Application of ATR-FT-MIR for Tracing the Geographical Origin of Honey Produced in the Maltese Islands.

ATR-FT-MIR FF-ANN LDA Malta PLS-DA SVM chemometrics honey

Journal

Foods (Basel, Switzerland)
ISSN: 2304-8158
Titre abrégé: Foods
Pays: Switzerland
ID NLM: 101670569

Informations de publication

Date de publication:
01 Jun 2020
Historique:
received: 24 04 2020
revised: 27 05 2020
accepted: 27 05 2020
entrez: 5 6 2020
pubmed: 5 6 2020
medline: 5 6 2020
Statut: epublish

Résumé

Maltese honey has been produced, marketed, and sold as an exclusive local gourmet food product for countless years. Yet, thus far, no study has evaluated the individuality of this local food product. The evaluation of the parameters and properties which characterise the provenance and floral source of honey have been the subject of various studies worldwide, owing to the price and potential beneficial properties of this food product. Models analysing the potential of attenuated total reflection mid-infrared (ATR-FT-MIR) spectroscopy in discriminating and classifying local honey from that of foreign origin were investigated using 21 Maltese honey samples and 49 honey samples collected from abroad (Sicily, Greece, Sweden, Italy, France, Estonia and other samples of mixed geographical origin). Through a combination of spectroscopic techniques, spectral transformations, variable selection and partial least squares discriminant analysis (PLS-DA), chemometric models which successfully classified the provenance of local and non-local honey were developed. The results of these models were also corroborated with other classification and pattern recognition techniques, such as linear discriminate analysis (LDA), support vector machines (SVM) and feed-forward artificial neural networks (FF-ANN).

Identifiants

pubmed: 32492899
pii: foods9060710
doi: 10.3390/foods9060710
pmc: PMC7353483
pii:
doi:

Types de publication

Journal Article

Langues

eng

Références

Annu Rev Food Sci Technol. 2011;2:467-83
pubmed: 22129392
J Agric Food Chem. 2005 Apr 20;53(8):2914-21
pubmed: 15826039
J Agric Food Chem. 2006 May 3;54(9):3215-8
pubmed: 16637675
Biochemistry. 2004 Mar 9;43(9):2541-9
pubmed: 14992591
Food Chem. 2015 May 15;175:128-36
pubmed: 25577061
Anal Chim Acta. 2012 Jun 12;730:2-23
pubmed: 22632040
J Sci Food Agric. 1977 May;28(5):443-56
pubmed: 875373
J Agric Food Chem. 2006 Sep 6;54(18):6873-80
pubmed: 16939352
Food Addit Contam Part A Chem Anal Control Expo Risk Assess. 2020 Jan;37(1):19-38
pubmed: 31613710
Appl Spectrosc. 2008 Oct;62(10):1115-23
pubmed: 18926021
J Agric Food Chem. 2004 Jun 2;52(11):3237-43
pubmed: 15161176
J Agric Food Chem. 2006 Aug 23;54(17):6166-71
pubmed: 16910703
J Agric Food Chem. 2005 Apr 20;53(8):2803-9
pubmed: 15826022
Spectrochim Acta A Mol Biomol Spectrosc. 2009 Aug 15;73(4):650-3
pubmed: 19376740
J Agric Food Chem. 2007 Sep 5;55(18):7294-300
pubmed: 17696445
J Agric Food Chem. 2004 Jan 14;52(1):33-9
pubmed: 14709010

Auteurs

Jean Paul Formosa (JP)

Department of Chemistry, University of Malta, Msida, 2080 MSD, Malta;jean.p.formosa.12@um.edu.mt (J.P.F.).

Frederick Lia (F)

Department of Chemistry, University of Malta, Msida, 2080 MSD, Malta;jean.p.formosa.12@um.edu.mt (J.P.F.).

David Mifsud (D)

Department of Rural Sciences and Food Systems, University of Malta, Msida, 2080 MSD, Malta.

Claude Farrugia (C)

Department of Chemistry, University of Malta, Msida, 2080 MSD, Malta;jean.p.formosa.12@um.edu.mt (J.P.F.).

Classifications MeSH