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Title: Metabolomic and transcriptomic analysis of the rice response to the bacterial blight pathogen Xanthomonas oryzae pv. oryzae

Journal Article · · Metabolomics
 [1];  [2];  [3];  [2];  [4];  [4];  [3]
  1. Agilent Technologies Life Sciences Group, Santa Clara, CA (United States). Metabolomics Lab.
  2. Agilent Technologies Life Sciences Group, Santa Clara, CA (United States). Metabolomics Lab.
  3. Univ. of California, Davis, CA (United States). Genome Center
  4. Univ. of California, Davis, CA (United States). Dept. of Plant Pathology

Bacterial leaf blight (BLB), caused by Xanthomonas oryzae pv. oryzae (Xoo), gives rise to devastating crop losses in rice. Disease resistant rice cultivars are the most economical way to combat the disease. The TP309 cultivar is susceptible to infection by Xoo strain PXO99. A transgenic variety, TP309_Xa21, expresses the pattern recognition receptor Xa21, and is resistant. PXO994raxST, a strain lacking the raxST gene, is able to overcome Xa21-mediated immunity. We used a single extraction solvent to demonstrate comprehensive metabolomics and transcriptomics profiling under sample limited conditions, and analyze the molecular responses of two rice lines challenged with either PXO99 or PXO994raxST. LC–TOF raw data file filtering resulted in better within group reproducibility of replicate samples for statistical analyses. Accurate mass match compound identification with molecular formula generation (MFG) ranking of 355 masses was achieved with the METLIN database. GC–TOF analysis yielded an additional 441 compounds after BinBase database processing, of which 154 were structurally identified by retention index/MS library matching. Multivariate statistics revealed that the susceptible and resistant genotypes possess distinct profiles. Although few mRNA and metabolite differences were detected in PXO99 challenged TP309 compared to mock, many differential changes occurred in the Xa21-mediated response to PXO99 and PXO994raxST. Acetophenone, xanthophylls, fatty acids, alkaloids, glutathione, carbohydrate and lipid biosynthetic pathways were affected. Significant transcriptional induction of several pathogenesis related genes in Xa21 challenged strains, as well as differential changes to GAD, PAL, ICL1 and Glutathione-S-transferase transcripts indicated limited correlation with metabolite changes under single time point global profiling conditions.

Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC); National Science Foundation (NSF); National Institutes of Health (NIH)
Grant/Contract Number:
AC02-05CH11231; MCB-0820823; GM55962
OSTI ID:
1816418
Journal Information:
Metabolomics, Vol. 6, Issue 3; ISSN 1573-3882
Publisher:
SpringerCopyright Statement
Country of Publication:
United States
Language:
English

References (56)

The Xanthomonas oryzae pv.◊oryzae raxP and raxQ genes encode an ATP sulphurylase and adenosine-5′-phosphosulphate kinase that are required for AvrXa21 avirulence activity: Bacterial avirulence determinants journal April 2002
Assessing the impact of transcriptomics, proteomics and metabolomics on fungal phytopathology journal September 2009
Combining tissue transcriptomics and urine metabolomics for breast cancer biomarker identification journal September 2009
DNA Microarrays: Experimental Issues, Data Analysis, and Application to Bacterial Systems journal October 2004
The Saccharomyces cerevisiae ICL2 Gene Encodes a Mitochondrial 2-Methylisocitrate Lyase Involved in Propionyl-Coenzyme A Metabolism journal December 2000
Transcriptomic and metabolomic profiling of Zymomonas mobilis during aerobic and anaerobic fermentations journal January 2009
Transcript and metabolite profiling during cold acclimation of Arabidopsis reveals an intricate relationship of cold-regulated gene expression with modifications in metabolite content: Gene-metabolite linkages at low temperature journal April 2007
RaxH/RaxR: A Two-Component Regulatory System in Xanthomonas oryzae pv. oryzae Required for AvrXa21 Activity journal June 2004
Amino Acid Metabolism in Mammalian Cell Cultures journal August 1959
A Type I–Secreted, Sulfated Peptide Triggers XA21-Mediated Innate Immunity journal November 2009
A Receptor Kinase-Like Protein Encoded by the Rice Disease Resistance Gene, Xa21 journal December 1995
Process for the integrated extraction, identification and quantification of metabolites, proteins and RNA to reveal their co-regulation in biochemical networks journal January 2004
The map-based sequence of the rice genome journal August 2005
The ICL1 gene from Saccharomyces cerevisiae journal March 1992
From The Cover: Integration of transcriptomics and metabolomics for understanding of global responses to nutritional stresses in Arabidopsis thaliana journal June 2004
Integrated metabolite and gene expression profiling revealing phytochrome A regulation of polyamine biosynthesis of Arabidopsis thaliana journal March 2008
Reduction in the endogenous arginine decarboxylase transcript levels in rice leads to depletion of the putrescine and spermidine pools with no concomitant changes in the expression of downstream genes in the polyamine biosynthetic pathway journal November 2003
Gamma-aminobutyrate: defense against invertebrate pests? journal September 2006
Chalcone synthase and phenylalanine ammonia-lyase mRNA levels following exposure of sorghum seedlings to three fungal pathogens journal September 1996
Bacterial Genes Involved in Type I Secretion and Sulfation Are Required to Elicit the Rice Xa21 -Mediated Innate Immune Response journal June 2004
Parallel analysis of transcript and metabolic profiles: a new approach in systems biology journal September 2003
Integrated Transcriptomics, Proteomics, and Metabolomics Analyses To Survey Ozone Responses in the Leaves of Rice Seedling journal June 2008
Perceiving molecular evolution processes in Escherichia coli by comprehensive metabolite and gene expression profiling journal January 2008
Mammalian urea Cycle Enzymes journal December 1986
Proteomic analysis of rice defense response induced by probenazole journal February 2008
Rice XB15, a Protein Phosphatase 2C, Negatively Regulates Cell Death and XA21-Mediated Innate Immunity journal September 2008
Plant cell wall biosynthesis: genetic, biochemical and functional genomics approaches to the identification of key genes journal March 2006
Microarray data quality analysis: lessons from the AFGC project journal January 2002
Functional Genomics: High-Throughput mRNA, Protein, and Metabolite Analyses journal January 2002
Induction of Ltp (lipid transfer protein) and Pal (phenylalanine ammonia‐lyase) gene expression in rice roots colonized by the arbuscular mycorrhizal fungus Glomus mosseae journal December 2000
Antifungal effect of bean endochitinase on Rhizoctonia solani : ultrastructural changes and cytochemical aspects of chitin breakdown journal March 1993
Profiling at mRNA, protein, and metabolite levels reveals alterations in renal amino acid handling and glutathione metabolism in kidney tissue of Pept2 −/− mice journal February 2007
Physiological and cytological mechanisms of silicon-induced resistance in rice against blast disease journal October 2008
Induction of systemic resistance byPseudomonas fluorescens Pf1 againstXanthomonas oryzae pv.Oryzae in rice leaves journal April 2001
Physiology of rice tungro virus disease: Proline accumulation due to infection journal September 1982
FiehnLib: Mass Spectral and Retention Index Libraries for Metabolomics Based on Quadrupole and Time-of-Flight Gas Chromatography/Mass Spectrometry journal December 2009
The root-specific glutamate decarboxylase (GAD1) is essential for sustaining GABA levels in Arabidopsis journal May 2004
Protein Turnover in Mammalian Cell Cultures journal March 1959
Chitosan and chitin oligomers increase phenylalanine ammonia-lyase and tyrosine ammonia-lyase activities in soybean leaves journal January 2003
Unique characteristics of Xanthomonas oryzae pv. oryzae AvrXa21 and implications for plant innate immunity journal November 2006
Genes and environment — Striking the fine balance between sophisticated biomonitoring and true functional environmental genomics journal August 2008
Metabolite profiling for plant functional genomics journal November 2000
Metabolomics integrated with transcriptomics: assessing systems response to sulfur-deficiency stress journal December 2007
Biomarker metabolites capturing the metabolite variance present in a rice plant developmental period journal January 2005
Comparing Individual Means in the Analysis of Variance journal June 1949
Characterization of anti-inflammatory compounds using transcriptomics, proteomics, and metabolomics in combination with multivariate data analysis journal November 2004
GABA in plants: just a metabolite? journal March 2004
Foliar application of Bacillus subtilis AUBS1 reduces sheath blight and triggers defense mechanisms in rice journal April 2004
Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing journal January 1995
Single-Nucleotide Mutations for Plant Functional Genomics journal June 2003
Restricted occurrence of acetophenone signal compounds journal January 1991
Metabolism and functions of gamma-aminobutyric acid journal November 1999
Plant chitinases journal January 1993
The Physiology and Molecular Biology of Plant 1,3- -D-Glucanases and 1,3;1,4- -D-Glucanases journal January 1994
Transcriptomics and Metabolomics of Dietary Leucine Excess journal June 2005
Arginine Metabolism: Boundaries of Our Knowledge journal June 2007

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