10.1890/08-0418.1

    Article  PubMed  Google Scholar 

  • Garnier E, Cortez J, Billès G, Navas M-L, Roumet C, Debussche M, Laurent G, Blanchard A, Aubry D, Bellmann A, Neill C, Toussaint J-P (2004) Plant functional markers capture ecosystem properties during secondary succession. Ecology 85:2630–2637. doi:10.1890/03-0799

    Article  Google Scholar 

  • Garnier E, Lavorel S, Ansquer P, Castro H, Cruz P, Dolezal J, Eriksson O, Fortunel C, Freitas H, Golodets C, Grigulis K, Jouany C, Kazakou E, Kigel J, Kleyer M, Lehsten V, Lepš J, Meier T, Pakeman R, Papadimitriou M, Papanastasis VP, Quested H, Quétier F, Robson M, Roumet C, Rusch G, Skarpe C, Sternberg M, Theau J-P, Thébault A, Vile D, Zarovali MP (2007) Assessing the effects of land-use change on plant traits, communities and ecosystem functioning in grasslands: a standardized methodology and lessons from an application to 11 European sites. Ann Bot 99:967–985. doi:10.1093/aob/mcl215

    Article  PubMed  Google Scholar 

  • Gee GW, Bauder JW (1986) Particle-size Analysis1. In: A Klute (ed) Methods of Soil Analysis: Part 1—Physical and Mineralogical Methods. Soil Science Society of America, American Society of Agronomy

  • Graf F, Frei M (2013) Soil aggregate stability related to soil density, root length, and mycorrhiza using site-specific Alnus incana and Melanogaster variegatus s.l. Ecol Eng 57:314–323. doi:10.1016/j.ecoleng.2013.04.037

    Article  Google Scholar 

  • Gray DH, Sortir RB (1996) Biotechnical and soil bioengineering slope stabilization: a practical guide for erosion control. John Wiley & Sons

  • Gross N, Kunstler G, Liancourt P, De Bello F, Suding KN, Lavorel S (2009) Linking individual response to biotic interactions with community structure: a trait-based framework. Funct Ecol 23:1167–1178. doi:10.1111/j.1365-2435.2009.01591.x

    Article  Google Scholar 

  • Gyssels G, Poesen J (2003) The importance of plant root characteristics in controlling concentrated flow erosion rates. Earth Surf Process Landf 28:371–384. doi:10.1002/esp.447

    Article  Google Scholar 

  • Gyssels G, Poesen J, Bochet E, Li Y (2005) Impact of plant roots on the resistance of soils to erosion by water: a review. Prog Phys Geogr 29:189–217

    Article  Google Scholar 

  • Haynes RJ (1993) Effect of sample pretreatment on aggregate stability measured by wet sieving or turbidimetry on soils of different cropping history. J Soil Sci 44:261–270. doi:10.1111/j.1365-2389.1993.tb00450.x

    Article  Google Scholar 

  • Henseler J, Dijkstra TK, Sarstedt M, Ringle CM, Diamantopoulos A, Straub DW, Ketchen DJ, Hair JF, Hult GTM, Calantone RJ (2014) Common beliefs and reality about PLS: comments on Rönkkö and Evermann (2013). Organ Res Methods 17:182–209. doi:10.1177/1094428114526928

    Article  Google Scholar 

  • Hu LJ, Li P, Guo Q (2013) Positive plant diversity-soil stability relationships are mediated through roots in the songnen grassland: chronosequence evidence. Not Bot Horti Agrobot Cluj-Na 41:626–637

    Google Scholar 

  • Jung V, Albert CH, Violle C, Kunstler G, Loucougaray G, Spiegelberger T (2014) Intraspecific trait variability mediates the response of subalpine grassland communities to extreme drought events. J Ecol 102:45–53. doi:10.1111/1365-2745.12177

    Article  Google Scholar 

  • Kettering J, Park J-H, Lindner S, Lee B, Tenhunen J, Kuzyakov Y (2012) N fluxes in an agricultural catchment under monsoon climate: a budget approach at different scales. Agric Ecosyst Environ 161:101–111. doi:10.1016/j.agee.2012.07.027

    Article  CAS  Google Scholar 

  • Kramer PJ, Boyer JS (1995) Water relations of plants and soils. Academic press

  • Ladd B, Peri PL, Pepper DA, Silva LCR, Sheil D, Bonser SP, Laffan SW, Amelung W, Ekblad A, Eliasson P, Bahamonde H, Duarte-Guardia S, Bird M (2014) Carbon isotopic signatures of soil organic matter correlate with leaf area index across woody biomes. J Ecol 102:1606–1611. doi:10.1111/1365-2745.12309

    Article  CAS  Google Scholar 

  • Lane DR, Coffin DP, Lauenroth WK (1998) Effects of soil texture and precipitation on above-ground net primary productivity and vegetation structure across the Central Grassland region of the United States. J Veg Sci 9:239–250. doi:10.2307/3237123

    Article  Google Scholar 

  • Laughlin DC (2011) Nitrification is linked to dominant leaf traits rather than functional diversity. J Ecol 99:1091–1099. doi:10.1111/j.1365-2745.2011.01856.x

    Article  Google Scholar 

  • Laughlin DC (2014) The intrinsic dimensionality of plant traits and its relevance to community assembly. J Ecol 102:186–193. doi:10.1111/1365-2745.12187

    Article  Google Scholar 

  • Lavorel S, Garnier E (2002) Predicting changes in community composition and ecosystem functioning from plant traits: revisiting the Holy Grail. Funct Ecol 16:545–556. doi:10.1046/j.1365-2435.2002.00664.x

    Article  Google Scholar 

  • Lavorel S, Grigulis K, McIntyre S, Williams NSG, Garden D, Dorrough J, Berman S, Quétier F, Thébault A, Bonis A (2008) Assessing functional diversity in the field – methodology matters. Funct Ecol 22:134–147. doi:10.1111/j.1365-2435.2007.01339.x

    Google Scholar 

  • Letey J (1969) Measurement of contact angle, water drop penetration time, and critical surface tension. In: LF DeBano, J Letey (eds) Water Repellent Soils Proc Symp Water Repellent Soils. Univ. of California, University of California, Riverside

  • Letey J (1985) Relationship between soil physical properties and crop production. In: Stewart BA (ed) Advances in soil science. Springer, New York

    Google Scholar 

  • Lobet G, Pagès L, Draye X (2011) A novel image-analysis toolbox enabling quantitative analysis of root system architecture. Plant Physiol 157:29–39. doi:10.1104/pp.111.179895

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Loreau M, Naeem S, Inchausti P, Bengtsson J, Grime JP, Hector A, Hooper DU, Huston MA, Raffaelli D, Schmid B, Tilman D, Wardle DA (2001) Biodiversity and ecosystem functioning: current knowledge and future challenges. Science 294:804–808. doi:10.1126/science.1064088

    Article  CAS  PubMed  Google Scholar 

  • Monk C (1966) Ecological importance of root/shoot ratios. Bull Torrey Bot Club 93:402–406. doi:10.2307/2483412

    Article  Google Scholar 

  • Morgan RPC (1996) Verification of the European Soil Erosion Model (EUROSEM) for varying slope and vegetation conditions. In: MG Anderson, SM Brooks (eds) Advances in Hillslope Processes. Wiley, Chichester

  • Morgan RPC (2009) Soil erosion and conservation. John Wiley & Sons

  • Nearing MA, Bradford JM, Parker SC (1991) Soil detachment by shallow flow at low slopes. Soil Sci Soc Am J 55:339–344

    Article  Google Scholar 

  • Nicotra A, Babicka N, Westoby M (2002) Seedling root anatomy and morphology: an examination of ecological differentiation with rainfall using phylogenetically independent contrasts. Oecologia 130:136–145. doi:10.1007/s004420100788

    Article  Google Scholar 

  • Oksanen J, Guillaume Blanchet F, Kindt R, Legendre P, Minchin PR, O’Hara RB, Simpson GL, Solymos P, Henry M, Stevens H, Wagner H (2016) vegan: Community Ecology Package. R package version 2.4-0 edn

  • Park J-H, Duan L, Kim B, Mitchell MJ, Shibata H (2010) Potential effects of climate change and variability on watershed biogeochemical processes and water quality in Northeast Asia. Environ Int 36:212–225. doi:10.1016/j.envint.2009.10.008

    Article  CAS  PubMed  Google Scholar 

  • Pérès G, Cluzeau D, Menasseri S, Soussana JF, Bessler H, Engels C, Habekost M, Gleixner G, Weigelt A, Weisser WW, Scheu S, Eisenhauer N (2013) Mechanisms linking plant community properties to soil aggregate stability in an experimental grassland plant diversity gradient. Plant Soil 373:285–299. doi:10.1007/s11104-013-1791-0

    Article  Google Scholar 

  • Petchey OL, Gaston KJ (2002) Functional diversity (FD), species richness and community composition. Ecol Lett 5:402–411. doi:10.1046/j.1461-0248.2002.00339.x

    Article  Google Scholar 

  • Pohl M, Alig D, Körner C, Rixen C (2009) Higher plant diversity enhances soil stability in disturbed alpine ecosystems. Plant Soil 324:91–102. doi:10.1007/s11104-009-9906-3

    Article  CAS  Google Scholar 

  • Pohl M, Graf F, Buttler A, Rixen C (2012) The relationship between plant species richness and soil aggregate stability can depend on disturbance. Plant Soil 355:87–102. doi:10.1007/s11104-011-1083-5

    Article  CAS  Google Scholar 

  • Pojasok T, Kay BD (1990) Effect of root exudates from corn and bromegrass on soil structural stability. Can J Soil Sci 70:351–362

    Article  CAS  Google Scholar 

  • Reich PB, Tilman D, Isbell F, Mueller K, Hobbie SE, Flynn DFB, Eisenhauer N (2012) Impacts of biodiversity loss escalate through time as redundancy fades. Science 336:589–592. doi:10.1126/science.1217909

    Article  CAS  PubMed  Google Scholar 

  • Reinartz W, Haenlein M, Henseler J (2009) An empirical comparison of the efficacy of covariance-based and variance-based SEM. Int J Res Mark 26:332–344. doi:10.1016/j.ijresmar.2009.08.001

    Article  Google Scholar 

  • Richards AF (1988) Vane shear strength testing in soils: Field and laboratory studies. Astm International

  • Rillig MC, Aguilar-Trigueros CA, Bergmann J, Verbruggen E, Veresoglou SD, Lehmann A (2015) Plant root and mycorrhizal fungal traits for understanding soil aggregation. New Phytol 205:1385–1388. doi:10.1111/nph.13045

    Article  CAS  PubMed  Google Scholar 

  • Sanchez G, Trinchera L, Russolillo G (2016) plspm: Tools for Partial Least Squares Path Modeling (PLS-PM). R package version 0.4.7 edn

  • Sandquist DR, Ehleringer JR (1997) Intraspecific variation of leaf pubescence and drought response in Encelia farinosa associated with contrasting desert environments. New Phytol 135:635–644. doi:10.1046/j.1469-8137.1997.00697.x

    Article  Google Scholar 

  • Simon A, Collison A (2001) Scientific basis for streambank stabilization using riparian vegetation. Proceedings of the 7th Federal Interagency Sedimentation Conference

  • Six J, Paustian K, Elliott E, Combrink C (2000) Soil structure and organic matter I. Distribution of aggregate-size classes and aggregate-associated carbon. Soil Sci Soc Am J 64:681–689

    Article  CAS  Google Scholar 

  • Taylor HM, Ratliff LF (1969) Root elongation rates of cotton and peanuts as a function of soil strength and soil water content. Soil Sci 108:113. doi:10.1097/00010694-196908000-00006

    Article  Google Scholar 

  • Tisdall JM, Oades JM (1982) Organic matter and water-stable aggregates in soils. J Soil Sci 33:141–163. doi:10.1111/j.1365-2389.1982.tb01755.x

    Article  CAS  Google Scholar 

  • Traore O, Groleau-Renaud V, Plantureux S, Tubeileh A, Boeuf-Tremblay V (2000) Effect of root mucilage and modelled root exudates on soil structure. Eur J Soil Sci 51:575–581. doi:10.1111/j.1365-2389.2000.00348.x

    Article  Google Scholar 

  • 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. doi:10.1111/j.0030-1299.2007.15559.x

    Article  Google Scholar 

  • Wilson AJ, Nussey DH (2010) What is individual quality? An evolutionary perspective. Trends Ecol Evol 25:207–214. doi:10.1016/j.tree.2009.10.002

    Article  PubMed  Google Scholar 

  • Wu Q-S, Cao M-Q, Zou Y-N, He X-h (2014) Direct and indirect effects of glomalin, mycorrhizal hyphae, and roots on aggregate stability in rhizosphere of trifoliate orange. Sci Rep 4:5823. doi:10.1038/srep05823

    CAS  PubMed  Google Scholar 

Download references

Acknowledgement

This work is part of the International Research Training Group “Complex TERRain and ECOlogical Heterogeneity” (TERRECO) (GRK 1565/1) funded by the German Research Foundation (DFG). We thank Sebastian Arnhold, Mareike Ließ, Marianne Ruidisch and Iris Schmiedinger for supporting us in the field and the lab work, Bernd Huwe for his comments and suggestions on our field protocol and soil analyses and John Tenhunen for his comments and coordination of the TERRECO fieldwork. EMGR is part of Labex OSUG@2020 (ANR10 LABX56; http://www.osug.fr/labex-osug-2020/?lang=en).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Hamada E. Ali.

Additional information

Responsible Editor: Alain Pierret.

Electronic supplementary material

Below is the link to the electronic supplementary material.

ESM 1

(DOCX 820 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Ali, H.E., Reineking, B. & Münkemüller, T. Effects of plant functional traits on soil stability: intraspecific variability matters. Plant Soil 411, 359–375 (2017). https://doi.org/10.1007/s11104-016-3036-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11104-016-3036-5

Keywords

Navigation