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GiA Roots: software for the high throughput analysis of plant root system architecture
by
Price, Charles A
, Bucksch, Alexander
, Moore, Brad
, Benfey, Philip N
, Galkovskyi, Taras
, Iyer-Pascuzzi, Anjali S
, Zurek, Paul R
, Mileyko, Yuriy
, Symonova, Olga
, Harer, John
, Weitz, Joshua S
, Topp, Christopher N
, Fang, Suqin
in
Agriculture
/ Algorithms
/ Biomedical and Life Sciences
/ Botanical research
/ Computer programs
/ Crop improvement
/ Electronic Data Processing
/ Genotype
/ Genotypes
/ Image Processing, Computer-Assisted - methods
/ Life Sciences
/ Methods
/ Oryza - anatomy & histology
/ Oryza - growth & development
/ Phenotype
/ Phenotypes
/ Physiological aspects
/ Plant Roots - anatomy & histology
/ Plant Roots - growth & development
/ Plant Sciences
/ Reproducibility of Results
/ Roots
/ Roots (Botany)
/ Science
/ Software
/ Technology application
/ Tree Biology
/ User-Computer Interface
/ Workflow
2012
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GiA Roots: software for the high throughput analysis of plant root system architecture
by
Price, Charles A
, Bucksch, Alexander
, Moore, Brad
, Benfey, Philip N
, Galkovskyi, Taras
, Iyer-Pascuzzi, Anjali S
, Zurek, Paul R
, Mileyko, Yuriy
, Symonova, Olga
, Harer, John
, Weitz, Joshua S
, Topp, Christopher N
, Fang, Suqin
in
Agriculture
/ Algorithms
/ Biomedical and Life Sciences
/ Botanical research
/ Computer programs
/ Crop improvement
/ Electronic Data Processing
/ Genotype
/ Genotypes
/ Image Processing, Computer-Assisted - methods
/ Life Sciences
/ Methods
/ Oryza - anatomy & histology
/ Oryza - growth & development
/ Phenotype
/ Phenotypes
/ Physiological aspects
/ Plant Roots - anatomy & histology
/ Plant Roots - growth & development
/ Plant Sciences
/ Reproducibility of Results
/ Roots
/ Roots (Botany)
/ Science
/ Software
/ Technology application
/ Tree Biology
/ User-Computer Interface
/ Workflow
2012
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Do you wish to request the book?
GiA Roots: software for the high throughput analysis of plant root system architecture
by
Price, Charles A
, Bucksch, Alexander
, Moore, Brad
, Benfey, Philip N
, Galkovskyi, Taras
, Iyer-Pascuzzi, Anjali S
, Zurek, Paul R
, Mileyko, Yuriy
, Symonova, Olga
, Harer, John
, Weitz, Joshua S
, Topp, Christopher N
, Fang, Suqin
in
Agriculture
/ Algorithms
/ Biomedical and Life Sciences
/ Botanical research
/ Computer programs
/ Crop improvement
/ Electronic Data Processing
/ Genotype
/ Genotypes
/ Image Processing, Computer-Assisted - methods
/ Life Sciences
/ Methods
/ Oryza - anatomy & histology
/ Oryza - growth & development
/ Phenotype
/ Phenotypes
/ Physiological aspects
/ Plant Roots - anatomy & histology
/ Plant Roots - growth & development
/ Plant Sciences
/ Reproducibility of Results
/ Roots
/ Roots (Botany)
/ Science
/ Software
/ Technology application
/ Tree Biology
/ User-Computer Interface
/ Workflow
2012
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GiA Roots: software for the high throughput analysis of plant root system architecture
Journal Article
GiA Roots: software for the high throughput analysis of plant root system architecture
2012
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Overview
Background
Characterizing root system architecture (RSA) is essential to understanding the development and function of vascular plants. Identifying RSA-associated genes also represents an underexplored opportunity for crop improvement. Software tools are needed to accelerate the pace at which quantitative traits of RSA are estimated from images of root networks.
Results
We have developed GiA Roots (General Image Analysis of Roots), a semi-automated software tool designed specifically for the high-throughput analysis of root system images. GiA Roots includes user-assisted algorithms to distinguish root from background and a fully automated pipeline that extracts dozens of root system phenotypes. Quantitative information on each phenotype, along with intermediate steps for full reproducibility, is returned to the end-user for downstream analysis. GiA Roots has a GUI front end and a command-line interface for interweaving the software into large-scale workflows. GiA Roots can also be extended to estimate novel phenotypes specified by the end-user.
Conclusions
We demonstrate the use of GiA Roots on a set of 2393 images of rice roots representing 12 genotypes from the species
Oryza sativa
. We validate trait measurements against prior analyses of this image set that demonstrated that RSA traits are likely heritable and associated with genotypic differences. Moreover, we demonstrate that GiA Roots is extensible and an end-user can add functionality so that GiA Roots can estimate novel RSA traits. In summary, we show that the software can function as an efficient tool as part of a workflow to move from large numbers of root images to downstream analysis.
Publisher
BioMed Central,BioMed Central Ltd,Springer Nature B.V,BMC
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