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1.
BMC Syst Biol ; 10(1): 102, 2016 10 29.
Article in English | MEDLINE | ID: mdl-27793154

ABSTRACT

BACKGROUND: During the last decades, we face an increasing interest in superior plants to supply growing demands for human and animal nutrition and for the developing bio-based economy. Presently, our limited understanding of their metabolism and its regulation hampers the targeted development of desired plant phenotypes. In this regard, systems biology, in particular the integration of metabolic and regulatory networks, is promising to broaden our knowledge and to further explore the biotechnological potential of plants. RESULTS: The thale cress Arabidopsis thaliana provides an ideal model to understand plant primary metabolism. To obtain insight into its functional properties, we constructed a large-scale metabolic network of the leaf of A. thaliana. It represented 511 reactions with spatial separation into compartments. Systematic analysis of this network, utilizing elementary flux modes, investigates metabolic capabilities of the plant and predicts relevant properties on the systems level: optimum pathway use for maximum growth and flux re-arrangement in response to environmental perturbation. Our computational model indicates that the A. thaliana leaf operates near its theoretical optimum flux state in the light, however, only in a narrow range of photon usage. The simulations further demonstrate that the natural day-night shift requires substantial re-arrangement of pathway flux between compartments: 89 reactions, involving redox and energy metabolism, substantially change the extent of flux, whereas 19 reactions even invert flux direction. The optimum set of anabolic pathways differs between day and night and is partly shifted between compartments. The integration with experimental transcriptome data pinpoints selected transcriptional changes that mediate the diurnal adaptation of the plant and superimpose the flux response. CONCLUSIONS: The successful application of predictive modelling in Arabidopsis thaliana can bring systems-biological interpretation of plant systems forward. Using the gained knowledge, metabolic engineering strategies to engage plants as biotechnological factories can be developed.


Subject(s)
Arabidopsis/metabolism , Computer Simulation , Metabolic Networks and Pathways , Plant Leaves/metabolism , Arabidopsis/radiation effects , Darkness , Energy Metabolism/radiation effects , Metabolic Networks and Pathways/radiation effects , Oxidation-Reduction , Photosynthesis/radiation effects , Plant Leaves/radiation effects , Systems Biology
2.
Plant Physiol ; 171(1): 25-41, 2016 05.
Article in English | MEDLINE | ID: mdl-26966172

ABSTRACT

Here, we demonstrate whole-plant metabolic profiling by stable isotope labeling and combustion isotope-ratio mass spectrometry for precise quantification of assimilation, translocation, and molecular reallocation of (13)CO2 and (15)NH4NO3 The technology was applied to rice (Oryza sativa) plants at different growth stages. For adult plants, (13)CO2 labeling revealed enhanced carbon assimilation of the flag leaf from flowering to late grain-filling stage, linked to efficient translocation into the panicle. Simultaneous (13)CO2 and (15)NH4NO3 labeling with hydroponically grown seedlings was used to quantify the relative distribution of carbon and nitrogen. Two hours after labeling, assimilated carbon was mainly retained in the shoot (69%), whereas 7% entered the root and 24% was respired. Nitrogen, taken up via the root, was largely translocated into the shoot (85%). Salt-stressed seedlings showed decreased uptake and translocation of nitrogen (69%), whereas carbon metabolism was unaffected. Coupled to a gas chromatograph, labeling analysis provided enrichment of proteinogenic amino acids. This revealed significant protein synthesis in the panicle of adult plants, whereas protein biosynthesis in adult leaves was 8-fold lower than that in seedling shoots. Generally, amino acid enrichment was similar among biosynthetic families and allowed us to infer labeling dynamics of their precursors. On this basis, early and strong (13)C enrichment of Embden-Meyerhof-Parnas pathway and pentose phosphate pathway intermediates indicated high activity of these routes. Applied to mode-of-action analysis of herbicides, the approach showed severe disturbance in the synthesis of branched-chain amino acids upon treatment with imazapyr. The established technology displays a breakthrough for quantitative high-throughput plant metabolic phenotyping.


Subject(s)
High-Throughput Screening Assays/methods , Isotope Labeling/methods , Metabolome , Oryza/metabolism , Oryza/physiology , Amino Acids/metabolism , Amino Acids, Branched-Chain/drug effects , Amino Acids, Branched-Chain/metabolism , Carbon/chemistry , Carbon/metabolism , Carbon Dioxide/chemistry , Carbon Isotopes/chemistry , Carbon Isotopes/metabolism , Cell Respiration , Chromatography, Gas , Glycolysis , Herbicides/pharmacology , Hydroponics/methods , Imidazoles/pharmacology , Mass Spectrometry , Metabolic Networks and Pathways/drug effects , Metabolic Networks and Pathways/physiology , Metabolomics , Niacin/analogs & derivatives , Niacin/pharmacology , Nitrates/chemistry , Nitrogen/chemistry , Nitrogen/metabolism , Nitrogen Isotopes/chemistry , Nitrogen Isotopes/metabolism , Oryza/drug effects , Oryza/growth & development , Pentose Phosphate Pathway , Plant Leaves/metabolism , Plant Proteins/analysis , Plant Proteins/metabolism , Plant Roots/metabolism , Plant Shoots/metabolism , Salts/metabolism , Seedlings/drug effects , Seedlings/metabolism
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