Literature DB >> 14518931

FTIR spectroscopy and multivariate analysis can distinguish the geographic origin of extra virgin olive oils.

Henri S Tapp1, Marianne Defernez, E Katherine Kemsley.   

Abstract

This work investigates whether Fourier transform infrared spectroscopy (FTIR), in combination with multivariate analysis, can distinguish extra virgin olive oils from different producing countries. Duplicate spectra were collected from 60 oils from four European countries. Two approaches to data analysis were used as follows: first, the "whole spectrum" method of partial least squares (PLS) followed by distance-based linear discriminant analysis (LDA) applied to the PLS scores, and second, a genetic algorithm (GA) for variate selection from the raw data, followed by LDA applied to the selected subset. The PLS-LDA approach produced a cross-validation success rate of 96%, whereas the GA-LDA approach achieved a 100% cross-validation success rate, from subsets comprising only eight variates. Neither the selected variate nor the whole spectrum approach was able to offer insight into the origin of the discrimination in biochemical terms. However, FTIR analysis is rapid, and this work shows that it has the required discriminatory power to potentially offer a "black box" method of screening oils to verify their country of origin.

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Year:  2003        PMID: 14518931     DOI: 10.1021/jf030232s

Source DB:  PubMed          Journal:  J Agric Food Chem        ISSN: 0021-8561            Impact factor:   5.279


  12 in total

1.  Discovery of metabolite features for the modelling and analysis of high-resolution NMR spectra.

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Journal:  Int J Data Min Bioinform       Date:  2008       Impact factor: 0.667

2.  Controlling the False Discovery Rate for Feature Selection in High-resolution NMR Spectra.

Authors:  Seoung Bum Kim; Victoria C P Chen; Youngja Park; Thomas R Ziegler; Dean P Jones
Journal:  Stat Anal Data Min       Date:  2008-06       Impact factor: 1.051

Review 3.  60 MHz 1H NMR spectroscopy for the analysis of edible oils.

Authors:  T Parker; E Limer; A D Watson; M Defernez; D Williamson; E Kate Kemsley
Journal:  Trends Analyt Chem       Date:  2014-05       Impact factor: 12.296

4.  Classification of Greek Olive Oils from Different Regions by Machine Learning-Aided Laser-Induced Breakdown Spectroscopy and Absorption Spectroscopy.

Authors:  Nikolaos Gyftokostas; Eleni Nanou; Dimitrios Stefas; Vasileios Kokkinos; Christos Bouras; Stelios Couris
Journal:  Molecules       Date:  2021-02-25       Impact factor: 4.411

5.  Nutritional factors and gender influence age-related DNA methylation in the human rectal mucosa.

Authors:  Henri S Tapp; Daniel M Commane; D Michael Bradburn; Ramesh Arasaradnam; John C Mathers; Ian T Johnson; Nigel J Belshaw
Journal:  Aging Cell       Date:  2012-12-06       Impact factor: 9.304

6.  A new method combining LDA and PLS for dimension reduction.

Authors:  Liang Tang; Silong Peng; Yiming Bi; Peng Shan; Xiyuan Hu
Journal:  PLoS One       Date:  2014-05-12       Impact factor: 3.240

Review 7.  Achieving optimal SERS through enhanced experimental design.

Authors:  Heidi Fisk; Chloe Westley; Nicholas J Turner; Royston Goodacre
Journal:  J Raman Spectrosc       Date:  2015-12-16       Impact factor: 3.133

8.  Authentication and Provenance of Walnut Combining Fourier Transform Mid-Infrared Spectroscopy with Machine Learning Algorithms.

Authors:  Hongyan Zhu; Jun-Li Xu
Journal:  Molecules       Date:  2020-10-28       Impact factor: 4.411

9.  Verifying the Geographical Origin and Authenticity of Greek Olive Oils by Means of Optical Spectroscopy and Multivariate Analysis.

Authors:  Renate Kontzedaki; Emmanouil Orfanakis; Georgia Sofra-Karanti; Katerina Stamataki; Aggelos Philippidis; Aikaterini Zoumi; Michalis Velegrakis
Journal:  Molecules       Date:  2020-09-12       Impact factor: 4.411

10.  Discriminant Analysis of the Geographical Origin of Asian Red Pepper Powders Using Second-Derivative FT-IR Spectroscopy.

Authors:  Miso Kim; Junyoung Hong; Dongwon Lee; Sohyun Kim; Hyang Sook Chun; Yoon-Ho Cho; Byung Hee Kim; Sangdoo Ahn
Journal:  Foods       Date:  2021-05-10
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