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Findings of Changes in Primary Metabolism for the Production of Phenolic Antioxidants in Wounded Carrots Cong Han, Peng Jin, Meilin Li, Lei Wang, and Yonghua Zheng J. Agric. Food Chem., Just Accepted Manuscript • DOI: 10.1021/acs.jafc.7b01137 • Publication Date (Web): 31 Jul 2017 Downloaded from http://pubs.acs.org on August 1, 2017
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Journal of Agricultural and Food Chemistry
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Physiological and Transcriptomic Analysis Validates Previous
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Findings of Changes in Primary Metabolism for the
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Production of Phenolic Antioxidants in Wounded Carrots
4
5
† † † ‡ *,† Cong Han, Peng Jin, Meilin Li, Lei Wang, Yonghua Zheng
6 7 †
8 9
10 11
College of Food Science and Technology, Nanjing Agricultural University,
Nanjing, 210095, People’s Republic of China ‡
College of Agriculture, Liaocheng University, Liaocheng, 252000, People’s
Republic of China
12 13 14 15
16 17
*
Corresponding author. Tel.:+86 25 8439 9080; Fax: +86 25 8439 5618
E-mail address:
[email protected] (Y. H. Zheng)
18 19 20 21 22
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ABSTRACT: Wounding induces the accumulation of phenolic compounds in
24
carrot. This study uses physiological and transcriptomic analysis to validate
25
previous findings relating primary metabolism and secondary metabolites in
26
wounded carrots. Our data confirmed that increased wounding intensity
27
strengthened the accumulation of phenolics accompanied by enhancing respiration
28
and showed the loss of fructose and glucose and the increase of energy status in
29
carrots. Besides, transcriptomic evaluation of shredded carrots indicated that the
30
respiratory metabolism, sugar metabolism, energy metabolism and phenolics
31
biosynthesis related pathways, such as “Citrate cycle (TCA cycle)”, “Oxidative
32
phosphorylation” and “Phenylpropanoid biosynthesis”, were activated by wounding.
33
Also, the differentially expressed genes (DEGs) involved in the conversion of
34
sugars to phenolics were extensively up-regulated after wounding. Thus, the
35
physiological and transcriptomic data validate previous findings that wounding
36
accelerates the primary metabolisms of carrot including respiratory metabolism,
37
sugar metabolism and energy metabolism to meet the demand for the production of
38
phenolic antioxidants.
39 40
KEYWORDS: carrot, wounding, phenolic antioxidants, RNA-Seq, primary
41
metabolism
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■ INTRODUCTION
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In the last few years, postharvest abiotic stresses have been used as an effective
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strategy for enhancing the health benefits and medical properties of fresh fruit and
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vegetables. Many research reports have shown that wounding can obviously induce
49
the production of phenolic compounds in a large variety of horticultural crops, such
50
as carrot,1 potato,2 onion3 and pitaya.4 Phenolic compounds, as the most important,
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numerous and ubiquitous groups of compounds in plant kingdom, have been
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considered the major contributors to the total antioxidant capacity of fruit,
53
vegetables and grains.5 Wound-induced accumulation of phenolic compounds
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usually occurs concomitantly with enhanced antioxidant activity. In this sense, the
55
use of wounding provides us a simple and feasible way to gain more phenolic
56
antioxidants in horticultural crops.
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Among these stressed crops, carrot has been used as a model system to study the
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synergetic effects of wounding in combination with other abiotic stresses and the
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potential mechanisms of wound-induced accumulation of phenolic compounds.6–12
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To date, some of the physiological and signaling mechanisms on biosynthesis of
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phenolic compounds have been elucidated by carrot tissue. As interpreted by Reyes
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et al (2007),8 the increase in total soluble phenolic (TSP) content can be attributed
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to the faster phenolic synthesis rate, as compared with its decrease or utilization rate.
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Moreover, reactive oxygen species (ROS) have been demonstrated playing a crucial
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role as signaling molecules on the wound-induced accumulation of phenolic
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compounds in carrot.10,12 In addition, most recent studies have shown that the 3 ACS Paragon Plus Environment
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primary metabolism supports the secondary metabolism in horticultural crops to
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produce secondary metabolites when subjected to wounding stress. It was reported
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that wounding stress could result in the accumulation of shikimic acid and
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L-phenylalanine in carrot, both of which are required as carbon sources for the
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production of phenolic compounds.11,13 In plants, the aromatic amino acids are
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drived from sugars.14 The increase of chlorogenic acid isomers contents in wounded
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potato tubers was associated with a pronounced increase in reducing sugar levels,
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indicating a tight correlation between primary carbohydrate metabolism and
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secondary phenylpropanoid metabolism.15
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In general, the burst in respiration has been recognized as a common
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phenomenon in wounded tissues.16 Respiration of sugars via glycolysis, the
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oxidative pentose phosphate pathway (OPPP), and the tricarboxylic acid (TCA)
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cycle can provide precursors for the synthesis of organic acids, amino acids, and
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many other secondary metabolites, including phenolic compounds.17 Accompanied
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by mitochondrial respiration, energy is released and chiefly kept in terms of ATP.18
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In light of these information we wanted to validate previous results that wounded
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products may accelerate their primary metabolisms, such as the respiratory
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metabolism, the sugar metabolism and the energy metabolism to provide sufficient
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precursors and energy for the production of phenolic compounds, thereby repairing
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and healing the damaged tissues.
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To validate these previous findings, we investigated the TSP content, the
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respiration rate, the soluble sugar concentrations and the energy status of carrot 4 ACS Paragon Plus Environment
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tissues under different wounding intensities. Particularly, transcriptomic analysis of
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shredded carrots at different storage period was performed and differentially
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expressed genes (DEGs) involved in the conversion of sugars to phenolics were
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screened. The information generated by RNA-Seq would be useful since it validates
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previous findings on the molecular mechanisms of wound-induced accumulation of
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phenolic compounds in carrot.
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■ MATERIALS AND METHODS
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Plant Material, Processing and Storage. Carrots (Daucus carota L. cv.
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Sanhongliucun) were obtained from a local wholesale market (Nanjing, China) and
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transported to the laboratory within 1 h. Uniform size, color and unblemished fresh
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tissues were selected, washed, air-dried and conditioned overnight at 20 °C before
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processing.
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In the first experiment, whole carrots were cut into three different cutting styles-
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slices, pies and shreds, respectively. Based on the method described by Surjadinata
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and Cisneros-Zevallos,1 the calculated wounding intensities (surface area/weight)
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were 4.5, 6.2 and 19.1 cm2 g-1, respectively, for slices, pies, and shreds. After
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wounding treatment, all wounded samples were placed in polypropylene containers
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and kept at 20 °C for 2 days. Non-wounded carrots were used as control. The TSP
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content and the antioxidant capacity were determined every 24 h, while the
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respiration rate, the soluble sugar contents and the energy status were measured at 0
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(before wounding), 1, 3, 6, 12, 24, 36 and 48 h. At each sampling time, fresh 5 ACS Paragon Plus Environment
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samples were taken, frozen in liquid nitrogen and kept in polyethylene bags at
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–80 °C.
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In the second experiment, shredded carrots with the same storage condition as
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described in the first experiment were used for the transcript profiling analysis.
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Fresh tissues were sampled individually at the following four stages of storage: (1)
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Before wounding (Control); (2) 6 h after wounding (W6); (3) 24 h after wounding
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(W24); (4) 48 h after wounding (W48). The collected samples from each individual
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were pooled together, frozen immediately in liquid nitrogen and kept in sterile tubes
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at –80 °C for RNA separation.
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Total Soluble Phenolics (TSP) Quantification. Quantification of TSP was
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conducted as earlier described by Slinkard and Slingleton.19 Frozen tissues (5 g)
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were extracted with cold methanol (25 mL). The tissue homogenate was preserved
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in covered plastic tubes at 4 °C for 12 h, and centrifuged at 13,000g for 20 min. The
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reaction mixture consisted of 500 µL clear supernatant, 1.5 mL of distilled water
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and 1 mL of Folin−Ciocalteu reagent. The reaction was started by adding 1 mL of
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7.5% Na2CO3 solution (1 mL). After incubating for 2 h at 25 °C, the absorbance at
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765 nm was measured and the TSP content was expressed as mg gallic acid (GAE)
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kg-1 (fresh weight).
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Antioxidant Capacity Analysis. Antioxidant capacity was determined using
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2,2-diphenyl-1-picrylhydrazyl (DPPH) free radical-scavenging activity. An aliquot
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of 0.2 ml of the same extracts for the determination of TSP content was added to 2.8
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mL of 0.12 mM DPPH solution (dissolved in ethanol) and kept in the dark at 25 °C. 6 ACS Paragon Plus Environment
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After 30 min, the absorbance was measured at 517 nm (A1) and methanol was used
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as control (A0). The results of DPPH inhibition were calculated with the following
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equation:
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% DPPH inhibition=[(A0−A1)/A0]×100
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Measurement of Respiration Rate. The respiration rate was determined based on
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Gao et al with slight modifications.20 Briefly, about 1 Kg of slices, pies, shreds or
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whole carrot tissues were enclosed independently in a 4 L glass chamber with a
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small hole on the lid. Then, the hole was covered by adhesive tape and the container
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was kept at 20 °C for 1 h. Finally, the respiration rate of carrot tissues was assayed
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as CO2 production by using the gas analyzer (CheckMate II, PBI Dansensor,
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Denmark). The respiration rate was expressed as mg CO2 kg−1 h−1.
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Soluble Sugars Analysis. The extraction of soluble sugars from carrot was
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modified from the experimental data described by Macedo and Peres.21 Frozen
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tissues (2 g) were extracted using of 80% ethanol solution (5 mL). A high
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performance liquid chromatography (HPLC) system (Shimadzu LC-20A, Japan)
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equipped with a quaternary pump system (Shimadzu DGU-20A, Japan), an
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auto-injector (Shimadzu SIL-20A, Japan), an evaporative light scattering detector
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(Shimadzu ELSD-LT II, Japan) and a column heater (Shimadzu CTO-20A, Japan)
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was used for quantification. The column used to separate the soluble sugars was a
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4.6 × 250 mm, 5 µm, hydrophilic interaction chromatography (HILIC) column
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(Shodex Asahipak NH2P-50 4E, Japan), which was maintained at 40 °C. Elution
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was performed using the mobile phase of acetonitrile (A) and water (B). The soluble 7 ACS Paragon Plus Environment
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sugar content was identified according to the pure standards and quantified using
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standard calibration curves.
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ATP, ADP, and AMP Contents and Energy Charge Assays. Frozen tissues (2 g)
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were finely ground in perchloric acid (5 mL). ATP, ADP, and AMP were quantified
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using a HPLC system (Agilent 1100) based on a method previously reported by Jin
160
et al.22 Energy charge was calculated with the following equation:
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[ATP + 1/2ADP]/ [ATP + ADP + AMP].
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RNA-sequencing (RNA-seq). To obtain the transcriptome of the aforementioned
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four groups, RNAs were isolated from frozen tissue samples using Plant Total RNA
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Extraction Kit (TaKaRa 9769, Shanghai, China). For each group, we performed two
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replications. Sequencing libraries were generated following manufacturer’s
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recommendations (NEB, USA), which were named Control, W6, W24 and W48,
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respectively. After cluster generation, the library preparations were sequenced using
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Illumina HiseqTM 4000. After preprocessing, the data were in a cleaned and
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polished form. Clean data with high quality were used for the subsequent analyses.
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Clean
reads
were
mapped
to
the
reference
genome
of
carrot
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(https://www.ncbi.nlm.nih.gov/genome/?term=Daucus+carota) using Tophat2 (v
172
2.1.0)23. The reads numbers mapped to each gene were counted using HTSeq (v
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0.6.0).24 FPKM (reads per kilobase per million reads) were used to quantify the
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mapped whole gene expression levels. Genes with an adjusted P-value 99.9
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(Q30), and the summary of RNA-seq data is shown in Supplementary Table S2.
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Read count data were used to identify the DEGs among samples by using DESeq R
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packages.26 As shown in the Venn diagrams (Supplementary Figure S1), altogether
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13407, 14448, and 14509 DEGs were identified between W6 and Control, W24 and
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Control, and W48 and Control, respectively. There were 4865 up-regulated and
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4837 down-regulated DEGs that were commonly shared among the three pairwise
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comparisons.
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KEGG Analysis of DEGs. To further look into the biological functions of genes in
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carrot, the DEGs were searched against the reference canonical pathways in KEGG.
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This study focused mainly on these KEGG pathways related to respiratory
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metabolism,
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metabolism. Here, a total of 11 pathways were listed in Table 1. It was found that
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wounding resulted in extensive up-regulation of DEGs assigned to the pathways of
sugar
metabolism,
energy
metabolism
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“Pyruvate metabolism”, “Pentose phosphate pathway”, “Citrate cycle (TCA cycle)”
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and “Oxidative phosphorylation”, especially in W24 and W48. As these pathways
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are known closely associated with respiratory metabolism,36 this observation may
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account for the remarkable increase in respiration rate observed through time after
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wounding. In general, since metabolism is an integrated network, one pathway may
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have a close link between different metabolic processes. Glycolysis, the oxidization
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of glucose to pyruvate, is relevant to both the respiratory metabolism and the sugar
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metabolism. As shown in the pathway of “Glycolysis / Gluconeogenesis”, the
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number of up-regulated DEGs increased while down-regulated DEGs declined
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through time. Similar variation trend was observed in the pathways of “Fructose
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and mannose metabolism” and “Starch and sucrose metabolism”, indicating an
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enhancement of the degradation of carbohydrates in wounded carrots.
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The metabolic pathways, such as glycolysis, TCA cycle and oxidative
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phosphorylation, are essential for the production of ATP. Pyruvate produced from
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glycolysis is oxidised by the mitochondrial TCA cycle, and electrons from the
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resulting reductant are transferred through the electron transport chain and
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ultimately generating ATP by the oxidative phosphorylation.37 Accordingly, the
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large proportion of up-regulated DEGs, especially those in “Citrate cycle (TCA
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cycle)” and “Oxidative phosphorylation”, may further confirm the elevated
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synthesis of ATP and the increased demand for energy consumption in wounded
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carrots. In addition, approximately 85% of all DGEs belong to the pathway of
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“Phenylpropanoid biosynthesis”, were up-regulated within a short time after 14 ACS Paragon Plus Environment
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wounding. And the pathways of “Biosynthesis of amino acids”, “Phenylalanine,
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tyrosine and tryptophan” and “Phenylalanine metabolism”, which involved in the
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biosynthesis and degradation of some specific amino acids, were also markedly
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stimulated by wounding.
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To visualize the metabolic process in relation to the conversion of sugars to
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phenolics, different KEGG pathways were linked together and depicted in Figure 4.
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The FPKM values of DEGs encoding specific enzymes are shown in Table 2. Our
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data revealed that the expression of genes encoding those sugar catabolic enzymes
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such as invertase, fructokinase and hexokinase seemed not fully stimulated at 6 h,
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but exhibited obvious upward trends at 24 h and 48 h. This observation matched
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with the changes of soluble sugars contents in shredded carrots, indicating the
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growing demands of carbohydrates metabolic intermediates for the biosynthesis of
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amino acids. However, as for the genes in regulating the shikimic acid pathway or
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subsequent conversion of chorismate to phenylalanine, their expressions were
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extensively and dramatically up-regulated at 6 h and kept high levels during
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prolonged storage. This observation conformed previous findings on the variations
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of shikimic acid and L-phenylalanine contents in wounded carrots,11,13 validating
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the coordinated switches in primary metabolism for the production of phenolic
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compounds. Furthermore, the DEGs related with conversion of phenylalanine to
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phenolic profiles was significantly up-regulated after wounding. This result
329
confirmed the previous work by Becerra-Moreno et al and Jacobo-Velázquez et
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al,11,12 which validates that wounding has a significant role in activating the 15 ACS Paragon Plus Environment
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expression of genes involved in phenolics biosynthesis, and TSP content was
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increased consequently.
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Validation of Selected DEGs by qRT-PCR Analysis. Phenylalanine ammonium
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lyase (PAL), cinnamate-4-hydroxylase (C4H) and 4-coumarate coenzyme A ligase
335
(4CL) are three pivotal upstream enzymes in the phenylpropanoid pathway, which
336
dominate phenolics production in plants.38 In this study, 9 DEGs that encode for
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these three enzymes, including three for PAL (LOC108223317, LOC108227736,
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LOC108217754), two for C4H (LOC108223289, LOC108197548), and four for
339
4CL (LOC108227923, LOC108193321, LOC108206420, LOC108223931), were
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selected to validate the accuracy and reproducibility of the RNA-Seq data by
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qRT-PCR (Table 3). Generally, except for the DEGs of LOC108227736,
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LOC108197548 and LOC108223931, the other 6 assayed genes were significantly
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up-regulated after wounding and kept high expression levels during storage.
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Correlation between the two methods was measured by scatter plotting log 2 fold
345
changes (Figure 5). The expression profiles determined by qRT-PCR are generally
346
consistent with the data derived from RNA-Seq, reflecting the reliability of results
347
from RNA-Seq.
348 349
■AUTHOR INFORMATION
350
Corresponding Author
351
*Telephone:
352
[email protected] +86
25
8439
9080.
Fax:
+86
25
16 ACS Paragon Plus Environment
8439
5618.
E-mail:
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Funding
354
This study was financially supported by the National Natural Science Foundation of
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China (No. 31471632).
356
Notes
357
The authors declare no competing financial interest.
358 359
■References
360
(1) Surjadinata, B. B.; Cisneros-Zevallos, L. Biosynthesis of phenolic
361
antioxidants in carrot tissue increases with wounding intensity. Food Chem. 2012,
362
134, 615–624.
363
(2) Torres-Contreras, A. M.; Nair, V.; Cisneros-Zevallos, L.; Jacobo-Velázquez, D.
364
A. Plants as biofactories: stress-induced production of chlorogenic acid isomers in
365
potato tubers as affected by wounding intensity and storage time. Ind. Crops Prod.
366
2014, 62, 61–66.
367
(3) Berno, N. D.; Tezotto-Uliana, J. V.; dos Santos Dias, C. T.; Kluge, R. A.
368
Storage temperature and type of cut affect the biochemical and physiological
369
characteristics of fresh-cut purple onions. Postharvest Biol. Technol. 2014, 93,
370
91–96.
371
(4) Li, X. A.; Long, Q. H.; Gao, F.; Han, C.; Jin, P.; Zheng, Y. H. Effect of cutting
372
styles on quality and antioxidant activity in fresh-cut pitaya fruit. Postharvest Biol.
373
Technol. 2017, 124, 1–7.
374
(5) Haminiuk, C. W. I.; Maciel, G. M.; Plata-Oviedo, M. S. V.; Peralta, R. M. 17 ACS Paragon Plus Environment
Journal of Agricultural and Food Chemistry
375
Phenolic compounds in fruits–an overview. Int. J. Food Sci. 2012, 47, 2023–2044.
376
(6) Lafuente, M. T.; López-Gálvez, G.; Cantwell, M.; Yang, S. F. Factors
377
influencing ethylene-induced isocoumarin formation and increased respiration in
378
carrots. J. Amer. Soc. Hort. Sci. 1996, 121, 537–542.
379
(7) Cisneros-Zevallos, L. The use of controlled postharvest abiotic stresses as a
380
tool for enhancing the nutraceutical content and adding-value of fresh fruits and
381
fegetables. J. Food Sci. 2003, 68, 1560–1565.
382
(8) Reyes, L. F.; Villarreal, J. E.; Cisneros-Zevallos, L. The increase in
383
antioxidant capacity after wounding depends on the type of fruit or vegetable tissue.
384
Food Chem. 2007, 101, 1254–1262.
385
(9) Heredia, J. B.; Cisneros-Zevallos, L. The effect of exogenous ethylene and
386
methyl jasmonate on pal activity, phenolic profiles and antioxidant capacity of
387
carrots (Daucus carota) under different wounding intensities. Postharvest Biol.
388
Technol. 2009, 51, 242–249.
389
(10) Jacobo-Velázquez, D. A.; Martinez-Hernandez, G. B.; Rodriguez, S.; Cao, C.
390
M.; Cisneros-Zevallos, L. Plants as biofactories: physiological role of reactive
391
oxygen species on the accumulation of phenolic antioxidants in carrot tissue under
392
wounding and hyperoxia stress. J. Agric. Food Chem. 2011, 59, 6583–6593.
393
(11) Becerra-Moreno, A.; Redondo-Gil, M.; Benavides, J.; Nair, V.;
394
Cisneros-Zevallos, L.; Jacobo-Velázquez, D. A. Combined effect of water loss and
395
wounding stress on gene activation of metabolic pathways associated with phenolic
396
biosynthesis in carrot. Front. Plant Sci. 2015, 6, 837. 18 ACS Paragon Plus Environment
Page 18 of 36
Page 19 of 36
Journal of Agricultural and Food Chemistry
397
(12) Jacobo-Velázquez, D. A.; González-Agüero, M.; Cisneros-Zevallos, L.
398
Cross-talk between signaling pathways: the link between plant secondary
399
metabolite production and wounding stress response. Sci. Rep. 2015, 5, 8608.
400
(13) Becerra-Moreno, A.; Benavides, J.; Cisneros-Zevallos, L.; Jacobo-Velázquez,
401
D. A. Plants as biofactories: glyphosate-induced production of shikimic acid and
402
phenolic antioxidants in wounded carrot tissue. J. Agric. Food Chem. 2012, 60,
403
11378−11386.
404 405
(14) Yoshida, S. Biosynthesis and conversion of aromatic amino acids in plants. Annu. Rev. Plant Physiol. 1969, 20, 41−62.
406
(15) Torres-Contreras, A. M.; Nair, V.; Cisneros-Zevallos, L.; Jacobo-Velázquez,
407
D. A. Effect of exogenous amylolytic enzymes on the accumulation of chlorogenic
408
acid isomers in wounded potato tubers. Annu. Rev. Plant Physiol. 2014, 62,
409
7671−7675.
410
(16) Hodges, D. M., Toivonen, P. M. Quality of fresh-cut fruits and vegetables as
411
affected by exposure to abiotic stress. Postharvest Biol. Technol. 2008, 48, 155–162.
412
(17) Dai, Z. W.; Léon, C.; Feil, R.; Lunn, J. E.; Delrot, S.; Gomès, E. Metabolic
413
profiling reveals coordinated switches in primary carbohydrate metabolism in grape
414
berry (vitis vinifera L.), a non-climacteric fleshy fruit. J. Exp. Bot. 2013, 64, 1345.
415 416 417 418
(18) Melser, S.; Lavie, J.; Bénard, G. Mitochondrial degradation and energy metabolism. Biochim. Biophys. Acta 2015, 1853, 2812–2821. (19) Slinkard, K. S.; Singleton, V. L. Total phenol analysis: automation and comparison with manual methods. Am. J. Enol. Vitic. 1977, 28, 49–55. 19 ACS Paragon Plus Environment
Journal of Agricultural and Food Chemistry
Page 20 of 36
419
(20) Gao, P. S.; Zhu, Z. Q.; Zhang, P. Effects of chitosan–glucose complex
420
coating on postharvest quality and shelf life of table grapes. Carbohydr. Polym.
421
2013, 95, 371–378.
422
(21) Macedo, E. A.; Peres, A. M. Thermodynamics of ternary mixtures
423
containing sugars. SLE of D-fructose in pure and mixed solvents. Comparison
424
between modified UNIQUAC and modified UNIFAC. Ind. Eng. Chem. Res., 2001,
425
40, 4633–4640.
426
(22) Jin, P.; Zhu, H.; Wang, J.; Chen, J. J.; Wang, X. L.; Zheng, Y. H. Effect of
427
methyl jasmonate on energy metabolism in peach fruit during chilling stress. J. Sci.
428
Food Agric. 2013, 93, 1827−1832.
429 430 431
(23) Trapnell, C.; Pachter, L.; Salzberg, S. L. TopHat: discovering splice junctions with RNA-Seq. Bioinformatics. 2009, 25, 1105−1111. (24) Anders, S. HTSeq: Analysing high-throughput sequencing data with
432
Python. EMBL
433
http://www-huber. embl. de/users/anders/HTSeq/doc/overview. html.
434 435
Heidelberg
(Genome
Biology
Unit).
2010.
Available:
(25) Anders, S.; Huber, W. Differential expression analysis for sequence count data. Genome Biol. 2010, 11, R106.
436
(26) Kanehisa, M.; Araki, M.; Goto, S.; Hattori, M.; Hirakawa, M.; Itoh, M.;
437
Katayama, T.; Kawashima, S.; Okuda, S.; Tokimatsu, T.; Yamanishi, Y. KEGG for
438
linking genomes to life and the environment. Nucleic Acids Res. 2008, 36,
439
D480−D484.
440
(27) Han, C.; Li, J.; Jin, P.; Li, X. A.; Wang, L.; Zheng, Y. H. The effect of 20 ACS Paragon Plus Environment
Page 21 of 36
Journal of Agricultural and Food Chemistry
441
temperature on phenolic content in wounded carrots. Food Chem. 2017, 215,
442
116–123.
443 444
(28) Viña, S. Z.; Chaves, A. R. Respiratory activity and phenolic compounds in pre-cut celery. Food Chem. 2007, 100, 1654–1660.
445
(29) Surjadinata, B. B.; Cisneros-Zevallos, L. Modeling wound-induced
446
respiration of fresh-cut carrots (Daucus carota L.). J. Food Sci. 2003, 68,
447
2735–2740.
448
(30) Jacobo-Velázquez, D. A.; Cisneros-Zevallos, L. An alternative use of
449
horticultural crops: stressed plants as biofactories of bioactive phenolic
450
compounds. Agriculture 2012, 2, 259–271.
451 452 453 454
(31)
Dixon,
R.
A.;
Paiva,
N.
L.
Stress-induced
phenylpropanoid
metabolism. Plant Cell, 1995, 7, 1085. (32) Suojala, T. Variation in sugar content and composition of carrot storage roots at harvest and during storage. Sci. Hortic. 2000, 85, 1–19.
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(33) Aguiló-Aguayo, I.; Hossain, M. B.; Brunton, N.; Lyng, J.; Valverde, J.; Rai,
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D. K. Pulsed electric fields pre-treatment of carrot purees to enhance their
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polyacetylene and sugar contents. Innov. Food Sci. Emerg. Technol. 2014, 23,
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79–86.
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(34) Klotz, K. L.; Finger, F. L.; Anderson, M. D. Wounding increases glycolytic
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but not soluble sucrolytic activities in stored sugarbeet root. Postharvest Biol.
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Technol. 2006, 41, 48–55.
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(35) Yi, C.; Qu, H. X.; Jiang, Y. M.; Shi, J.; Duan, X. W.; Joyce, D. C.; Li, Y. B. 21 ACS Paragon Plus Environment
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ATP-induced changes in energy status and membrane integrity of harvested litchi
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fruit and its relation to pathogen resistance. J. Phytopathol. 2008, 156, 365–371.
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(36) Wang, J. Y.; Zhu, S. G.; Xu, C. F. Biochemistry, 3nd ed. Higher Education Press: Beijing, China, 2002, pp. 63–175.
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(37) Alisdair, R. F.; Fernando, C.; Sweetlove, J. Respiratory metabolism:
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glycolysis, the TCA cycle and mitochondrial electron transport. Plant Biol. 2004, 7,
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254–261.
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(38) Weisshaar, B.; Jenkins, G. I. Phenylpropanoid biosynthesis and its regulation. Curr. Opin. Plant Biol. 1998, 1, 251–257.
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■Legends to Figures
473
Figure 1. Effect of wounding intensity on TSP content (A) and DPPH inhibition (B)
474
of wounded carrots during 2 days storage at 20 °C. Each data point is expressed as
475
the mean ± SD (n=3). Different letters at each storage time represent significant
476
differences at p < 0.05.
477
Figure 2. Effect of wounding intensity on respiration rate (A), fructose content (B),
478
glucose content (C) and sucrose content (D) of wounded carrots during 2 days
479
storage at 20 °C. Each data point is expressed as the mean ± SD (n=3).
480
Figure 3. Effect of wounding intensity on ATP content (A), ADP content (B), AMP
481
content (C) and energy charge (D) of wounded carrots during 2 days storage at
482
20 °C. Each data point is expressed as the mean ± SD (n=3).
483
Figure 4. Metabolic pathways involved in conversion of sugars to phenolics. FK,
484
fructokinase;
485
glucose-6-phosphate 1-epimerase; G6PI, glucose-6-phosphate isomerase; TK,
486
transketolase; EL, enolase; DAHP, 3-deoxy-D-arabino-heptolosonate-7-phosphate;
487
3DQ, 3-dehydroquinate; 3DD, SD, 3-dehydroquinate dehydratase/shikimate
488
dehydrogenase;
489
synthase; CM, chorismate mutase; ADT, PDT, arogenate dehydratase/prephenate 23
HK,
EPSP,
hexokinase;
A1E,
aldose
1-epimerase;
5-enolpyruvylshikimate-3-phosphate;
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CS,
G6P1E,
chorismate
Journal of Agricultural and Food Chemistry
AAT,
PAT,
bifunctional
490
dehydratase;
491
glutamate/aspartate-prephenate amino transferase; AA, aspartate aminotransferase;
492
TA, tyrosine aminotransferase; HPT, histidinol-phosphate aminotransferase; PAL,
493
phenylalanine ammonium lyase; C4H, cinnamate-4-hydroxylase; 4CL, 4-coumarate
494
coenzyme A ligase; HCT, shikimate O-hydroxycinnamoyltransferase; C3’M,
495
coumaroylquinate
496
coumaroylshikimic acid; CSE, caffeoylshikimate esterase; COMT, caffeate
497
O-methyl transferase. Dotted line represents that some steps were omitted.
498
Figure 5. Correlation of fold change analyzed by RNA-Seq (x axis) and the data
499
obtained using qRT-PCR (y axis). The values were derived from Table 3.
(coumaroylshikimate)
aspartate
aminotransferase
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3'-monooxygenase;
500
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CSA,
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Table 1 KEGG analysis of DEGs related to respiratory metabolism, sugar metabolism, energy metabolism and phenylpropanoid metabolisma W6 vs Control W24 vs Control W48 vs Control KEGG pathways Background genes Up
Down
Up
Down
Up
Down
Pyruvate metabolism
43
37
48
28
54
29
90
Biosynthesis of amino acids
103
67
129
58
117
68
232
Pentose phosphate pathway
18
22
21
16
26
13
46
Citrate cycle (TCA cycle)
35
10
45
5
39
3
54
Glycolysis / Gluconeogenesis Fructose and mannose metabolism
40
53
57
43
62
39
126
10
27
19
23
18
17
50
Phenylalanine, tyrosine and tryptophan biosynthesis Oxidative phosphorylation
27
9
28
7
28
9
54
41
44
67
24
73
18
161
Starch and sucrose metabolism
60
43
76
34
86
34
194
Phenylalanine metabolism
41
16
52
16
54
16
147
Phenylpropanoid biosynthesis
66
13
82
13
85
15
207
a
The number of up- and down-regulated DEGs is determined by comparing with control. Background genes indicate the number of all genes in each pathway.
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Table 2. Summary of DEGs involved in regulating the conversion of sugars to phenolicsa Description Invertase
HK; hexokinase
FK; fructokinase
A1E; aldose 1-epimerase G6P1E; glucose-6-phosphate 1-epimerase
Gene symbol LOC108218454 LOC108218455 LOC108209529 LOC108222817 LOC108216856 LOC108222818 LOC108206477 LOC108218494 LOC108199548 LOC108209997 LOC108203143 LOC108225510 LOC108199984 LOC108228173 LOC108195110 LOC108197533 LOC108209124 LOC108213261 LOC108220493 LOC108210430 LOC108192895 LOC108215076 LOC108206071
Control 0.00 0.19 0.42 0.06 0.00 0.01 0.00 0.63 71.50 22.91 5.82 0.10 166.89 310.58 9.50 2.29 0.75 0.06 9.07 0.49 25.94 17.96 2.18
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FPKM value W6 W24 2.43 6.04 23.70 51.88 154.98 272.77 1.03 1.73 0.01 0.01 0.11 0.16 0.46 0.81 5.83 11.78 64.25 58.80 19.14 14.96 8.60 9.86 0.05 0.07 210.12 264.53 186.35 42.39 4.97 1.61 1.39 0.82 6.10 11.57 0.28 0.46 9.09 9.87 1.38 2.27 37.19 53.29 21.67 25.33 1.41 0.31
W48 3.62 70.36 168.60 4.45 1.07 0.76 3.45 24.87 60.06 17.87 9.74 0.46 451.12 52.78 3.50 1.20 28.59 2.38 16.58 4.95 77.27 29.52 0.51
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LOC108199656 LOC108196280 G6PI; glucose-6-phosphate isomerase LOC108227561 LOC108214821 TK; transketolase LOC108227965 LOC108209071 EL; enolase LOC108210896 LOC108217564 LOC108192892 LOC108227937 LOC108223971 DAHP synthase; LOC108214600 LOC108223353 3-deoxy-D-arabino-heptolosonate-7-phosphate LOC108218443 synthetase 3DQ synthase; 3-dehydroquinate synthase LOC108228166 3DD, SD; 3-dehydroquinate dehydratase/shikimate LOC108202931 dehydrogenase LOC108204867 LOC108206321 LOC108197089 SK; shikimate kinase LOC108204238 LOC108205161 EPSE synthase; 5-enolpyruvylshikimate-3-phosphate LOC108209808 synthase LOC108209237 CS; chorismate synthase LOC108219299 CM; chorismate mutase LOC108224600 LOC108196652
6.01 6.80 285.61 26.02 23.29 157.20 7.71 6.10 214.94 1664.68 34.20 93.41 2.60 44.70 192.46 0.11 0.25 10.86 4.95 7.19 0.19 5.93 0.35 62.40 4.91 0.98
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2.80 4.89 185.25 27.04 76.77 178.48 14.20 13.79 151.94 1011.98 29.44 73.75 325.88 480.20 185.59 1.73 0.50 8.17 63.38 26.82 0.19 179.15 1.65 158.43 25.95 22.73
0.47 2.11 98.44 25.13 125.44 226.27 20.70 20.15 89.26 319.27 24.69 50.49 760.89 914.29 188.27 2.84 0.88 3.55 125.44 48.57 0.15 366.28 2.85 267.30 44.09 51.56
0.47 2.65 97.84 32.89 182.91 415.21 26.31 31.18 122.22 430.27 25.15 42.46 793.47 846.12 196.92 9.37 3.44 3.00 119.20 63.98 0.23 437.34 1.89 265.24 29.58 44.51
Journal of Agricultural and Food Chemistry
LOC108210290 ADT, PDT; arogenate dehydratase/prephenate LOC108206009 dehydratase LOC108223049 LOC108205816 LOC108205849 LOC108210565 AAT, PAT; bifunctional aspartate aminotransferase and LOC108204769 glutamate/aspartate-prephenate amino transferase AA; aspartate aminotransferase LOC108205030 LOC108204769 LOC108225092 LOC108214974 LOC108204943 TA; tyrosine aminotransferase LOC108224044 LOC108224339 HPT; histidinol-phosphate aminotransferase LOC108197048 PAL; phenylalanine ammonium lyase LOC108227736 LOC108217754 LOC108223317 C4H; cinnamate-4-hydroxylase LOC108223289 LOC108197548 4CL; 4-coumarate coenzyme A ligase LOC108223931 LOC108227923 LOC108193321 LOC108206420 HCT; shikimate O-hydroxycinnamoyltransferase LOC108223132
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6.53 18.92 2.42 3.87 0.20 2.66 5.13
18.19 12.93 5.56 9.42 79.94 208.15 71.56
33.97 6.96 9.32 16.04 173.34 466.99 145.45
37.65 6.95 8.93 15.03 141.92 371.24 216.58
0.01 5.13 1.04 327.40 83.93 0.23 1.42 5.57 1110.10 4.54 0.67 44.14 2.98 6.07 3.97 0.05 0.22 28.22
0.03 71.56 3.80 192.75 64.01 3.57 4.04 8.56 884.30 255.77 143.05 1052.64 2.22 6.48 297.41 19.26 99.63 16.60
0.11 145.45 6.82 73.06 43.71 7.26 6.07 12.82 921.58 540.68 275.75 2196.52 1.21 7.50 617.90 40.21 202.80 1.33
0.25 216.58 12.19 67.69 47.46 5.50 4.84 19.05 781.44 531.85 380.58 1729.01 2.67 10.67 535.07 32.00 145.31 0.67
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LOC108220879 0.41 28.22 LOC108196831 19.72 335.17 LOC108223171 1.04 34.33 C3'M; coumaroylquinate(coumaroylshikimate) LOC108227431 0.24 21.85 3'-monooxygenase LOC108209804 1.15 141.97 CSE; caffeoylshikimate esterase LOC108224003 53.65 229.35 LOC108196175 0.05 1.44 LOC108194156 0.09 37.07 LOC108227433 14.84 81.64 COMT; caffeate O-methyl transferase LOC108214501 0.46 19.98 LOC108210405 17.03 88.10 LOC108214345 0.11 0.25 LOC108215346 0.00 0.04 LOC108223084 0.47 0.63 LOC108223086 0.00 0.00 LOC108221040 0.70 6.32 LOC108215577 1.00 5.09 a The expression level of each DEG is represented by FPKM value. Control, before wounding; W6, 6 h after wounding; W48, 48 h after wounding.
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62.70 38.72 663.45 576.58 67.24 146.76 45.05 85.07 282.29 218.27 420.84 296.54 2.52 1.58 77.15 52.79 148.09 136.21 37.77 205.67 177.69 243.40 0.25 0.21 0.04 0.51 0.91 381.91 0.03 28.04 15.84 723.81 9.19 143.40 wounding; W24, 24 h after
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Table 3 qRT-PCR verification of 9 DEGs related with the phenylpropanoid biosynthesis in carrota W6 vs Control (log2FC) W24 vs Control (log2FC) Gene description Gene ID
a
W48 vs Control (log2FC)
FPKM
qRT-PCR
FPKM
qRT-PCR
FPKM
qRT-PCR 9.45 -2.25
LOC108223317
phenylalanineammonia-lyase 1
8.43
9.21
9.49
10.33
LOC108227736
phenylalanineammonia-lyase 1
―
―
―
―
8.31 -2.58
LOC108217754
phenylalanineammonia-lyase 3
6.63
8.78
6.70
8.49
5.66
7.10
LOC108223289
trans-cinnamate 4-monooxygenase
6.83
4.61
6.07
3.27
4.23
LOC108197548
trans-cinnamate 4-monooxygenase-like
5.36 -1.59
1.20
―
―
―
―
LOC108227923
4-coumarate-CoA ligase 1
7.02
7.94
6.68
7.79
5.60
5.71
LOC108193321
4-coumarate-CoA ligase 1-like
9.24
8.39
8.73
7.85
7.70
6.65
LOC108206420
4-coumarate-CoA ligase-like 6
9.54
14.33
8.41
13.43
7.15
11.94
LOC108223931
4-coumarate-CoA ligase-like 7
―
―
1.11
0.47
1.25
-0.16
―, not identified as DEG.
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■FIGURE GRAPHICS
Figure 1
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Figure 2
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Figure 3
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Figure 4
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Figure 5
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■TABLE OF CONTENTS GRAPHICS
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