| Literature DB >> 27066016 |
Susanne Neugart1, Angelika Krumbein1, Rita Zrenner1.
Abstract
Light intensity and temperature are very important signals for the regulation of plant growth and development. Plants subjected to less favorable light or temperature conditions often respond with accumulation of secondary metabolites. Some of these metabolites have been identified as bioactive compounds, considered to exert positive effects on human health when consumed regularly. In order to test a typical range of growth parameters for the winter crop Brassica oleracea var. sabellica, plants were grown either at 400 μmol m(-2) s(-1) or 100 μmol m(-2) s(-1) at 10°C, or at 400 μmol m(-2) s(-1) with 5 or 15°C. The higher light intensity overall increased flavonol content of leaves, favoring the main quercetin glycosides, a caffeic acid monoacylated kaempferol triglycoside, and disinapoyl-gentiobiose. The higher temperature mainly increased the hydroxycinnamic acid derivative disinapoyl-gentiobiose, while at lower temperature synthesis is in favor of very complex sinapic acid acylated flavonol tetraglycosides such as kaempferol-3-O-sinapoyl-sophoroside-7-O-diglucoside. A global analysis of light and temperature dependent alterations of gene expression in B. oleracea var. sabellica leaves was performed with the most comprehensive Brassica microarray. When compared to the light experiment much less genes were differentially expressed in kale leaves grown at 5 or 15°C. A structured evaluation of differentially expressed genes revealed the expected enrichment in the functional categories of e.g. protein degradation at different light intensities or phytohormone metabolism at different temperature. Genes of the secondary metabolism namely phenylpropanoids are significantly enriched with both treatments. Thus, the genome of B. oleracea was screened for predicted genes putatively involved in the biosynthesis of flavonoids and hydroxycinnamic acid derivatives. All identified B. oleracea genes were analyzed for their most specific 60-mer oligonucleotides present on the 2 × 105 K format Brassica microarray. Expression differences were correlated to the structure-dependent response of flavonoid glycosides and hydroxycinnamic acid derivatives to alterations in either light or temperature. The altered metabolite accumulation was mainly reflected on gene expression level of core biosynthetic pathway genes and gave further hints to an isoform specific functional specialization.Entities:
Keywords: Brassica; flavonol glycosides; gene expression; microarray; photosynthetically active radiation (PAR); temperature
Year: 2016 PMID: 27066016 PMCID: PMC4812050 DOI: 10.3389/fpls.2016.00326
Source DB: PubMed Journal: Front Plant Sci ISSN: 1664-462X Impact factor: 5.753
Figure 1Phenylpropanoid metabolism and related pathways. Identified Arabidopsis genes coding for respective enzyme activities are listed. 4CL, 4-coumarate-CoA ligase (CL1, At1g51680; 4CL2, At3g21240; 4CL3, At1g65060; 4CL5, At3g21230); BAHD-ATs, acyl-CoA dependent acyltransferase (e.g., AT5MAT, At3g29590); C3H, coumarate 3′-hydroxylase (REF8, At2g40890); C4H, cinnamate 4-hydroxylase (C4H, At2g30490); CAD, cinnamylalcohol dehydrogenase (CAD4, At3g19450; CAD5, At4g34230); CCoAOMT, caffeoyl-CoA O-methyltransferase (CCoAOMT1, At4g34050; CCoAOMT7, At4g26220); CCR, cinnamoyl-CoA reductase (CCR1, At1g15950; CCR2, At1g15950); CHI, chalcone isomerase (TT5, At3g55120); CHS, chalcone synthase (TT4, At5g13930); COMT, flavone 3′-O-methyltransferase (COMT1, At5g54160); DFR, dihydroflavonol 4-reductase (DFR, At5g42800); F3GTs, flavonol 3-O-glucosyltransferase (e.g., UGT73B2, At 4g34135); F3H, flavanone 3-hydroxylase (TT6, At3g51240); F3′H, flavonoid 3′-hydroxylase (TT7, At5g07990); F3′5′H, flavonoid 3′5′-hydroxylase (not present in A. thaliana); F7GTs, flavonol 7-O-glucosyltransferase (e.g., UGT73C6, At2g36790); FAH1, ferulate 5-hydroxylase (FAH1, At4g36220); FLS, flavonol synthase (FLS1, At5g08640; FLS3, At5g63590); FNSII, flavone synthase (not present in A. thaliana); HCT, shikimate O-hydroxycinnamoyltransferase (HCT, At5g48930); PAL, phenylalanine ammonia lyase (PAL1, At2g37040; PAL2, At3g53260); REF1, sinapaldehyde dehydrogenase (ALDH2C4, At3g24503); SCPL-ATs, acylglucose dependent acyltransferases (e.g., SCPL10, AtSAT, At2g23000); SGT1, sinapate 1-glucosyltransferase (UGT84A2, At3g21560; UGT84A1, At4g15480; UGT84A3, At4g15490; UGT84A4, At4g15500); SST, sinapoylglucose O-sinapoyltransferase (SCPL9, At2g23010; SCPL13, At2g22980).
Figure 2Principal components analysis of expression data. Score plot of the principal components analysis of normalized Brassica Array expression values analyzed with open source microarray processing software Robin. PC1 with standard deviation of 134 explaining a proportion of variance of 0.372, and PC2 with standard deviation of 89, explaining a proportion of variance of 0.164 and a cumulative proportion of 0.536 are shown. PC3, standard deviation 75, proportion of variance 0.115, and PC4, standard deviation 60, proportion of variance 0.075 with a cumulative proportion of 0.726 are not shown.
Significantly altered gene expression in functional categories at 100 PAR-400 PAR light intensity difference.
| 29 | Protein | 2098 | < 1.00E-20 |
| 29.5 | Protein.degradation | 1063 | < 1.00E-20 |
| 29.5.11 | Protein.degradation.ubiquitin | 753 | 2.35E-12 |
| 29.5.11.4 | Protein.degradation.ubiquitin.e3 | 567 | 1.42E-08 |
| 29.5.11.4.3 | Protein.degradation.ubiquitin.e3.skp,cullin,f-box containing (scf) complex | 227 | 8.62E-05 |
| 29.5.11.4.3.2 | Protein.degradation.ubiquitin.E3.SCF.F-box | 224 | 9.94E-05 |
| 29.5.11.4.2 | Protein.degradation.ubiquitin.E3.RING finger domain protein | 299 | 5.60E-04 |
| 29.5.11.20 | Protein.degradation.ubiquitin.proteasom | 65 | 4.81E-04 |
| 34 | Transport | 763 | < 1.00E-20 |
| 34.3 | Transport.amino acids | 71 | 4.88E-10 |
| 34.2 | Transporter.sugars | 75 | 2.34E-05 |
| 34.19 | Transport.Major Intrinsic Proteins | 31 | 4.83E-04 |
| 34.19.1 | Transport.Major Intrinsic Proteins.plasma membrane intrinsic proteins (PIP) | 23 | 7.11E-04 |
| 34.99 | Transport.misc | 141 | 5.18E-04 |
| 34.8 | Transport.metabolite transporters at the envelope membrane | 22 | 4.25E-03 |
| 34.11 | Transport.nucleoside diphosphate-sugars at the endoplasmic reticulum | 7 | 3.00E-02 |
| 13 | Amino acid metabolism | 273 | 4.21E-12 |
| 13.1 | Amino acid metabolism.synthesis | 188 | 1.08E-06 |
| 13.1.1 | Amino acid metabolism.synthesis.central amino acid metabolism | 38 | 8.82E-03 |
| 13.1.3 | Amino acid metabolism.synthesis.aspartate family | 45 | 3.97E-02 |
| 13.2 | Amino acid metabolism.degradation | 82 | 7.60E-06 |
| 13.2.5 | Amino acid metabolism.degradation.serine-glycine-cysteine group | 15 | 7.56E-03 |
| 13.2.6 | Amino acid metabolism.degradation.aromatic aa | 24 | 2.36E-02 |
| 13.2.4 | Amino acid metabolism.degradation.branched chain group | 14 | 3.00E-02 |
| 16 | Secondary metabolism | 195 | 1.64E-07 |
| 16.2 | Secondary metabolism.phenylpropanoids | 55 | 5.27E-03 |
| 16.2.1 | Secondary metabolism.phenylpropanoids.lignin biosynthesis | 36 | 6.39E-06 |
| 16.8 | Secondary metabolism.flavonoids | 47 | 3.43E-05 |
| 16.8.3 | Secondary metabolism.flavonoids.dihydroflavonols | 8 | 2.37E-02 |
| 16.8.2 | Secondary metabolism.flavonoids.chalcones | 13 | 2.37E-02 |
| 33 | Development | 341 | 7.80E-07 |
| 1 | PS | 147 | 1.41E-06 |
| 1.3 | PS.calvin cyle | 46 | 2.91E-07 |
| 1.1.1 | PS.lightreaction.photosystem II | 35 | 2.41E-02 |
| 11 | Lipid metabolism | 290 | 2.98E-04 |
| 11.1.3 | Lipid metabolism.fatty acid synthesis.ketoacyl acyl-carrier-protein (ACP) synthase | 9 | 9.86E-03 |
| 11.9.4.5 | Lipid metabolism.lipid degradation.beta-oxidation.acyl-CoA thioesterase | 9 | 2.59E-02 |
| 14 | S-assimilation | 30 | 4.32E-04 |
| 14.2 | S-assimilation.adenosine 5′-phosphosulphate reductase (APR) | 9 | 4.95E-02 |
| 21 | Redox.regulation | 148 | 7.11E-04 |
| 20 | Stress | 360 | 6.49E-03 |
| 20.1 | Stress.biotic | 139 | 3.19E-04 |
| 35 | Not assigned | 7060 | < 1.00E-20 |
| 26 | Misc | 690 | 7.20E-08 |
| 26.9 | Misc.glutathione S transferases | 36 | 2.34E-05 |
| 26.2 | Misc.UDP glucosyl and glucoronyl transferases | 133 | 3.16E-02 |
Functional gene enrichment analysis was performed using the Wilcoxon Rank Sum Test including Benjamini Hochberg correction as integrated in MapMan.
Significantly altered gene expression in functional categories at 5–15°C temperature difference.
| 17 | Hormone metabolism | 96 | 149E-05 |
| 17.7 | Hormone metabolism.jasmonate | 12 | 156E-03 |
| 13 | Amino acid metabolism | 47 | 1.67E-02 |
| 13.1 | Amino acid metabolism.synthesis | 41 | 2.98E-02 |
| 13.1.6 | Amino acid metabolism.synthesis.aromatic aa | 16 | 2.00E-03 |
| 20 | Stress | 126 | 2.63E-02 |
| 16 | Secondary metabolism | 48 | 4.19E-02 |
| 16.2 | Secondary metabolism.phenylpropanoids | 27 | 2.12E-02 |
| 27 | RNA | 373 | 1.20E-01 |
| 27.3.11 | RNA.regulation of transcription.C2H2 zinc finger family | 19 | 1.90E-03 |
| 27.3.64 | RNA.regulation of transcription.PHOR1 | 11 | 1.10E-02 |
| 27.3.12 | RNA.regulation of transcription.C3H zinc finger family | 13 | 5.19E-02 |
| 27.3.6 | RNA.regulation of transcription.bHLH,Basic Helix-Loop-Helix family | 24 | 9.70E-03 |
| 26 | Misc | 234 | 2.48E-03 |
| 35 | Not assigned | 1533 | 3.45E-02 |
Functional gene enrichment analysis was performed using the Wilcoxon Rank Sum Test including Benjamini Hochberg correction as integrated in MapMan.
Influence of light or temperature on the content of flavonoid glycosides and hydroxycinnamic acid derivatives in kale plants.
| Quercetin-3- | 0.11 | 0.20 | 0.25 | 0.11 |
| Quercetin-3- | 0.09 | 0.12 | 0.18 | 0.15 |
| Quercetin-3- | 0.14 | 0.10 | 0.17 | 0.13 |
| Quercetin-3- | 0.72 | 2.39 | 1.19 | 1.05 |
| Quercetin-3- | 0.09 | 0.07 | 0.20 | 0.08 |
| Kaempferol-feruloyl-3- | 0.07 | 0.05 | 0.07 | 0.04 |
| Kaempferol-hydroxyferuloyl-3- | 0.03 | 0.00 | 0.01 | 0.02 |
| Kaempferol-sinapoyl-3- | 0.08 | 0.03 | 0.05 | 0.07 |
| Kaempferol-3- | 0.38 | 0.20 | 0.45 | 0.36 |
| Kaempferol-3- | 0.85 | 2.72 | 1.05 | 1.02 |
| Kaempferol-3- | 0.60 | 0.35 | 0.60 | 0.68 |
| Kaempferol-3- | 0.75 | 0.45 | 0.68 | 0.84 |
| Kaempferol-3- | 1.87 | 2.07 | 1.64 | 2.21 |
| Kaempferol-3- | 0.64 | 0.40 | 0.72 | 0.37 |
| Kaempferol-3- | 2.28 | 1.80 | 2.34 | 1.41 |
| Kaempferol-3- | 0.13 | 0.07 | 0.17 | 0.07 |
| Caffeoylquinic acid | 1.05 | 0.70 | 1.27 | 1.08 |
| Disinapoyl-gentiobiose | 1.09 | 2.18 | 0.78 | 1.65 |
| Sinapoyl-feruloyl-gentiobiose | 1.00 | 0.93 | 1.13 | 1.12 |
The concentration of glycosides was quantitated either as quercetin-3-O-glucoside equivalents, kaemferol-3-O-glucoside equivalents or as caffeoylquinic acid equivalents respectively. Values are given as mg × g−1 of dry weight. Significant changes with temperature or light (Tukey's HSD test (n = 3) at p ≤ 0.05) are visualized with HL induced in yellow, LL induced in gray, HT induced in red, and LT induced in blue. LL, low light 100 μmol m−2 s−1; HL, high light 400 μmol m−2 s−1; LT, low temperature 5°C; HT, high temperature 15°C.
Expression difference of genes putatively involved in the biosynthesis of flavonol aglycons in .
| Phenylalanine ammonia lyase EC 4.3.1.24 | EV152862 | −3.43 | −0.04 | ||
| JCVI_13216 | −3.63 | 0.09 | |||
| JCVI_32380 | −0.79 | 1.61 | |||
| JCVI_32380 | −0.79 | 1.61 | |||
| Cinnamate 4-hydroxylase EC 1.14.13.11 | JCVI_1296 | −3.34 | −2.07 | ||
| JCVI_1296 | −3.34 | −2.07 | |||
| AM386090 | −1.96 | −1.59 | |||
| JCVI_1296 | −3.34 | −2.07 | |||
| EX137858 | −2.50 | −0.13 | |||
| 4-coumarate-CoA ligase EC 6.2.1.12 | JCVI_1086 | 0.20 | −1.74 | ||
| JCVI_32600 | 0.10 | 0.21 | |||
| JCVI_32600 | 0.10 | 0.21 | |||
| JCVI_26641 | −2.68 | 1.03 | |||
| JCVI_38583 | −1.55 | −1.30 | |||
| EX043451 | −2.32 | −2.53 | |||
| n | |||||
| n | |||||
| JCVI_32600 | 0.10 | 0.21 | |||
| Chalcone synthase EC 2.3.1.74 | JCVI_6210 | −3.47 | 0.72 | ||
| JCVI_2058 | −3.94 | 0.39 | |||
| JCVI_24111 | −4.20 | 1.07 | |||
| Chalcone isomerase EC 5.5.1.6 | JCVI_31142 | −1.58 | −0.11 | ||
| JCVI_20189 | −2.45 | 0.85 | |||
| CD834583 | −3.27 | −0.05 | |||
| n | |||||
| Bo9g177250 | JCVI_2577 | −0.93 | −0.19 | ||
| Flavanone 3-hydroxylase EC 1.14.11.9 | JCVI_17031 | −3.33 | 0.26 | ||
| JCVI_17031 | −3.33 | 0.26 | |||
| JCVI_17031 | −3.33 | 0.26 | |||
| JCVI_17031 | −3.33 | 0.26 | |||
| Flavonol synthase EC 1.14.11.23 | JCVI_2934 | −1.25 | 1.12 | ||
| JCVI_41972 | −2.62 | −0.26 | |||
| JCVI_2239 | −2.67 | −0.36 | |||
| CV432242 | −3.07 | −0.31 | |||
| n | |||||
| Flavonoid 3′-hydroxylase EC 1.14.13.88 | JCVI_15282 | −4.74 | 1.51 |
Enzyme steps, predicted genes and respective microarray elements with highest homology are listed. Less specific but highly homologous elements are listed repeatedly. Log2-fold changes are calculated as 100 PAR-400 PAR light intensity difference (LL-HL), or 5–15°C temperature difference (LT-HT). Significant changes are visualized, HL induced in yellow, HT induced in red, and LT induced in blue. Color intensity indicates respective expression differences. n, no microarray element with homology to the respective gene is present on the chip.
Expression difference of genes putatively involved in the phenylpropanoid biosynthesis in .
| Hydroxycinnamoyl-transferase EC 2.3.1.133 | JCVI_34867 | −3.42 | −2.07 | ||
| EX042932 | −3.10 | −1.88 | |||
| JCVI_24862 | −1.09 | −1.44 | |||
| Coumarate 3′-hydroxylase EC 1.14.-.- | n | ||||
| JCVI_9357 | −0.41 | −1.04 | |||
| JCVI_9357 | −0.41 | −1.04 | |||
| Caffeoyl-CoA | JCVI_1016 | −3.67 | −1.40 | ||
| JCVI_1016 | −3.67 | −1.40 | |||
| n | |||||
| JCVI_31825 | 0.01 | 1.32 | |||
| JCVI_11293 | 0.88 | 1.18 | |||
| Cinnamoyl-CoA reductase EC 1.2.1.44 | JCVI_814 | −1.49 | −0.34 | ||
| EE559396 | −2.65 | −0.17 | |||
| n | |||||
| Ferulate 5-hydroxylase EC 1.14.-.- | JCVI_13253 | −1.85 | −0.73 | ||
| n | |||||
| JCVI_17274 | −1.15 | −0.49 | |||
| JCVI_26392 | −0.02 | −0.12 | |||
| Flavone 3′- | JCVI_4160 | −3.60 | 0.13 | ||
| n | |||||
| JCVI_4160 | −3.60 | 0.13 | |||
| JCVI_4160 | −3.60 | 0.13 | |||
| Sinapaldehyde dehydrogenase EC 1.2.1.3 | JCVI_1718 | −0.85 | −0.86 | ||
| Sinapate 1-glucosyltransferase EC 2.4.1.120 | JCVI_9170 | −2.38 | 1.43 | ||
| n | |||||
| Sinapoylglucose-acyltransferase EC 2.3.1.- | n | ||||
| EE503308 | −1.16 | 1.14 |
Enzyme steps, predicted genes and respective microarray elements with highest homology are listed. Less specific but highly homologous elements are listed repeatedly. Multiple listings of B. oleracea genes with more than one specific element are written in gray. Log2-fold changes are calculated as 100 PAR-400 PAR light intensity difference (LL-HL), or 5–15°C temperature difference (LT-HT). Significant changes are visualized, HL induced in yellow, HT induced in red, and LT induced in blue. Color intensity indicates respective expression differences. n, no microarray element with homology to the respective gene is present on the chip.
Expression difference of genes putatively involved in glucosylation and acylation of flavonoids in .
| Flavonol 3- | JCVI_35049 | −2.33 | −0.49 | ||
| n | |||||
| JCVI_28429 | −2.53 | 0.59 | |||
| JCVI_3139 | −2.00 | −1.77 | |||
| Quercetin 3- | ES942112 | 0.49 | 0.4346 | ||
| JCVI_42206 | −0.38 | 0.4533 | |||
| JCVI_33139 | 1.01 | 0.6658 | |||
| CA992143 | 0.28 | 0.9358 | |||
| Flavonol 3- | n | ||||
| JCVI_6551 | 0.40 | −1.45 | |||
| Flavonol 7- | EV108354 | −3.16 | 2.93 | ||
| EV108083 | −2.03 | 4.31 | |||
| JCVI_27911 | −2.67 | 4.58 | |||
| JCVI_9170 | −2.38 | 1.43 | |||
| n | |||||
| n | |||||
| JCVI_13790 | 1.26 | 0.23 | |||
| JCVI_15448 | −2.76 | 0.32 | |||
| n/n/n | |||||
| Acyl-glucose dependent glucosyltransferase (BGLU) | EV102326 | −1.21 | 1.53 | ||
| JCVI_28076 | −2.27 | 1.66 | |||
| JCVI_25479 | −1.07 | 2.28 | |||
| JCVI_28076 | −2.27 | 1.66 | |||
| JCVI_34674 | −2.29 | −0.0696 | |||
| EV102326 | −1.21 | 1.53 | |||
| JCVI_25479 | −1.07 | 2.28 | |||
| EX063486 | −2.14 | −0.70 | |||
| JCVI_11645 | −2.51 | −0.13 | |||
| JCVI_17890 | −1.53 | −1.80 | |||
| JCVI_34674 | −2.29 | −0.07 | |||
| CD837111 | −2.75 | −0.40 | |||
| Sinapoylglucose-AT (SCPL-AT) | n | ||||
| EE503308 | −1.16 | 1.14 | |||
| BAHD-AT | n | ||||
| n |
Enzyme steps, predicted genes and respective microarray elements with highest homology are listed. Less specific but highly homologous elements are listed repeatedly. Log2-fold changes are calculated as 100 PAR-400 PAR light intensity difference (LL-HL), or 5–15°C temperature difference (LT-HT). Significant changes are visualized, HL induced in yellow, HT induced in red, and LT induced in blue. Color intensity indicates respective expression differences. n, no microarray element with homology to the respective gene is present on the chip.