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
Hauptverfasser: Li, S., Blackman, J. W., Schmidtke, L. M.
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container_title Australian journal of grape and wine research
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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
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W. ; Schmidtke, L. M.</creator><creatorcontrib>Li, S. ; Blackman, J. W. ; Schmidtke, L. M.</creatorcontrib><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><identifier>ISSN: 1322-7130</identifier><identifier>EISSN: 1755-0238</identifier><identifier>DOI: 10.1111/ajgw.12493</identifier><language>eng</language><publisher>Melbourne: John Wiley &amp; 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. 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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. 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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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