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Integrative field scale phenotyping for investigating metabolic components of water stress within a vineyard

BACKGROUND: There is currently a high requirement for field phenotyping methodologies/technologies to determine quantitative traits related to crop yield and plant stress responses under field conditions. METHODS: We employed an unmanned aerial vehicle equipped with a thermal camera as a high-throug...

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Autores principales: Gago, Jorge, Fernie, Alisdair R., Nikoloski, Zoran, Tohge, Takayuki, Martorell, Sebastiá, Escalona, José Mariano, Ribas-Carbó, Miquel, Flexas, Jaume, Medrano, Hipólito
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5663058/
https://www.ncbi.nlm.nih.gov/pubmed/29093742
http://dx.doi.org/10.1186/s13007-017-0241-z
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author Gago, Jorge
Fernie, Alisdair R.
Nikoloski, Zoran
Tohge, Takayuki
Martorell, Sebastiá
Escalona, José Mariano
Ribas-Carbó, Miquel
Flexas, Jaume
Medrano, Hipólito
author_facet Gago, Jorge
Fernie, Alisdair R.
Nikoloski, Zoran
Tohge, Takayuki
Martorell, Sebastiá
Escalona, José Mariano
Ribas-Carbó, Miquel
Flexas, Jaume
Medrano, Hipólito
author_sort Gago, Jorge
collection PubMed
description BACKGROUND: There is currently a high requirement for field phenotyping methodologies/technologies to determine quantitative traits related to crop yield and plant stress responses under field conditions. METHODS: We employed an unmanned aerial vehicle equipped with a thermal camera as a high-throughput phenotyping platform to obtain canopy level data of the vines under three irrigation treatments. High-resolution imagery (< 2.5 cm/pixel) was employed to estimate the canopy conductance (g (c)) via the leaf energy balance model. In parallel, physiological stress measurements at leaf and stem level as well as leaf sampling for primary and secondary metabolome analysis were performed. RESULTS: Aerial g (c) correlated significantly with leaf stomatal conductance (g (s)) and stem sap flow, benchmarking the quality of our remote sensing technique. Metabolome profiles were subsequently linked with g (c) and g (s) via partial least square modelling. By this approach malate and flavonols, which have previously been implicated to play a role in stomatal function under controlled greenhouse conditions within model species, were demonstrated to also be relevant in field conditions. CONCLUSIONS: We propose an integrative methodology combining metabolomics, organ-level physiology and UAV-based remote sensing of the whole canopy responses to water stress within a vineyard. Finally, we discuss the general utility of this integrative methodology for broad field phenotyping. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13007-017-0241-z) contains supplementary material, which is available to authorized users.
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spelling pubmed-56630582017-11-01 Integrative field scale phenotyping for investigating metabolic components of water stress within a vineyard Gago, Jorge Fernie, Alisdair R. Nikoloski, Zoran Tohge, Takayuki Martorell, Sebastiá Escalona, José Mariano Ribas-Carbó, Miquel Flexas, Jaume Medrano, Hipólito Plant Methods Research BACKGROUND: There is currently a high requirement for field phenotyping methodologies/technologies to determine quantitative traits related to crop yield and plant stress responses under field conditions. METHODS: We employed an unmanned aerial vehicle equipped with a thermal camera as a high-throughput phenotyping platform to obtain canopy level data of the vines under three irrigation treatments. High-resolution imagery (< 2.5 cm/pixel) was employed to estimate the canopy conductance (g (c)) via the leaf energy balance model. In parallel, physiological stress measurements at leaf and stem level as well as leaf sampling for primary and secondary metabolome analysis were performed. RESULTS: Aerial g (c) correlated significantly with leaf stomatal conductance (g (s)) and stem sap flow, benchmarking the quality of our remote sensing technique. Metabolome profiles were subsequently linked with g (c) and g (s) via partial least square modelling. By this approach malate and flavonols, which have previously been implicated to play a role in stomatal function under controlled greenhouse conditions within model species, were demonstrated to also be relevant in field conditions. CONCLUSIONS: We propose an integrative methodology combining metabolomics, organ-level physiology and UAV-based remote sensing of the whole canopy responses to water stress within a vineyard. Finally, we discuss the general utility of this integrative methodology for broad field phenotyping. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13007-017-0241-z) contains supplementary material, which is available to authorized users. BioMed Central 2017-10-30 /pmc/articles/PMC5663058/ /pubmed/29093742 http://dx.doi.org/10.1186/s13007-017-0241-z Text en © The Author(s) 2017 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.
spellingShingle Research
Gago, Jorge
Fernie, Alisdair R.
Nikoloski, Zoran
Tohge, Takayuki
Martorell, Sebastiá
Escalona, José Mariano
Ribas-Carbó, Miquel
Flexas, Jaume
Medrano, Hipólito
Integrative field scale phenotyping for investigating metabolic components of water stress within a vineyard
title Integrative field scale phenotyping for investigating metabolic components of water stress within a vineyard
title_full Integrative field scale phenotyping for investigating metabolic components of water stress within a vineyard
title_fullStr Integrative field scale phenotyping for investigating metabolic components of water stress within a vineyard
title_full_unstemmed Integrative field scale phenotyping for investigating metabolic components of water stress within a vineyard
title_short Integrative field scale phenotyping for investigating metabolic components of water stress within a vineyard
title_sort integrative field scale phenotyping for investigating metabolic components of water stress within a vineyard
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5663058/
https://www.ncbi.nlm.nih.gov/pubmed/29093742
http://dx.doi.org/10.1186/s13007-017-0241-z
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