X‐Ray Computed Tomography of Crop Plant Root Systems Grown in Soil

2017 ◽  
Vol 2 (4) ◽  
pp. 270-286 ◽  
Author(s):  
Stefan Mairhofer ◽  
Tony Pridmore ◽  
James Johnson ◽  
Darren M. Wells ◽  
Malcolm J. Bennett ◽  
...  
2015 ◽  
Vol 42 (5) ◽  
pp. 460 ◽  
Author(s):  
Stefan Mairhofer ◽  
Craig Sturrock ◽  
Darren M. Wells ◽  
Malcolm J. Bennett ◽  
Sacha J. Mooney ◽  
...  

X-ray microcomputed tomography (μCT) allows nondestructive visualisation of plant root systems within their soil environment and thus offers an alternative to the commonly used destructive methodologies for the examination of plant roots and their interaction with the surrounding soil. Various methods for the recovery of root system information from X-ray computed tomography (CT) image data have been presented in the literature. Detailed, ideally quantitative, evaluation is essential, in order to determine the accuracy and limitations of the proposed methods, and to allow potential users to make informed choices among them. This, however, is a complicated task. Three-dimensional ground truth data are expensive to produce and the complexity of X-ray CT data means that manually generated ground truth may not be definitive. Similarly, artificially generated data are not entirely representative of real samples. The aims of this work are to raise awareness of the evaluation problem and to propose experimental approaches that allow the performance of root extraction methods to be assessed, ultimately improving the techniques available. To illustrate the issues, tests are conducted using both artificially generated images and real data samples.


2017 ◽  
Vol 23 (3) ◽  
pp. 538-552 ◽  
Author(s):  
Samuel D. Keyes ◽  
Neil J. Gostling ◽  
Jessica H. Cheung ◽  
Tiina Roose ◽  
Ian Sinclair ◽  
...  

AbstractThe use of in vivo X-ray microcomputed tomography (μCT) to study plant root systems has become routine, but is often hampered by poor contrast between roots, soil, soil water, and soil organic matter. In clinical radiology, imaging of poorly contrasting regions is frequently aided by the use of radio-opaque contrast media. In this study, we present evidence for the utility of iodinated contrast media (ICM) in the study of plant root systems using μCT. Different dilutions of an ionic and nonionic ICM (Gastrografin 370 and Niopam 300) were perfused into the aerial vasculature of juvenile pea plants via a leaf flap (Pisum sativum). The root systems were imaged via μCT, and a variety of image-processing approaches used to quantify and compare the magnitude of the contrast enhancement between different regions. Though the treatment did not appear to significantly aid extraction of full root system architectures from the surrounding soil, it did allow the xylem and phloem units of seminal roots and the vascular morphology within rhizobial nodules to be clearly visualized. The nonionic, low-osmolality contrast agent Niopam appeared to be well tolerated by the plant, whereas Gastrografin showed evidence of toxicity. In summary, the use of iodine-based contrast media allows usually poorly contrasting root structures to be visualized nondestructively using X-ray μCT. In particular, the vascular structures of roots and rhizobial nodules can be clearly visualized in situ.


Plant Methods ◽  
2015 ◽  
Vol 11 (1) ◽  
Author(s):  
Johannes Pfeifer ◽  
Norbert Kirchgessner ◽  
Tino Colombi ◽  
Achim Walter

Author(s):  
Niraj Suresh ◽  
Sean A. Stephens ◽  
Lexor Adams ◽  
Anthon N. Beck ◽  
Adriana L. McKinney ◽  
...  

2011 ◽  
Vol 352 (1-2) ◽  
pp. 1-22 ◽  
Author(s):  
S. J. Mooney ◽  
T. P. Pridmore ◽  
J. Helliwell ◽  
M. J. Bennett

HortScience ◽  
2014 ◽  
Vol 49 (1) ◽  
pp. 44-50 ◽  
Author(s):  
Taryn L. Bauerle ◽  
Michela Centinari

Tree root systems are inherently dynamic in their distribution within a soil volume. Analysis of tree root system space occupation through time can improve not only our implicit understanding of a virtually hidden portion of a plant, but influence future management decisions through a more thorough understanding of root placement within a soil volume. We compared root standing crop populations of four ornamental tree species including Acer rubrum L. ‘Franksred’ (Acer), Carpinus betula L. ‘Columnaris’ (Carpinus), Gleditsia tricanthos L. var. inermis ‘Skycole’ (Gleditsia), and Quercus rubra L. ‘Rubrum’ (Quercus) grown in a nursery mix substrate within large 57-L containers using an X-ray computed tomography (CT) approach through time. Individual root identification was performed manually on two-dimensional slices of CT scans. Our data show high variation in species total root number through time with Carpinus exhibiting the largest root population throughout the study period. However, species exhibited differences in root distribution patterns as exemplified by the shallow and horizontally more uniform rooting pattern of Acer in comparison with the highly plastic root distribution in space through time in Gleditsia. Root frequencies within 1-mm root diameter class distributions shifted by species with the most drastic differences found between high frequencies of relatively small diameter roots in Acer vs. pronounced shifts in dominate root diameter size class as found in Gleditsia and lesser so in Carpinus during a growing season. Our findings demonstrate differences in whole tree root systems space occupation non-destructively through time and highlight a disparity in how species fill a container volume during growth.


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