Literature DB >> 18834592

Combination of dynamic time warping and multivariate analysis for the comparison of comprehensive two-dimensional gas chromatograms: application to plant extracts.

Jérôme Vial1, Hicham Noçairi, Patrick Sassiat, Sreedhar Mallipatu, Guillaume Cognon, Didier Thiébaut, Béatrice Teillet, Douglas N Rutledge.   

Abstract

Comprehensive two-dimensional gas chromatography (GC x GC) is now recognized as the preferred technique for the detailed analysis and characterization of complex mixtures of volatile compounds. However, for comparison purposes, taking into account all the information contained in the chromatogram is far from trivial. In this paper, it is shown that the combination of peak alignment by dynamic time warping and multivariate analysis facilitated the comparison of complex chromatograms of tobacco extracts. The comparison is shown to be efficient enough to provide a clear discrimination among three types of tobacco. A tentative interpretation of loadings is presented in order to give access to the compounds which differ from one sample to another. Once located, mass spectrometry was used to identify markers of tobacco type.

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Year:  2008        PMID: 18834592     DOI: 10.1016/j.chroma.2008.09.027

Source DB:  PubMed          Journal:  J Chromatogr A        ISSN: 0021-9673            Impact factor:   4.759


  3 in total

1.  Bayesian time-aligned factor analysis of paired multivariate time series.

Authors:  Arkaprava Roy; Jana Schaich Borg; David B Dunson
Journal:  J Mach Learn Res       Date:  2021 Jan-Dec       Impact factor: 5.177

2.  Flexible Implementation of the Trilinearity Constraint in Multivariate Curve Resolution Alternating Least Squares (MCR-ALS) of Chromatographic and Other Type of Data.

Authors:  Xin Zhang; Romà Tauler
Journal:  Molecules       Date:  2022-04-05       Impact factor: 4.411

3.  Automating and Extending Comprehensive Two-Dimensional Gas Chromatography Data Processing by Interfacing Open-Source and Commercial Software.

Authors:  Michael J Wilde; Bo Zhao; Rebecca L Cordell; Wadah Ibrahim; Amisha Singapuri; Neil J Greening; Chris E Brightling; Salman Siddiqui; Paul S Monks; Robert C Free
Journal:  Anal Chem       Date:  2020-10-09       Impact factor: 6.986

  3 in total

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