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Enhancement of Plant Metabolite Fingerprinting by Machine Learning

Scott, Ian M; Vermeer, Cornelia P; Liakata, Maria; Corol, Delia I; Ward, Jane L; Lin, Wanchang; Johnson, Helen E; Whitehead, Lynne; Kular, Baldeep; Baker, John; Walsh, Sean; Dave, Anuja


Metabolite fingerprinting of Arabidopsis (Arabidopsis thaliana) mutants with known or predicted metabolic lesions was performed by 1H-nuclear magnetic resonance, Fourier transform infrared, and flow injection electrospray-mass spectrometry. Fingerprinting enabled processing of five times more plants than conventional chromatographic profiling and was competitive for discriminating mutants, other than those affected in only low-abundance metabolites. Despite their rapidity and complexity,...[Show more]

CollectionsANU Research Publications
Date published: 2010
Type: Journal article
Source: Plant Physiology
DOI: 10.1104/pp.109.150524


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