A novel tracking tool for the analysis of plant-root tip movements

The growth process of roots consists of many activities, such as exploring the soil volume, mining minerals, avoiding obstacles and taking up water to fulfil the plant's primary functions, that are performed differently, depending on environmental conditions. Root movements are strictly related to a root decision strategy, which helps plants to survive under stressful conditions by optimizing energy consumption. In this work, we present a novel image-analysis tool to study the kinematics of the root tip (apex), named analyser for root tip tracks (ARTT). The software implementation combines a segmentation algorithm with additional software imaging filters in order to realize a 2D tip detection. The resulting paths, or tracks, arise from the sampled tip positions through the acquired images during the growth. ARTT allows work with no markers and deals autonomously with new emerging root tips, as well as handling a massive number of data relying on minimum user interaction. Consequently, ARTT can be used for a wide range of applications and for the study of kinematics in different plant species. In particular, the study of the root growth and behaviour could lead to the definition of novel principles for the penetration and/or control paradigms for soil exploration and monitoring tasks. The software capabilities were demonstrated by experimental trials performed with Zea mays and Oryza sativa.

[1]  Hidenori Hirota,et al.  Endogenous factors affecting the curved growth of seminal roots of Zea mays L. seedlings grown in liquid culture. , 1980 .

[2]  John Z Kiss Up, down, and all around: how plants sense and respond to environmental stimuli. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[3]  Mayandi Sivaguru,et al.  The Distal Part of the Transition Zone Is the Most Aluminum-Sensitive Apical Root Zone of Maize , 1998 .

[4]  A H Brown Gravity perception and circumnutation in plants. , 1991, Advances in space biology and medicine.

[5]  T. Baskin,et al.  Analysis of cell division and elongation underlying the developmental acceleration of root growth in Arabidopsis thaliana. , 1998, Plant physiology.

[6]  Katsuhide Fujita,et al.  The genome-wide screening of yeast deletion mutants to identify the genes required for tolerance to ethanol and other alcohols. , 2006, FEMS yeast research.

[7]  R. E. Sharp,et al.  Growth of the maize primary root at low water potentials : I. Spatial distribution of expansive growth. , 1988, Plant physiology.

[8]  Ryoichi Ikeda,et al.  Ecological significance of root tip rotation for seedling establishment of Oryza sativa L , 1999, Ecological Research.

[9]  G. Massa,et al.  Touch and gravitropic set-point angle interact to modulate gravitropic growth in roots. , 2003, Advances in space research : the official journal of the Committee on Space Research.

[10]  Richard D. Firn,et al.  Solving the puzzle of gravitropism — has a lost piece been found? , 1997, Planta.

[11]  Ching Y. Suen,et al.  A fast parallel algorithm for thinning digital patterns , 1984, CACM.

[12]  M. Iijima,et al.  Structure and Function of the Root Cap , 2008 .

[13]  Gerrit T. S. Beemster,et al.  Quantitative Analyses of Cell Division in Plants , 2006, Plant Molecular Biology.

[14]  Loïc Pagès,et al.  A Novel Image-Analysis Toolbox Enabling Quantitative Analysis of Root System Architecture1[W][OA] , 2011, Plant Physiology.

[15]  Stefano Mancuso,et al.  Root apex transition zone: a signalling-response nexus in the root. , 2010, Trends in plant science.

[16]  Stefan Mairhofer,et al.  RooTrak: Automated Recovery of Three-Dimensional Plant Root Architecture in Soil from X-Ray Microcomputed Tomography Images Using Visual Tracking1[W] , 2011, Plant Physiology.

[17]  A. Leopold,et al.  Springback in root gravitropism. , 1989, Plant physiology.

[18]  Anthony Trewavas,et al.  Plant intelligence: Mindless mastery , 2002, Nature.

[19]  Peter Buchner,et al.  Plant sulphate transporters: co-ordination of uptake, intracellular and long-distance transport. , 2004, Journal of experimental botany.

[20]  K. Bennett,et al.  The power of movement in plants. , 1998, Trends in ecology & evolution.

[21]  M. Evans,et al.  Root-growth behavior of the Arabidopsis mutant rgr1. Roles of gravitropism and circumnutation in the waving/coiling phenomenon. , 1998, Plant physiology.

[22]  I. Newman,et al.  Proton and calcium flux oscillations in the elongation region correlate with root nutation. , 1997, Physiologia plantarum.

[23]  Xiaolong Yan,et al.  3D reconstruction and dynamic modeling of root architecture in situ and its application to crop phosphorus research. , 2009, The Plant journal : for cell and molecular biology.

[24]  R. MacCurdy,et al.  Three-Dimensional Root Phenotyping with a Novel Imaging and Software Platform1[C][W][OA] , 2011, Plant Physiology.

[25]  C A Mitchell,et al.  Mechanical stress regulation of plant growth and development. , 1995, Horticultural reviews.

[26]  A. G. Bengough,et al.  Quantifying rhizosphere particle movement around mutant maize roots using time‐lapse imaging and particle image velocimetry , 2010 .

[27]  A. Hills,et al.  EZ-Rhizo: integrated software for the fast and accurate measurement of root system architecture. , 2009, The Plant journal : for cell and molecular biology.

[28]  Barbara Mazzolai,et al.  Analysis of movement in primary maize roots , 2012, Biologia.

[29]  Peters,et al.  The Correlation of Profiles of Surface pH and Elongation Growth in Maize Roots. , 1999, Plant physiology.

[30]  N. Otsu A threshold selection method from gray level histograms , 1979 .

[31]  A. H. Brown,et al.  Circumnutations: From Darwin to Space Flights , 1993, Plant physiology.

[32]  Tony Pridmore,et al.  High-Throughput Quantification of Root Growth Using a Novel Image-Analysis Tool1[C][W] , 2009, Plant Physiology.

[33]  Luca Sebastiani,et al.  Could the differences in O3 sensitivity between two poplar clones be related to a difference in antioxidant defense and secondary metabolic response to O3 influx , 2008 .

[34]  Luca Sebastiani,et al.  Responses of the Populus × euramericana clone I-214 to excess zinc: Carbon assimilation, structural modifications, metal distribution and cellular localization , 2009 .

[35]  Hanno Scharr,et al.  Spatio-temporal quantification of differential growth processes in root growth zones based on a novel combination of image sequence processing and refined concepts describing curvature production. , 2008, The New phytologist.

[36]  J. Lynch,et al.  A Novel Image-Analysis Technique for Kinematic Study of Growth and Curvature1[W][OA] , 2007, Plant Physiology.

[37]  F. Tito Arecchi,et al.  Swarming Behavior in Plant Roots , 2012, PloS one.

[38]  Michael L. Evans,et al.  Computer-based video digitizer analysis of surface extension in maize roots , 1991, Planta.

[39]  Paolo Dario,et al.  A Miniaturized Mechatronic System Inspired by Plant Roots for Soil Exploration , 2011, IEEE/ASME Transactions on Mechatronics.

[40]  Klaus Harter,et al.  The root cap determines ethylene-dependent growth and development in maize roots. , 2008, Molecular plant.

[41]  Laurent Nussaume,et al.  The root cap at the forefront. , 2010, Comptes rendus biologies.

[42]  Isabel Aguilera,et al.  Allelopathy and Exotic Plant Invasion: From Molecules and Genes to Species Interactions , 2003 .

[43]  Fernando Migliaccio,et al.  Arabidopsis root growth movements and their symmetry , 2009, Plant signaling & behavior.

[44]  A. Trewavas What is plant behaviour? , 2009, Plant, cell & environment.

[45]  G. Zack,et al.  Automatic measurement of sister chromatid exchange frequency. , 1977, The journal of histochemistry and cytochemistry : official journal of the Histochemistry Society.

[46]  Nima Yazdanbakhsh,et al.  Analysis of Arabidopsis thaliana root growth kinetics with high temporal and spatial resolution. , 2010, Annals of botany.

[47]  Hidenori Hirota Root Growth of Forage Crops : 1. Rotation growth of root tips in Zea mays and Lolium multiflorum , 1976 .

[48]  Simon Gilroy,et al.  Touch modulates gravity sensing to regulate the growth of primary roots of Arabidopsis thaliana. , 2003, The Plant journal : for cell and molecular biology.