| Literature DB >> 25143779 |
Lachlan James Palmer1, Daniel Anthony Dias2, Berin Boughton2, Ute Roessner2, Robin David Graham1, James Constantine Roy Stangoulis1.
Abstract
BACKGROUND: Biofortification of staple crops with essential micronutrients relies on the efficient, long distance transport of nutrients to the developing seed. The main route of this transport in common wheat (Triticum aestivum) is via the phloem, but due to the reactive nature of some essential micronutrients (specifically Fe and Zn), they need to form ligands with metabolites for transport within the phloem. Current methods available in collecting phloem exudate allows for small volumes (μL or nL) to be collected which limits the breadth of metabolite analysis. We present a technical advance in the measurement of 79 metabolites in as little as 19.5 nL of phloem exudate. This was achieved by using mass spectrometry based, metabolomic techniques.Entities:
Keywords: Aphid stylectomy; Exudate; GC-MS; Grain loading; LC-MS; Metabolomics; Method development; Phloem; Wheat
Year: 2014 PMID: 25143779 PMCID: PMC4138413 DOI: 10.1186/1746-4811-10-27
Source DB: PubMed Journal: Plant Methods ISSN: 1746-4811 Impact factor: 4.993
The mean and standard error of the difference and Fold change for metabolites, profiled using GC-MS, that significantly decreased ( <0.05) in the phloem from 9–11 DAA (n = 15) to 18–20 DAA (n = 16)
| 3-amino-piperidin-2-one 2TMS | SQRT | 0.227 | 0.000 | -0.34838 | 0.07402 | -3.4 |
| Alanine 2TMS | SQRT | 0.000un | 0.009 | -0.23127 | 0.08092 | -1.9 |
| Arginine 3TMS | Ln | 0.286 | 0.000 | -0.84617 | 0.20727 | -2.3 |
| Glutamate 3TMS | None | 0.003un | 0.005 | -1.11392 | 0.35445 | -2.3 |
| Glutamine 3TMS | CBRT | 0.296 | 0.001 | -0.34581 | 0.09220 | -2.6 |
| Histidine 3TMS | Ln | 0.994 | 0.032 | -0.62065 | 0.27622 | -1.9 |
| Homoserine 3TMS | None | 0.613 | 0.000 | -0.08141 | 0.01851 | -1.9 |
| Lysine 4TMS | None | 0.180 | 0.006 | -0.57860 | 0.19365 | -1.4 |
| Ornithine 3TMS | None | 0.001un | 0.007 | -0.17965 | 0.05689 | -4.6 |
| Pyroglutamate 2TMS | None | 0.444 | 0.018 | -3.21496 | 1.28551 | -1.3 |
| Serine 3TMS | None | 0.073 | 0.000 | -4.85198 | 1.16680 | -1.6 |
| Trehalose 8TMS | Ln | 0.952 | 0.000 | -1.25509 | 0.19795 | -3.5 |
| UN01_10.61_158 | CBRT | 0.360 | 0.000 | -0.07041 | 0.01492 | -2.3 |
| UN07_17.62_275 | Ln | 0.177 | 0.002 | -0.68564 | 0.20462 | -2.0 |
| UN08_17.96_360 | CBRT | 0.673 | 0.001 | -0.19065 | 0.05177 | -3.4 |
| UN09_18.15_275 | CBRT | 0.363 | 0.003 | -0.08408 | 0.02541 | -2.0 |
| UN11_19.48_299 | CBRT | 0.003un | 0.003 | -0.08195 | 0.02451 | -2.0 |
| UN26_14.48_229 | Ln | 0.034un | 0.001 | -0.61709 | 0.15206 | -1.9 |
Also shown are the p values for Levene’s test of equality of variance, where values are less than 0.05 (equal variances not assumed = un), equal sample variances were not assumed when calculating t-test. (xTMS = Trimethylsilyl derivative where x = the number of TMS groups; yMX = methoxyamine derivatised product where y = 1 or 2).
The mean and standard error of the difference and Fold change for metabolites, profiled using GC-MS, that significantly increased ( <0.05) in the phloem from 9–11 DAA (n = 15) to 18–20 DAA (n = 16)
| Citric acid 4TMS | None | 0.512 | 0.000 | 0.23250 | 0.05283 | 1.8 |
| Fructose_MX1 | None | 0.002un | 0.000 | 0.27792 | 0.05953 | 1.8 |
| Fumarate 2TMS | None | 0.000un | 0.004 | 0.00942 | 0.00289 | 1.6 |
| Gluconic acid-1,5-lactone 4TMS | None | 0.066 | 0.002 | 0.34643 | 0.09990 | 1.7 |
| Glucose MX1 | None | 0.008un | 0.002 | 0.63124 | 0.17488 | 1.7 |
| Glycine 3TMS | None | 0.026un | 0.000 | 0.17284 | 0.03384 | 2.2 |
| Hexadecanoate 1TMS | SQRT | 0.004un | 0.017 | 0.27188 | 0.10404 | 1.9 |
| Methionine 1TMS | None | 0.337 | 0.024 | 0.00554 | 0.00233 | 1.3 |
| Octadecanoate 1TMS | SQRT | 0.028un | 0.021 | 0.21070 | 0.08527 | 1.8 |
| Phenylalanine 2TMS | None | 0.654 | 0.018 | 1.07470 | 0.42754 | 1.5 |
| Putrescine 4TMS | None | 0.697 | 0.000 | 0.82294 | 0.13397 | 1.9 |
| Quinic acid 5TMS | SQRT | 0.010un | 0.007 | 0.32413 | 0.10951 | 2.5 |
| Shikimic acid 4TMS | SQRT | 0.060 | 0.000 | 0.23331 | 0.05785 | 2.9 |
| Succinate 2TMS | None | 0.000un | 0.010 | 0.05240 | 0.01802 | 2.3 |
| Tyrosine 3TMS | None | 0.180 | 0.000 | 1.09938 | 0.24564 | 1.8 |
| UN04_15.56_185 | None | 0.000un | 0.019 | 0.10668 | 0.04183 | 1.8 |
| UN10_19.08_217 | None | 0.106 | 0.007 | 0.44254 | 0.15290 | 1.4 |
| UN16_25.71_339 | None | 0.016un | 0.015 | 0.00806 | 0.00302 | 1.7 |
| UN17_27.24_375 | None | 0.003un | 0.000 | 0.01570 | 0.00379 | 1.8 |
| UN18_28.91_437 | None | 0.011un | 0.001 | 0.01317 | 0.00358 | 1.6 |
| UN20_32.34_503 | InvCBRT | 0.020un | 0.049 | -0.62079 | 0.29828 | 1.8 |
Also shown are the p values for Levene’s test of equality of variance, where values are less than 0.05 (equal variances not assumed = un), equal sample variances were not assumed when calculating t-test. (xTMS = Trimethylsilyl derivative where x = the number of TMS groups; yMX = methoxyamine derivatised product where y = 1 or 2).
Amine group containing metabolites identified in the phloem of wheat as measured by LC-MS collected at two maturities ( =4), unless otherwise stated mean and standard error of all quantitated metabolites are reported as mMol L
| Ammonia (ISTD RR) | 33.8 | 1.275 |
| Glutathione (ISTD RR) | 0.58 | 0.0905 |
| Glutamine | 170.8 | 50.895 |
| Valine | 75.5 | 17.52 |
| Histidine | 64.7 | 25.24 |
| Serine | 63.1 | 25.455 |
| Glutamate | 36.3 | 15.32 |
| Arginine | 39.8 | 3.74 |
| Alanine | 42.0 | 6.045 |
| Proline | 21.2 | 8.125 |
| Phenylalanine | 58.1 | 18.365 |
| Threonine | 49.7 | 15.515 |
| Isoleucine | 44.3 | 11.275 |
| Leucine | 43.7 | 16.34 |
| Tryptophan | 44.1 | 8.405 |
| Lysine | 48.0 | 10.315 |
| Glycine | 39.9 | 18.275 |
| Tyrosine | 27.7 | 9.495 |
| Aspartic acid | 18.7 | 7.205 |
| Methionine | 18.8 | 8.31 |
| Asparagine | 7.4 | 2.77 |
| β-Alanine | 1.7 | 0.595 |
| GABA | 1.1 | 0.45 |
| Ornithine | 1.2 | 0.58 |
| Citrulline (μmol L-1) | 232.3 | 39.14 |
| Nicotianamine (μmol L-1)* | 255.4 | 96.71 |
| Cysteine (μmol L-1) | 70.9 | 13.91 |
| 4-Hydroxy-proline (μmol L-1) | 38.5 | 9.675 |
Metabolites that were measured but did not have an external standard are reported as a ratio of response in relation to the internal standard (ISTD RR). *n = 3, outlier was removed.
N, Mean and SE, for both maturity groups (DAA group), for sample collection start times, phloem exudate volumes and number of days after anthesis for samples analysed by GC-MS and LC-MS
| GC-MS | collection start | 8-12 DAA | 16 | 16:02:33.75 | 0:06:50.17 |
| 17-21 DAA | 20 | 15:35:45.00 | 0:11:25.50 | ||
| Corrected vol | 8-12 DAA | 16 | 90.6 | 13.26 | |
| 17-21 DAA | 20 | 62.3 | 6.91 | ||
| DAA | 8-12 DAA | 16 | 9.9 | 0.22 | |
| 17-21 DAA | 20 | 18.5 | 0.17 | ||
| LC-MS | collection start | 8-12 DAA | 2 | 15:04:30 | 0:08:30 |
| 17-21 DAA | 2 | 14:58:00 | 1:24:00 | ||
| Corrected vol | 8-12 DAA | 2 | 140.6 | 39.79 | |
| 17-21 DAA | 2 | 50.9 | 7.48 | ||
| DAA | 8-12 DAA | 2 | 10.0 | 0.00 | |
| 17-21 DAA | 2 | 18.5 | 0.50 |