| Literature DB >> 22047180 |
Ana M Fortes1, Patricia Agudelo-Romero, Marta S Silva, Kashif Ali, Lisete Sousa, Federica Maltese, Young H Choi, Jerome Grimplet, José M Martinez-Zapater, Robert Verpoorte, Maria S Pais.
Abstract
BACKGROUND: Grapes (Vitis vinifera L.) are economically the most important fruit crop worldwide. However, the complexity of molecular and biochemical events that lead to the onset of ripening of nonclimacteric fruits is not fully understood which is further complicated in grapes due to seasonal and cultivar specific variation. The Portuguese wine variety Trincadeira gives rise to high quality wines but presents extremely irregular berry ripening among seasons probably due to high susceptibility to abiotic and biotic stresses. <br> RESULTS: Ripening of Trincadeira grapes was studied taking into account the transcriptional and metabolic profilings complemented with biochemical data. The mRNA expression profiles of four time points spanning developmental stages from pea size green berries, through véraison and mature berries (EL 32, EL 34, EL 35 and EL 36) and in two seasons (2007 and 2008) were compared using the Affymetrix GrapeGen® genome array containing 23096 probesets corresponding to 18726 unique sequences. Over 50% of these probesets were significantly differentially expressed (1.5 fold) between at least two developmental stages. A common set of modulated transcripts corresponding to 5877 unigenes indicates the activation of common pathways between years despite the irregular development of Trincadeira grapes. These unigenes were assigned to the functional categories of "metabolism", "development", "cellular process", "diverse/miscellanenous functions", "regulation overview", "response to stimulus, stress", "signaling", "transport overview", "xenoprotein, transposable element" and "unknown". Quantitative RT-PCR validated microarrays results being carried out for eight selected genes and five developmental stages (EL 32, EL 34, EL 35, EL 36 and EL 38). Metabolic profiling using 1H NMR spectroscopy associated to two-dimensional techniques showed the importance of metabolites related to oxidative stress response, amino acid and sugar metabolism as well as secondary metabolism. These results were integrated with transcriptional profiling obtained using genome array to provide new information regarding the network of events leading to grape ripening. <br> CONCLUSIONS: Altogether the data obtained provides the most extensive survey obtained so far for gene expression and metabolites accumulated during grape ripening. Moreover, it highlighted information obtained in a poorly known variety exhibiting particular characteristics that may be cultivar specific or dependent upon climatic conditions. Several genes were identified that had not been previously reported in the context of grape ripening namely genes involved in carbohydrate and amino acid metabolisms as well as in growth regulators; metabolism, epigenetic factors and signaling pathways. Some of these genes were annotated as receptors, transcription factors, and kinases and constitute good candidates for functional analysis in order to establish a model for ripening control of a non-climacteric fruit.Entities:
Mesh:
Substances:
Year: 2011 PMID: 22047180 PMCID: PMC3215662 DOI: 10.1186/1471-2229-11-149
Source DB: PubMed Journal: BMC Plant Biol ISSN: 1471-2229 Impact factor: 4.215
Figure 1Fresh berry weight (g) and total anthocyanin content expressed as absorbance at 520 nm per g of freeze dried material. Bars represent standard variation.
Figure 2Metabolism of sucrose, glucose, malic acid and succinic acid: gene expression and metabolite content. Relative quantification of sucrose, α-glucose, malic acid and succinic acid is based on characteristic chemical shift (δ 5.39, δ 5, 17, δ 2.67 and δ 2, 62, respectively), and corresponding peak intensity. Malate and succinate contents are higher at pre-véraison stages peaking at EL 32 whereas contents in sucrose and α-glucose increase at post-véraison stages reaching maximal levels at EL 38. Expression levels of genes coding for sucrose synthase (VVTU16744_s_at), sucrose-phosphate synthase 1 (VVTU4280_at), sucrose phosphatase (VVTU21174_s_at), phosphoenolpyruvate carboxylases (VVTU12208_at, VVTU19092_at), glyoxysomal precursor of malate dehydrogenase (VVTU4095_at), succinate-semialdehyde dehydrogenase (VVTU35625_s_at) are based on microarray.
List of metabolites identified by 1H NMR and two dimensional NMR experiments.
| Metabolite | Chemical shift | Multiplicity/Coupling constant |
|---|---|---|
| δ 5.91 | (d, J = 13.0 Hz) | |
| δ 6.89 | (d, J = 8.5 Hz) | |
| δ 6.95 | (d, J = 13.0 Hz) | |
| δ 7.56 | (d, J = 8.5 Hz) | |
| δ 5.93 | (d, J = 13.0 Hz) | |
| δ 6.83 | (d, J = 9.5 Hz) | |
| δ 7.02 | (d, J = 13.0 Hz) | |
| δ 7.58 | (d, J = 9.5 Hz) | |
| δ 7.64/δ 7.15 | (d, J = 16.0 Hz)/(d, J = 2.0 Hz) | |
| δ 7.07 | (dd, J = 8.5 Hz, 2.0 Hz) | |
| δ 6.88 | (d, J = 8.5 Hz) | |
| δ 6.38 | (d, J = 16.0 Hz) | |
| δ 5.51 | (s) | |
| δ 5.39 | (d, J = 3.9 Hz) | |
| δ 5.17 | (d, J = 3.5 Hz) | |
| δ 4.56 | (d, J = 7.5 Hz) | |
| δ 4.50 | (s) | |
| δ 2.67 | (dd, J = 16.0, 7.0) | |
| δ 2.82 | (dd, J = 16.0, 4.5) | |
| δ 4.43 | (dd, J = 7.0, 4.5) | |
| δ 3.22 | (s) | |
| δ 2.93 | (d, J = 16.0 Hz) | |
| δ 2.76 | (d, J = 16.0 Hz) | |
| δ 2.62 | (s) | |
| δ 2.35 | (m) | |
| δ 3.37 | (m) | |
| δ 2.44 | (td, J = 16.2, 7.5) | |
| δ 2.13 | (m) | |
| δ 1.91 | (s) | |
| δ 1.92 | (m) | |
| δ 1.72 | (m) | |
| δ 1.48 | (d, J = 7.4 Hz) | |
| δ 1.32 | (d, J = 6.5 Hz) | |
| δ 1.21 | (t, J = 7) | |
| δ 1.06 | (d, J = 7.0 Hz) | |
| δ 1.01 | (d, J = 7.0 Hz) | |
| δ 0.96 | (d, J = 7.5) | |
| δ 0.98 | (d, J = 7.5) | |
| Trace amounts | ||
| δ 1.90 | (m) | |
| δ 2.31 | (t, J = 7.5) | |
| δ 3.01 | (t, J = 7.5) | |
| δ 0.95 | (t, J = 7.5) | |
| Trace amounts | ||
| δ 7.03 | (s) | |
| Trace amounts | ||
| δ 4.59 | (d. J = 2.0 Hz) | |
| δ 3.89 | (s) | |
| δ 7.31 | (s) | |
| Trace amounts | ||
| δ 6.77/δ 7.22 | (d, J = 8.2)/(m) | |
| δ 2.15 | (s) | |
| δ 2.65 | (t, J = 8.0) | |
A wide range of metabolites is present which includes amino and organic acids (resonances observed in the region of δ 0.80 to 4.00) together with sugars (δ 4.00 to 5.50) and phenolic compounds (δ 5.50 to 8.50).
Figure 3Score plot of PCA showing metabolic discrimination of developmental stages (EL 32, 34, 35, 36 and 38) corresponding to seasons of 2007 and 2008. Spectral intensities were scaled to total intensity and reduced to integrated regions of equal width (0.04 ppm). The ellipse represents the Hotelling T2 with 95% confidence in score plots. Sugar region (δ 3.08-5.48) was removed from the analysis due to bias created by high concentration of sugar compounds.
Figure 41H NMR spectra at EL 32 and EL 35 showing decrease in contents of .
Figure 5Total glutathione content expressed in μg per g of freeze dried material. A spectrofotometric assay was used to measure both oxidized and reduced forms of glutathione [125].
Figure 6Starch content evaluated by Lugol staining in pulp cells. A, B and C correspond to green berries (EL 32, EL 34); D corresponds to véraison; E, F correspond to ripe berries (EL 36). In green berries well developed amyloplasts were noticed. In ripe berries (E) druses were observed along with decreased content in starch (E, F).
Selection of genes differentially expressed during ripening.
| Probe ID | 2007 34vs32 | 2007 35vs32 | 2007 36vs32 | 2008 35vs32 | 2008 36vs32 | Unique gene 12× ID | Annotation |
|---|---|---|---|---|---|---|---|
| VVTU1012_at | . | . | 1.77 | . | 1.61 | GSVIVT01033747001 | Pyruvate kinase, cytosolic isozyme |
| VVTU1135_at | 3.64 | 3.82 | 5.69 | 2.07 | 2.77 | GSVIVT01012723001 | Soluble starch synthase 3, chloroplast precursor |
| VVTU12019_s_at | . | 4.57 | 5.37 | 2.3 | 4.07 | GSVIVT01022356001 | Aldehyde dehydrogenase |
| VVTU12208_at | . | -4 | -9.68 | -2.33 | -8.28 | GSVIVT01011979001 | Phosphoenolpyruvate carboxylase |
| VVTU12879_at | . | 2.73 | 2.19 | 2.78 | 2.37 | GSVIVT01024263001 | RCP1 (ROOT CAP 1) |
| VVTU16699_s_at | . | -7.79 | -20.35 | -2.1 | -12.01 | GSVIVT01024174001 | Fructose-bisphosphate aldolase, chloroplast precursor |
| VVTU16744_s_at | -1.62 | -1.72 | -1.82 | . | -2.66 | GSVIVT01015018001 | Sucrose synthase |
| VVTU17960_s_at | . | . | 1.59 | . | 1.72 | GSVIVT01033791001 | Fructose-bisphosphate aldolase cytoplasmic isozyme |
| VVTU1903_at | . | . | -2.26 | . | -1.67 | GSVIVT01016173001 | Malate dehydrogenase [NADP], chloroplast precursor (NADP-MDH) |
| VVTU1967_s_at | . | 1.54 | 1.94 | 1.84 | 2.09 | GSVIVT01014206001 | Phosphoenolpyruvate carboxylase |
| VVTU2658_at | . | . | 1.5 | 1.54 | 1.58 | GSVIVT01011700001 | Phosphoglucomutase, cytoplasmic |
| VVTU4210_at | 4.86 | 12.95 | 23.65 | 7.73 | 14.17 | GSVIVT01033062001 | Alcohol dehydrogenase |
| VVTU4280_at | 3.26 | 10 | 13.91 | 7.05 | 12.89 | GSVIVT01037186001 | Sucrose-phosphate synthase 1 |
| VVTU5246_at | . | . | 2.14 | . | 1.86 | GSVIVT01006474001 | Malate dehydrogenase glyoxysomal |
| VVTU5612_at | . | -1.85 | -4.85 | . | -3.3 | GSVIVT01013403001 | Glyceraldehyde-3-phosphate dehydrogenase B, chloroplast precursor |
| VVTU7116_at | . | 1.82 | 2.38 | 1.81 | 2.19 | GSVIVT01008714001 | Alpha-amylase/1,4-alpha-D-glucan glucanohydrolase |
| VVTU8170_at | . | -2.21 | -4.09 | -1.76 | -2.67 | GSVIVT01032446001 | Glycogen synthase kinase 3 beta |
| VVTU9506_at | 1.54 | 2.57 | 1.65 | 2.66 | . | GSVIVT01004839001 | Snf1-related protein kinase srk2f |
| VVTU11854_s_at | . | 1.79 | 1.82 | 1.51 | 2.08 | GSVIVT01000391001 | Glutamate decarboxylase 1 (GAD 1) |
| VVTU13950_s_at | -1.61 | -4.55 | -28.07 | -2.79 | -25.73 | GSVIVT01033402001 | Glutamate dehydrogenase 1 |
| VVTU14998_at | . | . | 4.38 | . | 2.72 | GSVIVT01034731001 | Gamma-aminobutyric acid transporter |
| VVTU22880_s_at | . | 1.64 | 2.02 | 1.85 | 3.24 | GSVIVT01016467001 | Pyrroline-5-carboxylate synthetase |
| VVTU35297_s_at | . | . | 1.55 | . | 1.7 | GSVIVT01036689001 | Isocitrate dehydrogenase, chloroplast precursor |
| VVTU35625_s_at | . | -2.57 | -5.34 | . | -2.93 | GSVIVT01036719001 | Succinate-semialdehyde dehydrogenase (SSADH1) |
| VVTU37879_s_at | . | -2.09 | . | . | . | GSVIVT01038714001 | GLT1 (NADH-dependent glutamate synthase 1 gene) |
| VVTU5646_at | . | 3.17 | 3.09 | 2.18 | 3.15 | GSVIVT01016390001 | Proline transporter 1 (ProT1) |
| VVTU7588_at | . | -2.81 | . | -1.73 | -1.85 | GSVIVT01036483001 | Proline oxidase |
| VVTU977_at | . | . | 1.68 | . | 1.68 | GSVIVT01033607001 | Cystathionine beta-lyase |
| VVTU12535_s_at | . | . | 5.35 | . | 4.41 | GSVIVT01027990001 | Glutathione-conjugate transporter (MRP10) |
| VVTU14104_s_at | . | . | 1.73 | . | 2.13 | GSVIVT01033815001 | Monodehydroascorbate reductase |
| VVTU15985_at | . | . | 1.59 | . | . | GSVIVT01025104001 | L-ascorbate peroxidase 1, cytosolic (APX1) |
| VVTU16784_s_at | . | 2.43 | 3.15 | 2.94 | 4.68 | GSVIVT01019766001 | Phospholipid hydroperoxide glutathione peroxidase |
| VVTU1974_s_at | . | 52.07 | 88.22 | 11.76 | 189.67 | GSVIVT01035256001 | Glutathione S-transferase 26 GSTF12 |
| VVTU23718_at | . | 2.05 | . | 1.74 | 2.42 | GSVIVT01037479001 | L-ascorbate oxidase |
| VVTU27380_s_at | . | -1.71 | -2.42 | . | -2.27 | GSVIVT01021793001 | GDP-mannose 3,5-epimerase 1 |
| VVTU35602_s_at | -1.74 | . | -4 | . | -1.69 | GSVIVT01025551001 | L-ascorbate peroxidase 1, cytosolic (APX1) |
| VVTU38305_s_at | . | 3.59 | 1.63 | 2.34 | 2.53 | GSVIVT01003998001 | Latex cyanogenic beta glucosidase |
| VVTU40144_at | . | . | . | 1.62 | . | . | Dehydroascorbate reductase |
| VVTU40443_s_at | 1.94 | 1.63 | 1.97 | 1.83 | 2.12 | GSVIVT01026951001 | Beta-cyanoalanine synthase |
| VVTU4641_at | . | -2.92 | -15.77 | -1.58 | -8.94 | GSVIVT01009079001 | L-ascorbate peroxidase, chloroplast |
| VVTU4643_at | . | . | . | -2.03 | -2.51 | GSVIVT01010646001 | L-idonate dehydrogenase |
| VVTU4990_at | . | 2.11 | 1.97 | 3.08 | 2.44 | GSVIVT01019757001 | Gamma-glutamylcysteine synthetase |
| VVTU5671_s_at | -2.05 | -2.59 | -2.86 | . | . | GSVIVT01005966001 | Dehydroascorbate reductase |
| VVTU6270_at | . | 1.55 | 2.08 | . | 1.85 | GSVIVT01011626001 | Myrosinase precursor |
| VVTU687_at | . | 145.08 | 240.58 | 71.81 | 373.26 | GSVIVT01022752001 | Anthraniloyal-CoA: methanol anthraniloyal transferase |
| VVTU7379_at | . | 2 | 1.6 | 3.1 | 2.47 | GSVIVT01029079001 | Glutathione reductase |
| VVTU8069_at | . | . | -3.45 | . | -2.58 | GSVIVT01033574001 | L-Galactono-1,4-lactone dehydrogenase |
| VVTU13083_at | . | -15.92 | -10.95 | -7.51 | -7.09 | GSVIVT01006396001 | Anthocyanidin reductase |
| VVTU13266_s_at | -3.1 | -5.11 | -3.57 | -4.5 | -2.72 | GSVIVT01009731001 | Isoflavone reductase protein 4 |
| VVTU13618_x_at | 3.48 | 2.48 | . | 2.75 | . | GSVIVT01028812001 | UDP-glucose: anthocyanidin 5,3-O-glucosyltransferase |
| VVTU13951_at | . | . | 3.24 | . | 1.79 | GSVIVT01022411001 | Isoflavone reductase |
| VVTU17578_s_at | . | 12.13 | 14.82 | 5.19 | 29.13 | GSVIVT01024419001 | UDP-glucose:flavonoid 3-O-glucosyltransferase |
| VVTU20756_at | -3.14 | -3.56 | -4.09 | -2.73 | -3.17 | GSVIVT01023841001 | Dihydroflavonol-4-reductase |
| VVTU22627_at | . | . | . | . | 2.1 | GSVIVT01000191001 | CYP81E1 Isoflavone 2'-hydroxylase |
| VVTU39787_s_at | . | -2.43 | . | -2.3 | 4.3 | GSVIVT01018781001 | Flavonone- 3-hydroxylase |
| VVTU9453_at | . | . | 7.92 | 1.87 | 4.75 | GSVIVT01019691001 | Quercetin 3-O-methyltransferase 1 |
| VVTU9714_at | 3.43 | 4.02 | 5.02 | 2.81 | 3.82 | GSVIVT01021355001 | Flavonol synthase |
| VVTU11849_s_at | . | 2.15 | 3.41 | 1.5 | 2.64 | GSVIVT01026510001 | Alcohol dehydrogenase 6 |
| VVTU13316_s_at | . | . | . | -2.21 | . | GSVIVT01036331001 | (-)-Germacrene D synthase |
| VVTU21725_at | . | 5.59 | 7.3 | 7.18 | 9.32 | GSVIVT01026829001 | (+)-Neomenthol dehydrogenase |
| VVTU2626_at | 2.55 | 35.87 | 19.1 | 18.1 | 15.87 | GSVIVT01008069001 | Isopiperitenol dehydrogenase |
| VVTU27826_x_at | . | 2.5 | 2.18 | 1.55 | 2.01 | GSVIVT01003150001 | Cinnamyl alcohol dehydrogenase |
| VVTU33502_at | 2.75 | . | -2.96 | . | -3.52 | GSVIVT01032178001 | Cinnamyl alcohol dehydrogenase |
| VVTU37595_s_at | . | 2.08 | . | 1.86 | . | GSVIVT01030474001 | Hydroperoxide lyase (HPL1) |
| VVTU4754_at | -1.64 | -4.03 | -6.42 | -4.25 | -7.87 | GSVIVT01008854001 | Caffeic acid methyltransferase |
| VVTU8254_at | . | 4.4 | 7.29 | 2.5 | 2.95 | GSVIVT01036862001 | 9- |
| VVTU1335_at | 1.65 | -6.21 | -7.81 | -3.38 | -6.13 | GSVIVT01000176001 | Indole-3-acetic acid-amido synthetase GH3.2 |
| VVTU16083_at | . | . | -2.96 | . | -2.18 | GSVIVT01030905001 | Auxin efflux carrier family |
| VVTU16124_at | . | . | -2.05 | -1.82 | -2.87 | GSVIVT01031663001 | PIN1 |
| VVTU1813_at | -3.17 | -12.35 | -48.38 | -4.69 | -33.36 | GSVIVT01017046001 | IAA9 |
| VVTU18738_s_at | . | 14.93 | 37.41 | 22.78 | 87.35 | GSVIVT01038622001 | Auxin-responsive SAUR29 |
| VVTU2445_s_at | -2.2 | -13.15 | -17.4 | -6.43 | -9.33 | GSVIVT01015350001 | Auxin-responsive protein IAA27 |
| VVTU2614_s_at | . | 2.08 | 1.68 | 1.5 | 1.79 | GSVIVT01033011001 | Transport inhibitor response 1 protein |
| VVTU3361_at | 3.34 | 9.44 | 9.88 | 6.46 | 9.06 | GSVIVT01017158001 | IAA19 |
| VVTU35572_s_at | 2.81 | 2.25 | 4.41 | 3.04 | 8.58 | GSVIVT01020159001 | IAA-amino acid hydrolase 1 (ILR1) |
| VVTU3560_at | -1.83 | . | 2.93 | . | 3.86 | GSVIVT01037892001 | Indole-3-acetic acid-amido synthetase GH3.8 |
| VVTU35909_s_at | . | -2.42 | . | -2.25 | -1.69 | GSVIVT01026429001 | Auxin Efflux Carrier |
| VVTU38338_x_at | -1.59 | -11.61 | -14.02 | -9.85 | -22.64 | GSVIVT01024135001 | Auxin-responsive SAUR31 |
| VVTU7869_at | -5.63 | -6.03 | -10.54 | -6.2 | -4.14 | GSVIVT01010995001 | Transport inhibitor response 1 |
| VVTU12042_at | 1.76 | . | . | . | . | GSVIVT01005455001 | 1-Aminocyclopropane-1-carboxylate synthase |
| VVTU12870_s_at | . | . | 1.83 | . | 2.14 | GSVIVT01025105001 | MAPK (MPK3) |
| VVTU13344_at | . | -1.68 | -2.66 | . | -4.88 | GSVIVT01006065001 | 1-Aminocyclopropane-1-carboxylate oxidase 1 |
| VVTU1588_at | . | . | 1.62 | . | 1.99 | GSVIVT01038085001 | Ethylene receptor 1 (ETR1) |
| VVTU18607_s_at | 3.66 | 29.17 | 28.93 | 14.04 | 40.01 | GSVIVT01035911001 | Ethylene-responsive transcription factor ERF003 |
| VVTU19389_s_at | . | . | 1.73 | . | 2.05 | GSVIVT01036213001 | Ethylene receptor (EIN4) |
| VVTU2683_s_at | . | -1.8 | . | -2.23 | . | GSVIVT01035856001 | EIN3-binding F-box protein 2 |
| VVTU35437_at | . | -1.58 | -5.17 | 2.26 | 2.62 | . | Ethylene-responsive transcription factor ERF105 |
| VVTU5165_at | . | -2.11 | -1.79 | . | -1.57 | GSVIVT01008900001 | 1-Aminocyclopropane-1-carboxylate synthase |
| VVTU5909_at | . | 1.9 | 1.59 | 1.87 | 1.62 | GSVIVT01011670001 | 1-Aminocyclopropane-1-carboxylate oxidase |
| VVTU8172_at | . | . | 2.31 | 2.76 | 12.06 | GSVIVT01004798001 | Ethylene responsive element binding factor 1 |
| VVTU8555_at | . | -3.58 | -4.58 | -2.09 | -5.28 | GSVIVT01037473001 | Ethylene-insensitive 3 (EIN3) |
| VVTU11913_at | -2.04 | -5.96 | -11.68 | -3.88 | -16.02 | GSVIVT01018733001 | Jasmonate O-methyltransferase |
| VVTU16057_at | . | 9.26 | 10.63 | 5.74 | 7.16 | GSVIVT01009616001 | Allene oxide synthase |
| VVTU1657_s_at | -2.04 | . | -2.45 | -2.41 | -2.7 | GSVIVT01005061001 | Methyl jasmonate esterase |
| VVTU16654_at | 1.58 | 2.35 | 1.62 | 1.89 | 1.77 | GSVIVT01031706001 | IMP dehydrogenase |
| VVTU17030_s_at | . | -11.17 | -8.28 | . | -4.33 | GSVIVT01025923001 | 12-Oxophytodienoate reductase 2 |
| VVTU23697_at | . | 1.6 | 2.16 | 1.99 | 2.72 | GSVIVT01016368001 | Coronatine-insensitive protein 1 |
| VVTU3032_at | . | . | . | . | 1.67 | GSVIVT01027057001 | JAR1-like protein |
| VVTU34392_at | 2.43 | . | . | . | . | GSVIVT01013156001 | MYC jasmonic acid 3 |
| VVTU35149_at | . | -1.72 | . | -1.55 | . | GSVIVT01024198001 | Enhanced disease susceptibility 5 EDS5 |
| VVTU39811_s_at | . | 2.76 | 50.75 | . | 38.44 | GSVIVT01021514001 | Jasmonate ZIM domain-containing protein 8 |
| VVTU4273_s_at | -1.53 | . | -1.58 | . | -1.98 | GSVIVT01008453001 | Jasmonate ZIM domain-containing protein 3 |
| VVTU7003_at | -2.47 | -12.82 | -13.47 | -6.21 | -13.03 | GSVIVT01036445001 | Allene oxide cyclase |
| VVTU7560_at | . | . | 2.04 | 1.65 | 2.99 | GSVIVT01015181001 | Regulatory protein NPR1 (Nonexpresser of PR genes 1) |
| VVTU1269_s_at | . | 1.52 | . | 1.56 | . | GSVIVT01020222001 | Spermidine synthase |
| VVTU12839_at | . | 1.64 | 2.39 | 3.44 | 4.27 | GSVIVT01024167001 | Arginine decarboxylase (Fragment) |
| VVTU12964_s_at | 1.88 | . | 1.81 | 1.8 | 2.66 | . | S-Adenosylmethionine decarboxylase proenzyme |
| VVTU37047_at | . | . | 1.87 | . | 3.11 | GSVIVT01007669001 | Copper amine oxidase |
| VVTU5224_at | . | . | 2.17 | . | 1.51 | GSVIVT01028700001 | Spermine synthase |
| VVTU5226_at | . | 2.19 | 1.76 | 1.69 | 2.42 | GSVIVT01020812001 | Amine oxidase |
| VVTU6472_at | -2.27 | 2.07 | . | 1.86 | 2.07 | GSVIVT01004079001 | Copper amine oxidase |
| VVTU8738_s_at | . | 2.3 | 2.17 | . | . | GSVIVT01033651001 | S-Adenosylmethionine synthetase |
| VVTU12347_s_at | . | . | . | 2.03 | . | GSVIVT01009074001 | SnRK2-8 |
| VVTU19049_s_at | . | . | 2.01 | . | 1.95 | GSVIVT01037491001 | UBP1 interacting protein 2a (UBA2a) |
| VVTU22232_at | . | -1.91 | -2.11 | . | . | GSVIVT01003554001 | Snf1 protein kinase 2-3 akip ost1 |
| VVTU28731_s_at | 2.01 | 4.9 | 4.9 | 4.67 | 3.13 | GSVIVT01015308001 | ABI1 (ABA insensitive 1) |
| VVTU14956_at | 2.22 | 1.89 | 1.75 | 1.8 | 1.55 | GSVIVT01008164001 | BIM1 (BES1-interacting Myc-like protein 1) |
| VVTU24849_at | . | -1.92 | -1.91 | -3.07 | -4.02 | GSVIVT01017237001 | CYP734A7 castasterone 26-hydroxylase |
| VVTU4905_s_at | . | . | -2.3 | -2.41 | -2.1 | . | Brassinosteroid-responsive ring-H2 (BRH1) |
| VVTU647_at | . | -12.51 | -17.26 | -3.26 | -21.67 | GSVIVT01036558001 | Brassinosteroid-6-oxidase |
| VVTU20270_s_at | -1.93 | . | 3.68 | . | 7.79 | GSVIVT01033610001 | ARR3 typeA |
| VVTU28950_s_at | . | -4.38 | -11.11 | -1.85 | -3.95 | GSVIVT01004944001 | Cytokinin-repressed protein CR9 |
| VVTU31519_s_at | 3.4 | . | . | 1.6 | . | GSVIVT01027443001 | Pseudo-response regulator 9 (APRR9) |
| VVTU9094_s_at | . | -5.82 | -7.62 | -5.17 | -14.3 | GSVIVT01035468001 | Cytokinin dehydrogenase 7 |
| VVTU9297_at | -2.85 | -8.33 | -6.37 | -3.83 | -3.2 | GSVIVT01007835001 | ARR6 typeA |
| VVTU9337_at | 2.81 | 2.61 | 4.69 | 1.92 | 6.66 | GSVIVT01035051001 | ARR1 typeB |
| VVTU13918_at | . | 10.7 | 40.6 | 27.15 | 38.26 | GSVIVT01031830001 | Gibberellin 20 oxidase 2 |
| VVTU15195_at | . | -1.59 | 4.64 | . | 2.89 | GSVIVT01022014001 | Gibberellin receptor GID1L1 |
| VVTU1752_at | 3.79 | 12.25 | 12.84 | 4.95 | 4.98 | GSVIVT01011037001 | Gibberellin receptor GID1L2 |
| VVTU7332_at | -2.92 | -6.26 | -6.69 | -4.5 | -7.87 | GSVIVT01009099001 | Gibberellin 20 oxidase 2 |
| VVTU8591_at | . | -4.73 | -4.46 | -4.09 | -5.78 | GSVIVT01034945001 | Gibberellin 2-oxidase |
| VVTU11835_at | . | 1.55 | . | 1.76 | 1.62 | GSVIVT01018839001 | MADS box transcription factor TM6 (TM6) APETALA3 |
| VVTU17564_s_at | . | 8.95 | 11.56 | 4.78 | 18.34 | GSVIVT01022664001 | Myb VvMYBA3 [Vitis vinifera] |
| VVTU18199_s_at | . | . | 1.62 | 1.76 | 1.85 | GSVIVT01033067001 | SEPALLATA3 |
| VVTU2522_at | . | 1.56 | 2.63 | . | 3.24 | GSVIVT01016175001 | NAC domain-containing protein 78 |
| VVTU27392_s_at | . | 3.53 | 4.76 | 2.16 | 3.94 | . | Scarecrow-like transcription factor 8 (SCL8) |
| VVTU3046_s_at | . | -6.64 | -5.33 | -2.63 | -3.25 | GSVIVT01027182001 | MYBPA1 protein [Vitis vinifera] |
| VVTU3183_at | . | 2.05 | . | 1.54 | . | GSVIVT01024921001 | Zinc finger (C3HC4-type RING finger) |
| VVTU3258_at | -1.75 | -126.42 | -210.41 | -28.95 | -221.25 | GSVIVT01037819001 | LIM domain protein WLIM1 |
| VVTU37071_at | . | . | . | . | 2.06 | GSVIVT01034155001 | Scarecrow-like transcription factor 9 (SCL9) |
| VVTU40803_s_at | 2.35 | 4.93 | 9.8 | 1.54 | 6.18 | GSVIVT01034968001 | WRKY DNA-binding protein 48 |
| VVTU9543_at | . | 2.12 | 8.24 | 1.77 | 8.89 | GSVIVT01022269001 | Myb TKI1 (TSL-KINASE INTERACTING PROTEIN 1) |
| VVTU11578_at | 1.6 | 12.25 | 4.66 | 2.82 | 1.77 | GSVIVT01008070001 | Receptor protein kinase |
| VVTU11917_at | 2.55 | 1.53 | . | 2.18 | . | GSVIVT01019481001 | BZip transcription factor G-BOX BINDING FACTOR 3 |
| VVTU13369_at | . | 1.85 | . | 1.97 | . | GSVIVT01017690001 | CBL-interacting protein kinase 1 (CIPK1) |
| VVTU2538_at | . | 1.68 | . | 1.83 | 1.5 | GSVIVT01033306001 | CALCIUM-DEPENDENT PROTEIN KINASE 32 CPK32 |
| VVTU26057_at | . | 5.13 | 12.44 | 8.86 | 17.28 | GSVIVT01016073001 | STE20/SPS1 proline-alanine-rich protein kinase |
| VVTU27362_at | 1.53 | 1.74 | 2.13 | 2.55 | 5.29 | GSVIVT01034540001 | bZIP transcription factor |
| VVTU3691_at | . | 3.73 | . | 1.6 | . | GSVIVT01010053001 | Dof zinc finger protein DOF3.5 |
| VVTU38545_at | . | 1.76 | 3.18 | . | 3.59 | GSVIVT01008327001 | Wall-associated kinase 4 |
| VVTU5563_at | . | 2.6 | 3.52 | 2.09 | 2.53 | GSVIVT01034897001 | VirE2-interacting protein (VIP1) |
| VVTU8084_at | . | . | 2.1 | . | 2.62 | GSVIVT01036465001 | Receptor protein kinase PERK1 |
| VVTU9535_at | . | 2.78 | 4.54 | 3.85 | 4.3 | GSVIVT01002864001 | Receptor protein kinase PERK1 |
| VVTU9861_at | . | 1.92 | 2.09 | 1.85 | 2.19 | . | Wall-associated kinase |
| VVTU22197_at | . | . | 1.95 | 1.52 | 1.79 | GSVIVT01007965001 | Timing of CAB expression 1 protein |
| VVTU2284_at | . | 1.76 | 4.05 | . | 3.36 | GSVIVT01035337001 | Early flowering 3 |
| VVTU2454_s_at | 2.4 | . | 1.77 | 3.04 | 2.15 | GSVIVT01001405001 | Gigantea protein |
| VVTU3515_s_at | -1.65 | -1.58 | -1.74 | -1.89 | -2.32 | GSVIVT01027456001 | Myb CCA1 (Circadian Clock Associated 1) |
| VVTU40867_x_at | . | 2.19 | . | 2.47 | 2.44 | GSVIVT01018044001 | ELIP1 (Early Light-Inducible Protein) |
| VVTU5883_at | . | -1.59 | . | 2.17 | 2.7 | GSVIVT01030081001 | Phytochrome defective C (PHYC) |
| VVTU10989_at | -2.75 | 1.77 | . | -2.1 | 1.55 | GSVIVT01033746001 | Retrotransposon protein, Ty1-copia subclass |
| VVTU11309_at | . | -1.72 | -2.05 | . | . | GSVIVT01032746001 | Chromatin remodeling 42 |
| VVTU12696_at | . | 2.96 | 2.08 | 2.38 | 1.99 | GSVIVT01033971001 | Transposon protein, CACTA, En/Spm sub-class |
| VVTU15783_at | . | . | 2.05 | . | 2.48 | . | Retrotransposon protein, unclassified |
| VVTU2258_at | 2.29 | 7.14 | 2.59 | 1.77 | 2.61 | GSVIVT01010060001 | DNA-3-methyladenine glycosidase I |
| VVTU32711_at | . | . | . | 2.38 | . | GSVIVT01017791001 | Chromatin-remodeling protein 11 |
| VVTU3690_at | 1.53 | 2.15 | 3.56 | 2.05 | 3.61 | GSVIVT01007671001 | Histone deacetylase HDA6 |
| VVTU38460_at | . | . | . | 2.68 | 2.01 | GSVIVT01026952001 | ATBRM/CHR2 (Arabidopsis thaliana brahma) |
| VVTU5491_at | . | . | 2.27 | . | 2.08 | . | Transposase |
| VVTU5815_at | . | . | 1.64 | . | 1.68 | GSVIVT01020136001 | Histone deacetylase complex, SIN3 component |
| VVTU6149_s_at | . | 2.09 | -1.85 | 1.54 | . | GSVIVT01033869001 | Transposon protein, Mutator sub-class |
| VVTU8524_at | -1.64 | -1.75 | -2.04 | . | -1.57 | . | Cytosine methyltransferase (DRM2) |
| VVTU8618_at | . | . | 2.12 | . | 2.34 | GSVIVT01007544001 | Histone acetyltransferase ELP3 |
| VVTU87_at | . | . | -2.41 | . | -1.74 | GSVIVT01007870001 | Histone deacetylase HDA05 |
The selection considered a fold change ≥ 1.5 and FDR < 0.05 or fold change ≤ -.1.5 and FDR < 0.05).
Figure 7Functional categories distribution in the core set of the 7130 modulated genes and in the entire GrapeGen Chip.
Figure 8Clustering of the expression profiles of the core set of the 7130 modulated genes across three developmental stages of grape ripening (EL 32, EL 35 and EL 36). Clustering was performed using k-means statistics and the number of genes in each cluster (eight) is shown.
Figure 9Real time RT-PCR validation of the expression profiles of eight genes in the two seasons under analysis. Data are reported as means ± SE of three technical and two biological replicates. Transcript levels were calculated using the standard curve method and normalized against grapevine actin gene (VVTU17999_s_at) used as reference control. VVTU8069_at: L-galactono-1,4-lactone dehydrogenase (LGDH), VVTU12839_at: Arginine decarboxylase (ADC), VVTU16654_at: IMP dehydrogenase (IMDDH), VVTU39787_s_at: Flavonone- 3-hydroxylase (F3H), VVTU35625_s_at: Succinic semialdehyde dehydrogenase (SSADH1), VVTU1588_at: Ethylene receptor 1 (ETR1), VVTU9453: Quercetin 3-O-methyltransferase 1 (OMT1), VVTU4990_at: Gamma-glutamylcysteine synthetase (GCS).