| Literature DB >> 27281174 |
Giovanna Visioli1, Angelica Galieni2, Fabio Stagnari2, Urbana Bonas1, Stefano Speca2, Andrea Faccini3, Michele Pisante2, Nelson Marmiroli1,4.
Abstract
Nitrogen management in combination with sustainable agronomic techniques can have a great impact on the wheat grain proteome influencing its technological quality. In this study, proteomic analyses were used to document changes in the proportion of prolamins in mature grains of the newly released Italian durum wheat cv Achille. Such an approach was applied to wheat fertilized with urea (UREA) and calcium nitrate (NITRATE), during the transition to no-till Conservation Agriculture (CA) practice in a Mediterranean environment. Results obtained in a two-years field experiment study suggest low molecular weight glutenins (LMW-GS) as the fraction particularly inducible regardless of the N-form. Quantitative analyses of LMW-GS by 2D-GE followed by protein identification by LC-ESI-MS/MS showed that the stable increase was principally due to C-type LMW-GS. The highest accumulation resulted from a physiologically healthier state of plants treated with UREA and NITRATE. Proteomic analysis on the total protein fraction during the active phase of grain filling was also performed. For both N treatments, but at different extent, an up-regulation of different classes of proteins was observed: i) enzymes involved in glycolysis and citric acid cycles which contribute to an enhanced source of energy and carbohydrates, ii) stress proteins like heat shock proteins (HSPs) and antioxidant enzymes, such as peroxidases and superoxide dismutase which protect the grain from abiotic stress during starch and storage protein synthesis. In conclusion N inputs, which combined rate with N form gave high yield and improved quality traits in the selected durum wheat cultivar. The specific up-regulation of some HSPs, antioxidant enzymes and defense proteins in the early stages of grain development and physiological indicators related to fitness traits, could be useful bio-indicators, for wheat genotype screening under more sustainable agronomic conditions, like transition phase to no-till CA in Mediterranean environments.Entities:
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Year: 2016 PMID: 27281174 PMCID: PMC4900532 DOI: 10.1371/journal.pone.0156007
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Changes of grain dry weight (mg DW per spike) against thermal time after anthesis (cumulative average daily air temperature exceeding 0°C, °C d) and days post-anthesis (DPA) (above axis) of durum wheat in 2011 (a) and 2012 (b). Wheat plants were exposed to control conditions (unfertilized CONTROL, black triangle) and to two N fertilization treatments with urea (UREA, white rhombus) and calcium nitrate (NITRATE, white circle) at the rate of 150 kg N ha-1 (mean value ± standard errors, n = 3 independent replicates; split-plot ANOVA over thermal time after anthesis; effects: (a) treatment, P < 0.01; time, P < 0.01; treatment x time, P< 0.01; (b) treatment, P < 0.01; time, P < 0.01; treatment x time, P< 0.01).
Fig 2Changes of leaves dry weight (mg DW per plant) and stems dry weight (mg DW per plant) against thermal time after anthesis (cumulative average daily air temperature exceeding 0°C, °C d) and days post-anthesis (DPA) (above axis) of durum wheat in 2011 (a and c, respectively) and 2012 (b and d, respectively). Wheat plants were exposed to control conditions (unfertilized CONTROL, black triangle) and to two N fertilization treatments with urea (UREA, white rhombus) and calcium nitrate (NITRATE, white circle) at the rate of 150 kg N ha-1 (mean value ± standard errors, n = 3 independent replicates; split-plot ANOVA over thermal time after anthesis; effects: (a) treatment, P < 0.01; time, P < 0.01; treatment x time, P = 0.08; (b) treatment, P < 0.01; time, P < 0.01; treatment x time, P = 0.33; (c) treatment, P < 0.05; time, P < 0.01; treatment x time, P < 0.01; (d) treatment, P < 0.05; time, P < 0.01; treatment x time, P < 0.05).
Plant height (cm), ear lenght (cm) and grain nitrogen utilization efficiency (grain-NutE; kg- DM kg-N-1) as recorded at harvest, in 2011 and 2012.
Wheat plants were exposed to control conditions (unfertilized CONTROL) and to two N fertilization treatments with urea (UREA) and calcium nitrate (NITRATE) at the rate of 150 kg N ha-1. Data are averages ± standard errors, for n = 3 independent replicates. Different letters indicate significant differences at p<0.05 (Fisher’s LSD test).
| Plant height (cm) | Ear length (cm) | Grain-NutE (kg-DM Kg-N-1) | Plant height (cm) | Ear length (cm) | Grain-NutE (kg-DM Kg-N-1) | |
|---|---|---|---|---|---|---|
| CONTROL | 64.1 ± 0.61 b | 4.5 ± 0.18 b | 63.4 ± 0.08 a | 61.9 ± 0.55 b | 4.0 ± 0.02 b | 65.5 ± 2.05 a |
| UREA | 75.4 ± 2.33 a | 5.8 ± 0.01 a | 34.6 ± 1.35 b | 70.6 ± 0.51 a | 6.6 ± 0.41 a | 35.6 ± 0.47 b |
| NITRATE | 75.0 ± 2.43 a | 5.9 ± 0.16 a | 38.1 ± 0.71 b | 71.7 ± 0.22 a | 6.7 ± 0.40 a | 45.8 ± 1.99 b |
*P < 0.05
**P < 0.01; ns = not-significant.
Fig 3Increment of gliadins and glutenins in durum wheat mature grains under UREA and NITRATE fertilisation treatments respect to CONTROL.
Percentage increments of gliadins (grey chart) and glutenins (diagonal lines; LMW-GS plus HMW-GS fractions) with respect to CONTROL (white chart) in durum wheat fertilized with urea (UREA) and calcium nitrate (NITRATE) at the rate of 150 kg N ha-1 in 2011 (a) and 2012 (b). Data are averages ± standard errors, for n = 3 independent replicates.
Fig 4Gliadin and glutenin contents in in durum wheat mature grains under CONTROL and UREA and NITRATE fertilisation treatments.
Gliadins (mg g-1 flour; grey chart) and glutenin (GS) fractions (mg g-1 flour; horizontallines: LMW-GS fraction; diagonal cross: HMW-GS fraction) in durum wheat grains fertilized with urea (UREA) and calcium nitrate (NITRATE) at the rate of 150 kg N ha-1 plus unfertilized CONTROL in 2011 (a) and 2012 (b). Data are averages ± standard errors, for n = 3 independent replicates. Different letters indicate significant differences at p<0.05 (Fisher’s LSD test).
Fig 5Changes of soil-plant analysis development (SPAD) against thermal time after anthesis (cumulative average daily air temperature exceeding 0°C, °C d) and days post-anthesis (DPA) (above axis) of durum wheat in 2011 (a) and 2012 (b). Wheat plants were exposed to control conditions (unfertilized CONTROL, black triangle) and to N fertilization treatments with urea (UREA, white rhombus) and calcium nitrate (NITRATE, white circle) at the rate of 150 kg N ha-1 (mean value ± standard errors, n = 3 independent replicates; split-plot ANOVA over thermal time after anthesis; effects: (a) treatment, P < 0.01; time, P < 0.01; treatment x time, P < 0.05; (b) treatment, P < 0.01; time, P < 0.01; treatment x time, P< 0.01).
Fig 6Canopy reflectance of durum wheat plants (averaged over DC65, DC71, DC75 and DC77 phenological stages).
Durum wheat plants were exposed to control conditions (unfertilized CONTROL, black triangle) and to N fertilization treatments with urea (UREA, white rhombus) and calcium nitrate (NITRATE, white circle) at the rate of 150 kg N ha-1, in 2012.
Pearson’s correlation coefficients between grain protein content (GPC, %) or total gluten protein content (GLUTEN, mg g-1 flour) of durum wheat grains at harvest (DC92) and nine VIs calculated from reflectance data recorded at different growth stages, during grain-development (DC65, DC71, DC75 and DC77, corresponding to 0, 6, 13 and 21 days post-anthesis (DPA)) in 2012.
| GPC (%) | GLUTEN (mg g-1 flour) | |||||||
|---|---|---|---|---|---|---|---|---|
| VI | 0 DPA | 6DPA | 13DPA | 21DPA | 0 DPA | 6DPA | 13DPA | 21DPA |
| NDVI | .873 | .859 | .923 | .906 | .887 | .926 | ||
| GNDVI | .907 | .893 | .941 | .937 | .917 | .937 | ||
| OSAVI | .882 | .891 | .911 | .916 | .919 | .922 | ||
| SR | .882 | .945 | .925 | .910 | .733 | .950 | .887 | |
| SIPI | - .832 | - .812 | - .932 | - .868 | - .838 | - .949 | ||
| NRI | .816 | .765 | .815 | .843 | .789 | .845 | ||
| MCARI | - .799 | - .868 | - .844 | - .825 | - .743 | - .893 | - .805 | |
| TVI | .711 | .774 | .894 | .781 | .742 | .764 | .923 | .819 |
| WI | .883 | .823 | .711 | .921 | .907 | .896 | .807 | .921 |
* significant effect at the 0.05 probability level.
** significant effect at the 0.01 probability level. n.s. = not-significant.
§ = not-applicable correlation test; p-value < 0.05 for Shapiro-Wilk normality test.
Fig 7Two dimensional principal component analysis (PCA) in 2012.
(a) loading plot for the 9 variables (VIs indices: NDVI, GNDVI, WI, OSAVI, SIPI, NRI, SR, MCARI and TVI); (b) score plot for the 12 treatments (CONTROL_0DPA, CONTROL_6DPA, CONTROL_13DPA, CONTROL_21DPA, UREA_0DPA, UREA_6DPA, UREA_13DPA, UREA_21DPA, NITRATE_0DPA, NITRATE_6DPA, NITRATE_13DPA, NITRATE_21DPA) obtained as a combination of the 3 N treatments (CONTROL, UREA and NITRATE) at 4 sampling dates during grain development (0, 6, 13 and 21 days post-anthesis (DPA)). Further explanations on VIs, sampling dates/phenological stages and N fertilization treatments are provided in S2 Table and in the text.
Fig 82D-GE pattern of the LMW-GS from durum wheat (cv Achille) in 2011 and 2012.
Comparison of 2D-GE maps of the LMW-GS fractions extracted from mature grains of durum wheat fertilized with urea (UREA) and calcium nitrate (NITRATE) at the rate of 150 kg N ha-1 plus unfertilized CONTROL in 2011 and 2012. The marked spots were analysed by LC/MS for protein identification.
Quantitative densitometry analysis of LMW-GS from Group 1 and Group 2 extracted from wheat grains deriving from plants exposed to control conditions (unfertilized CONTROL) and to two fertilization treatments with Urea (UREA) and Calcium Nitrate (NITRATE) at the rate of 150 kg N ha-1.
| Group 1 LMW-GS (IOD μg-1 protein) | Group 2 LMW-GS (IOD μg-1 protein) | Group 1 LMW-GS (IOD μg-1 protein) | Group 2 LMW-GS (IOD μg-1 protein) | |
|---|---|---|---|---|
| CONTROL | 2,299,328.9 b | 815,634.8 c | 5,807,070.1 b | 1,083,857.5 b |
| UREA | 1,812,438.8 c | 1,125,028.1 b | 8,528,323.1 a | 1,774,638.1 a |
| NITRATE | 2,736,053.2 a | 1,579,498.6 a | 6,446,072.2 b | 1,765,693.9 a |
*P < 0.05
**P < 0.01; ns = not-significant. Values with the same letter (a, b, c) are not significantly different (P < 0.01). IOD = integrated optical density.
2D-GE LMW-GS protein identification by LC-ESI-MS/MS analysis.
| Spot n. | Protein identified | Species | UniProtK Acc. nr. | MW | Peptide sequences determined by LC-ESI-MS/MS | Measured MH+ |
|---|---|---|---|---|---|---|
| 1 | LMW-GS GluB3-6 | B2Y2R3 | 44613 | LQPHQIAQLEVMTSIAL,VHPSILQQLNPCKVF, RTLPTMCNVNVPL | 1892.035, 1779.957, 1514.783 | |
| 2 | LMW-GS GluB3-6 | B2Y2R3 | 44613 | LQPHQIAQLEVMTSIAL, VHPSILQQLNPCKVF,RTLPTMCNVNVPL | 1892.035, 1779.957, 1514.783 | |
| 3 | LMW-GS GluB3-3 | D5FPE1 | 44540 | VPFGVGTGVGGY, VFLQQQCSPVAMPQSLAR, SQMLQQSSCHVMQQQCCQQLPQIPQQSR | 1109.562, 2003,020, 3272.4850 | |
| 4 | LMW-GS B3-2 | Q6SPY7 | 44702 | MCSVNVPLYETTTSVPLGVG IGVGVY, SQMLQQSICHVMQR, VFLQQQCIPVAMQR | 2712.3622, 1745.8244, 1717.8876 | |
| 5 | LMW-GS B3-2 | D3U319 | 44509 | VHPSILQQLNPcKVF, RTLPTMcNVNVPL, GQQPQQQQLAHGTF, RTLPTmcNVNVPLY, QQQIPFVHPSIL | 1476.799, 1301.659 | |
| 6 | LMW-GS | R4JDM5 | 37783 | SIVLQEQQHGQGLNQPQQQQPQQSVQGVSQPQQQQKQLGQcSF QSScHVMQQQccRQLPQIPEQSRY, RTLPTMcSVNVPVYGTTTIVPF, METSHIPSLEKPLQQQPLPL, LQQQcSPVAmPQSL, GQWPQQQQVPQGTLLQPHQIAQLEVMTSIAL | 4884.392 | |
| 7 | LMW-GS | R4JDM5 | 37783 | SIVLQEQQHGQGLNQPQQQQPQQSVQGVSQPQQQQKQLGQcSF, QSScHVMQQQccRQLPQIPEQSRY, RTLPTMcSVNVPVYGTTTIVPF, METSHIPSLEKPLQQQPLPL, LQQQcSPVAmPQSL, GQWPQQQQVPQGTLLQPHQIAQLEVMTSIAL | 4884.392 | |
| 8 | LMW-GS | R4JDM5 | 37783 | SIVLQEQQHGQGLNQPQQQQPQQSVQGVSQPQQQQKQLGQcSF, QSScHVMQQQccRQLPQIPEQSRY;, RTLPTMcSVNVPVYGTTTIVPF, METSHIPSLEKPLQQQPLPL, LQQQcSPVAmPQSL, GQWPQQQQVPQGTLLQPHQIAQLEVMTSIAL | 4884.392 | |
| 9 | γ-gliadin | R9XUS6 | 40767 | SLVLQTLPTMCNVYAPPECS TIR, APFASIVAGIGGQ | 2536.2608, 1187.6418 | |
| 10 | γ-gliadin | K7X1Q2 | 34372 | GIIQPQQPAQLEGIRSL, cEQPQRTIPQPHQTF, LQQQmNPcKNY | 1848.038, 1866.895, 1439.643 | |
| 11 | γ-gliadin | D0EMA4 | 34280 | FQLAQGLGIIQPQQPAQLEGIRSL, LQQQMNPcKNF, cEQPQRTIPQPHQTF, VLKTLPTmcNVY, QcAAIHSVAHSIIMQQEQQQGVPILRPL | 2605.457, 1407.653, 1866.895, 1242.588 | |
| 12 | γ-gliadin | K7X1Q2 | 34372 | GIIQPQQPAQLEGIRSLVL, VLKTLPTmcNVYVPPDcSTINVPY, cEQPQRTIPQPHQTF, LQQQMNPcKNY | 2060.191, 2797.369 | |
| 13 | γ-gliadin | Q84M19 | 32195 | GIIQPQQPAQLEGIRSL, cEQPQRTIPQPHQTF, VLKTLPTmcNVYVPPDcSTINVPY, ANIDAGIGGQ | 1848.040, 1866.896 | |
| 14 | γ-gliadin | Q84M19 | 32195 | GIIQPQQPAQLEGIRSLVL, cEQPQRTIPQPHQTF, LQQQmNPcKNF, KTLPTmcNVYVPPDcSTINVPY | 2060.192, 1866.899, 915.455 | |
| 15 | γ-gliadin | Q84M19 | 32195 | GIIQPQQPAQLEGIRSL, cEQPQRTIPQPHQTF, ANIDAGIGGQ, KTLPTMcNVYVPPDcSTINVPY | 1848.040, 1866.899, 915.455, 2569.223 | |
| 16 | LMW-GS | R4JFH1 | 30123 | VQAQQQQPQQLGQGVSQSQQQSQQQLGQcSF, SIILQEQQQGF, LQQQcNPVAmPQRL, SQQQLVLPPQQQYQQVLQQQIPIVQPSVL, SQQQQPVLPQQSPF, DAIRAITY | 3486.656, 1290.672, 1698.846 | |
| 17 | LMW-GS | R4JFH1 | 30123 | VQAQQQQPQQLGQGVSQSQQQSQQQLGQcSF, SIILQEQQQGF, RTLPTmcSVNVPLYSSTTSVPF,QQSScHVmQQQccQQLPQIPEQSRY, QQLNPcKVF | 3486.667 |
a Spots numbers in the different treatments as indicated in 2D-GE.
b Cystein carbamidomethylation.
c Methionin oxidation.
Fig 92D-GE pattern of total protein extracted from durum wheat (cv Achille) immature grains.
Immature grains—derived from plants fertilized with urea (UREA) and calcium nitrate (NITRATE) at the rate of 150 kg N ha-1 plus unfertilized CONTROL—were sampled at DC75 phenological stage corresponding to 15 DPA and 13 DPA in 2011 and 2012 and total protein extracts were analysed by 2D-GE. The marked spots were analysed by ESI-LC-MS/MS for protein identification. The enlargement illustrates some of the spots showing differential abundance between CONTROL and UREA and NITRATE fertilized treatments.
Fig 10ESI-LC-MS/MS identification and differential abundance of proteins from durum wheat immature grains.
(a) Venn diagram showing the number of unique proteins in the 15 and 13 DPA (in 2011 and 2012, respectively) phase of grain filling, which were up-regulated in the different treatments, (b) Venn diagram showing the number of unique proteins in the 15 DPA and 13 DPA (in 2011 and 2012, respectively) phase of grain filling, which were down-regulated in the different treatments, (c) Heat map showing protein abundance by UREA (U) and NITRATE (N) fertilization treatments compared with unfertilized CONTROL (C). Data on single protein sequence and function obtained by LC-ESI-MS/MS analyses are listed in S3 Table. Fold variation between data was normalised as follows: up-regulation 2, 3- fold bright red, > 3 fold dull red, down-regulation 2, 3-fold bright green, >3 fold dull green.