Exploring the regional typicality of Australian Shiraz wines using untargeted metabolomics
Background and Aims Shiraz is the most widely planted winegrape cultivar in Australia. Sensory studies have indicated that different grapegrowing regions in Australia produce distinct styles of Shiraz wines that differ in flavour characteristics. The current project aimed to characterise the underly...
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Veröffentlicht in: | Australian journal of grape and wine research 2021-07, Vol.27 (3), p.378-391 |
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creator | Li, S. Blackman, J. W. Schmidtke, L. M. |
description | Background and Aims
Shiraz is the most widely planted winegrape cultivar in Australia. Sensory studies have indicated that different grapegrowing regions in Australia produce distinct styles of Shiraz wines that differ in flavour characteristics. The current project aimed to characterise the underlying volatile composition associated with regional Shiraz wine styles.
Methods and Results
Wines were selected from six geographically distinct regions and the volatile compounds were analysed using gas chromatography time‐of‐flight mass spectrometry to provide a comprehensive and holistic overview of the wine volatilome. A suite of R language based software enabled feature extraction and importance ranking, following an untargeted metabolomics approach. A classification model based on the random forests algorithm using the 80 most important compounds correctly associated all samples to regions. A range of these compounds, including terpenoids, benzenoids, esters, furan derivatives and aliphatic alcohols, has been associated with grape composition, winemaking influences and the ageing process.
Conclusions
The results suggest that the regional compositional differences in varietal wines may be influenced by all processes in the entire wine production chain.
Significance of the Study
The current study highlighted the chemical basis underlying the regional typicality of Australian Shiraz wines, and identified specific volatile compounds that may be associated with a region. |
doi_str_mv | 10.1111/ajgw.12493 |
format | Article |
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Shiraz is the most widely planted winegrape cultivar in Australia. Sensory studies have indicated that different grapegrowing regions in Australia produce distinct styles of Shiraz wines that differ in flavour characteristics. The current project aimed to characterise the underlying volatile composition associated with regional Shiraz wine styles.
Methods and Results
Wines were selected from six geographically distinct regions and the volatile compounds were analysed using gas chromatography time‐of‐flight mass spectrometry to provide a comprehensive and holistic overview of the wine volatilome. A suite of R language based software enabled feature extraction and importance ranking, following an untargeted metabolomics approach. A classification model based on the random forests algorithm using the 80 most important compounds correctly associated all samples to regions. A range of these compounds, including terpenoids, benzenoids, esters, furan derivatives and aliphatic alcohols, has been associated with grape composition, winemaking influences and the ageing process.
Conclusions
The results suggest that the regional compositional differences in varietal wines may be influenced by all processes in the entire wine production chain.
Significance of the Study
The current study highlighted the chemical basis underlying the regional typicality of Australian Shiraz wines, and identified specific volatile compounds that may be associated with a region.</description><identifier>ISSN: 1322-7130</identifier><identifier>EISSN: 1755-0238</identifier><identifier>DOI: 10.1111/ajgw.12493</identifier><language>eng</language><publisher>Melbourne: John Wiley & Sons Australia, Ltd</publisher><subject>Aging ; Alcohols ; Algorithms ; Aliphatic alcohols ; Benzenoids ; Chemical composition ; Composition ; Cultivars ; Esters ; Feature extraction ; Flavor ; Flavors ; Gas chromatography ; Mass spectrometry ; Mass spectroscopy ; Metabolomics ; regionality ; Regions ; Sensory evaluation ; Terpenes ; untargeted metabolomics ; volatile compound ; Volatile compounds ; Wine ; Wines</subject><ispartof>Australian journal of grape and wine research, 2021-07, Vol.27 (3), p.378-391</ispartof><rights>2021 Australian Society of Viticulture and Oenology Inc.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c3373-f5af8a35b343df7f4be1106a8577c5bae9b50d92e3a7bbf8bf8049649c74ba23</citedby><cites>FETCH-LOGICAL-c3373-f5af8a35b343df7f4be1106a8577c5bae9b50d92e3a7bbf8bf8049649c74ba23</cites><orcidid>0000-0001-9765-5510 ; 0000-0002-0246-8948 ; 0000-0002-0836-2132</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27901,27902</link.rule.ids></links><search><creatorcontrib>Li, S.</creatorcontrib><creatorcontrib>Blackman, J. W.</creatorcontrib><creatorcontrib>Schmidtke, L. M.</creatorcontrib><title>Exploring the regional typicality of Australian Shiraz wines using untargeted metabolomics</title><title>Australian journal of grape and wine research</title><description>Background and Aims
Shiraz is the most widely planted winegrape cultivar in Australia. Sensory studies have indicated that different grapegrowing regions in Australia produce distinct styles of Shiraz wines that differ in flavour characteristics. The current project aimed to characterise the underlying volatile composition associated with regional Shiraz wine styles.
Methods and Results
Wines were selected from six geographically distinct regions and the volatile compounds were analysed using gas chromatography time‐of‐flight mass spectrometry to provide a comprehensive and holistic overview of the wine volatilome. A suite of R language based software enabled feature extraction and importance ranking, following an untargeted metabolomics approach. A classification model based on the random forests algorithm using the 80 most important compounds correctly associated all samples to regions. A range of these compounds, including terpenoids, benzenoids, esters, furan derivatives and aliphatic alcohols, has been associated with grape composition, winemaking influences and the ageing process.
Conclusions
The results suggest that the regional compositional differences in varietal wines may be influenced by all processes in the entire wine production chain.
Significance of the Study
The current study highlighted the chemical basis underlying the regional typicality of Australian Shiraz wines, and identified specific volatile compounds that may be associated with a region.</description><subject>Aging</subject><subject>Alcohols</subject><subject>Algorithms</subject><subject>Aliphatic alcohols</subject><subject>Benzenoids</subject><subject>Chemical composition</subject><subject>Composition</subject><subject>Cultivars</subject><subject>Esters</subject><subject>Feature extraction</subject><subject>Flavor</subject><subject>Flavors</subject><subject>Gas chromatography</subject><subject>Mass spectrometry</subject><subject>Mass spectroscopy</subject><subject>Metabolomics</subject><subject>regionality</subject><subject>Regions</subject><subject>Sensory evaluation</subject><subject>Terpenes</subject><subject>untargeted metabolomics</subject><subject>volatile compound</subject><subject>Volatile compounds</subject><subject>Wine</subject><subject>Wines</subject><issn>1322-7130</issn><issn>1755-0238</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNp9kE9LAzEQxYMoWKsXP0HAm7A1f5vdYym1KgUPFgQvIdkm25TtZk2y1PXTu7WeHQZmBn7vwTwAbjGa4KEe1K46TDBhBT0DIyw4zxCh-fmwU0IygSm6BFcx7hCaYobJCHwsvtraB9dUMG0NDKZyvlE1TH3rSlW71ENv4ayLKQyXauDb1gX1DQ-uMRF28SjsmqRCZZLZwL1JSvva710Zr8GFVXU0N39zDNaPi_X8KVu9Lp_ns1VWUipoZrmyuaJcU0Y3VlimDcZoqnIuRMm1MoXmaFMQQ5XQ2uZDI1ZMWVEKphWhY3B3sm2D_-xMTHLnuzD8ECXhDDFU5IgO1P2JKoOPMRgr2-D2KvQSI3mMTh6jk7_RDTA-wQdXm_4fUs5elu8nzQ9eCXLi</recordid><startdate>202107</startdate><enddate>202107</enddate><creator>Li, S.</creator><creator>Blackman, J. W.</creator><creator>Schmidtke, L. M.</creator><general>John Wiley & Sons Australia, Ltd</general><general>Wiley Subscription Services, Inc</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7QO</scope><scope>7QR</scope><scope>7T7</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>P64</scope><orcidid>https://orcid.org/0000-0001-9765-5510</orcidid><orcidid>https://orcid.org/0000-0002-0246-8948</orcidid><orcidid>https://orcid.org/0000-0002-0836-2132</orcidid></search><sort><creationdate>202107</creationdate><title>Exploring the regional typicality of Australian Shiraz wines using untargeted metabolomics</title><author>Li, S. ; Blackman, J. W. ; Schmidtke, L. M.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3373-f5af8a35b343df7f4be1106a8577c5bae9b50d92e3a7bbf8bf8049649c74ba23</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Aging</topic><topic>Alcohols</topic><topic>Algorithms</topic><topic>Aliphatic alcohols</topic><topic>Benzenoids</topic><topic>Chemical composition</topic><topic>Composition</topic><topic>Cultivars</topic><topic>Esters</topic><topic>Feature extraction</topic><topic>Flavor</topic><topic>Flavors</topic><topic>Gas chromatography</topic><topic>Mass spectrometry</topic><topic>Mass spectroscopy</topic><topic>Metabolomics</topic><topic>regionality</topic><topic>Regions</topic><topic>Sensory evaluation</topic><topic>Terpenes</topic><topic>untargeted metabolomics</topic><topic>volatile compound</topic><topic>Volatile compounds</topic><topic>Wine</topic><topic>Wines</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Li, S.</creatorcontrib><creatorcontrib>Blackman, J. W.</creatorcontrib><creatorcontrib>Schmidtke, L. M.</creatorcontrib><collection>CrossRef</collection><collection>Biotechnology Research Abstracts</collection><collection>Chemoreception Abstracts</collection><collection>Industrial and Applied Microbiology Abstracts (Microbiology A)</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>Biotechnology and BioEngineering Abstracts</collection><jtitle>Australian journal of grape and wine research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Li, S.</au><au>Blackman, J. W.</au><au>Schmidtke, L. M.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Exploring the regional typicality of Australian Shiraz wines using untargeted metabolomics</atitle><jtitle>Australian journal of grape and wine research</jtitle><date>2021-07</date><risdate>2021</risdate><volume>27</volume><issue>3</issue><spage>378</spage><epage>391</epage><pages>378-391</pages><issn>1322-7130</issn><eissn>1755-0238</eissn><abstract>Background and Aims
Shiraz is the most widely planted winegrape cultivar in Australia. Sensory studies have indicated that different grapegrowing regions in Australia produce distinct styles of Shiraz wines that differ in flavour characteristics. The current project aimed to characterise the underlying volatile composition associated with regional Shiraz wine styles.
Methods and Results
Wines were selected from six geographically distinct regions and the volatile compounds were analysed using gas chromatography time‐of‐flight mass spectrometry to provide a comprehensive and holistic overview of the wine volatilome. A suite of R language based software enabled feature extraction and importance ranking, following an untargeted metabolomics approach. A classification model based on the random forests algorithm using the 80 most important compounds correctly associated all samples to regions. A range of these compounds, including terpenoids, benzenoids, esters, furan derivatives and aliphatic alcohols, has been associated with grape composition, winemaking influences and the ageing process.
Conclusions
The results suggest that the regional compositional differences in varietal wines may be influenced by all processes in the entire wine production chain.
Significance of the Study
The current study highlighted the chemical basis underlying the regional typicality of Australian Shiraz wines, and identified specific volatile compounds that may be associated with a region.</abstract><cop>Melbourne</cop><pub>John Wiley & Sons Australia, Ltd</pub><doi>10.1111/ajgw.12493</doi><tpages>14</tpages><orcidid>https://orcid.org/0000-0001-9765-5510</orcidid><orcidid>https://orcid.org/0000-0002-0246-8948</orcidid><orcidid>https://orcid.org/0000-0002-0836-2132</orcidid><oa>free_for_read</oa></addata></record> |
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source | Alma/SFX Local Collection |
subjects | Aging Alcohols Algorithms Aliphatic alcohols Benzenoids Chemical composition Composition Cultivars Esters Feature extraction Flavor Flavors Gas chromatography Mass spectrometry Mass spectroscopy Metabolomics regionality Regions Sensory evaluation Terpenes untargeted metabolomics volatile compound Volatile compounds Wine Wines |
title | Exploring the regional typicality of Australian Shiraz wines using untargeted metabolomics |
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