Literature DB >> 22444567

Semi-automated alignment and quantification of peaks using parallel factor analysis for comprehensive two-dimensional liquid chromatography-diode array detector data sets.

Robert C Allen1, Sarah C Rutan.   

Abstract

Parallel factor analysis was used to quantify the relative concentrations of peaks within four-way comprehensive two dimensional liquid chromatography-diode array detector data sets. Since parallel factor analysis requires that the retention times of peaks between each injection are reproducible, a semi-automated alignment method was developed that utilizes the spectra of the compounds to independently align the peaks without the need for a reference injection. Peak alignment is achieved by shifting the optimized chromatographic component profiles from a three-way parallel factor analysis model applied to each injection. To ensure accurate shifting, components are matched up based on their spectral signature and the position of the peak in both chromatographic dimensions. The degree of shift, for each peak, is determined by calculating the distance between the median data point of the respective dimension (in either the second or first chromatographic dimension) and the maximum data point of the peak furthest from the median. All peaks that were matched to this peak are then aligned to this common retention data point. Target analyte recoveries for four simulated data sets were within 2% of 100% recovery in all cases. Two different experimental data sets were also evaluated. Precision of quantification of two spectrally similar and partially coeluting peaks present in urine was as good as or better than 4%. Good results were also obtained for a challenging analysis of phenytoin in waste water effluent, where the results of the semi-automated alignment method agreed with the reference LC-LC MS/MS method within the precision of the methods.
Copyright © 2012 Elsevier B.V. All rights reserved.

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Year:  2012        PMID: 22444567      PMCID: PMC3683455          DOI: 10.1016/j.aca.2012.02.019

Source DB:  PubMed          Journal:  Anal Chim Acta        ISSN: 0003-2670            Impact factor:   6.558


  21 in total

1.  Quantitative analysis of target components by comprehensive two-dimensional gas chromatography.

Authors:  Valentijn G van Mispelaar; Albert C Tas; Age K Smilde; Peter J Schoenmakers; Arian C van Asten
Journal:  J Chromatogr A       Date:  2003-11-26       Impact factor: 4.759

2.  A comprehensive two-dimensional retention time alignment algorithm to enhance chemometric analysis of comprehensive two-dimensional separation data.

Authors:  Karisa M Pierce; Lianna F Wood; Bob W Wright; Robert E Synovec
Journal:  Anal Chem       Date:  2005-12-01       Impact factor: 6.986

3.  A comparison of three algorithms for chromatograms alignment.

Authors:  A M van Nederkassel; M Daszykowski; P H C Eilers; Y Vander Heyden
Journal:  J Chromatogr A       Date:  2006-04-27       Impact factor: 4.759

4.  Cross-validation of component models: a critical look at current methods.

Authors:  R Bro; K Kjeldahl; A K Smilde; H A L Kiers
Journal:  Anal Bioanal Chem       Date:  2008-01-24       Impact factor: 4.142

5.  Quantification in comprehensive two-dimensional liquid chromatography.

Authors:  Stephen E Reichenbach
Journal:  Anal Chem       Date:  2009-06-15       Impact factor: 6.986

6.  Selective comprehensive multi-dimensional separation for resolution enhancement in high performance liquid chromatography. Part I: principles and instrumentation.

Authors:  Stephen R Groskreutz; Michael M Swenson; Laura B Secor; Dwight R Stoll
Journal:  J Chromatogr A       Date:  2011-06-17       Impact factor: 4.759

7.  Orthogonal projection approach applied to peak purity assessment.

Authors:  F C Sánchez; J Toft; B van den Bogaert; D L Massart
Journal:  Anal Chem       Date:  1996-01-01       Impact factor: 6.986

8.  Chemometric analysis of targeted 3DLC-DAD data for accurate and precise quantification of phenytoin in wastewater samples.

Authors:  Hope P Bailey; Sarah C Rutan; Dwight R Stoll
Journal:  J Sep Sci       Date:  2012-07       Impact factor: 3.645

9.  Chemometric Resolution and Quantification of Four-Way Data Arising from Comprehensive 2D-LC-DAD Analysis of Human Urine.

Authors:  Hope P Bailey; Sarah C Rutan
Journal:  Chemometr Intell Lab Syst       Date:  2011-03-15       Impact factor: 3.491

10.  Investigation of interpolation techniques for the reconstruction of the first dimension of comprehensive two-dimensional liquid chromatography-diode array detector data.

Authors:  Robert C Allen; Sarah C Rutan
Journal:  Anal Chim Acta       Date:  2011-06-23       Impact factor: 6.558

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