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Guo L, Yu H, Li Y, Zhang C, Kharbach M. Tensor methods in data analysis of chromatography/mass spectroscopy-based plant metabolomics. PLANT METHODS 2023; 19:130. [PMID: 37990220 PMCID: PMC10662285 DOI: 10.1186/s13007-023-01105-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Accepted: 11/06/2023] [Indexed: 11/23/2023]
Abstract
Plant metabolomics is an important research area in plant science. Chemometrics is a useful tool for plant metabolomic data analysis and processing. Among them, high-order chemometrics represented by tensor modeling provides a new and promising technical method for the analysis of complex multi-way plant metabolomics data. This paper systematically reviews different tensor methods widely applied to the analysis of complex plant metabolomic data. The advantages and disadvantages as well as the latest methodological advances of tensor models are reviewed and summarized. At the same time, application of different tensor methods in solving plant science problems are also reviewed and discussed. The reviewed applications of tensor methods in plant metabolomics cover a wide range of important plant science topics including plant gene mutation and phenotype, plant disease and resistance, plant pharmacology and nutrition analysis, and plant products ingredient characterization and quality evaluation. It is evident from the review that tensor methods significantly promote the automated and intelligent process of plant metabolomics analysis and profoundly affect the paradigm of plant science research. To the best of our knowledge, this is the first review to systematically summarize the tensor analysis methods in plant metabolomic data analysis.
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Affiliation(s)
- Lili Guo
- Weifang University of Science and Technology, Shouguang, 262700, China
| | - Huiwen Yu
- Shenzhen Hospital, Southern Medical University, Shenzhen, 518005, China.
- Chemometrics Group, Faculty of Science, University of Copenhagen, Frederiksberg, 1958, Denmark.
| | - Yuan Li
- Northwest Land and Resources Research Center, Shaanxi Normal University, Xi'an, 710062, China
| | - Chenxi Zhang
- Weifang University of Science and Technology, Shouguang, 262700, China
| | - Mourad Kharbach
- Department of Food and Nutrition, University of Helsinki, Helsinki, 00014, Finland
- Department of Computer Sciences, University of Helsinki, Helsinki, 00560, Finland
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2
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Analysis of Volatile Aroma Compounds and Sensory Characteristics Contributing to Regional Style of Red Wines from Hexi Corridor Based on Sixteen Grape Varieties/Clones. FERMENTATION-BASEL 2022. [DOI: 10.3390/fermentation8100501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Hexi Corridor is an excellent region for high-quality wines in China, but the characteristic and style of red wine from this region is unclear. To elucidate the regional style of red wines from Hexi Corridor, the aroma properties of red wines made from 16 different varieties/clones of grapes were comprehensively analyzed using HS-SPME-GC-MS, sensory evaluation, odor activity value method, and partial least squares regression analyses. We identified 52 aroma compounds and found that floral and black berry provided a good reference for shaping red wine style and selecting related varieties in Hexi Corridor region. Ethyl caproate, (Z)-3-hexen-1-ol, ethyl 9-decenoate, and hexyl alcohol, which were the characteristic aroma substances of Hexi Corridor red wines, had positive effects on the floral aroma of Merlot, Cabernet Sauvignon, Pinot Noir, and Malbec wines. Hexyl alcohol and (Z)-3-hexen-1-ol also contributed to the black berry and spice aromas, while isobutyl acetate opposed the expression of these aromas of Malbec and Cabernet Franc wines. These results showed that the sensory characteristics of floral and black berry are of vital significance in shaping the red wine style of Hexi Corridor, among which ethyl caproate, (Z)-3-hexen-1-ol, ethyl 9-decenoate, and hexyl alcohol are important contributors.
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3
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Changes in the aroma characteristics during the different processes of dry Cabernet Sauvignon wine production. Eur Food Res Technol 2022. [DOI: 10.1007/s00217-022-04109-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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4
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Mialon N, Roig B, Capodanno E, Cadiere A. Untargeted metabolomic approaches in food authenticity: a review that showcases biomarkers. Food Chem 2022; 398:133856. [DOI: 10.1016/j.foodchem.2022.133856] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 08/01/2022] [Accepted: 08/02/2022] [Indexed: 11/26/2022]
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5
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Esse M, Guehi T, Lebrun M, Morel G, Grabulos J, Mestre C, Achir N. Kinetic study of some flavor and bioactive compounds during fermentation of
Parkia biglobosa. J FOOD PROCESS PRES 2022. [DOI: 10.1111/jfpp.16888] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Affiliation(s)
- M. Esse
- Laboratoire de Biotechnologie et Microbiologie des Aliments, UFR de Sciences et Technologies des Aliments Université Nangui Abrogoua
- Qualisud, Univ Montpellier, Institut Agro, CIRAD Avignon Université Univ de La Réunion Montpellier France
| | - T. Guehi
- Laboratoire de Biotechnologie et Microbiologie des Aliments, UFR de Sciences et Technologies des Aliments Université Nangui Abrogoua
| | - M. Lebrun
- Qualisud, Univ Montpellier, Institut Agro, CIRAD Avignon Université Univ de La Réunion Montpellier France
- CIRAD, UMR QualiSud Montpellier France
| | - G. Morel
- Qualisud, Univ Montpellier, Institut Agro, CIRAD Avignon Université Univ de La Réunion Montpellier France
- CIRAD, UMR QualiSud Montpellier France
| | - J. Grabulos
- Qualisud, Univ Montpellier, Institut Agro, CIRAD Avignon Université Univ de La Réunion Montpellier France
- CIRAD, UMR QualiSud Montpellier France
| | - C. Mestre
- Qualisud, Univ Montpellier, Institut Agro, CIRAD Avignon Université Univ de La Réunion Montpellier France
- CIRAD, UMR QualiSud Montpellier France
| | - N. Achir
- Qualisud, Univ Montpellier, Institut Agro, CIRAD Avignon Université Univ de La Réunion Montpellier France
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Khakimov B, Bakhytkyzy I, Fauhl-Hassek C, Engelsen SB. Non-volatile molecular composition and discrimination of single grape white of chardonnay, riesling, sauvignon blanc and silvaner using untargeted GC-MS analysis. Food Chem 2022; 369:130878. [PMID: 34469837 DOI: 10.1016/j.foodchem.2021.130878] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2020] [Revised: 07/25/2021] [Accepted: 08/14/2021] [Indexed: 01/12/2023]
Abstract
This study developed and applied a GC-MS method aiming at molecular fingerprinting of 120 commercial single grape white wines (Chardonnay, Riesling, Sauvignon Blanc and Silvaner) for possible authentication according to grape variety. The method allowed detection of 372 peaks and tentative identification of 146 metabolites including alcohols, organic acids, esters, amino acids and sugars. The grape variety effect explained 8.3% of the total metabolite variation. Univariate tests showed two-thirds of the metabolites being different between grape varieties. Partial least squares-discriminant analysis based classification models were developed for each grape variety and a panel of classifiers (42 metabolites) was established. All the classification models for grape variety showed a high certainty (>91%) for an independent test set. Riesling contained the highest relative concentrations of sugars and organic acids, while concentrations of hydroxytyrosol and gallic acid, common antioxidants in wine, decreased in the order of Chardonnay > Riesling > Sauvignon Blanc > Silvaner.
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Affiliation(s)
- Bekzod Khakimov
- Department of Food Science, University of Copenhagen, Rolighedsvej 26, Frederiksberg 1958, Denmark.
| | - Inal Bakhytkyzy
- Department of Analytical Chemistry, Chemical Faculty, Gdansk University of Technology, 11/12 Narutowicza St., 80-233 Gdansk, Poland
| | - Carsten Fauhl-Hassek
- German Federal Institute for Risk Assessment, Head of Unit Product Identity, Supply Chains and Traceability Department Safety in the Food Chain, Max-Dohrn-Straße 8-10, 10589 Berlin, Germany
| | - Søren Balling Engelsen
- Department of Food Science, University of Copenhagen, Rolighedsvej 26, Frederiksberg 1958, Denmark
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7
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Awale M, Liu C, Kwasniewski MT. Workflow to Investigate Subtle Differences in Wine Volatile Metabolome Induced by Different Root Systems and Irrigation Regimes. Molecules 2021; 26:molecules26196010. [PMID: 34641553 PMCID: PMC8512433 DOI: 10.3390/molecules26196010] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Revised: 09/28/2021] [Accepted: 09/29/2021] [Indexed: 11/16/2022] Open
Abstract
To allow for a broad survey of subtle metabolic shifts in wine caused by rootstock and irrigation, an integrated metabolomics-based workflow followed by quantitation was developed. This workflow was particularly useful when applied to a poorly studied red grape variety cv. Chambourcin. Allowing volatile metabolites that otherwise may have been missed with a targeted analysis to be included, this approach allowed deeper modeling of treatment differences which then could be used to identify important compounds. Wines produced on a per vine basis, over two years, were analyzed using SPME-GC-MS/MS. From the 382 and 221 features that differed significantly among rootstocks in 2017 and 2018, respectively, we tentatively identified 94 compounds by library search and retention index, with 22 confirmed and quantified using authentic standards. Own-rooted Chambourcin differed from other root systems for multiple volatile compounds with fewer differences among grafted vines. For example, the average concentration of β-Damascenone present in own-rooted vines (9.49 µg/L) was significantly lower in other rootstocks (8.59 µg/L), whereas mean Linalool was significantly higher in 1103P rootstock compared to own-rooted. β-Damascenone was higher in regulated deficit irrigation (RDI) than other treatments. The approach outlined not only was shown to be useful for scientific investigation, but also in creating a protocol for analysis that would ensure differences of interest to the industry are not missed.
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Affiliation(s)
- Mani Awale
- Division of Plant Sciences, University of Missouri-Columbia, 135 Eckles Hall, Columbia, MO 65211, USA;
- Department of Food Sciences, The Pennsylvania State University, 326 Rodney A. Erickson Food Science Building, University Park, PA 16802, USA
| | - Connie Liu
- Food Science Department, University of Missouri-Columbia, 135 Eckles Hall, Columbia, MO 65211, USA;
| | - Misha T. Kwasniewski
- Division of Plant Sciences, University of Missouri-Columbia, 135 Eckles Hall, Columbia, MO 65211, USA;
- Department of Food Sciences, The Pennsylvania State University, 326 Rodney A. Erickson Food Science Building, University Park, PA 16802, USA
- Food Science Department, University of Missouri-Columbia, 135 Eckles Hall, Columbia, MO 65211, USA;
- Correspondence: ; Tel.: +1-814-865-6842
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8
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Two Sides to One Story-Aroma Chemical and Sensory Signature of Lugana and Verdicchio Wines. Molecules 2021; 26:molecules26082127. [PMID: 33917197 PMCID: PMC8067985 DOI: 10.3390/molecules26082127] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2021] [Revised: 03/29/2021] [Accepted: 04/01/2021] [Indexed: 12/12/2022] Open
Abstract
Lugana and Verdicchio are two Italian white wines with a Protected Designation of Origin (PDO) label. These two wine types are produced in different regions using the same grape variety. The aim of this work is to investigate the existence of volatile chemical markers that could help to elucidate differences between Lugana and Verdicchio wines both at chemical and sensory levels. Thirteen commercial wine samples were analyzed by Gas Chromatography-Mass Spectrometry (GC-MS), and 76 volatile compounds were identified and quantified. Verdicchio and Lugana had been differentiated on the basis of 19 free and glycosidically bound compounds belonging to the chemical classes of terpenes, benzenoids, higher alcohols, C6 alcohols and norisoprenoids. Samples were assessed by means of a sorting task sensory analysis, resulting in two clusters formed. These results suggested the existence of 2 product types with specific sensory spaces that can be related, to a good extend, to Verdicchio and Lugana wines. Cluster 1 was composed of six wines, 4 of which were Lugana, while Cluster 2 was formed of 7 wines, 5 of which were Verdicchio. The first cluster was described as “fruity”, and “fresh/minty”, while the second as “fermentative” and “spicy”. An attempt was made to relate analytical and sensory data, the results showed that damascenone and the sum of 3 of esters the ethyl hexanoate, ethyl octanoate and isoamyl acetate, was characterizing Cluster 1. These results highlighted the primary importance of geographical origin to the volatile composition and perceived aroma of Lugana and Verdicchio wines.
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Longo R, Pearson W, Merry A, Solomon M, Nicolotti L, Westmore H, Dambergs R, Kerslake F. Preliminary Study of Australian Pinot Noir Wines by Colour and Volatile Analyses, and the Pivot© Profile Method Using Wine Professionals. Foods 2020; 9:foods9091142. [PMID: 32825204 PMCID: PMC7555393 DOI: 10.3390/foods9091142] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Revised: 08/13/2020] [Accepted: 08/17/2020] [Indexed: 01/26/2023] Open
Abstract
The aim of this preliminary study was to identify potential colour components, volatile and sensory attributes that could discriminate Pinot noir wines from five Australian winegrowing regions (Adelaide Hills, Yarra Valley, Mornington Peninsula, Northern and Southern Tasmania). The sensory analysis consisted of the Pivot© Profile method that was performed by wine professionals. A headspace solid-phase microextraction-gas chromatography-mass spectrometry method was used to quantify multiple volatile compounds, while the Modified Somers method was used for colour characterisation. Analysis of data suggested ethyl decanoate, ethyl 2-methylpropanoate, ethyl 2-methylbutanoate, in addition to decanoic acid as important contributors to the discrimination between regions. Similarly, wine hue, chemical age indices, total anthocyanin, and (%) non-bleachable pigment also discriminated wines between regions. The sensory analysis showed that wines from Mornington Peninsula were associated with the ‘red fruits’ aroma, ‘acidic’, and ‘astringency’ palate descriptors, while those from Adelaide Hills were associated with the ‘brown’ colour attribute. This study indicates regionality is a strong driver of aroma typicity of wine.
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Affiliation(s)
- Rocco Longo
- Horticulture Centre, Tasmanian Institute of Agriculture, University of Tasmania, Launceston-Prospect, Tasmania 7249, Australia; (A.M.); (H.W.); (R.D.); (F.K.)
- Correspondence:
| | - Wes Pearson
- National Wine and Grape Industry Centre, Charles Sturt University, Wagga Wagga, New South Wales 2650, Australia;
- The Australian Wine Research Institute, Adelaide, South Australia 5064, Australia; (M.S.); (L.N.)
| | - Angela Merry
- Horticulture Centre, Tasmanian Institute of Agriculture, University of Tasmania, Launceston-Prospect, Tasmania 7249, Australia; (A.M.); (H.W.); (R.D.); (F.K.)
| | - Mark Solomon
- The Australian Wine Research Institute, Adelaide, South Australia 5064, Australia; (M.S.); (L.N.)
| | - Luca Nicolotti
- The Australian Wine Research Institute, Adelaide, South Australia 5064, Australia; (M.S.); (L.N.)
- Metabolomics South Australia, Adelaide, South Australia 5064, Australia
| | - Hanna Westmore
- Horticulture Centre, Tasmanian Institute of Agriculture, University of Tasmania, Launceston-Prospect, Tasmania 7249, Australia; (A.M.); (H.W.); (R.D.); (F.K.)
| | - Robert Dambergs
- Horticulture Centre, Tasmanian Institute of Agriculture, University of Tasmania, Launceston-Prospect, Tasmania 7249, Australia; (A.M.); (H.W.); (R.D.); (F.K.)
- National Wine and Grape Industry Centre, Charles Sturt University, Wagga Wagga, New South Wales 2650, Australia;
- WineTQ, Monash, South Australia 5342, Australia
| | - Fiona Kerslake
- Horticulture Centre, Tasmanian Institute of Agriculture, University of Tasmania, Launceston-Prospect, Tasmania 7249, Australia; (A.M.); (H.W.); (R.D.); (F.K.)
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10
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Cantu A, Lafontaine S, Frias I, Sokolowsky M, Yeh A, Lestringant P, Hjelmeland A, Byer S, Heymann H, Runnebaum RC. Investigating the impact of regionality on the sensorial and chemical aging characteristics of Pinot noir grown throughout the U.S. West coast. Food Chem 2020; 337:127720. [PMID: 32777572 DOI: 10.1016/j.foodchem.2020.127720] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2020] [Revised: 07/27/2020] [Accepted: 07/28/2020] [Indexed: 01/06/2023]
Abstract
The sensorial and chemical differences among Pinot noir wines from different vineyard locations were investigated. Grapes of a single Pinot noir clone were grown on twelve different vineyard sites along the U.S. West Coast. Wines from a single vintage (2015) were made using a standardized protocol and equipment. Sensorial (i.e. aroma, taste, and mouthfeel) and chemical (i.e. polyphenolic and volatile) differences were observed among these wines at two aging time points (8- and 20- months). Vineyard location (i.e. latitude and longitude) was one of the main factors describing the major differences between the wines, while other details (i.e. soil type (60 cm), rootstock age, soil pH, rootstock type, and vines/acres) were possibly important for defining unique aging characteristics of certain vineyards. Overall, single clone Pinot noir grapes grown in different regions but made under standardized winemaking produced wines with unique chemical and sensorial profiles, which generally persisted throughout aging.
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Affiliation(s)
- Annegret Cantu
- Department of Viticulture and Enology, University of California, One Shields Avenue, Davis, CA 95616, USA
| | - Scott Lafontaine
- Department of Viticulture and Enology, University of California, One Shields Avenue, Davis, CA 95616, USA
| | - Isadora Frias
- Department of Viticulture and Enology, University of California, One Shields Avenue, Davis, CA 95616, USA
| | - Martina Sokolowsky
- Department of Viticulture and Enology, University of California, One Shields Avenue, Davis, CA 95616, USA; Department of Chemical Engineering, University of California, One Shields Avenue, Davis, CA 95616, USA
| | - Alex Yeh
- Department of Viticulture and Enology, University of California, One Shields Avenue, Davis, CA 95616, USA
| | - Pauline Lestringant
- Department of Viticulture and Enology, University of California, One Shields Avenue, Davis, CA 95616, USA
| | - Anna Hjelmeland
- Department of Viticulture and Enology, University of California, One Shields Avenue, Davis, CA 95616, USA
| | - Shelby Byer
- Department of Viticulture and Enology, University of California, One Shields Avenue, Davis, CA 95616, USA
| | - Hildegarde Heymann
- Department of Viticulture and Enology, University of California, One Shields Avenue, Davis, CA 95616, USA.
| | - Ron C Runnebaum
- Department of Viticulture and Enology, University of California, One Shields Avenue, Davis, CA 95616, USA; Department of Chemical Engineering, University of California, One Shields Avenue, Davis, CA 95616, USA.
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11
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Ledormand P, Desmasures N, Dalmasso M. Phage community involvement in fermented beverages: an open door to technological advances? Crit Rev Food Sci Nutr 2020; 61:2911-2920. [PMID: 32649837 DOI: 10.1080/10408398.2020.1790497] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Bacteriophages (phages) are considered the most abundant biological entities on Earth. An increasing interest in understanding phage communities, also called viromes or phageomes, has arisen over the past decade especially thanks to the development and the accessibility of Next Generation Sequencing techniques. Despite the increasing amount of available metagenomic data on microbial communities in various habitats, viromes remain poorly described in the scientific literature particularly when it comes to fermented food and beverages such as wine and cider. In this review, a particular attention is paid to the current knowledge on phage communities, with a special focus on fermented food viromes and the methodological tools available to undertake their study. There is a striking lack of available data on the fermented foods and beverages viromes. As far as we know, and although a number of phages have been isolated from wine, no general study has to date been carried out to assess the diversity of viromes in fermented beverages and their possible interactions with microbiota throughout the fermentation process. With the aim of establishing connections between the currently used technologies to carry out the analysis of viromes, possible applications of current knowledge to fermented beverages are examined.
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12
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Longo R, Carew A, Sawyer S, Kemp B, Kerslake F. A review on the aroma composition of Vitis vinifera L. Pinot noir wines: origins and influencing factors. Crit Rev Food Sci Nutr 2020; 61:1589-1604. [PMID: 32401040 DOI: 10.1080/10408398.2020.1762535] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
Vitis vinifera L. Pinot noir still wines are some of the most popular and expensive red wines in the world. Several research articles are reported in literature concerning the impacts of viticultural and enological practices, and vineyard location, on Pinot noir still wine aroma. This review summarizes the previous and latest literature pertaining to volatile compounds including esters, higher alcohols and C13-norisoprenoids, and their effect on Pinot noir wine perceived aroma. Their origin and behavior are discussed, as well as their role in regional differentiation. The first part of this review paper presents an overview of volatile compounds that are usually found in Pinot noir still wines at concentrations higher than their odor detection threshold. The second part deals with studies pertaining to human inputs that impact on Pinot noir wine aroma profile such as viticulture and winemaking interventions. The role of the vineyard site is also revised. This review concludes by considering what further opportunities are available to researchers in this field for greater control over Pinot noir wine quality outcomes.
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Affiliation(s)
- Rocco Longo
- Horticulture Centre, Tasmanian Institute of Agriculture, University of Tasmania, Prospect, Tasmania, Australia
| | - Anna Carew
- Horticulture Centre, Tasmanian Institute of Agriculture, University of Tasmania, Prospect, Tasmania, Australia
| | - Samantha Sawyer
- Horticulture Centre, Tasmanian Institute of Agriculture, University of Tasmania, Prospect, Tasmania, Australia
| | - Belinda Kemp
- Cool Climate Oenology and Viticulture Institute (CCOVI), Brock University, St. Catharines, Ontario, Canada
| | - Fiona Kerslake
- Horticulture Centre, Tasmanian Institute of Agriculture, University of Tasmania, Prospect, Tasmania, Australia
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13
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Wang N, Chen S, Zhou Z. Age-dependent characterization of volatile organic compounds and age discrimination in Chinese rice wine using an untargeted GC/MS-based metabolomic approach. Food Chem 2020; 325:126900. [PMID: 32387958 DOI: 10.1016/j.foodchem.2020.126900] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2019] [Revised: 03/08/2020] [Accepted: 04/22/2020] [Indexed: 12/11/2022]
Abstract
An untargeted gas chromatography/mass spectrometry (GC/MS)-based metabolomics by XCMS-Online software combined with partial least squares regression (PLSR) was applied to characterize volatile organic compounds (VOCs) during Chinese rice wine aging and discriminate ages for the first time. Finally, seven different ages between 0 and 15 years were well discriminated by PLSR. Total 104 feature groups were isolated from all optimized candidate peaks, and 94 VOCs (including unknowns) were preliminarily identified as aging markers. Therein, alcohols, sulfides, phenols and their derivatives, small esters and acids exhibited significantly better discrimination of short-aged rice wines. Correspondingly, furans, aromatics, aldehydes, ketones, most esters and acids, discriminated the long-aged samples better. Meanwhile, the potential origins of certain VOCs were also proposed for further research. Overall, this untargeted GC/MS-based metabolomics coupled with PLSR was a feasible tool for a rapidly and globally age-dependent characterization of volatile metabolomic signals in Chinese rice wine and thus for age discrimination.
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Affiliation(s)
- Na Wang
- State Key Laboratory of Food Science & Technology, Key Laboratory of Industrial Biotechnology of Ministry of Education & School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Shuang Chen
- State Key Laboratory of Food Science & Technology, Key Laboratory of Industrial Biotechnology of Ministry of Education & School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 214122, China.
| | - Zhemin Zhou
- State Key Laboratory of Food Science & Technology, Key Laboratory of Industrial Biotechnology of Ministry of Education & School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 214122, China.
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14
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Adadi P, Barakova NV, Krivoshapkina EF. Scientific approaches to improving artisan methods of producing local food condiments in Ghana. Food Control 2019. [DOI: 10.1016/j.foodcont.2019.06.008] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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15
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Hart RS, Jolly NP, Ndimba BK. Characterisation of hybrid yeasts for the production of varietal Sauvignon blanc wine – A review. J Microbiol Methods 2019; 165:105699. [DOI: 10.1016/j.mimet.2019.105699] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2019] [Revised: 08/15/2019] [Accepted: 08/21/2019] [Indexed: 10/26/2022]
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16
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Pinu FR, Tumanov S, Grose C, Raw V, Albright A, Stuart L, Villas-Boas SG, Martin D, Harker R, Greven M. Juice Index: an integrated Sauvignon blanc grape and wine metabolomics database shows mainly seasonal differences. Metabolomics 2019; 15:3. [PMID: 30830411 DOI: 10.1007/s11306-018-1469-y] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2018] [Accepted: 12/22/2018] [Indexed: 12/11/2022]
Abstract
INTRODUCTION Although Sauvignon Blanc (SB) grapes are cultivated widely throughout New Zealand, wines from the Marlborough region are most famous for their typical varietal combination of tropical and vegetal aromas. These wines differ in composition from season to season as well as among locations within the region, which makes the continual production of good quality wines challenging. Here, we developed a unique database of New Zealand SB grape juices and wines to develop tools to help winemakers to make blending decisions and assist in the development of new wine styles. METHODS About 400 juices were collected from different regions in New Zealand over three harvest seasons (2011-2013), which were then fermented under controlled conditions using a commercial yeast strain Saccharomyces cerevisiae EC1118. Comprehensive metabolite profiling of these juices and wines by gas chromatography-mass spectrometry (GC-MS) was combined with their detailed oenological parameters and associated meteorological data. RESULTS These combined metabolomics data clearly demonstrate that seasonal variation is more prominent than regional difference in both SB grape juices and wines, despite almost universal use of vineyard irrigation to mitigate seasonal rainfall and evapotranspiration differences, Additionally, we identified a group of juice metabolites that play central roles behind these variations, which may represent chemical signatures for juice and wine quality assessment. CONCLUSION This database is the first of its kind in the world to be available for the wider scientific community and offers potential as a predictive tool for wine quality and innovation when combined with mathematical modelling.
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Affiliation(s)
- Farhana R Pinu
- Viticulture and Oenology Group, The New Zealand Institute for Plant and Food Research Ltd, Blenheim, New Zealand.
| | - Sergey Tumanov
- School of Biological Sciences, The University of Auckland, Auckland, New Zealand
- Victor Chang Cardiac Research Institute, Lowy Packer Building, 405 Liverpool Street, Darlinghurst, NSW, 2010, Australia
| | - Claire Grose
- Viticulture and Oenology Group, The New Zealand Institute for Plant and Food Research Ltd, Blenheim, New Zealand
| | - Victoria Raw
- Viticulture and Oenology Group, The New Zealand Institute for Plant and Food Research Ltd, Blenheim, New Zealand
| | - Abby Albright
- Viticulture and Oenology Group, The New Zealand Institute for Plant and Food Research Ltd, Blenheim, New Zealand
| | - Lily Stuart
- Viticulture and Oenology Group, The New Zealand Institute for Plant and Food Research Ltd, Blenheim, New Zealand
| | - Silas G Villas-Boas
- School of Biological Sciences, The University of Auckland, Auckland, New Zealand
| | - Damian Martin
- Viticulture and Oenology Group, The New Zealand Institute for Plant and Food Research Ltd, Blenheim, New Zealand
| | - Roger Harker
- Food Innovation, The New Zealand Institute for Plant and Food Research Ltd, Auckland, New Zealand
| | - Marc Greven
- Viticulture and Oenology Group, The New Zealand Institute for Plant and Food Research Ltd, Blenheim, New Zealand
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17
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A novel approach to assess the quality and authenticity of Scotch Whisky based on gas chromatography coupled to high resolution mass spectrometry. Anal Chim Acta 2018; 1042:60-70. [DOI: 10.1016/j.aca.2018.09.017] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2018] [Revised: 08/14/2018] [Accepted: 09/08/2018] [Indexed: 11/20/2022]
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18
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Unravelling wine volatile evolution during Shiraz grape ripening by untargeted HS-SPME-GC × GC-TOFMS. Food Chem 2018; 277:753-765. [PMID: 30502213 DOI: 10.1016/j.foodchem.2018.10.135] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2018] [Revised: 09/20/2018] [Accepted: 10/29/2018] [Indexed: 11/22/2022]
Abstract
The influence of grape maturity on wine volatome was investigated using HS-SPME-GC × GC-TOFMS. Shiraz wines were made from grapes harvested from four different vineyards from two berry maturity levels. A total of 1276 putative compounds were detected in at least one of the wine samples and 175 showed significant trends related to grape maturity. The first two dimensions of the Principal component analysis accounted for 57% of the variation and separated the samples according to the harvest date. Wines from the first harvest date were characterised by an abundance of lipoxygenase derived compounds, norisoprenoids and sulfur-containing compounds whereas a significant increase in some acetate esters was observed in wines produced from the more mature grapes. This study demonstrated a common evolution of grape volatiles for Shiraz inside the same mesoclimate. During the late ripening stage of the grape, a direct nexus between sugar concentration and wine volatile evolution was not observed.
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19
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Discrimination of Juice Press Fractions for Sparkling Base Wines by a UV-Vis Spectral Phenolic Fingerprint and Chemometrics. BEVERAGES 2018. [DOI: 10.3390/beverages4020045] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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20
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Khakimov B, Christiansen LD, Heins A, Sørensen KM, Schöller C, Clausen A, Skov T, Gernaey KV, Engelsen SB. Untargeted GC‐MS Metabolomics Reveals Changes in the Metabolite Dynamics of Industrial Scale Batch Fermentations of
Streptoccoccus thermophilus
Broth. Biotechnol J 2017; 12. [DOI: 10.1002/biot.201700400] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2017] [Revised: 08/14/2017] [Indexed: 12/31/2022]
Affiliation(s)
- Bekzod Khakimov
- Faculty of ScienceDepartment of Food ScienceUniversity of Copenhagen1958 Frederiksberg CDenmark
| | | | - Anna‐Lena Heins
- Department of Chemical and Biochemical EngineeringTechnical University of DenmarkBuilding 2292800 Kongens LyngbyDenmark
| | - Klavs M. Sørensen
- Faculty of ScienceDepartment of Food ScienceUniversity of Copenhagen1958 Frederiksberg CDenmark
| | | | | | - Thomas Skov
- Faculty of ScienceDepartment of Food ScienceUniversity of Copenhagen1958 Frederiksberg CDenmark
| | - Krist V. Gernaey
- Department of Chemical and Biochemical EngineeringTechnical University of DenmarkBuilding 2292800 Kongens LyngbyDenmark
| | - Søren B. Engelsen
- Faculty of ScienceDepartment of Food ScienceUniversity of Copenhagen1958 Frederiksberg CDenmark
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21
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Fujimura Y, Miura D, Tachibana H. A Phytochemical-Sensing Strategy Based on Mass Spectrometry Imaging and Metabolic Profiling for Understanding the Functionality of the Medicinal Herb Green Tea. Molecules 2017; 22:molecules22101621. [PMID: 28953237 PMCID: PMC6151411 DOI: 10.3390/molecules22101621] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2017] [Revised: 09/25/2017] [Accepted: 09/25/2017] [Indexed: 11/25/2022] Open
Abstract
Low-molecular-weight phytochemicals have health benefits and reduce the risk of diseases, but the mechanisms underlying their activities have remained elusive because of the lack of a methodology that can easily visualize the exact behavior of such small molecules. Recently, we developed an in situ label-free imaging technique, called mass spectrometry imaging, for visualizing spatially-resolved biotransformations based on simultaneous mapping of the major bioactive green tea polyphenol and its phase II metabolites. In addition, we established a mass spectrometry-based metabolic profiling technique capable of evaluating the bioactivities of diverse green tea extracts, which contain multiple phytochemicals, by focusing on their compositional balances. This methodology allowed us to simultaneously evaluate the relative contributions of the multiple compounds present in a multicomponent system to its bioactivity. This review highlights small molecule-sensing techniques for visualizing the complex behaviors of herbal components and linking such information to an enhanced understanding of the functionalities of multicomponent medicinal herbs.
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Affiliation(s)
- Yoshinori Fujimura
- Division of Applied Biological Chemistry, Department of Bioscience and Biotechnology, Faculty of Agriculture, Kyushu University, 6-10-1 Hakozaki, Higashi-ku, Fukuoka 812-8581, Japan.
| | - Daisuke Miura
- Division of Applied Biological Chemistry, Department of Bioscience and Biotechnology, Faculty of Agriculture, Kyushu University, 6-10-1 Hakozaki, Higashi-ku, Fukuoka 812-8581, Japan.
| | - Hirofumi Tachibana
- Division of Applied Biological Chemistry, Department of Bioscience and Biotechnology, Faculty of Agriculture, Kyushu University, 6-10-1 Hakozaki, Higashi-ku, Fukuoka 812-8581, Japan.
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22
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Schueuermann C, Bremer P, Silcock P. PTR-MS volatile profiling of Pinot Noir wines for the investigation of differences based on vineyard site. JOURNAL OF MASS SPECTROMETRY : JMS 2017; 52:625-631. [PMID: 28598532 DOI: 10.1002/jms.3956] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/17/2017] [Revised: 05/25/2017] [Accepted: 06/04/2017] [Indexed: 06/07/2023]
Abstract
This study investigated the effect of vineyard site on the volatile profiles of Pinot Noir wines using proton-transfer reaction mass spectrometry with prior headspace dilution. The ANOVA and PCA enabled discrimination of wine based on vineyard site. Sample separation was due to differences in the ratios of a mixture of compounds, including higher alcohols, ethyl, and acetate esters. Proton-transfer reaction mass spectrometry appears to be a useful technique for rapidly discriminating wines based on vineyard site. The similarities and differences expressed in the wines' volatile profiles may help winemakers to reveal the potential of individual vineyard sites to produce wines of certain character. Copyright © 2017 John Wiley & Sons, Ltd.
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Affiliation(s)
- C Schueuermann
- Department of Food Science, University of Otago, PO Box 56, Dunedin, 9054, New Zealand
- National Wine and Grape Industry Centre, School of Agricultural and Wine Sciences, Charles Sturt University, Locked Bag 588, Wagga Wagga, New South Wales, 2678, Australia
| | - P Bremer
- Department of Food Science, University of Otago, PO Box 56, Dunedin, 9054, New Zealand
| | - P Silcock
- Department of Food Science, University of Otago, PO Box 56, Dunedin, 9054, New Zealand
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23
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Khakimov B, Mongi RJ, Sørensen KM, Ndabikunze BK, Chove BE, Engelsen SB. A comprehensive and comparative GC-MS metabolomics study of non-volatiles in Tanzanian grown mango, pineapple, jackfruit, baobab and tamarind fruits. Food Chem 2016; 213:691-699. [PMID: 27451236 DOI: 10.1016/j.foodchem.2016.07.005] [Citation(s) in RCA: 43] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2015] [Revised: 06/25/2016] [Accepted: 07/03/2016] [Indexed: 02/06/2023]
Abstract
Tropical fruits contribute significantly to the total fruit intake worldwide. However, their metabolomes have not yet been investigated comprehensively, as most previous studies revealed only volatile and bulk compositions. This study compares non-volatile metabolites of five fruits grown in Tanzania. A new methodology is developed for broad-spectrum GC-MS metabolomics in fruits using a new derivatization and a two dimensional peak deconvolution techniques. A total of 92 peaks were detected from fruits of which 45 were identified. Jackfruits contained the highest amount of carbohydrates, while baobab contained the highest amount of fatty acids. The highest content of organic acids was detected in tamarind. Principal component analysis revealed insights into metabolic differences and similarities, while hierarchical cluster analysis correctly grouped the fruits according to their relationships in plants' phylogenetic tree. The developed methodology could potentially be applied in large-scale studies on fruit quality, authenticity/variety, optimization of post-harvest processing and storage.
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Affiliation(s)
- Bekzod Khakimov
- Department of Food Science, University of Copenhagen, Rolighedsvej 26, 1958 Frederiksberg C, Denmark.
| | - Richard J Mongi
- Department of Food Science, University of Copenhagen, Rolighedsvej 26, 1958 Frederiksberg C, Denmark; Department of Food Technology, Nutrition and Consumer Sciences, Sokoine University of Agriculture, P.O Box 3006, Morogoro, Tanzania
| | - Klavs M Sørensen
- Department of Food Science, University of Copenhagen, Rolighedsvej 26, 1958 Frederiksberg C, Denmark
| | - Bernadette K Ndabikunze
- Department of Food Technology, Nutrition and Consumer Sciences, Sokoine University of Agriculture, P.O Box 3006, Morogoro, Tanzania
| | - Bernard E Chove
- Department of Food Technology, Nutrition and Consumer Sciences, Sokoine University of Agriculture, P.O Box 3006, Morogoro, Tanzania
| | - Søren Balling Engelsen
- Department of Food Science, University of Copenhagen, Rolighedsvej 26, 1958 Frederiksberg C, Denmark
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24
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Han S, Zhang W, Li P, Li X, Liu J, Xu B, Luo D. Characterization of Aromatic Liquor by Gas Chromatography and Principal Component Analysis. ANAL LETT 2016. [DOI: 10.1080/00032719.2016.1196365] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Affiliation(s)
- Sihai Han
- College of Food and Bioengineering, Henan University of Science and Technology, Luoyang, China
| | - Weiwei Zhang
- College of Food and Bioengineering, Henan University of Science and Technology, Luoyang, China
| | - Peiyan Li
- College of Food and Bioengineering, Henan University of Science and Technology, Luoyang, China
| | - Xuan Li
- College of Food and Bioengineering, Henan University of Science and Technology, Luoyang, China
| | - Jianxue Liu
- College of Food and Bioengineering, Henan University of Science and Technology, Luoyang, China
| | - Baocheng Xu
- College of Food and Bioengineering, Henan University of Science and Technology, Luoyang, China
| | - Denglin Luo
- College of Food and Bioengineering, Henan University of Science and Technology, Luoyang, China
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