Plant phenomics, from sensors to knowledge

Major improvements in crop yield are needed to keep pace with population growth and climate change. While plant breeding efforts have greatly benefited from advances in genomics, profiling the crop phenome (i.e., the structure and function of plants) associated with allelic variants and environments...

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Main Authors: Tardieu, François, Cabrera-Bosquet, Llorenç, Pridmore, Tony P., Bennett, Malcolm J.
Format: Article
Published: Elsevier (Cell Press) 2017
Online Access:https://eprints.nottingham.ac.uk/46415/
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author Tardieu, François
Cabrera-Bosquet, Llorenç
Pridmore, Tony P.
Bennett, Malcolm J.
author_facet Tardieu, François
Cabrera-Bosquet, Llorenç
Pridmore, Tony P.
Bennett, Malcolm J.
author_sort Tardieu, François
building Nottingham Research Data Repository
collection Online Access
description Major improvements in crop yield are needed to keep pace with population growth and climate change. While plant breeding efforts have greatly benefited from advances in genomics, profiling the crop phenome (i.e., the structure and function of plants) associated with allelic variants and environments remains a major technical bottleneck. Here, we review the conceptual and technical challenges facing plant phenomics. We first discuss how, given plants’ high levels of morphological plasticity, crop phenomics presents distinct challenges compared with studies in animals. Next, we present strategies for multi-scale phenomics, and describe how major improvements in imaging, sensor technologies and data analysis are now making high-throughput root, shoot, whole-plant and canopy phenomic studies possible. We then suggest that research in this area is entering a new stage of development, in which phenomic pipelines can help researchers transform large numbers of images and sensor data into knowledge, necessitating novel methods of data handling and modelling. Collectively, these innovations are helping accelerate the selection of the next generation of crops more sustainable and resilient to climate change, and whose benefits promise to scale from physiology to breeding and to deliver real world impact for ongoing global food security efforts.
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spelling nottingham-464152020-05-04T18:59:45Z https://eprints.nottingham.ac.uk/46415/ Plant phenomics, from sensors to knowledge Tardieu, François Cabrera-Bosquet, Llorenç Pridmore, Tony P. Bennett, Malcolm J. Major improvements in crop yield are needed to keep pace with population growth and climate change. While plant breeding efforts have greatly benefited from advances in genomics, profiling the crop phenome (i.e., the structure and function of plants) associated with allelic variants and environments remains a major technical bottleneck. Here, we review the conceptual and technical challenges facing plant phenomics. We first discuss how, given plants’ high levels of morphological plasticity, crop phenomics presents distinct challenges compared with studies in animals. Next, we present strategies for multi-scale phenomics, and describe how major improvements in imaging, sensor technologies and data analysis are now making high-throughput root, shoot, whole-plant and canopy phenomic studies possible. We then suggest that research in this area is entering a new stage of development, in which phenomic pipelines can help researchers transform large numbers of images and sensor data into knowledge, necessitating novel methods of data handling and modelling. Collectively, these innovations are helping accelerate the selection of the next generation of crops more sustainable and resilient to climate change, and whose benefits promise to scale from physiology to breeding and to deliver real world impact for ongoing global food security efforts. Elsevier (Cell Press) 2017-08-07 Article PeerReviewed Tardieu, François, Cabrera-Bosquet, Llorenç, Pridmore, Tony P. and Bennett, Malcolm J. (2017) Plant phenomics, from sensors to knowledge. Current Biology, 27 (15). R770-R783. ISSN 1879-0445 http://www.sciencedirect.com/science/article/pii/S0960982217306218?via%3Dihub doi:10.1016/j.cub.2017.05.055 doi:10.1016/j.cub.2017.05.055
spellingShingle Tardieu, François
Cabrera-Bosquet, Llorenç
Pridmore, Tony P.
Bennett, Malcolm J.
Plant phenomics, from sensors to knowledge
title Plant phenomics, from sensors to knowledge
title_full Plant phenomics, from sensors to knowledge
title_fullStr Plant phenomics, from sensors to knowledge
title_full_unstemmed Plant phenomics, from sensors to knowledge
title_short Plant phenomics, from sensors to knowledge
title_sort plant phenomics, from sensors to knowledge
url https://eprints.nottingham.ac.uk/46415/
https://eprints.nottingham.ac.uk/46415/
https://eprints.nottingham.ac.uk/46415/