Characterisation and classification of Greek pine honeys according to their geographical origin based on volatiles, physicochemical parameters and chemometrics
•Determination of geographical origin of Greek pine honey with chemical and chemometric analysis.•84.6% correct prediction based on volatile compounds.•79.5% correct prediction based on physicochemical data.•74.4% correct prediction based on the combination of both. The aim of the present study was...
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Veröffentlicht in: | Food chemistry 2014-03, Vol.146, p.548-557 |
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creator | Karabagias, Ioannis K. Badeka, Anastasia Kontakos, Stavros Karabournioti, Sofia Kontominas, Michael G. |
description | •Determination of geographical origin of Greek pine honey with chemical and chemometric analysis.•84.6% correct prediction based on volatile compounds.•79.5% correct prediction based on physicochemical data.•74.4% correct prediction based on the combination of both.
The aim of the present study was to characterise and classify Greek pine honeys according to geographical origin, based on the determination of volatile compounds and physicochemical parameters using MANOVA and Linear Discriminant Analysis. Thirty-nine pine honey samples were collected during the harvesting period 2011 from 4 different regions in Greece known to produce good quality pine honey. The analysis of volatile compounds was performed by Headspace Solid Phase Microextraction–Gas Chromatography/Mass Spectroscopy. Fifty-five volatile compounds were tentatively identified and semi quantified. Physicochemical parameter analysis included the determination of pH, free, lactonic and total acidity, electrical conductivity, moisture, ash, lactonic/free acidity ratio and colour parameters L∗, a∗, b∗. Using 8 selected volatile compounds and 11 physicochemical parameters, the honey samples were satisfactorily classified according to geographical origin using volatile compounds (84.6% correct prediction), physicochemical parameters (79.5% correct prediction) and the combination of both (74.4% correct prediction). |
doi_str_mv | 10.1016/j.foodchem.2013.09.105 |
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The aim of the present study was to characterise and classify Greek pine honeys according to geographical origin, based on the determination of volatile compounds and physicochemical parameters using MANOVA and Linear Discriminant Analysis. Thirty-nine pine honey samples were collected during the harvesting period 2011 from 4 different regions in Greece known to produce good quality pine honey. The analysis of volatile compounds was performed by Headspace Solid Phase Microextraction–Gas Chromatography/Mass Spectroscopy. Fifty-five volatile compounds were tentatively identified and semi quantified. Physicochemical parameter analysis included the determination of pH, free, lactonic and total acidity, electrical conductivity, moisture, ash, lactonic/free acidity ratio and colour parameters L∗, a∗, b∗. Using 8 selected volatile compounds and 11 physicochemical parameters, the honey samples were satisfactorily classified according to geographical origin using volatile compounds (84.6% correct prediction), physicochemical parameters (79.5% correct prediction) and the combination of both (74.4% correct prediction).</description><identifier>ISSN: 0308-8146</identifier><identifier>EISSN: 1873-7072</identifier><identifier>DOI: 10.1016/j.foodchem.2013.09.105</identifier><identifier>PMID: 24176380</identifier><identifier>CODEN: FOCHDJ</identifier><language>eng</language><publisher>Kidlington: Elsevier Ltd</publisher><subject>Biological and medical sciences ; Chemometrics ; Classification ; Discriminant Analysis ; Food toxicology ; Gas Chromatography-Mass Spectrometry ; Greece ; Honey - analysis ; Honey - classification ; Medical sciences ; Physicochemical parameters ; Pine honey ; Pinus - chemistry ; Solid Phase Microextraction ; Toxicology ; Volatile compounds ; Volatile Organic Compounds - analysis ; Volatile Organic Compounds - isolation & purification</subject><ispartof>Food chemistry, 2014-03, Vol.146, p.548-557</ispartof><rights>2013 Elsevier Ltd</rights><rights>2015 INIST-CNRS</rights><rights>Copyright © 2013 Elsevier Ltd. All rights reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c398t-1f8d79d926457d19540d72e2294537f33a41a2f4cc0368ef8c6ae2de1e67f6803</citedby><cites>FETCH-LOGICAL-c398t-1f8d79d926457d19540d72e2294537f33a41a2f4cc0368ef8c6ae2de1e67f6803</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0308814613013708$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3536,27902,27903,65308</link.rule.ids><backlink>$$Uhttp://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=28352045$$DView record in Pascal Francis$$Hfree_for_read</backlink><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/24176380$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Karabagias, Ioannis K.</creatorcontrib><creatorcontrib>Badeka, Anastasia</creatorcontrib><creatorcontrib>Kontakos, Stavros</creatorcontrib><creatorcontrib>Karabournioti, Sofia</creatorcontrib><creatorcontrib>Kontominas, Michael G.</creatorcontrib><title>Characterisation and classification of Greek pine honeys according to their geographical origin based on volatiles, physicochemical parameters and chemometrics</title><title>Food chemistry</title><addtitle>Food Chem</addtitle><description>•Determination of geographical origin of Greek pine honey with chemical and chemometric analysis.•84.6% correct prediction based on volatile compounds.•79.5% correct prediction based on physicochemical data.•74.4% correct prediction based on the combination of both.
The aim of the present study was to characterise and classify Greek pine honeys according to geographical origin, based on the determination of volatile compounds and physicochemical parameters using MANOVA and Linear Discriminant Analysis. Thirty-nine pine honey samples were collected during the harvesting period 2011 from 4 different regions in Greece known to produce good quality pine honey. The analysis of volatile compounds was performed by Headspace Solid Phase Microextraction–Gas Chromatography/Mass Spectroscopy. Fifty-five volatile compounds were tentatively identified and semi quantified. Physicochemical parameter analysis included the determination of pH, free, lactonic and total acidity, electrical conductivity, moisture, ash, lactonic/free acidity ratio and colour parameters L∗, a∗, b∗. Using 8 selected volatile compounds and 11 physicochemical parameters, the honey samples were satisfactorily classified according to geographical origin using volatile compounds (84.6% correct prediction), physicochemical parameters (79.5% correct prediction) and the combination of both (74.4% correct prediction).</description><subject>Biological and medical sciences</subject><subject>Chemometrics</subject><subject>Classification</subject><subject>Discriminant Analysis</subject><subject>Food toxicology</subject><subject>Gas Chromatography-Mass Spectrometry</subject><subject>Greece</subject><subject>Honey - analysis</subject><subject>Honey - classification</subject><subject>Medical sciences</subject><subject>Physicochemical parameters</subject><subject>Pine honey</subject><subject>Pinus - chemistry</subject><subject>Solid Phase Microextraction</subject><subject>Toxicology</subject><subject>Volatile compounds</subject><subject>Volatile Organic Compounds - analysis</subject><subject>Volatile Organic Compounds - isolation & purification</subject><issn>0308-8146</issn><issn>1873-7072</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2014</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqFkc2O1DAQhC0EYoeFV1j5gsSBDP5L4txAI1iQVuICZ8trtyceMnFwZ1aap-FVccgsHDlZLn1dXaom5IazLWe8eXfYhpS86-G4FYzLLeuKXj8hG65bWbWsFU_JhkmmK81Vc0VeIB4YY4XVz8mVULxtpGYb8mvX22zdDDminWMaqR09dYNFjCG6VUqB3maAH3SKI9A-jXBGap1L2cdxT-dE5x5ipntI-2ynvswNNOW4jyO9twieFpOHNBS3AfAtnfozRpeW9H_QqUQ4QsmA6_aip_LP0eFL8izYAeHV5b0m3z99_Lb7XN19vf2y-3BXOdnpueJB-7bznWhU3Xre1Yr5VoAQnaplG6S0ilsRlHNMNhqCdo0F4YFD04ZGM3lN3qy-U04_T4CzOUZ0MAx2hHRCw5XSYmleFbRZUZcTYoZgphyPNp8NZ2ZBzME8HscsxzGsK3pdBm8uO073R_B_xx6vUYDXF8Bi6SVkO7qI_zgta8HUYvR-5aA08hAhG3QRRgc-ZnCz8Sn-L8tvHgS0Zw</recordid><startdate>20140301</startdate><enddate>20140301</enddate><creator>Karabagias, Ioannis K.</creator><creator>Badeka, Anastasia</creator><creator>Kontakos, Stavros</creator><creator>Karabournioti, Sofia</creator><creator>Kontominas, Michael G.</creator><general>Elsevier Ltd</general><general>Elsevier</general><scope>IQODW</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>20140301</creationdate><title>Characterisation and classification of Greek pine honeys according to their geographical origin based on volatiles, physicochemical parameters and chemometrics</title><author>Karabagias, Ioannis K. ; Badeka, Anastasia ; Kontakos, Stavros ; Karabournioti, Sofia ; Kontominas, Michael G.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c398t-1f8d79d926457d19540d72e2294537f33a41a2f4cc0368ef8c6ae2de1e67f6803</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2014</creationdate><topic>Biological and medical sciences</topic><topic>Chemometrics</topic><topic>Classification</topic><topic>Discriminant Analysis</topic><topic>Food toxicology</topic><topic>Gas Chromatography-Mass Spectrometry</topic><topic>Greece</topic><topic>Honey - analysis</topic><topic>Honey - classification</topic><topic>Medical sciences</topic><topic>Physicochemical parameters</topic><topic>Pine honey</topic><topic>Pinus - chemistry</topic><topic>Solid Phase Microextraction</topic><topic>Toxicology</topic><topic>Volatile compounds</topic><topic>Volatile Organic Compounds - analysis</topic><topic>Volatile Organic Compounds - isolation & purification</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Karabagias, Ioannis K.</creatorcontrib><creatorcontrib>Badeka, Anastasia</creatorcontrib><creatorcontrib>Kontakos, Stavros</creatorcontrib><creatorcontrib>Karabournioti, Sofia</creatorcontrib><creatorcontrib>Kontominas, Michael G.</creatorcontrib><collection>Pascal-Francis</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Food chemistry</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Karabagias, Ioannis K.</au><au>Badeka, Anastasia</au><au>Kontakos, Stavros</au><au>Karabournioti, Sofia</au><au>Kontominas, Michael G.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Characterisation and classification of Greek pine honeys according to their geographical origin based on volatiles, physicochemical parameters and chemometrics</atitle><jtitle>Food chemistry</jtitle><addtitle>Food Chem</addtitle><date>2014-03-01</date><risdate>2014</risdate><volume>146</volume><spage>548</spage><epage>557</epage><pages>548-557</pages><issn>0308-8146</issn><eissn>1873-7072</eissn><coden>FOCHDJ</coden><abstract>•Determination of geographical origin of Greek pine honey with chemical and chemometric analysis.•84.6% correct prediction based on volatile compounds.•79.5% correct prediction based on physicochemical data.•74.4% correct prediction based on the combination of both.
The aim of the present study was to characterise and classify Greek pine honeys according to geographical origin, based on the determination of volatile compounds and physicochemical parameters using MANOVA and Linear Discriminant Analysis. Thirty-nine pine honey samples were collected during the harvesting period 2011 from 4 different regions in Greece known to produce good quality pine honey. The analysis of volatile compounds was performed by Headspace Solid Phase Microextraction–Gas Chromatography/Mass Spectroscopy. Fifty-five volatile compounds were tentatively identified and semi quantified. Physicochemical parameter analysis included the determination of pH, free, lactonic and total acidity, electrical conductivity, moisture, ash, lactonic/free acidity ratio and colour parameters L∗, a∗, b∗. Using 8 selected volatile compounds and 11 physicochemical parameters, the honey samples were satisfactorily classified according to geographical origin using volatile compounds (84.6% correct prediction), physicochemical parameters (79.5% correct prediction) and the combination of both (74.4% correct prediction).</abstract><cop>Kidlington</cop><pub>Elsevier Ltd</pub><pmid>24176380</pmid><doi>10.1016/j.foodchem.2013.09.105</doi><tpages>10</tpages></addata></record> |
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subjects | Biological and medical sciences Chemometrics Classification Discriminant Analysis Food toxicology Gas Chromatography-Mass Spectrometry Greece Honey - analysis Honey - classification Medical sciences Physicochemical parameters Pine honey Pinus - chemistry Solid Phase Microextraction Toxicology Volatile compounds Volatile Organic Compounds - analysis Volatile Organic Compounds - isolation & purification |
title | Characterisation and classification of Greek pine honeys according to their geographical origin based on volatiles, physicochemical parameters and chemometrics |
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