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

被引:34
作者
Boccard, Julien
Grata, Elia
Thiocone, Aly
Gauvrit, Jean-Yves
Lanteri, Pierre
Carrupt, Pierre-Alain
Wolfender, Jean-Luc
Rudaz, Serge
机构
[1] Univ Geneva, Univ Lausanne, Sch Pharmaceut Sci, EPGL,Lab Pharmaceut Analyt Chem, CH-1211 Geneva 4, Switzerland
[2] Univ Geneva, Univ Lausanne, Sch Pharmaceut Sci, EPGL,LCT Pharmacochem, CH-1211 Geneva, Switzerland
[3] Univ Geneva, Univ Lausanne, Sch Pharmaceut Sci, EPGL,Lab Pharmacognosy & Phytochem, CH-1211 Geneva 4, Switzerland
[4] Univ Lyon 1, Lab Chemometr, ESPCE Lyon, F-69622 Villeurbanne, France
关键词
metabolic fingerprinting; Arabidopsis thaliana; LC-MS; data treatment; ANOVA; PCA; HCA;
D O I
10.1016/j.chemolab.2006.06.004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:189 / 197
页数:9
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