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Untargeted Liquid Chromatography-Mass Spectrometry-Based Metabolomics Analysis of Wheat Grain
Published on: March 13, 2020
Plant metabolomics by GC-MS and differential analysis
Joel L Shuman1, Diego F Cortes, Jenny M Armenta
1Virginia Bioinformatics Institute, Virginia Tech, Blacksburg, VA, USA.
Methods in Molecular Biology (Clifton, N.J.)
|October 9, 2010
Summary
Metabolic fingerprinting uses gas chromatography-mass spectrometry (GC-MS) and genetic algorithm-discriminant function analysis (GA-DFA) to characterize plant metabolic states. This approach identifies key metabolites missed by other methods due to sample complexity.
Area of Science:
- Plant metabolomics
- Analytical chemistry
- Genomics
Background:
- Metabolomics offers a powerful approach to measure cellular metabolites.
- Plant metabolomics research utilizes targeted analysis, metabolite profiling, and metabolic fingerprinting.
- Metabolic fingerprinting characterizes a plant's metabolic state without identifying all individual metabolites.
Purpose of the Study:
- To describe the implementation of a metabolic fingerprinting approach for plant research.
- To identify specific, biologically relevant metabolites.
- To overcome limitations of direct infusion fingerprinting methods.
Main Methods:
- Gas chromatography coupled to mass spectrometry (GC-MS) for metabolite separation and detection.
- Discriminant function analysis combined with a genetic algorithm (GA-DFA) for data analysis.
- Metabolic fingerprinting to characterize complex plant metabolic states.
Main Results:
- Successful implementation of the GC-MS and GA-DFA approach for plant metabolic fingerprinting.
- Identification of specific metabolites crucial for understanding plant metabolic states.
- Overcoming challenges posed by sample complexity and matrix suppression effects.
Conclusions:
- The described metabolic fingerprinting approach is effective for plant research.
- GC-MS combined with GA-DFA enhances the identification of biologically relevant metabolites.
- This method provides a robust tool for characterizing plant metabolic states, even with complex samples.
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