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Elemental profiles of swine tissues as descriptors for the traceability of value-added Italian heavy pig production chains
The increasing demand for reliable traceability tools in the meat supply chain has prompted the exploration of innovative approaches that meet stringent quality standards. In this work, 57 elements were quantified by inductively coupled plasma mass spectrometry and direct mercury analysis in 80 musc...
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Published in: | Meat science 2023-10, Vol.204, p.109285-109285, Article 109285 |
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description | The increasing demand for reliable traceability tools in the meat supply chain has prompted the exploration of innovative approaches that meet stringent quality standards. In this work, 57 elements were quantified by inductively coupled plasma mass spectrometry and direct mercury analysis in 80 muscle and 80 liver samples of Italian heavy pigs to investigate the potential of new tools based on multi-elemental profiles in supporting value-added meat supply chains. Samples from three groups of animals belonging to the protected designation of origin (PDO) Parma Ham circuit (conventionally raised; raised with genetically modified organism (GMO)-free feeds; raised with GMO-free feeds plus the supplementation of omega-3 polyunsaturated fatty acids (n-3 PUFA)) and a fourth group of samples from animals not compliant with the PDO Parma Ham production process were analyzed. Hierarchical cluster analysis allowed for the identification of three macro-clusters of liver or muscle samples, highlighting some inhomogeneities among the target groups. Following SIMCA analysis, better classification models were obtained by using liver elemental profiles (95% correct classification rate), with the highest classification accuracy observed for GMO-free livers (100%). The elements contributing the most to the separation of livers by class membership were La, Ce, and Pb for conventional, Li, Cr, Fe, As, and Sr for GMO-free + n-3 PUFA, and Lu for non-PDO samples. Given these findings, the analysis of the elemental profiles of pig tissues can be regarded as a promising method to confirm the declared pig meat label attributes, deter potential complex fraud, and support meat traceability systems.
•Fifty-seven elements were first-ever measured in tissues of Italian heavy pigs.•Value-added pig meat supply chains were discriminated based on elemental profiles.•Elemental signatures of pig livers are better targets for meat traceability studies. |
doi_str_mv | 10.1016/j.meatsci.2023.109285 |
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•Fifty-seven elements were first-ever measured in tissues of Italian heavy pigs.•Value-added pig meat supply chains were discriminated based on elemental profiles.•Elemental signatures of pig livers are better targets for meat traceability studies.</description><identifier>ISSN: 0309-1740</identifier><identifier>EISSN: 1873-4138</identifier><identifier>DOI: 10.1016/j.meatsci.2023.109285</identifier><identifier>PMID: 37481966</identifier><language>eng</language><publisher>England: Elsevier Ltd</publisher><subject>Chemometrics ; Inductively coupled plasma mass spectrometry ; Labelling ; Meat composition ; Minerals</subject><ispartof>Meat science, 2023-10, Vol.204, p.109285-109285, Article 109285</ispartof><rights>2023 The Authors</rights><rights>Copyright © 2023 The Authors. Published by Elsevier Ltd.. All rights reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c360t-bb51ca8d0223ef05e18dcf619b891e182b8557288c5928133a036a813523b7ee3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/37481966$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Varrà, Maria Olga</creatorcontrib><creatorcontrib>Husáková, Lenka</creatorcontrib><creatorcontrib>Zanardi, Emanuela</creatorcontrib><creatorcontrib>Alborali, Giovanni Loris</creatorcontrib><creatorcontrib>Patočka, Jan</creatorcontrib><creatorcontrib>Ianieri, Adriana</creatorcontrib><creatorcontrib>Ghidini, Sergio</creatorcontrib><title>Elemental profiles of swine tissues as descriptors for the traceability of value-added Italian heavy pig production chains</title><title>Meat science</title><addtitle>Meat Sci</addtitle><description>The increasing demand for reliable traceability tools in the meat supply chain has prompted the exploration of innovative approaches that meet stringent quality standards. In this work, 57 elements were quantified by inductively coupled plasma mass spectrometry and direct mercury analysis in 80 muscle and 80 liver samples of Italian heavy pigs to investigate the potential of new tools based on multi-elemental profiles in supporting value-added meat supply chains. Samples from three groups of animals belonging to the protected designation of origin (PDO) Parma Ham circuit (conventionally raised; raised with genetically modified organism (GMO)-free feeds; raised with GMO-free feeds plus the supplementation of omega-3 polyunsaturated fatty acids (n-3 PUFA)) and a fourth group of samples from animals not compliant with the PDO Parma Ham production process were analyzed. Hierarchical cluster analysis allowed for the identification of three macro-clusters of liver or muscle samples, highlighting some inhomogeneities among the target groups. Following SIMCA analysis, better classification models were obtained by using liver elemental profiles (95% correct classification rate), with the highest classification accuracy observed for GMO-free livers (100%). The elements contributing the most to the separation of livers by class membership were La, Ce, and Pb for conventional, Li, Cr, Fe, As, and Sr for GMO-free + n-3 PUFA, and Lu for non-PDO samples. Given these findings, the analysis of the elemental profiles of pig tissues can be regarded as a promising method to confirm the declared pig meat label attributes, deter potential complex fraud, and support meat traceability systems.
•Fifty-seven elements were first-ever measured in tissues of Italian heavy pigs.•Value-added pig meat supply chains were discriminated based on elemental profiles.•Elemental signatures of pig livers are better targets for meat traceability studies.</description><subject>Chemometrics</subject><subject>Inductively coupled plasma mass spectrometry</subject><subject>Labelling</subject><subject>Meat composition</subject><subject>Minerals</subject><issn>0309-1740</issn><issn>1873-4138</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><recordid>eNqFkElPwzAQhS0EomX5CSAfuaR4iRPnhFDFJlXiAmfLsSfUVZZiO0Xl1-OqhSsn2-P33sx8CF1RMqOEFrerWQc6BuNmjDCeahWT4ghNqSx5llMuj9GUcFJltMzJBJ2FsCKEUM7kKZrwMpe0Koop-n5ooYM-6hav_dC4FgIeGhy-XA84uhDGVNABWwjGu3UcfMDN4HFcpm-vDejatS5ud6aNbkfItLVg8UtKdLrHS9CbLV67j128HU10Q4_NUrs-XKCTRrcBLg_nOXp_fHibP2eL16eX-f0iM7wgMatrQY2WljDGoSECqLSmKWhVy4qmB6ulECWT0oiEgHKuCS90ugjG6xKAn6ObfW6a4DOtE1XngoG21T0MY1BM5jQnIhFMUrGXGj-E4KFRa-867beKErXDrlbqgF3tsKs99uS7PrQY6w7sn-uXcxLc7QWQFt048CpFQG_AOg8mKju4f1r8AJgLl6A</recordid><startdate>20231001</startdate><enddate>20231001</enddate><creator>Varrà, Maria Olga</creator><creator>Husáková, Lenka</creator><creator>Zanardi, Emanuela</creator><creator>Alborali, Giovanni Loris</creator><creator>Patočka, Jan</creator><creator>Ianieri, Adriana</creator><creator>Ghidini, Sergio</creator><general>Elsevier Ltd</general><scope>6I.</scope><scope>AAFTH</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>20231001</creationdate><title>Elemental profiles of swine tissues as descriptors for the traceability of value-added Italian heavy pig production chains</title><author>Varrà, Maria Olga ; Husáková, Lenka ; Zanardi, Emanuela ; Alborali, Giovanni Loris ; Patočka, Jan ; Ianieri, Adriana ; Ghidini, Sergio</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c360t-bb51ca8d0223ef05e18dcf619b891e182b8557288c5928133a036a813523b7ee3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Chemometrics</topic><topic>Inductively coupled plasma mass spectrometry</topic><topic>Labelling</topic><topic>Meat composition</topic><topic>Minerals</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Varrà, Maria Olga</creatorcontrib><creatorcontrib>Husáková, Lenka</creatorcontrib><creatorcontrib>Zanardi, Emanuela</creatorcontrib><creatorcontrib>Alborali, Giovanni Loris</creatorcontrib><creatorcontrib>Patočka, Jan</creatorcontrib><creatorcontrib>Ianieri, Adriana</creatorcontrib><creatorcontrib>Ghidini, Sergio</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Meat science</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Varrà, Maria Olga</au><au>Husáková, Lenka</au><au>Zanardi, Emanuela</au><au>Alborali, Giovanni Loris</au><au>Patočka, Jan</au><au>Ianieri, Adriana</au><au>Ghidini, Sergio</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Elemental profiles of swine tissues as descriptors for the traceability of value-added Italian heavy pig production chains</atitle><jtitle>Meat science</jtitle><addtitle>Meat Sci</addtitle><date>2023-10-01</date><risdate>2023</risdate><volume>204</volume><spage>109285</spage><epage>109285</epage><pages>109285-109285</pages><artnum>109285</artnum><issn>0309-1740</issn><eissn>1873-4138</eissn><abstract>The increasing demand for reliable traceability tools in the meat supply chain has prompted the exploration of innovative approaches that meet stringent quality standards. In this work, 57 elements were quantified by inductively coupled plasma mass spectrometry and direct mercury analysis in 80 muscle and 80 liver samples of Italian heavy pigs to investigate the potential of new tools based on multi-elemental profiles in supporting value-added meat supply chains. Samples from three groups of animals belonging to the protected designation of origin (PDO) Parma Ham circuit (conventionally raised; raised with genetically modified organism (GMO)-free feeds; raised with GMO-free feeds plus the supplementation of omega-3 polyunsaturated fatty acids (n-3 PUFA)) and a fourth group of samples from animals not compliant with the PDO Parma Ham production process were analyzed. Hierarchical cluster analysis allowed for the identification of three macro-clusters of liver or muscle samples, highlighting some inhomogeneities among the target groups. Following SIMCA analysis, better classification models were obtained by using liver elemental profiles (95% correct classification rate), with the highest classification accuracy observed for GMO-free livers (100%). The elements contributing the most to the separation of livers by class membership were La, Ce, and Pb for conventional, Li, Cr, Fe, As, and Sr for GMO-free + n-3 PUFA, and Lu for non-PDO samples. Given these findings, the analysis of the elemental profiles of pig tissues can be regarded as a promising method to confirm the declared pig meat label attributes, deter potential complex fraud, and support meat traceability systems.
•Fifty-seven elements were first-ever measured in tissues of Italian heavy pigs.•Value-added pig meat supply chains were discriminated based on elemental profiles.•Elemental signatures of pig livers are better targets for meat traceability studies.</abstract><cop>England</cop><pub>Elsevier Ltd</pub><pmid>37481966</pmid><doi>10.1016/j.meatsci.2023.109285</doi><tpages>1</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Chemometrics Inductively coupled plasma mass spectrometry Labelling Meat composition Minerals |
title | Elemental profiles of swine tissues as descriptors for the traceability of value-added Italian heavy pig production chains |
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