Literature DB >> 18395730

Exploration of linear multivariate calibration techniques to predict the total antioxidant capacity of green tea from chromatographic fingerprints.

M Dumarey1, A M van Nederkassel, E Deconinck, Y Vander Heyden.   

Abstract

Nowadays fingerprinting is a generally applied technique for the identification and quality assessment of herbal products. In this study it was aimed to predict a quantitative property, the antioxidant capacity of green tea, from chromatographic fingerprints. Different linear multivariate calibration techniques, commonly applied on spectral data, were explored and compared. When the chromatograms were appropriately pretreated, all tested techniques were able to predict the total antioxidant capacity with a precision comparable to that of the reference method (Trolox equivalent antioxidant capacity assay). Stepwise multiple linear regression (MLR) however is less recommended because of inadequate variable selection. Principal components regression (PCR) also seems less preferable, because large variations not correlated with the total antioxidant capacity were also included in the model. This problem does not occur with partial least squares (PLS) models. Of all tested PLS methods, orthogonal projections to latent structures (O-PLS) was preferred because of its simplicity, reproducibility, good interpretability of the compounds' contribution to the antioxidant capacity and its good predictive and describing abilities.

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Year:  2008        PMID: 18395730     DOI: 10.1016/j.chroma.2008.03.052

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


  9 in total

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2.  Chemical fingerprinting and quantitative analysis of a Panax notoginseng preparation using HPLC-UV and HPLC-MS.

Authors:  Hong Yao; Peiying Shi; Qing Shao; Xiaohui Fan
Journal:  Chin Med       Date:  2011-02-24       Impact factor: 5.455

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Authors:  Petar Ristivojević; Ivica Dimkić; Jelena Trifković; Tanja Berić; Irena Vovk; Dušanka Milojković-Opsenica; Slaviša Stanković
Journal:  PLoS One       Date:  2016-06-07       Impact factor: 3.240

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Authors:  Ankit Bansal; Vikas Chhabra; Ravindra K Rawal; Simant Sharma
Journal:  J Pharm Anal       Date:  2014-01-01

Review 5.  Antioxidant Phytochemicals in Fresh Produce: Exploitation of Genotype Variation and Advancements in Analytical Protocols.

Authors:  George A Manganaris; Vlasios Goulas; Ifigeneia Mellidou; Pavlina Drogoudi
Journal:  Front Chem       Date:  2018-02-06       Impact factor: 5.221

Review 6.  A Comprehensive Insight on the Health Benefits and Phytoconstituents of Camellia sinensis and Recent Approaches for Its Quality Control.

Authors:  Maram M Aboulwafa; Fadia S Youssef; Haidy A Gad; Ahmed E Altyar; Mohamed M Al-Azizi; Mohamed L Ashour
Journal:  Antioxidants (Basel)       Date:  2019-10-06

7.  Ensemble learning for prediction of the bioactivity capacity of herbal medicines from chromatographic fingerprints.

Authors:  Hao Chen; Josiah Poon; Simon K Poon; Lizhi Cui; Kei Fan; Daniel Sze
Journal:  BMC Bioinformatics       Date:  2015-08-25       Impact factor: 3.169

8.  Evaluation of the Influence of Sulfur-Fumigated Paeoniae Radix Alba on the Quality of Si Wu Tang by Chromatographic and Chemometric Analysis.

Authors:  Ke Pei; Hao Cai; Yu Duan; Feng-Xian Qiao; Si-Cong Tu; Xiao Liu; Xiao-Li Wang; Xiao-Qing Song; Kai-Lei Fan; Bao-Chang Cai
Journal:  J Anal Methods Chem       Date:  2016-03-10       Impact factor: 2.193

9.  HPLC Fingerprint Analysis with the Antioxidant and Cytotoxic Activities of Selected Lichens Combined with the Chemometric Calculations.

Authors:  Anna Hawrył; Mirosław Hawrył; Agnieszka Hajnos-Stolarz; Jagoda Abramek; Anna Bogucka-Kocka; Łukasz Komsta
Journal:  Molecules       Date:  2020-09-19       Impact factor: 4.411

  9 in total

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