Scientific article
English

Multivariate data analysis of rapid LC-TOF/MS experiments from Arabidopsis thaliana stressed by wounding

Published inChemometrics and intelligent laboratory systems, vol. 86, no. 2, p. 189-197
Publication date2007
Abstract

A metabolomic strategy based on a rapid high performance liquid chromatography (LC) method coupled with a high resolution time-of-flight (TOF) mass spectrometer (MS) has been developed to detect metabolomic modifications occurring in Arabidopsis thaliana upon stress induction. The method was evaluated for its potential of fast discrimination between stressed (wounding by forceps) versus control Arabidopsis specimens, based on a metabolomic fingerprinting survey. Multivariate analysis was applied to handle the large amount of data generated and extract relevant information. Signal variations were filtered with an ANOVA test to select discriminant detected analytes between plant sets. Selected ions were then processed through a data reduction procedure applied to the chromatographic information generating Total Mass Spectra (TMS) and further investigated by multivariate analysis. Principal Components Analysis (PCA) and Hierarchical Cluster Analysis (HCA) on principal coordinates were combined for data treatment. PCA and HCA demonstrate a clear clusterisation of plant specimens selecting the highest discriminating ions given by the complete data analysis and leading to the specific identification of discrete induced metabolites or spiked compounds. Putative stress induced compounds issued from this screening procedure were analysed using a conventional chromatographic gradient. This sequential strategy (screening-confirmation) was developed for the investigation of new low molecular mass regulators involved in plant defence signalling.

Keywords
  • Metabolic fingerprinting
  • Arabidopsis thaliana
  • LC-MS
  • Data treatment
  • ANOVA
  • PCA
  • HCA
Citation (ISO format)
BOCCARD, Julien et al. Multivariate data analysis of rapid LC-TOF/MS experiments from Arabidopsis thaliana stressed by wounding. In: Chemometrics and intelligent laboratory systems, 2007, vol. 86, n° 2, p. 189–197. doi: 10.1016/j.chemolab.2006.06.004
Main files (1)
Article (Published version)
accessLevelRestricted
Identifiers
Journal ISSN0169-7439
694views
1downloads

Technical informations

Creation12/07/2010 15:13:00
First validation12/07/2010 15:13:00
Update14/03/2023 16:01:09
Status update14/03/2023 16:01:09
Last indexation18/03/2025 09:20:14
All rights reserved by Archive ouverte UNIGE and the University of GenevaunigeBlack