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Wu HL, Wang T, Yu RQ. Recent advances in chemical multi-way calibration with second-order or higher-order advantages: Multilinear models, algorithms, related issues and applications. Trends Analyt Chem 2020. [DOI: 10.1016/j.trac.2020.115954] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
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Uliyanchenko E. Applications of Hyphenated Liquid Chromatography Techniques for Polymer Analysis. Chromatographia 2017. [DOI: 10.1007/s10337-016-3193-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Mokhtari A, Jafari Delouei N, Keyvanfard M, Abdolhosseini M. Multiway analysis applied to time-resolved chemiluminescence for simultaneous determination of paracetamol and codeine in pharmaceuticals. LUMINESCENCE 2016; 31:1267-76. [DOI: 10.1002/bio.3100] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2015] [Revised: 12/23/2015] [Accepted: 12/26/2015] [Indexed: 11/05/2022]
Affiliation(s)
- Ali Mokhtari
- Department of Science; Golestan University; Gorgan Islamic Republic of Iran
| | | | - Mohsen Keyvanfard
- Department of Chemistry; Majlesi Branch, Islamic Azad University; Isfahan Islamic Republic of Iran
| | - Mohammad Abdolhosseini
- Department of Water Engineering; Gorgan University of Agricultural Sciences and Natural Resources; Gorgan Islamic Republic of Iran
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Mokhtari A, Keyvanfard M, Emami I. Simultaneous chemiluminescence determination of citric acid and oxalic acid using multi-way partial least squares regression. RSC Adv 2015. [DOI: 10.1039/c5ra03034j] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023] Open
Abstract
A novel kinetic chemiluminescent method proposed for the simultaneous determination of oxalic acid and citric acid in their mixtures.
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Affiliation(s)
- Ali Mokhtari
- Department of Science
- Golestan University
- Gorgan
- I. R. Iran
| | - Mohsen Keyvanfard
- Department of Chemistry
- Majlesi Branch
- Islamic Azad University
- Isfahan
- I. R. Iran
| | - Iraj Emami
- Department of Physics
- Isfahan University of Technology
- Isfahan
- I. R. Iran
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Khakimov B, Amigo JM, Bak S, Engelsen SB. Plant metabolomics: resolution and quantification of elusive peaks in liquid chromatography-mass spectrometry profiles of complex plant extracts using multi-way decomposition methods. J Chromatogr A 2012; 1266:84-94. [PMID: 23107118 DOI: 10.1016/j.chroma.2012.10.023] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2012] [Revised: 10/07/2012] [Accepted: 10/08/2012] [Indexed: 01/02/2023]
Abstract
Previous studies on LC-MS metabolomic profiling of 127 F2 Barbarea vulgaris plants derived from a cross of parental glabrous (G) and pubescent (P) type, revealed four triterpenoid saponins (hederagenin cellobioside, oleanolic acid cellobioside, epihederagenin cellobioside, and gypsogenin cellobioside) that correlated with resistance of plants against the insect herbivore, Phyllotreta nemorum. In this study, for the first time, we demonstrate the efficiency of the multi-way decomposition method PARAllel FACtor analysis 2 (PARAFAC2) for exploring complex LC-MS data. PARAFAC2 enabled automated resolution and quantification of several elusive chromatographic peaks (e.g. overlapped, elution time shifted and low s/n ratio), which could not be detected and quantified by conventional chromatographic data analysis. Raw LC-MS data of 127 F2 B. vulgaris plants were arranged in a three-way array (elution time point×mass spectra×samples), divided into 17 different chromatographic intervals and each interval were individually modeled by PARAFAC2. Three main outputs of the PARAFAC2 models described: (1) elution time profile, (2) relative abundance, and (3) pure mass spectra of the resolved peaks modeled from each interval of the chromatographic data. PARAFAC2 scores corresponding to relative abundances of the resolved peaks were extracted and further used for correlation and partial least squares (PLS) analysis. A total of 71 PARAFAC2 components (which correspond to actual peaks, baselines and tails of neighboring peaks) were modeled from 17 different chromatographic retention time intervals of the LC-MS data. In addition to four previously known saponins, correlation- and PLS-analysis resolved five unknown saponin-like compounds that were significantly correlated with insect resistance. The method also enabled a good separation between resistant and susceptible F2 plants. PARAFAC2 spectral loadings corresponding to the pure mass spectra of chromatographic peaks matched well with experimentally recorded mass spectra (correlation based similarity >95%). This enabled to extract pure mass spectra of highly overlapped and low s/n ratio peaks.
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Affiliation(s)
- Bekzod Khakimov
- Quality & Technology, Department of Food Science, Faculty of Science, University of Copenhagen, Rolighedsvej 30, 1958 Frederiksberg C, Denmark.
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Kuligowski J, Quintás G, Tauler R, Lendl B, de la Guardia M. Background Correction and Multivariate Curve Resolution of Online Liquid Chromatography with Infrared Spectrometric Detection. Anal Chem 2011; 83:4855-62. [DOI: 10.1021/ac2004407] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Julia Kuligowski
- Department of Analytical Chemistry, University of Valencia, Edificio Jerónimo Muñoz, 50th Dr. Moliner, E-46100 Burjassot, Spain
| | - Guillermo Quintás
- Bio InVitro Division, Leitat Technological Center, de la Innovacio 2, E-08225 Terrassa, Spain
| | - Romà Tauler
- Environmental Chemometrics Group, Department of Environmental Chemistry, Institute for Chemical and Environmental Research, CID-CSIC, Jordi Girona 18, E-08034 Barcelona, Spain
| | - Bernhard Lendl
- Institute of Chemical Technologies and Analytics, Vienna University of Technology, Getreidemarkt 9/164, A-1060 Vienna, Austria
| | - Miguel de la Guardia
- Department of Analytical Chemistry, University of Valencia, Edificio Jerónimo Muñoz, 50th Dr. Moliner, E-46100 Burjassot, Spain
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Second-order and higher-order multivariate calibration methods applied to non-multilinear data using different algorithms. Trends Analyt Chem 2011. [DOI: 10.1016/j.trac.2010.11.018] [Citation(s) in RCA: 87] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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Goicoechea H, Culzoni M, García MG, Galera MM. Chemometric strategies for enhancing the chromatographic methodologies with second-order data analysis of compounds when peaks are overlapped. Talanta 2011; 83:1098-107. [DOI: 10.1016/j.talanta.2010.07.057] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2010] [Revised: 07/13/2010] [Accepted: 07/24/2010] [Indexed: 10/19/2022]
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Analytical potential of mid-infrared detection in capillary electrophoresis and liquid chromatography: A review. Anal Chim Acta 2010; 679:31-42. [DOI: 10.1016/j.aca.2010.09.006] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2010] [Revised: 09/01/2010] [Accepted: 09/03/2010] [Indexed: 11/22/2022]
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Amigo JM, Skov T, Bro R. ChroMATHography: Solving Chromatographic Issues with Mathematical Models and Intuitive Graphics. Chem Rev 2010; 110:4582-605. [DOI: 10.1021/cr900394n] [Citation(s) in RCA: 160] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- José Manuel Amigo
- Department of Food Science, Quality and Technology, Faculty of Life Sciences, University of Copenhagen, Rolighedsvej 30, DK-1958 Frederiksberg C, Denmark
| | - Thomas Skov
- Department of Food Science, Quality and Technology, Faculty of Life Sciences, University of Copenhagen, Rolighedsvej 30, DK-1958 Frederiksberg C, Denmark
| | - Rasmus Bro
- Department of Food Science, Quality and Technology, Faculty of Life Sciences, University of Copenhagen, Rolighedsvej 30, DK-1958 Frederiksberg C, Denmark
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Quintás G, Kuligowski J, Lendl B. Procedure for automated background correction in flow systems with infrared spectroscopic detection and changing liquid-phase composition. APPLIED SPECTROSCOPY 2009; 63:1363-1369. [PMID: 20030981 DOI: 10.1366/000370209790108914] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
This paper describes a partial least squares (PLS) based automatic procedure to correct for changes in the spectral contribution of the solvent or solvent mixtures from solute spectra recorded in these solvents. The procedure was developed for successful on-line Fourier transform infrared (FT-IR) detection in gradient high-performance liquid chromatography (HPLC) separations. It requires a reference FT-IR data set containing all possible combinations of the expected variation in solvent composition. Furthermore, a spectral region (A) in these spectra is required where the solvents show absorption but the analytes do not. This is the case for the system ACN:H(2)O, an often-applied solvent mixture in gradient HPLC, in the spectral region from 2300-2400 cm(-1). By focusing on (A) the developed numerical method selects an appropriate background spectrum from the reference data set, which is then subtracted from the analyte spectra. The method was programmed in Matlab and tested on different isocratic and gradient on-line reversed phase liquid chromatography-Fourier transform infrared spectrometry (LC-FT-IR) data sets. This work describes a successful method to perform eluent correction in on-line coupling of FT-IR spectrometry with gradient LC.
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Affiliation(s)
- Guillermo Quintás
- Department of Analytical Chemistry, University of Valencia, 50th Dr. Moliner, 46100 Burjassot, Spain
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Kuligowski J, Quintás G, Garrigues S, de la Guardia M. Chemometric extraction of analyte-specific chromatograms in on-line gradient LC-infrared spectrometry. J Sep Sci 2009; 32:4089-95. [DOI: 10.1002/jssc.200900410] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Quintás G, Kuligowski J, Lendl B. On-Line Fourier Transform Infrared Spectrometric Detection in Gradient Capillary Liquid Chromatography Using Nanoliter-Flow Cells. Anal Chem 2009; 81:3746-53. [DOI: 10.1021/ac8025459] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Guillermo Quintás
- Department of Analytical Chemistry, University of Valencia, 50th Dr. Moliner, 46100 Burjassot, Spain, and Institute for Chemical Technologies and Analytics, Vienna University of Technology, Getreidemarkt 9-164, A-1060 Vienna, Austria
| | - Julia Kuligowski
- Department of Analytical Chemistry, University of Valencia, 50th Dr. Moliner, 46100 Burjassot, Spain, and Institute for Chemical Technologies and Analytics, Vienna University of Technology, Getreidemarkt 9-164, A-1060 Vienna, Austria
| | - Bernhard Lendl
- Department of Analytical Chemistry, University of Valencia, 50th Dr. Moliner, 46100 Burjassot, Spain, and Institute for Chemical Technologies and Analytics, Vienna University of Technology, Getreidemarkt 9-164, A-1060 Vienna, Austria
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New background correction approach based on polynomial regressions for on-line liquid chromatography–Fourier transform infrared spectrometry. J Chromatogr A 2009; 1216:3122-30. [DOI: 10.1016/j.chroma.2009.01.110] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2008] [Revised: 01/21/2009] [Accepted: 01/29/2009] [Indexed: 11/20/2022]
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Determination of tropicamide and its major impurity in raw material by the HPLC-DAD analysis and identification of this impurity using the off-line HPLC–FT-IR coupling. J Pharm Biomed Anal 2009; 49:214-20. [DOI: 10.1016/j.jpba.2008.10.024] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2008] [Revised: 10/17/2008] [Accepted: 10/20/2008] [Indexed: 11/20/2022]
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Gómez V, Callao MP. Analytical applications of second-order calibration methods. Anal Chim Acta 2008; 627:169-83. [DOI: 10.1016/j.aca.2008.07.054] [Citation(s) in RCA: 89] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2008] [Revised: 07/14/2008] [Accepted: 07/31/2008] [Indexed: 11/25/2022]
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Quintás G, Lendl B, Garrigues S, de la Guardia M. Univariate method for background correction in liquid chromatography–Fourier transform infrared spectrometry. J Chromatogr A 2008; 1190:102-9. [DOI: 10.1016/j.chroma.2008.02.111] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2007] [Revised: 02/21/2008] [Accepted: 02/25/2008] [Indexed: 11/25/2022]
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Solving matrix effects exploiting the second-order advantage in the resolution and determination of eight tetracycline antibiotics in effluent wastewater by modelling liquid chromatography data with multivariate curve resolution-alternating least squares and unfolded-partial least squares followed by residual bilinearization algorithms. J Chromatogr A 2008; 1179:115-24. [DOI: 10.1016/j.chroma.2007.11.049] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2007] [Revised: 11/02/2007] [Accepted: 11/07/2007] [Indexed: 11/24/2022]
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Galera MM, García MG, Goicoechea H. The application to wastewaters of chemometric approaches to handling problems of highly complex matrices. Trends Analyt Chem 2007. [DOI: 10.1016/j.trac.2007.09.005] [Citation(s) in RCA: 33] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Ortiz MC, Sarabia L. Quantitative determination in chromatographic analysis based on n-way calibration strategies. J Chromatogr A 2007; 1158:94-110. [PMID: 17482630 DOI: 10.1016/j.chroma.2007.04.047] [Citation(s) in RCA: 61] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2007] [Revised: 04/11/2007] [Accepted: 04/12/2007] [Indexed: 11/29/2022]
Abstract
Chemometric techniques for calibration with three-way signals are sufficiently developed for their use in routine analysis. The advantage of the second order property (the possibility of quantifying an analyte in the presence of interferents) together with the guarantee of the uniqueness of the decomposition, what means to extract the signal corresponding only to the analyte of interest, make these calibration techniques especially useful for the quantification and identification of analytes in complex samples. This has a particular interest in the identification and quantification of banned substances or substances with a specified maximum limit. The paper describes the theory of the calibration methodology in relation to the signal order and then focuses the analysis on the three-way techniques commonly used in calibration: n-way partial least squares, multivariate curve resolution and parallel factor analysis. The figures of merit needed for the accreditation of analytical methods are analyzed from the viewpoint of n-way calibrations in chromatography.
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Affiliation(s)
- M C Ortiz
- Department of Chemistry, Faculty of Sciences, Pza, Misael Bañuelos s/n, 09001 Burgos, Spain.
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