Metabolomic profiling in tomato reveals diel compositional changes in fruit affected by source–sink relationships
Journal of Experimental Botany, Vol. 66, No. 11 pp. 3391–3404, 2015
doi:10.1093/jxb/erv151 Advance Access publication 11 April 2015
This paper is available online free of all access charges (see http://jxb.oxfordjournals.org/open_access.html for further details)
RESEARCH PAPER
Metabolomic profiling in tomato reveals diel compositional
changes in fruit affected by source–sink relationships
Camille Bénard1,2, Stéphane Bernillon2,3, Benoît Biais2, Sonia Osorio4,5, Mickaël Maucourt3,6,
Patricia Ballias2,3, Catherine Deborde2,3, Sophie Colombié2, Cécile Cabasson3,6,
Daniel Jacob2,3, Gilles Vercambre1, Hélène Gautier1, Dominique Rolin3,6, Michel Génard1,
Alisdair R. Fernie4, Yves Gibon2,3 and Annick Moing2,3,*
INRA, UR1115 Plantes et Systèmes de culture Horticoles, Domaine St Paul, Site Agroparc, 84914 Avignon, France
INRA, UMR1332, Biologie du Fruit et Pathologie, 71 av Edouard Bourlaux, 33140 Villenave d’Ornon, France
3
Plateforme Métabolome du Centre de Génomique Fonctionnelle Bordeaux, MetaboHUB, IBVM, Centre INRA Bordeaux, 71 av
Edouard Bourlaux, 33140 Villenave d’Ornon, France
4
Max-Planck-Institut für Molekulare Pflanzenphysiologie, Am Mühlenberg 1, 14476 Potsdam-Golm, Germany
5
Instituto de Hortofruticultura Subtropical y Mediterranea (IHSM), Universidad de Málaga-Consejo Superior de Investigaciones
Científicas, Departamento de Biología Molecular y Bioquímica, Málaga, Spain
6
Univ. Bordeaux, UMR1332, Biologie du Fruit et Pathologie, 71 av Edouard Bourlaux, 33140 Villenave d’Ornon, France
2
* To whom correspondence should be addressed. E-mail:
Received 22 December 2014; Revised 20 February 2015; Accepted 9 March 2015
Abstract
A detailed study of the diurnal compositional changes was performed in tomato (Solanum lycopersicum cv.
Moneymaker) leaves and fruits. Plants were cultivated in a commercial greenhouse under two growth conditions:
control and shaded. Expanding fruits and the closest mature leaves were harvested during two different day/night
cycles (cloudy or sunny day). High-throughput robotized biochemical phenotyping of major compounds, as well
as proton nuclear magnetic resonance and mass spectrometry metabolomic profiling, were used to measure the
contents of about 70 metabolites in the leaves and 60 metabolites in the fruits, in parallel with ecophysiological
measurements. Metabolite data were processed using multivariate, univariate, or clustering analyses and correlation networks. The shaded carbon-limited plants adjusted their leaf area, decreased their sink carbon demand
and showed subtle compositional modifications. For source leaves, several metabolites varied along a diel cycle,
including those directly linked to photosynthesis and photorespiration. These metabolites peaked at midday in both
conditions and diel cycles as expected. However, transitory carbon storage was limited in tomato leaves. In fruits,
fewer metabolites showed diel fluctuations, which were also of lower amplitude. Several organic acids were among
the fluctuating metabolites. Diel patterns observed in leaves and especially in fruits differed between the cloudy
and sunny days, and between the two conditions. Relationships between compositional changes in leaves and
fruits are in agreement with the fact that several metabolic processes of the fruit appeared linked to its momentary
supply of sucrose.
Key words: Diurnal changes, fruit metabolism, 1H-NMR, MS, metabolomics, Solanum lycopersicum.
Abbreviations: ANOVA, analysis of variance; CV, coefficient of variation; DPA, days post-anthesis; DW, dry weight; FW, fresh weight; GABA, γ-aminobutyric acid;
GC-MS, gas chromatography coupled with mass spectrometry; GGM, Gaussian graphical model; 1H-NMR, proton NMR; LC-MS, liquid chromatography coupled
with mass spectrometry; MS, mass spectrometry; PAR, photosynthetically active radiation; PCA, principal component analysis; SLA, specific leaf area; TOF, time of
flight.
© The Author 2015. Published by Oxford University Press on behalf of the Society for Experimental Biology.
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/), which
permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
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Introduction
extracts give access to a range of primary metabolites. Liquid
chromatography coupled with mass spectrometry (LC-MS)
of semi-polar extracts provides relative quantification of
secondary metabolites belonging to several families of compounds including flavonoids, hydroxycinnamates, and glycoalkaloids. Such analytical approaches have largely been
used recently for crop species including tomato (de Vos et al.,
2011). However, source–sink studies involving metabolomics
remain rare for fruit crops. As most works about changes in
metabolites in source–sink interactions have been derived
from Arabidopsis, it is now meaningful to study crop species of economic importance such as tomato plants that have
multiple fruits that serve as strong sinks.
In the present work, diurnal compositional changes were
measured in greenhouse-grown tomato expanding fruits and
the closest mature leaves using a combination of metabolomics approaches based on NMR and MS, and on robotized microplate measurements of starch, proteins, and total
free amino acids. Since shading has been shown to affect both
yield and fruit quality in tomato (Gent, 2007), we also investigated the leaves and fruits of plants experiencing different
light regimes (cloudy vs sunny day, and control vs shading
condition). With contrasted carbon availability at the plant
level, leaf and fruit diel variations were investigated to study
the relationships between the composition of the mature
leaves close to the harvested fruit truss and that of the fruit
pericarp using metabolite networks. These approaches provided information about possible metabolic regulations in
the context of the relationships between source leaf and sink
fruit.
Materials and methods
Plant material and growth conditions
Tomato (Solanum lycopersicum L. cv. Moneymaker) plants were
grown in a greenhouse in south-west France from June to September
according to commercial practices as detailed in Supplementary
text at JXB online. Fruit load was set at six fruits per truss when
needed. The entire fruit development from anthesis to the red-ripe
stage lasted about 55 d. Two conditions were applied: ‘control’ (276
plants), and low-light conditions, referred to as ‘shaded’ [138 plants
with a shadow net stopping 60% of incident light, with limited
effects on temperature, installed in early July when fruits of truss 3
were at about 6 d post-anthesis (DPA)].
During the plant culture, we focused on two diel cycles hereafter
referred to as ‘Experiments’. Experiment 1 (Exp. 1) was performed
in late July on an overcast day, with expanding fruits located on truss
3 (23 ± 1 DPA), and Exp. 2 was performed in late A (...truncated)