期刊论文详细信息
Plant Methods
LEAF-E: a tool to analyze grass leaf growth using function fitting
Hilde Muylle1  Dirk Inzé2  Isabel Roldán-Ruiz1  Hilde Nelissen2  Peter Lootens1  Wannes Voorend1 
[1] Plant Sciences Unit – Growth and Development, Institute for Agricultural and Fisheries Research (ILVO), Caritasstraat 21, 9090 Melle, Belgium;Department of Plant Biotechnology and Bioinformatics, Ghent University, Technologiepark 927, 9052 Gent, Belgium
关键词: Growth zone;    Cell length;    Leaf length;    Non-linear regression;    Leaf elongation rate;   
Others  :  1151505
DOI  :  10.1186/1746-4811-10-37
 received in 2014-06-27, accepted in 2014-09-26,  发布年份 2014
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【 摘 要 】

In grasses, leaf growth is often monitored to gain insights in growth processes, biomass accumulation, regrowth after cutting, etc. To study the growth dynamics of the grass leaf, its length is measured at regular time intervals to derive the leaf elongation rate (LER) profile over time. From the LER profile, parameters such as maximal LER and leaf elongation duration (LED), which are essential for detecting inter-genotype growth differences and/or quantifying plant growth responses to changing environmental conditions, can be determined. As growth is influenced by the circadian clock and, especially in grasses, changes in environmental conditions such as temperature and evaporative demand, the LER profiles show considerable experimental variation and thus often do not follow a smooth curve. Hence it is difficult to quantify the duration and timing of growth. For these reasons, the measured data points should be fitted using a suitable mathematical function, such as the beta sigmoid function for leaf elongation.

In the context of high-throughput phenotyping, we implemented the fitting of leaf growth measurements into a user-friendly Microsoft Excel-based macro, a tool called LEAF-E. LEAF-E allows to perform non-linear regression modeling of leaf length measurements suitable for robust and automated extraction of leaf growth parameters such as LER and LED from large datasets. LEAF-E is particularly useful to quantify the timing of leaf growth, which forms an important added value for detecting differences in leaf growth development. We illustrate the broad application range of LEAF-E using published and unpublished data sets of maize, Miscanthus spp. and Brachypodium distachyon, generated in independent experiments and for different purposes. In addition, we show that LEAF-E could also be used to fit datasets of other growth-related processes that follow the sigmoidal profile, such as cell length measurements along the leaf axis.

Given its user-friendliness, ability to quantify duration and timing of leaf growth and broad application range, LEAF-E is a tool that could be routinely used to study growth processes following the sigmoidal profile.

【 授权许可】

   
2014 Voorend et al.; licensee BioMed Central Ltd.

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【 参考文献 】
  • [1]Fricke W, McDonald AJS, Mattson-Djos L: Why do leaves and leaf cells of N-limited barley elongate at reduced rates? Planta 1997, 202:522-530.
  • [2]Munns R, James RA: Screening methods for salinity tolerance: a case study with tetraploid wheat. Plant Soil 2003, 253:201-218.
  • [3]Rymen B, Fiorani F, Kartal F, Vandepoele K, Inzé D, Beemster GTS: Cold nights impair leaf growth and cell cycle progression in maize through transcriptional changes of cell cycle genes. Plant Physiol 2007, 143:1429-1438.
  • [4]Clifton-Brown JC, Jones MB: The thermal response of leaf extension rate in genotypes of the C4-grass Miscanthus: an important factor in determining the potential productivity of different genotypes. J Exp Bot 1997, 48:1573-1581.
  • [5]Lafarge T, Tardieu F: A model co-ordinating the elongation of all leaves of a sorghum cultivar was applied to both Mediterranean and Sahelian conditions. J Exp Bot 2002, 53:715-725.
  • [6]Verelst W, Bertolini E, De Bodt S, Vandepoele K, Demeulenaere M, Pè ME, Inzé D: Molecular and physiological analysis of growth-limiting drought stress in Brachypodium distachyon leaves. Mol Plant 2013, 6:311-322.
  • [7]Auzanneau J, Huyghe C, Escobar-Gutiérrez AJ, Julier B, Gastal F, Barre P: Association study between the gibberellic acid insensitive gene and leaf length in a Lolium perenne L. synthetic variety. BMC Plant Biol 2011, 11:183. BioMed Central Full Text
  • [8]Parent B, Conejero G, Tardieu F: Spatial and temporal analysis of non-steady elongation of rice leaves. Plant Cell Environ 2009, 32:1561-1572.
  • [9]Fiorani F, Beemster GTS, Bultynck L, Lambers H: Can meristematic activity determine variation in leaf size and elongation rate among four Poa species? A kinematic study. Plant Physiol 2000, 124:845-855.
  • [10]Arredondo JT, Schnyder H: Components of leaf elongation rate and their relationship to specific leaf area in contrasting grasses. New Phytol 2003, 158:305-314.
  • [11]Bultynck L, Ter Steege MW, Schortemeyer M, Poot P, Lambers H: From individual leaf elongation to whole shoot leaf area expansion: a comparison of three Aegilops and two Triticum species. Ann Bot 2004, 94:99-108.
  • [12]Reymond M, Muller B, Tardieu F: Dealing with the genotype x environment interaction via a modelling approach: a comparison of QTLs of maize leaf length or width with QTLs of model parameters. J Exp Bot 2004, 55:2461-2472.
  • [13]Chenu K, Chapman SC, Hammer GL, McLean G, Ben Haj Salah H, Tardieu F: Short-term responses of leaf growth rate to water deficit scale up to whole-plant and crop levels: an integrated modelling approach in maize. Plant Cell Environ 2008, 31:378-391.
  • [14]Dignat G, Welcker C, Sawkins M, Ribaut JM, Tardieu F: The growths of leaves, shoots, roots and reproductive organs partly share their genetic control in maize plants. Plant Cell Environ 2013, 36:1105-1119.
  • [15]Tardieu F, Reymond M, Hamard P, Granier C, Muller B: Spatial distributions of expansion rate, cell division rate and cell size in maize leaves: a synthesis of the effects of soil water status, evaporative demand and temperature. J Exp Bot 2000, 51:1505-1514.
  • [16]Paine CET, Marthews TR, Vogt DR, Purves D, Rees M, Hector A, Turnbull LA: How to fit nonlinear plant growth models and calculate growth rates: an update for ecologists. Methods Ecol Evol 2012, 3:245-256.
  • [17]Motulsky HJ, Ransnas LA: Fitting curves to data using nonlinear regression: a practical and nonmathematical review. FASEB J 1987, 1:365-374.
  • [18]Yin X, Goudriaan J, Lantinga EA, Vos J, Spiertz HJ: A flexible sigmoid function of determinate growth. Ann Bot 2003, 91:361-371.
  • [19]Verdenal A, Combes D, Escobar-Gutiérrez AJ: A study of ryegrass architecture as a self-regulated system, using functional-structural plant modelling. Funct Plant Biol 2008, 35:911-924.
  • [20]Goudriaan J, Van Laar HH: Modelling Potential Crop Growth Processes: Textbook with Exercises. Dordrecht; Boston: Kluwer Academic Publishers; 1994.
  • [21]Neild R, Newman J: Growing season Characteristics and Requirements in the Corn Belt. In Natl Corn Handb 40. West Lafayette, IN 47907: Purdue University Cooperative Extension Service; 1990.
  • [22]Atwell B, Kriedemann P, Turnbull C: Plants in Action: Adaptation in Nature, Performance in Cultivation. MacMillan Education Australia Pty Ltd: Melbourne, Australia; 1999.
  • [23]International Brachypodium Initiative: Genome sequencing and analysis of the model grass Brachypodium distachyon. Nature 2010, 463:763-768.
  • [24]Ben-Haj-Salah H, Tardieu F: Temperature affects expansion rate of maize leaves without change in spatial distribution of cell length (analysis of the coordination between cell division and cell expansion). Plant Physiol 1995, 109:861-870.
  • [25]Muller B, Reymond M, Tardieu F: The elongation rate at the base of a maize leaf shows an invariant pattern during both the steady-state elongation and the establishment of the elongation zone. J Exp Bot 2001, 52:1259-1268.
  • [26]Bouchabké O, Tardieu F, Simonneau T: Leaf growth and turgor in growing cells of maize (Zea mays L.) respond to evaporative demand under moderate irrigation but not in water-saturated soil. Plant Cell Environ 2006, 29:1138-1148.
  • [27]Durand J-L, Schäufele R, Gastal F: Grass leaf elongation rate as a function of developmental stage and temperature: morphological analysis and modelling. Ann Bot 1999, 83:577-588.
  • [28]Nelissen H, Rymen B, Jikumaru Y, Demuynck K, Van Lijsebettens M, Kamiya Y, Inze D, Beemster GT: A local maximum in gibberellin levels regulates maize leaf growth by spatial control of cell division. Curr Biol 2012, 22:1183-1187.
  • [29]Greef JM, Deuter M: Syntaxonomy of Miscanthus x giganteus GREEF et DEU. Angew Bot 1993, 67:87-90.
  • [30]Hodkinson TR, Renvoize SA, Chase MW: Systematics of Miscanthus. Asp Appl Biol 1997, 49:189-198.
  • [31]Gonzalez N, Vanhaeren H, Inze D: Leaf size control: complex coordination of cell division and expansion. Trends Plant Sci 2012, 17:332-340.
  • [32]Rymen B, Coppens F, Dhondt S, Fiorani F, Beemster GTS: Kinematic Analysis of Cell Division and Expansion. In Plant Developmental Biology (Methods in Molecular Biology, Vol 655). Edited by Hennig L, Köhler C. New York: Humana Press; 2010:203-227. [Walker JM (Series Editor)
  • [33]Farrell AD, Clifton-Brown JC, Lewandowski I, Jones MB: Genotypic variation in cold tolerance influences the yield of Miscanthus. Ann Appl Biol 2006, 149:337-345.
  • [34]Brown AM: A step-by-step guide to non-linear regression analysis of experimental data using a Microsoft Excel spreadsheet. Comput Methods Programs Biomed 2001, 65:191-200.
  • [35]Neter J, Kutner M, Nachtsheim C, Wasserman W: Applied Linear Statistical Models. 4th edition. McGraw-Hill Education: Columbus; 1996.
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