Combined Noninvasive Imaging and Modeling Approaches Reveal Metabolic Compartmentation in the Barley Endosperm[W][OA]

This research integrates dynamic NMR-based imaging and metabolic modeling to study the spatial arrangement of metabolism in the living grain of barley. Distinct metabolic compartments within the endosperm are uncovered and visualized using Ala as a marker. The beneficial role of metabolic compartmentation for carbon and nitrogen economy is discussed. The starchy endosperm of cereals is a priori taken as a metabolically uniform tissue. By applying a noninvasive assay based on 13C/1H-magnetic resonance imaging (MRI) to barley (Hordeum vulgare) grains, we uncovered metabolic compartmentation in the endosperm. 13C-Suc feeding during grain filling showed that the primary site of Ala synthesis was the central region of the endosperm, the part of the caryopsis experiencing the highest level of hypoxia. Region-specific metabolism in the endosperm was characterized by flux balance analysis (FBA) and metabolite profiling. FBA predicts that in the central region of the endosperm, the tricarboxylic acid cycle shifts to a noncyclic mode, accompanied by elevated glycolytic flux and the accumulation of Ala. The metabolic compartmentation within the endosperm is advantageous for the grain's carbon and energy economy, with a prominent role being played by Ala aminotransferase. An investigation of caryopses with a genetically perturbed tissue pattern demonstrated that Ala accumulation is a consequence of oxygen status, rather than being either tissue specific or dependent on the supply of Suc. Hence the 13C-Ala gradient can be used as an in vivo marker for hypoxia. The combination of MRI and metabolic modeling offers opportunities for the noninvasive analysis of metabolic compartmentation in plants.

[1]  Henning Tschiersch,et al.  Gradients of seed photosynthesis and its role for oxygen balancing , 2011, Biosyst..

[2]  M. Lehmann,et al.  Antisense Inhibition of the Iron-Sulphur Subunit of Succinate Dehydrogenase Enhances Photosynthesis and Growth in Tomato via an Organic Acid–Mediated Effect on Stomatal Aperture[W][OA] , 2011, Plant Cell.

[3]  A. Fernie,et al.  Not just a circle: flux modes in the plant TCA cycle. , 2010, Trends in plant science.

[4]  Joost T. van Dongen,et al.  Glycolysis and the Tricarboxylic Acid Cycle Are Linked by Alanine Aminotransferase during Hypoxia Induced by Waterlogging of Lotus japonicus1[W][OA] , 2010, Plant Physiology.

[5]  B. Usadel,et al.  Ribosome and transcript copy numbers, polysome occupancy and enzyme dynamics in Arabidopsis , 2009, Molecular systems biology.

[6]  Thomas Altmann,et al.  The Metabolic Role of the Legume Endosperm: A Noninvasive Imaging Study1[W][OA] , 2009, Plant Physiology.

[7]  T. Zhu,et al.  Transcriptome analysis of nitrogen-efficient rice over-expressing alanine aminotransferase. , 2009, Plant biotechnology journal.

[8]  Falk Schreiber,et al.  FBA-SimVis: interactive visualization of constraint-based metabolic models , 2009, Bioinform..

[9]  Qifa Zhang,et al.  Molecular analyses of the rice glutamate dehydrogenase gene family and their response to nitrogen and phosphorous deprivation , 2009, Plant Cell Reports.

[10]  J. Ohlrogge,et al.  The role of light in soybean seed filling metabolism. , 2009, The Plant journal : for cell and molecular biology.

[11]  H. Rolletschek,et al.  Spatiotemporal Profiling of Starch Biosynthesis and Degradation in the Developing Barley Grain1[W] , 2009, Plant Physiology.

[12]  P. Langridge,et al.  The International Barley Sequencing Consortium—At the Threshold of Efficient Access to the Barley Genome1[W] , 2009, Plant Physiology.

[13]  Charles J H Jang,et al.  Selective mRNA translation coordinates energetic and metabolic adjustments to cellular oxygen deprivation and reoxygenation in Arabidopsis thaliana. , 2008, The Plant journal : for cell and molecular biology.

[14]  Björn H. Junker,et al.  Flux Balance Analysis of Barley Seeds: A Computational Approach to Study Systemic Properties of Central Metabolism1[W] , 2008, Plant Physiology.

[15]  S. Stymne,et al.  Carbon partitioning between oil and carbohydrates in developing oat (Avena sativa L.) seeds , 2008, Journal of experimental botany.

[16]  Joost T. van Dongen,et al.  Decreased Expression of Cytosolic Pyruvate Kinase in Potato Tubers Leads to a Decline in Pyruvate Resulting in an in Vivo Repression of the Alternative Oxidase1[W][OA] , 2008, Plant Physiology.

[17]  L. Miguet,et al.  Metabolic Network Fluxes in Heterotrophic Arabidopsis Cells: Stability of the Flux Distribution under Different Oxygenation Conditions1[W][OA] , 2008, Plant Physiology.

[18]  A. Millar,et al.  Heterogeneity of the Mitochondrial Proteome for Photosynthetic and Non-photosynthetic Arabidopsis Metabolism*S , 2008, Molecular & Cellular Proteomics.

[19]  G. Glevarec,et al.  Concerted modulation of alanine and glutamate metabolism in young Medicago truncatula seedlings under hypoxic stress , 2008, Journal of experimental botany.

[20]  L. Voesenek,et al.  Flooding stress: acclimations and genetic diversity. , 2008, Annual review of plant biology.

[21]  M. Westgate,et al.  Metabolic flux maps comparing the effect of temperature on protein and oil biosynthesis in developing soybean cotyledons. , 2008, Plant, cell & environment.

[22]  M. Dijkgraaf,et al.  Inflammatory markers neopterin and alanine aminotransferase in HCV patients treated with HCV NS3•4A protease inhibitor telaprevir (VX-950) and/or peginterferon alfa-2a , 2008, Scandinavian journal of gastroenterology.

[23]  Thomas Neuberger,et al.  Quantitative imaging of oil storage in developing crop seeds. , 2007, Plant biotechnology journal.

[24]  Björn H. Junker,et al.  Parallel determination of enzyme activities and in vivo fluxes in Brassica napus embryos grown on organic or inorganic nitrogen source. , 2007, Phytochemistry.

[25]  A. Good,et al.  Engineering nitrogen use efficiency with alanine aminotransferase , 2007 .

[26]  A. Good,et al.  Alanine aminotransferase catalyses the breakdown of alanine after hypoxia in Arabidopsis thaliana. , 2007, The Plant journal : for cell and molecular biology.

[27]  Wenyun Lu,et al.  Separation and quantitation of water soluble cellular metabolites by hydrophilic interaction chromatography-tandem mass spectrometry. , 2006, Journal of chromatography. A.

[28]  E. Gottlieb,et al.  Succinate dehydrogenase and fumarate hydratase: linking mitochondrial dysfunction and cancer , 2006, Oncogene.

[29]  Marc Strickert,et al.  Gene expression patterns reveal tissue-specific signaling networks controlling programmed cell death and ABA- regulated maturation in developing barley seeds. , 2006, The Plant journal : for cell and molecular biology.

[30]  H. Rolletschek,et al.  Jekyll Encodes a Novel Protein Involved in the Sexual Reproduction of Barley[W][OA] , 2006, The Plant Cell Online.

[31]  H. Rolletschek,et al.  Ectopic Expression of an Amino Acid Transporter (VfAAP1) in Seeds of Vicia narbonensis and Pea Increases Storage Proteins1 , 2005, Plant Physiology.

[32]  J. Balldin,et al.  High AST/ALT ratio may indicate advanced alcoholic liver disease rather than heavy drinking. , 2004, Alcohol and alcoholism.

[33]  Winfriede Weschke,et al.  Energy state and its control on seed development: starch accumulation is associated with high ATP and steep oxygen gradients within barley grains. , 2004, Journal of experimental botany.

[34]  W. Köckenberger,et al.  High resolution NMR microscopy of plants and fungi , 2004, Journal of microscopy.

[35]  K. Behar,et al.  In vivo 1H‐[13C]‐NMR spectroscopy of cerebral metabolism , 2003, NMR in biomedicine.

[36]  H. Rolletschek,et al.  Legume embryos develop in a hypoxic environment. , 2002, Journal of experimental botany.

[37]  Masaru Tomita,et al.  Simultaneous determination of anionic intermediates for Bacillus subtilis metabolic pathways by capillary electrophoresis electrospray ionization mass spectrometry. , 2002, Analytical chemistry.

[38]  Y. Shachar-Hill,et al.  Plant NMR spectroscopy , 2001 .

[39]  R. Gruetter,et al.  In vivo 1H NMR spectroscopy of rat brain at 1 ms echo time , 1999, Magnetic resonance in medicine.

[40]  R. Bowtell,et al.  Investigation of Carbohydrate Metabolism and Transport in Castor Bean Seedlings by CyclicJCross Polarization Imaging and Spectroscopy , 1998 .

[41]  F. Cejudo,et al.  Expression and localization of phosphoenolpyruvate carboxylase in developing and germinating wheat grains. , 1998, Plant physiology.

[42]  R. M. Spanswick,et al.  Quantitative evaluation of NMR and MRI methods to measure sucrose concentrations in plants , 1996, Protoplasma.

[43]  M. Jackson,et al.  Mechanisms of flood tolerance in plants , 1994 .

[44]  A. Good,et al.  Hypoxically inducible barley alanine aminotransferase: cDNA cloning and expression analysis , 1994, Plant Molecular Biology.

[45]  A. Good,et al.  Long-Term Anaerobic Metabolism in Root Tissue (Metabolic Products of Pyruvate Metabolism) , 1993, Plant physiology.

[46]  A. Howseman,et al.  1H-[13C] NMR measurements of [4-13C]glutamate turnover in human brain. , 1992, Proceedings of the National Academy of Sciences of the United States of America.

[47]  J. Jacobsen,et al.  Endosperm acidification and related metabolic changes in the developing barley grain. , 1992, Plant physiology.

[48]  Ralph E. Hurd,et al.  Gradient-enhanced proton-detected heteronuclear multiple-quantum coherence spectroscopy , 1991 .

[49]  R. Shulman,et al.  Direct carbon versus proton heteronuclear editing of 2‐13C ethanol in rabbit brain in vivo: A sensitivity comparison , 1990, Magnetic resonance in medicine.

[50]  S. Griffith,et al.  Aspartate Aminotransferase in Alfalfa Root Nodules : III. Genotypic and Tissue Expression of Aspartate Aminotransferase in Alfalfa and Other Species. , 1990, Plant physiology.

[51]  M. Salaspuro Characteristics of laboratory markers in alcohol-related organ damage. , 1989, Scandinavian journal of gastroenterology.

[52]  W. Crosby,et al.  Anaerobic induction of alanine aminotransferase in barley root tissue. , 1989, Plant physiology.

[53]  S. Griffith,et al.  Aspartate aminotransferase in alfalfa root nodules : I. Purification and partial characterization. , 1989, Plant physiology.

[54]  R G Shulman,et al.  1H-Observe/13C-decouple spectroscopic measurements of lactate and glutamate in the rat brain in vivo. , 1985, Proceedings of the National Academy of Sciences of the United States of America.

[55]  W. Wallace,et al.  Rapid Accumulation of gamma-Aminobutyric Acid and Alanine in Soybean Leaves in Response to an Abrupt Transfer to Lower Temperature, Darkness, or Mechanical Manipulation. , 1984, Plant physiology.

[56]  R. Griffey,et al.  Correlation of proton and nitrogen-15 chemical shifts by multiple quantum NMR☆ , 1983 .

[57]  Thomas Altmann,et al.  Dynamic 13 C ⁄ 1 H NMR imaging uncovers sugar allocation in the living seed , 2011 .

[58]  M. Van Lijsebettens,et al.  Energy efficiency and energy homeostasis as genetic and epigenetic components of plant performance and crop productivity. , 2011, Current opinion in plant biology.

[59]  Y. Shachar-Hill,et al.  Central metabolic fluxes in the endosperm of developing maize seeds and their implications for metabolic engineering. , 2011, Metabolic engineering.

[60]  Hans-Peter Mock,et al.  Barley grain development toward an integrative view. , 2010, International review of cell and molecular biology.

[61]  A. Good,et al.  Contribution of the GABA shunt to hypoxia-induced alanine accumulation in roots of Arabidopsis thaliana. , 2008, Plant & cell physiology.

[62]  B. Larkins,et al.  The Development of Endosperm in Grasses 1 , 2008 .

[63]  A. Limami,et al.  Stimulation of alanine amino transferase (AlaAT) gene expression and alanine accumulation in embryo axis of the model legume Medicago truncatula contribute to anoxia stress tolerance , 2005 .

[64]  S. Toki,et al.  Molecular characterization of a gene for alanine aminotransferase from rice (Oryza sativa) , 2004, Plant Molecular Biology.

[65]  D. Peterson,et al.  [C]Sucrose Uptake and Labeling of Starch in Developing Grains of Normal and segl Barley. , 1984, Plant physiology.

[66]  C. Jenner,et al.  Culture of Detached Ears of Wheat in Liquid Culture: Modification and Extension of the Method , 1983 .