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      Rapid phenotyping of crop root systems in undisturbed field soils using X-ray computed tomography

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          Abstract

          Background

          X-ray computed tomography (CT) has become a powerful tool for root phenotyping. Compared to rather classical, destructive methods, CT encompasses various advantages. In pot experiments the growth and development of the same individual root can be followed over time and in addition the unaltered configuration of the 3D root system architecture (RSA) interacting with a real field soil matrix can be studied. Yet, the throughput, which is essential for a more widespread application of CT for basic research or breeding programs, suffers from the bottleneck of rapid and standardized segmentation methods to extract root structures. Using available methods, root segmentation is done to a large extent manually, as it requires a lot of interactive parameter optimization and interpretation and therefore needs a lot of time.

          Results

          Based on commercially available software, this paper presents a protocol that is faster, more standardized and more versatile compared to existing segmentation methods, particularly if used to analyse field samples collected in situ. To the knowledge of the authors this is the first study approaching to develop a comprehensive segmentation method suitable for comparatively large columns sampled in situ which contain complex, not necessarily connected root systems from multiple plants grown in undisturbed field soil. Root systems from several crops were sampled in situ and CT-volumes determined with the presented method were compared to root dry matter of washed root samples. A highly significant ( P < 0.01) and strong correlation (R 2 = 0.84) was found, demonstrating the value of the presented method in the context of field research. Subsequent to segmentation, a method for the measurement of root thickness distribution has been used. Root thickness is a central RSA trait for various physiological research questions such as root growth in compacted soil or under oxygen deficient soil conditions, but hardly assessable in high throughput until today, due to a lack of available protocols.

          Conclusions

          Application of the presented protocol helps to overcome the segmentation bottleneck and can be considered a step forward to high throughput root phenotyping facilitating appropriate sample sizes desired by science and breeding.

          Electronic supplementary material

          The online version of this article (doi:10.1186/s13007-015-0084-4) contains supplementary material, which is available to authorized users.

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          Most cited references18

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          Shovelomics: high throughput phenotyping of maize (Zea mays L.) root architecture in the field

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            Plant phenotyping: from bean weighing to image analysis

            Plant phenotyping refers to a quantitative description of the plant’s anatomical, ontogenetical, physiological and biochemical properties. Today, rapid developments are taking place in the field of non-destructive, image-analysis -based phenotyping that allow for a characterization of plant traits in high-throughput. During the last decade, ‘the field of image-based phenotyping has broadened its focus from the initial characterization of single-plant traits in controlled conditions towards ‘real-life’ applications of robust field techniques in plant plots and canopies. An important component of successful phenotyping approaches is the holistic characterization of plant performance that can be achieved with several methodologies, ranging from multispectral image analyses via thermographical analyses to growth measurements, also taking root phenotypes into account.
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              Developing X-ray Computed Tomography to non-invasively image 3-D root systems architecture in soil

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                Author and article information

                Contributors
                johannes.pfeifer@usys.ethz.ch
                norbert.kirchgessner@usys.ethz.ch
                tino.colombi@usys.ethz.ch
                achim.walter@usys.ethz.ch
                Journal
                Plant Methods
                Plant Methods
                Plant Methods
                BioMed Central (London )
                1746-4811
                28 August 2015
                28 August 2015
                2015
                : 11
                : 41
                Affiliations
                Institute of Agricultural Sciences, Swiss Federal Institute of Technology in Zurich (ETH Zürich), Universitätstrasse 2, 8092 Zurich, Switzerland
                Article
                84
                10.1186/s13007-015-0084-4
                4552158
                26322118
                a931500d-fdd2-4c3d-9ac1-b02ab6940d98
                © Pfeifer et al. 2015

                Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License ( http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver ( http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.

                History
                : 12 July 2015
                : 10 August 2015
                Categories
                Methodology
                Custom metadata
                © The Author(s) 2015

                Plant science & Botany
                non-destructive root phenotyping,x-ray computed tomography (ct),high throughput,image analysis,field soil,root growth dynamics,root system architecture (rsa),root thickness

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