1
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Kang J, Yeo J. Critical overview of mass spectrometry-based lipidomics approach for evaluating lipid oxidation in foods. Food Sci Biotechnol 2025; 34:837-849. [PMID: 39974859 PMCID: PMC11833014 DOI: 10.1007/s10068-024-01726-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2024] [Revised: 09/17/2024] [Accepted: 09/30/2024] [Indexed: 02/21/2025] Open
Abstract
Mass spectrometry-based lipidomics, developed through rapid advancements in instruments and techniques, provides comprehensive analyses of individual lipidomes in diverse biological systems. This contribution summarizes the limitations of classical methods for measuring lipid oxidation in foods and presents current novel technologies for evaluating lipid oxidation. Notably, this study introduces the mass spectrometry-based lipidomics approach and its utility in assessing lipid oxidation through various analytical modes, supported by numerous examples. This overview offers significant insights into the use of mass spectrometry-based lipidomics for measuring lipid oxidation in foods, proposing lipidomics analysis as a promising method to address the limitations of classical approaches.
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Affiliation(s)
- JaeYoon Kang
- Department of Food Science and Biotechnology of Animal Resources, Konkuk University, Seoul, 05029 Republic of Korea
| | - JuDong Yeo
- Department of Food Science and Biotechnology of Animal Resources, Konkuk University, Seoul, 05029 Republic of Korea
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2
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Cheng C, Zhou Y, Nelson HM, Ahmadullah T, Piao H, Wang Z, Guo W, Wang JG, Lai G, Zhu Z. Molecular identification of wines using in situ liquid SIMS and PCA analysis. Front Chem 2023; 11:1124229. [PMID: 36923690 PMCID: PMC10008862 DOI: 10.3389/fchem.2023.1124229] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Accepted: 02/10/2023] [Indexed: 03/01/2023] Open
Abstract
Composition analysis in wine is gaining increasing attention because it can provide information about the wine quality, source, and nutrition. In this work, in situ liquid secondary ion mass spectrometry (SIMS) was applied to 14 representative wines, including six wines manufactured by a manufacturer in Washington State, United States, four Cabernet Sauvignon wines, and four Chardonnay wines from other different manufacturers and locations. In situ liquid SIMS has the unique advantage of simultaneously examining both organic and inorganic compositions from liquid samples. Principal component analysis (PCA) of SIMS spectra showed that red and white wines can be clearly differentiated according to their aromatic and oxygen-contained organic species. Furthermore, the identities of different wines, especially the same variety of wines, can be enforced with a combination of both organic and inorganic species. Meanwhile, in situ liquid SIMS is sample-friendly, so liquid samples can be directly analyzed without any prior sample dilution or separation. Taken together, we demonstrate the great potential of in situ liquid SIMS in applications related to the molecular investigation of various liquid samples in food science.
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Affiliation(s)
- Cuixia Cheng
- Hubei Key Laboratory of Pollutant Analysis and Reuse Technology, College of Chemistry and Chemical Engineering, Hubei Normal University, Huangshi, Hubei, China.,Environmental Molecular Science Laboratory, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Yadong Zhou
- Environmental Molecular Science Laboratory, Pacific Northwest National Laboratory, Richland, WA, United States.,Key Laboratory of Geographic Information Science of the Ministry of Education, School of Geographic Sciences, East China Normal University, Shanghai, China
| | - Holden M Nelson
- Environmental Molecular Science Laboratory, Pacific Northwest National Laboratory, Richland, WA, United States.,Department of Chemical and Physical Sciences, Westfield State University, Westfield, MA, United States
| | - Tasneem Ahmadullah
- Environmental Molecular Science Laboratory, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Hailan Piao
- Wine Science Center, Washington State University, Richland, WA, United States
| | - Zhaoying Wang
- Center for Imaging and Systems Biology, Minzu University of China, Beijing, China
| | - Wenxiao Guo
- Environmental Molecular Science Laboratory, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Jun-Gang Wang
- Environmental Molecular Science Laboratory, Pacific Northwest National Laboratory, Richland, WA, United States.,School of Chemical and Environmental Engineering, Shanghai Institute of Technology, Shanghai, China
| | - Guosong Lai
- Hubei Key Laboratory of Pollutant Analysis and Reuse Technology, College of Chemistry and Chemical Engineering, Hubei Normal University, Huangshi, Hubei, China
| | - Zihua Zhu
- Environmental Molecular Science Laboratory, Pacific Northwest National Laboratory, Richland, WA, United States
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3
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Kalogiouri NP, Samanidou VF. Liquid chromatographic methods coupled to chemometrics: a short review to present the key workflow for the investigation of wine phenolic composition as it is affected by environmental factors. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2021; 28:59150-59164. [PMID: 32577971 DOI: 10.1007/s11356-020-09681-5] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/06/2020] [Accepted: 06/10/2020] [Indexed: 06/11/2023]
Abstract
The guarantee of wine authenticity arises great concern because of its nutritional and economic importance. Phenolic fingerprints have been used as a source of chemical information for various authentication issues, including botanical and geographical origin, as well as vintage age. The local environment affects wine production and especially its phenolic metabolites. Integrated analytical methodologies combined with chemometrics can be applied in wine fingerprinting studies for the determination and establishment of phenolic markers that contain comprehensive and standardized information about the wine profile and how it can be affected by various environmental factors. This review summarizes all the recent trends in the generation of chemometric models that have been developed for treating chromatographic data and have been used for the investigation of critical wine authenticity issues, revealing phenolic markers responsible for the botanical, geographical, and vintage age classification of wines. Overall, the current review suggests that chromatographic methodologies are promising and powerful techniques that can be used for the accurate determination of phenolic compounds in difficult matrices like wine, highlighting the advantages of the applications of supervised chemometric tools over unsupervised for the construction of prediction models that have been successfully used for the classification based on their territorial and botanical origin.
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Affiliation(s)
- Natasa P Kalogiouri
- Laboratory of Analytical Chemistry, Department of Chemistry, Aristotle University of Thessaloniki, 54124, Thessaloniki, Greece.
| | - Victoria F Samanidou
- Laboratory of Analytical Chemistry, Department of Chemistry, Aristotle University of Thessaloniki, 54124, Thessaloniki, Greece
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4
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Identification of age-markers based on profiling of Baijiu volatiles over a two-year maturation period: Case study of Lu-flavor Baijiu. Lebensm Wiss Technol 2021. [DOI: 10.1016/j.lwt.2021.110913] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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5
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Gatmaitan AN, Lin JQ, Zhang J, Eberlin LS. Rapid Analysis and Authentication of Meat Using the MasSpec Pen Technology. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2021; 69:3527-3536. [PMID: 33719440 DOI: 10.1021/acs.jafc.0c07830] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Food authenticity and safety are major public concerns due to the increasing number of food fraud cases. Meat fraud is an economically motivated practice of covertly replacing one type of meat with a cheaper alternative raising health, safety, and ethical concerns for consumers. In this study, we implement the MasSpec Pen technology for rapid and direct meat analysis and authentication. The MasSpec Pen is an easy-to-use handheld device connected to a mass spectrometer that employs a solvent droplet for gentle chemical analysis of samples. Here, MasSpec Pen analysis was performed directly on several meat and fish types including grain-fed beef, grass-fed beef, venison, cod, halibut, Atlantic salmon, sockeye salmon, and steelhead trout, with a total analysis time of 15 s per sample. Statistical models developed with the Lasso method using a training set of samples yielded per-sample accuracies of 95% for the beef model, 100% for the beef versus venison model, and 84% for the multiclass fish model. Predictors of meat type selected included several molecules previously reported in the skeletal muscles of animals, including carnosine, anserine, succinic acid, xanthine, and taurine. When testing the models on independent test sets of samples, per-sample accuracies of 100% were achieved for all models, demonstrating the robustness of our method for unadulterated meat authentication. MasSpec Pen feasibility testing for classifying venison and grass-fed beef samples adulterated with grain-fed beef achieved per-sample prediction accuracies of 100% for both classifiers using test sets of samples. Altogether, the results obtained in this study provide compelling evidence that the MasSpec Pen technology is a powerful alternative analytical method for meat analysis and investigation of meat fraud.
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Affiliation(s)
- Abigail N Gatmaitan
- Department of Chemistry, The University of Texas at Austin, Austin, Texas 78712, United States
| | - John Q Lin
- Department of Chemistry, The University of Texas at Austin, Austin, Texas 78712, United States
| | - Jialing Zhang
- Department of Chemistry, The University of Texas at Austin, Austin, Texas 78712, United States
| | - Livia S Eberlin
- Department of Chemistry, The University of Texas at Austin, Austin, Texas 78712, United States
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6
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Data processing strategies for non-targeted analysis of foods using liquid chromatography/high-resolution mass spectrometry. Trends Analyt Chem 2021. [DOI: 10.1016/j.trac.2021.116188] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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7
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Viskić M, Bandić LM, Korenika AMJ, Jeromel A. NMR in the Service of Wine Differentiation. Foods 2021; 10:foods10010120. [PMID: 33429968 PMCID: PMC7827514 DOI: 10.3390/foods10010120] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Revised: 01/04/2021] [Accepted: 01/05/2021] [Indexed: 02/07/2023] Open
Abstract
NMR is a swift and highly reproducible spectrometric technique that makes it possible to obtain spectra containing a lot of information about the sample analyzed. This approach helps major components be described in complex mixtures such as wine in just one analysis. Analysis of wine metabolites is very often used to understand the impact of geographical origin or variety on wine quality. NMR is often used for tracing the geographical origin of wine. Research on NMR metabolic effects of geographical origin is of great importance as the high added value of wines results from compliance with state legislation on the protected denomination of origin (PDO) and protected geographical indication (PGI) for the administration of the appellation of wines. A review of NMR with emphasis on SNIF-NMR in the analysis of wine authenticity is given. SNIF-NMR remains a method of choice for the detection of wine chaptalization as it is the only approach which provides position-specific information on the origin of sugar in wine. However, the sample preparation step, which lacks major improvements since its conception, is strenuous and expensive, and suffers from drawbacks in terms of low sample throughput. Mainstream 1D and 2D NMR experiments provide a fast and affordable way to authenticate wine based on the geographical origin, vintage, and variety discrimination, and include a simple and non-destructive sample preparation step. With this approach, spectral data processing often represents a crucial step of the analysis. With properly performed NMR experiments good to excellent differentiation of wines from different vintages, regions, and varieties was achieved recently.
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Affiliation(s)
- Marko Viskić
- Department of Chemistry, Faculty of Agriculture, University of Zagreb, Svetosimunska 25, 10 000 Zagreb, Croatia;
| | - Luna Maslov Bandić
- Department of Chemistry, Faculty of Agriculture, University of Zagreb, Svetosimunska 25, 10 000 Zagreb, Croatia;
- Correspondence:
| | - Ana-Marija Jagatić Korenika
- Department of Viticulture and Enology, Faculty of Agriculture, University of Zagreb, Svetosimunska 25, 10 000 Zagreb, Croatia; (A.-M.J.K.); (A.J.)
| | - Ana Jeromel
- Department of Viticulture and Enology, Faculty of Agriculture, University of Zagreb, Svetosimunska 25, 10 000 Zagreb, Croatia; (A.-M.J.K.); (A.J.)
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8
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Forleo T, Zappi A, Gottardi F, Melucci D. Rapid discrimination of Italian Prosecco wines by head-space gas-chromatography basing on the volatile profile as a chemometric fingerprint. Eur Food Res Technol 2020. [DOI: 10.1007/s00217-020-03534-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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9
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Andrei V, Copolovici D, Munteanu FD, Ngounou Wetie AG, Mihai I, Darie CC, Vasilescu A. Detection of Biomedically Relevant Stilbenes from Wines by Mass Spectrometry. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2019; 1140:665-684. [PMID: 31347078 DOI: 10.1007/978-3-030-15950-4_40] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
Stilbenes represent a class of compounds with a common 1,2-diphenylethylene backbone that have shown extraordinary potential in the biomedical field. As the most well-known example, resveratrol proved to have anti-aging effects and significant potential in the fight against cardiovascular diseases and some types of cancer. Mass spectrometry is an analytical method of critical importance in all studies related to stilbenes that are important in the biomedical field. From the discovery of new natural compounds and mapping the grape metabolome up to advanced investigations of stilbenes' potential for the protection of human health in clinical studies, mass spectrometry has provided critical analytical information. In this review we focus on various approaches related to mass spectrometry for the detection of stilbenes-such as coupling with chromatographic separation methods and direct infusion-with presentation of some illustrative applications. Clearly, the potential of mass spectrometry for assisting in the discovery of new stilbenes of biomedical importance, elucidating their mechanisms of action and quantifying minute quantities in complex matrices is far from being exhausted.
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Affiliation(s)
| | - Dana Copolovici
- Faculty of Food Engineering, Tourism and Environmental Protection, "Aurel Vlaicu" University of Arad, Arad, Romania
| | - Florentina-Daniela Munteanu
- Faculty of Food Engineering, Tourism and Environmental Protection, "Aurel Vlaicu" University of Arad, Arad, Romania
| | - Armand G Ngounou Wetie
- Biochemistry & Proteomics Group, Department of Chemistry & Biomolecular Science, Clarkson University, Potsdam, NY, USA
| | - Iuliana Mihai
- International Centre of Biodynamics, Bucharest, Romania
| | - Costel C Darie
- Biochemistry & Proteomics Group, Department of Chemistry & Biomolecular Science, Clarkson University, Potsdam, NY, USA
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10
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Iwassa IJ, Santos Ribeiro MA, Meurer EC, Cardozo‐Filho L, Bolanho BC, Silva C. Effect of subcritical water processing on the extraction of compounds, composition, and functional properties of asparagus by‐product. J FOOD PROCESS ENG 2019. [DOI: 10.1111/jfpe.13060] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Affiliation(s)
- Isabela J. Iwassa
- Departamento de Engenharia QuímicaUniversidade Estadual de Maringá Maringá Paraná Brazil
| | | | - Eduardo C. Meurer
- Universidade Federal do Paraná – Campus Avançado Jandaia do Sul Jandaia do Sul Paraná Brazil
| | - Lúcio Cardozo‐Filho
- Departamento de Engenharia QuímicaUniversidade Estadual de Maringá Maringá Paraná Brazil
| | - Beatriz C. Bolanho
- Departamento de TecnologiaUniversidade Estadual de Maringá Umuarama Paraná Brazil
| | - Camila Silva
- Departamento de Engenharia QuímicaUniversidade Estadual de Maringá Maringá Paraná Brazil
- Departamento de TecnologiaUniversidade Estadual de Maringá Umuarama Paraná Brazil
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11
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Fazio A, Iacopetta D, La Torre C, Ceramella J, Muià N, Catalano A, Carocci A, Sinicropi MS. Finding solutions for agricultural wastes: antioxidant and antitumor properties of pomegranate Akko peel extracts and β-glucan recovery. Food Funct 2019; 9:6618-6631. [PMID: 30511058 DOI: 10.1039/c8fo01394b] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Pomegranate peels are the major by-products of the processing of pomegranate juice. Scientific research studies have shown that pomegranate peels are an extraordinary source of bioactive compounds, most of which can be converted into value added products. From this point of view, the present study was carried out with the aim of providing a solid basis for the use of whole pomegranate peels (Akko variety) as a source of nutraceutical compounds, such as β-glucans. Moreover, acetone (S1) and methanolic (S2) extracts, obtained in the preliminary stage of the β-glucan isolation procedure, have been tested for their antioxidant and antitumor activities. The total phenolic content and phenolic profile of S1 and S2 were determined. S1 and S2 exhibited a significant DPPH scavenging activity, with an IC50 value for S1 1.5-fold lower than that for the standard Trolox. Both S1 and S2 extracts possess in vitro ROS scavenging activity toward 3T3-L1 murine fibroblasts and Hek-293 human embryonic kidney epithelial cells and antiproliferative activity towards human breast MCF-7 and uterine HeLa cancer cells.
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Affiliation(s)
- Alessia Fazio
- Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, 87036 Rende (CS), Italy.
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12
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Wine authentication: a fingerprinting multiclass strategy to classify red varietals through profound chemometric analysis of volatiles. Eur Food Res Technol 2018. [DOI: 10.1007/s00217-018-3151-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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13
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Sotnezova KM, Samokhin AS, Revelsky IA. Use of PLS Discriminant Analysis for Revealing the Absence of a Compound in an Electron Ionization Mass Spectral Database. JOURNAL OF ANALYTICAL CHEMISTRY 2018. [DOI: 10.1134/s1061934817140143] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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14
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Fan S, Zhong Q, Gao H, Wang D, Li G, Huang Z. Elemental profile and oxygen isotope ratio (δ 18O) for verifying the geographical origin of Chinese wines. J Food Drug Anal 2018; 26:1033-1044. [PMID: 29976396 PMCID: PMC9303025 DOI: 10.1016/j.jfda.2017.12.009] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2017] [Revised: 12/13/2017] [Accepted: 12/18/2017] [Indexed: 11/17/2022] Open
Abstract
The elemental profile and oxygen isotope ratio (δ18O) of 188 wine samples collected from the Changji, Mile, and Changli regions in China were analyzed by inductively coupled plasma mass spectrometry (ICP-MS), inductively coupled plasma optical emission spectroscopy (ICP-OES) and isotope ratio mass spectrometry (IRMS), respectively. By combining the data of δ18O and the concentration data of 52 elements, the analysis of variance (ANOVA) technique was firstly applied to obtain the important descriptors for the discrimination of the three geographical origins. Ca, Al, Mg, B, Fe, K, Rb, Mn, Na, P, Co, Ga, As, Sr, and δ18O were identified as the key explanatory factors. In the second step, the key elements were employed as input variables for the subsequent partial least squares discrimination analysis (PLS-DA) and support vector machine (SVM) analyses. Then, cross validation and random data splitting (training set: test set = 70:30, %) were performed to avoid the over-fitting problem. The average correct classification rates of the PLS-DA and SVM models for the training set were both 98%, while for the test set, these values were 95%, 97%, respectively. Thus, it was suggested that the combination of oxygen isotope ratio (δ18O) and elemental profile with multi-step multivariate analysis is a promising approach for the verification of the considered three geographical origins of Chinese wines.
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Affiliation(s)
- Shuangxi Fan
- School of Chemical and Environmental Engineering, China University of Mining and Technology (Beijing), Ding No. 11, Xueyuan road, Haidian District, Beijing, 100083,
China
- China National Institute of Food and Fermentation Industries, Building 6, No. 24 Jiuxianqiao middle road, Chaoyang District, Beijing, 100015,
China
| | - Qiding Zhong
- China National Institute of Food and Fermentation Industries, Building 6, No. 24 Jiuxianqiao middle road, Chaoyang District, Beijing, 100015,
China
- Corresponding author. E-mail address: (Q. Zhong)
| | - Hongbo Gao
- China National Institute of Food and Fermentation Industries, Building 6, No. 24 Jiuxianqiao middle road, Chaoyang District, Beijing, 100015,
China
| | - Daobing Wang
- China National Institute of Food and Fermentation Industries, Building 6, No. 24 Jiuxianqiao middle road, Chaoyang District, Beijing, 100015,
China
| | - Guohui Li
- China National Institute of Food and Fermentation Industries, Building 6, No. 24 Jiuxianqiao middle road, Chaoyang District, Beijing, 100015,
China
| | - Zhanbin Huang
- School of Chemical and Environmental Engineering, China University of Mining and Technology (Beijing), Ding No. 11, Xueyuan road, Haidian District, Beijing, 100083,
China
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15
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Basalekou M, Pappas C, Tarantilis P, Kotseridis Y, Kallithraka S. Wine authentication with Fourier Transform Infrared Spectroscopy: a feasibility study on variety, type of barrel wood and ageing time classification. Int J Food Sci Technol 2017. [DOI: 10.1111/ijfs.13424] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Affiliation(s)
- Marianthi Basalekou
- Department of Food Science & Human Nutrition; Laboratory of Oenology; Agricultural University of Athens; 75 Iera Odos Athens 11855 Greece
| | - Christos Pappas
- Department of Food Science & Human Nutrition; Laboratory of General Chemistry; Agricultural University of Athens; 75 Iera Odos Athens 11855 Greece
| | - Petros Tarantilis
- Department of Food Science & Human Nutrition; Laboratory of General Chemistry; Agricultural University of Athens; 75 Iera Odos Athens 11855 Greece
| | - Yorgos Kotseridis
- Department of Food Science & Human Nutrition; Laboratory of Oenology; Agricultural University of Athens; 75 Iera Odos Athens 11855 Greece
| | - Stamatina Kallithraka
- Department of Food Science & Human Nutrition; Laboratory of Oenology; Agricultural University of Athens; 75 Iera Odos Athens 11855 Greece
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16
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Millán L, Sampedro MC, Sánchez A, Delporte C, Van Antwerpen P, Goicolea MA, Barrio RJ. Liquid chromatography-quadrupole time of flight tandem mass spectrometry-based targeted metabolomic study for varietal discrimination of grapes according to plant sterols content. J Chromatogr A 2016; 1454:67-77. [PMID: 27268521 DOI: 10.1016/j.chroma.2016.05.081] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2016] [Revised: 05/09/2016] [Accepted: 05/24/2016] [Indexed: 01/07/2023]
Abstract
Grapevine and derived products are rich in a wide range of compounds and its quality mainly depends on its metabolites, as a result of viticulture practices. Plant sterols, also called phytosterols (PS), are secondary metabolites regarded as bioactive substance present in grape berries and other plant-based food. The present study deals with a metabolomic approach focusing on phytosterols family in six varieties of Rioja grapes (Cabernet Sauvignon, Tempranillo, Graciano, Garnacha, White Garnacha and Viura), in order to find significant differences among them. Liquid chromatography- mass spectrometry with a quadrupole-time of flight mass analyzer (LC-QTOF) was used to find as many metabolites as possible in the different grape berry fractions, and using statistics to help finding significant clustering of the metabolic profile of pulp, peel and seeds in relation to the variety. The best chromatographic and detection conditions were achieved by gas phase ionization via atmospheric pressure chemical ionization (APCI) in positive mode. Furthermore, analysis with electrospray (ESI) is also needed for phytosterol derivatives confirmation. Putative compounds of interest in the analyzed samples were found by an automated compound extraction algorithm (Molecular Feature Extraction, MFE) and an initial differential expression from the data was created with the aid of commercial software. Once the data were collected, the results were filtered, aligned and normalized, and evaluating applying one-way analysis of variance (ANOVA) with a 95% significance level. For sample class prediction, partial least square-discriminant analysis (PLS-DA) is used as a supervised pattern recognition method and excellent separation among the grape varieties is shown. An overall accuracy of 93.3% (pulp samples), 100.0% (peel) or 96.7% (seeds) in discriminating between grape varieties was achieved when comparing the different fractions. In general, 7 PS derivatives were identified with ID scores higher than 84%.
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Affiliation(s)
- Laura Millán
- Department of Analytical Chemistry, Faculty of Pharmacy, University of the Basque Country UPV/EHU, E-01006 Vitoria-Gasteiz, Spain
| | - M Carmen Sampedro
- Central Service of Analysis of Alava, SGIker, University of the Basque Country, UPV/EHU, E-01006 Vitoria-Gasteiz, Spain
| | - Alicia Sánchez
- Central Service of Analysis of Alava, SGIker, University of the Basque Country, UPV/EHU, E-01006 Vitoria-Gasteiz, Spain
| | - Cédric Delporte
- Laboratory of Pharmaceutical Chemistry & Analytical Platform, Faculty of Pharmacy, Université Libre de Bruxelles (ULB), B-1050 Brussels, Belgium, Belgium
| | - Pierre Van Antwerpen
- Laboratory of Pharmaceutical Chemistry & Analytical Platform, Faculty of Pharmacy, Université Libre de Bruxelles (ULB), B-1050 Brussels, Belgium, Belgium
| | - M Aranzazu Goicolea
- Department of Analytical Chemistry, Faculty of Pharmacy, University of the Basque Country UPV/EHU, E-01006 Vitoria-Gasteiz, Spain
| | - Ramón J Barrio
- Department of Analytical Chemistry, Faculty of Pharmacy, University of the Basque Country UPV/EHU, E-01006 Vitoria-Gasteiz, Spain.
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17
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18
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Geana EI, Popescu R, Costinel D, Dinca OR, Ionete RE, Stefanescu I, Artem V, Bala C. Classification of red wines using suitable markers coupled with multivariate statistic analysis. Food Chem 2015; 192:1015-24. [PMID: 26304442 DOI: 10.1016/j.foodchem.2015.07.112] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2015] [Revised: 07/21/2015] [Accepted: 07/22/2015] [Indexed: 01/06/2023]
Abstract
Methodologies for chemometric classification of five authentic red wine varieties from Murfatlar wine center, Romania, young and aged are reported. The discriminant analysis based on several anthocyanins, organic acids, (13)C/(12)C, (18)O/(16)O and D/H isotopic ratios, (1)H and (13)C NMR fingerprints revealed a very satisfactory categorization of the wines, both in terms of variety and vintage, thus illustrating the validity of selected variables for wine authentication purposes. LDA applied to the combined data shows 85.7% classification of wines according to grape variety and 71.1% classification of wines according to vintage year, including a control wine set for each categorization, thus allowing an accurate interpretation of the data. Thereby, anthocyanins, certain anthocyanin ratios, oxalic, shikimic, lactic, citric and succinic acids, sugars like glucose, amino acids like histidine, leucine, isoleucine and alanine, and also 2,3-butanediol, methanol, glycerol and isotopic variables were significant for classification of wines.
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Affiliation(s)
- Elisabeta Irina Geana
- National R&D Institute of Cryogenics and Isotopic Technologies - ICSI Rm. Valcea, 4 Uzinei St., 240050 Rm. Valcea, Romania; Department of Analytical Chemistry, University of Bucharest, 4-12 Regina Elisabeta Blvd., 030018 Bucharest, Romania
| | - Raluca Popescu
- National R&D Institute of Cryogenics and Isotopic Technologies - ICSI Rm. Valcea, 4 Uzinei St., 240050 Rm. Valcea, Romania
| | - Diana Costinel
- National R&D Institute of Cryogenics and Isotopic Technologies - ICSI Rm. Valcea, 4 Uzinei St., 240050 Rm. Valcea, Romania
| | - Oana Romina Dinca
- National R&D Institute of Cryogenics and Isotopic Technologies - ICSI Rm. Valcea, 4 Uzinei St., 240050 Rm. Valcea, Romania
| | - Roxana Elena Ionete
- National R&D Institute of Cryogenics and Isotopic Technologies - ICSI Rm. Valcea, 4 Uzinei St., 240050 Rm. Valcea, Romania
| | - Ioan Stefanescu
- National R&D Institute of Cryogenics and Isotopic Technologies - ICSI Rm. Valcea, 4 Uzinei St., 240050 Rm. Valcea, Romania
| | - Victoria Artem
- Research Station for Viticulture and Oenology Murfatlar, Murfatlar, Romania
| | - Camelia Bala
- Department of Analytical Chemistry, University of Bucharest, 4-12 Regina Elisabeta Blvd., 030018 Bucharest, Romania; LaborQ, University of Bucharest, 4-12 Regina Elisabeta Blvd., 030018 Bucharest, Romania.
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19
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The role of direct high-resolution mass spectrometry in foodomics. Anal Bioanal Chem 2015; 407:6275-87. [DOI: 10.1007/s00216-015-8812-1] [Citation(s) in RCA: 60] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2015] [Accepted: 05/27/2015] [Indexed: 12/22/2022]
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20
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Roullier-Gall C, Witting M, Tziotis D, Ruf A, Gougeon R, Schmitt-Kopplin P. Integrating analytical resolutions in non-targeted wine metabolomics. Tetrahedron 2015. [DOI: 10.1016/j.tet.2015.02.054] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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21
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Wu Z, Li H, Long J, Xu E, Xu X, Jin Z, Jiao A. Discrimination of Chinese rice wines of different geographical origins by UV-vis spectroscopy and chemometrics. JOURNAL OF THE INSTITUTE OF BREWING 2015. [DOI: 10.1002/jib.203] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Affiliation(s)
- Zhengzong Wu
- The State Key Laboratory of Food Science and Technology, School of Food Science and Technology; Jiangnan University; 1800 Lihu Road Wuxi 214122 China
- Synergetic Innovation Centre of Food Safety and Nutrition; Jiangnan University; 1800 Lihu Road Wuxi 214122 China
| | - Hongyan Li
- The State Key Laboratory of Food Science and Technology, School of Food Science and Technology; Jiangnan University; 1800 Lihu Road Wuxi 214122 China
- Synergetic Innovation Centre of Food Safety and Nutrition; Jiangnan University; 1800 Lihu Road Wuxi 214122 China
| | - Jie Long
- The State Key Laboratory of Food Science and Technology, School of Food Science and Technology; Jiangnan University; 1800 Lihu Road Wuxi 214122 China
- Synergetic Innovation Centre of Food Safety and Nutrition; Jiangnan University; 1800 Lihu Road Wuxi 214122 China
| | - Enbo Xu
- The State Key Laboratory of Food Science and Technology, School of Food Science and Technology; Jiangnan University; 1800 Lihu Road Wuxi 214122 China
- Synergetic Innovation Centre of Food Safety and Nutrition; Jiangnan University; 1800 Lihu Road Wuxi 214122 China
| | - Xueming Xu
- Synergetic Innovation Centre of Food Safety and Nutrition; Jiangnan University; 1800 Lihu Road Wuxi 214122 China
| | - Zhengyu Jin
- The State Key Laboratory of Food Science and Technology, School of Food Science and Technology; Jiangnan University; 1800 Lihu Road Wuxi 214122 China
- Synergetic Innovation Centre of Food Safety and Nutrition; Jiangnan University; 1800 Lihu Road Wuxi 214122 China
| | - Aiquan Jiao
- The State Key Laboratory of Food Science and Technology, School of Food Science and Technology; Jiangnan University; 1800 Lihu Road Wuxi 214122 China
- Synergetic Innovation Centre of Food Safety and Nutrition; Jiangnan University; 1800 Lihu Road Wuxi 214122 China
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22
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Mattivi F, Arapitsas P, Perenzoni D, Guella G. Influence of Storage Conditions on the Composition of Red Wines. ACS SYMPOSIUM SERIES 2015. [DOI: 10.1021/bk-2015-1203.ch003] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Fulvio Mattivi
- Department of Food Quality and Nutrition, Research and Innovation Centre, Fondazione Edmund Mach, via E. Mach 1, San Michele all’Adige, Italy
- Department of Physics, University of Trento, Via Sommarive 14, Povo, Italy
| | - Panagiotis Arapitsas
- Department of Food Quality and Nutrition, Research and Innovation Centre, Fondazione Edmund Mach, via E. Mach 1, San Michele all’Adige, Italy
- Department of Physics, University of Trento, Via Sommarive 14, Povo, Italy
| | - Daniele Perenzoni
- Department of Food Quality and Nutrition, Research and Innovation Centre, Fondazione Edmund Mach, via E. Mach 1, San Michele all’Adige, Italy
- Department of Physics, University of Trento, Via Sommarive 14, Povo, Italy
| | - Graziano Guella
- Department of Food Quality and Nutrition, Research and Innovation Centre, Fondazione Edmund Mach, via E. Mach 1, San Michele all’Adige, Italy
- Department of Physics, University of Trento, Via Sommarive 14, Povo, Italy
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23
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Šelih VS, Šala M, Drgan V. Multi-element analysis of wines by ICP-MS and ICP-OES and their classification according to geographical origin in Slovenia. Food Chem 2014; 153:414-23. [DOI: 10.1016/j.foodchem.2013.12.081] [Citation(s) in RCA: 86] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2013] [Revised: 12/20/2013] [Accepted: 12/21/2013] [Indexed: 11/28/2022]
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24
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Esslinger S, Riedl J, Fauhl-Hassek C. Potential and limitations of non-targeted fingerprinting for authentication of food in official control. Food Res Int 2014. [DOI: 10.1016/j.foodres.2013.10.015] [Citation(s) in RCA: 120] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
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25
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Progress in authentication, typification and traceability of grapes and wines by chemometric approaches. Food Res Int 2014. [DOI: 10.1016/j.foodres.2014.02.007] [Citation(s) in RCA: 170] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
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26
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Roullier-Gall C, Lucio M, Noret L, Schmitt-Kopplin P, Gougeon RD. How subtle is the "terroir" effect? Chemistry-related signatures of two "climats de Bourgogne". PLoS One 2014; 9:e97615. [PMID: 24858426 PMCID: PMC4032233 DOI: 10.1371/journal.pone.0097615] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2013] [Accepted: 04/23/2014] [Indexed: 12/18/2022] Open
Abstract
The chemical composition of grape berries is influenced by various environmental conditions often considered to be representative of a “terroir”. If grapes from a given terroir are assumed to reflect this origin in their chemical compositions, the corresponding wine should also reflect it. The aim of this work was therefore to reveal the “terroir” expression within the chemodiversity of grapes and related wines, using ultrahigh-resolution mass spectrometry. Grapes and corresponding wines, from two distinct – though very proximate – terroirs of Burgundy were analyzed over three vintages (2010, 2011 and 2012). Ultrahigh-resolution mass spectrometry and ultra-high performance liquid chromatography were used as untargeted and targeted approaches to discriminate complex chemical fingerprints for vintages, classes (wines, skins or musts), and terroirs. Statistical analyses revealed that even if vintages have the most significant impact on fingerprints, the most significant terroir differences are seen in the grapes of a given vintage.
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Affiliation(s)
- Chloé Roullier-Gall
- Institut Universitaire de la vigne et du vin, Jules Guyot, UMR A 02.102 Procédés Alimentaires et Microbiologiques, Equipe Procédés Alimentaires et Physico Chimie, AgroSupDijon/Université de Bourgogne, Dijon, France
- Analytical BioGeoChemistry, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Marianna Lucio
- Analytical BioGeoChemistry, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Laurence Noret
- Institut Universitaire de la vigne et du vin, Jules Guyot, UMR A 02.102 Procédés Alimentaires et Microbiologiques, Equipe Procédés Alimentaires et Physico Chimie, AgroSupDijon/Université de Bourgogne, Dijon, France
| | - Philippe Schmitt-Kopplin
- Analytical BioGeoChemistry, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Chair of Analytical Food Chemistry, Technische Universität München, Freising-Weihenstephan, Germany
- * E-mail: (PS-K); (RDG)
| | - Régis D. Gougeon
- Institut Universitaire de la vigne et du vin, Jules Guyot, UMR A 02.102 Procédés Alimentaires et Microbiologiques, Equipe Procédés Alimentaires et Physico Chimie, AgroSupDijon/Université de Bourgogne, Dijon, France
- * E-mail: (PS-K); (RDG)
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27
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Andrei V, Wetie AGN, Mihai I, Darie CC, Vasilescu A. Detection of Biomedically Relevant Stilbenes from Wines by Mass Spectrometry. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2014; 806:361-82. [DOI: 10.1007/978-3-319-06068-2_17] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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28
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Roullier-Gall C, Boutegrabet L, Gougeon RD, Schmitt-Kopplin P. A grape and wine chemodiversity comparison of different appellations in Burgundy: vintage vs terroir effects. Food Chem 2013; 152:100-7. [PMID: 24444912 DOI: 10.1016/j.foodchem.2013.11.056] [Citation(s) in RCA: 75] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2013] [Revised: 11/07/2013] [Accepted: 11/11/2013] [Indexed: 01/14/2023]
Abstract
This study aimed at assessing the ability of high resolution Fourier Transform Ion Cyclotron Resonance - Mass Spectrometry (FTICR-MS) to differentiate grapes and corresponding wines from distinct vineyards managed by a same producer, according to complex chemical fingerprints. Grape extracts (at harvest) and corresponding wines from four different vineyards, sampled immediately after the alcoholic fermentation over three successive vintages, were analysed by FTICR-MS. Thousands of metabolites that are specific to a given vintage, or a given class (wine, skin or must) could be revealed, thus emphasising a strong vintage effect. The same wines were reanalyzed after a few years in bottle. Within the frame of this study, FTICR-MS along with multivariate statistical analyses could reveal significant terroir-discriminant families of metabolites from geographically close - though distinct - vineyards, but only after a few years of bottle ageing. It is supposed that the chemical composition of a wine holds memories of various environmental factors that have impacted its metabolic baggage at the moment of its elaboration. For the first time, such preliminary results indicate that non-targeted experiments can reveal such memories through terroir-related metabolic signatures of wines on a regional-scale that can potentially be as small as the countless "climats" of Burgundy.
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Affiliation(s)
- Chloé Roullier-Gall
- Institut Universitaire de la Vigne et du Vin, Jules Guyot, UMR A 02.102 PAM, Université de Bourgogne, Rue Claude Ladrey, BP 27877, 21078 Dijon Cedex, France; Helmholtz Zentrum Muenchen, Research unit Analytical BioGeoChemistry, Ingolstaedter Landstrasse 1, 85764 Neuherberg, Germany
| | - Lemia Boutegrabet
- Institut Universitaire de la Vigne et du Vin, Jules Guyot, UMR A 02.102 PAM, Université de Bourgogne, Rue Claude Ladrey, BP 27877, 21078 Dijon Cedex, France; Helmholtz Zentrum Muenchen, Research unit Analytical BioGeoChemistry, Ingolstaedter Landstrasse 1, 85764 Neuherberg, Germany
| | - Régis D Gougeon
- Institut Universitaire de la Vigne et du Vin, Jules Guyot, UMR A 02.102 PAM, Université de Bourgogne, Rue Claude Ladrey, BP 27877, 21078 Dijon Cedex, France.
| | - Philippe Schmitt-Kopplin
- Helmholtz Zentrum Muenchen, Research unit Analytical BioGeoChemistry, Ingolstaedter Landstrasse 1, 85764 Neuherberg, Germany; Technische Universität Muenchen, Analytical Food Chemistry, Alte Akademie 10, 85354 Freising, Germany.
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29
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Classification of Croatian wine varieties using multivariate analysis of data obtained by high resolution ICP-MS analysis. Food Res Int 2013. [DOI: 10.1016/j.foodres.2013.07.053] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
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30
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Wan Y, Pan F, Shen M. Identification of Jiangxi wines by three-dimensional fluorescence fingerprints. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2012; 96:605-610. [PMID: 22868332 DOI: 10.1016/j.saa.2012.07.030] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2012] [Revised: 07/01/2012] [Accepted: 07/09/2012] [Indexed: 06/01/2023]
Abstract
A new assay of identifying wines was developed based on fingerprints of three-dimensional fluorescence spectra, and 30 samples from different manufacturers were analyzed. The techniques of principal component analysis (PCA) and hierarchical cluster analysis (HCA) were used to differentiate and evaluate the character parameters of wines' three-dimensional fluorescence spectra. At the same time, the back-propagation network (BPN) was applied to predict the attribution of unknown samples. The results of PCA and HCA showed that there was definite different information among the wine samples from different manufacturers. It was promising that the method could be applied to distinguish wine samples produced by different manufacturers. The proposed method could provide the criterion for the quality control of wines.
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Affiliation(s)
- Yiqun Wan
- State Key Laboratory of Food Science and Technology, Nanchang University, Nanchang, Jiangxi 330047, China.
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31
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Canuto MH, Rosa CA, de Moura F, Augusti R, Siebald HGL. Distillation of fermented sugarcane juice: fractions characterized by electrospray ionization mass spectrometry and multivariate data treatment. JOURNAL OF MASS SPECTROMETRY : JMS 2012; 47:901-904. [PMID: 22791258 DOI: 10.1002/jms.3035] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
Direct infusion electrospray ionization mass spectrometry in the negative ion mode (ESI(-)-MS) was employed to discriminate among fractions arising from the distillation of fermented sugarcane juice during the production of cachaça, a typical Brazilian alcoholic beverage. Aliquots were collected in the course of distillation and their ESI(-)-MS shown to be almost indistinguishable by a simple visual inspection. However, when the ESI(-)-MS data were treated by the principal component analysis (PCA) and hierarchical clustering analysis (HCA) statistical methods, four major groups were clearly determined, the so-called head (two distinct clusters), heart and tail fractions. Furthermore, the recognition of diagnostic ions (and their respective intensities) enabled a more confident establishment of the cutoff position (i.e. the initial and final points of each fraction). In conclusion, ESI-MS, in conjunction with PCA or HCA approaches, proved to be a quite efficient method that allowed for a prompt characterization of each fraction derived from the distillation of brewed sugarcane. The results described herein can, therefore, be useful not only to optimize the production of cachaça but also to improve the quality of the final product.
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Affiliation(s)
- Marcus H Canuto
- Departamento de Ciências Básicas da Saúde, Faculdade de Ciências Biológicas e da Saúde, Universidade Federal dos Vales do Jequitinhonha e Mucuri, Diamantina, MG, Brazil
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32
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Flanigan PM, Radell LL, Brady JJ, Levis RJ. Differentiation of Eight Phenotypes and Discovery of Potential Biomarkers for a Single Plant Organ Class Using Laser Electrospray Mass Spectrometry and Multivariate Statistical Analysis. Anal Chem 2012; 84:6225-32. [DOI: 10.1021/ac3012335] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Affiliation(s)
- Paul M. Flanigan
- Department of Chemistry, Temple University, 1901 N. 13th St., Philadelphia,
Pennsylvania 19122, United States
| | - Laine L. Radell
- Department of Chemistry, Temple University, 1901 N. 13th St., Philadelphia,
Pennsylvania 19122, United States
| | - John J. Brady
- U.S. Army Research Laboratory, 2800 Powder Mill Road, Adelphi, Maryland
20783, United States
| | - Robert J. Levis
- Department of Chemistry, Temple University, 1901 N. 13th St., Philadelphia,
Pennsylvania 19122, United States
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33
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Arapitsas P, Scholz M, Vrhovsek U, Di Blasi S, Biondi Bartolini A, Masuero D, Perenzoni D, Rigo A, Mattivi F. A metabolomic approach to the study of wine micro-oxygenation. PLoS One 2012; 7:e37783. [PMID: 22662221 PMCID: PMC3360592 DOI: 10.1371/journal.pone.0037783] [Citation(s) in RCA: 52] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2011] [Accepted: 04/24/2012] [Indexed: 01/27/2023] Open
Abstract
Wine micro-oxygenation is a globally used treatment and its effects were studied here by analysing by untargeted LC-MS the wine metabolomic fingerprint. Eight different procedural variations, marked by the addition of oxygen (four levels) and iron (two levels) were applied to Sangiovese wine, before and after malolactic fermentation. Data analysis using supervised and unsupervised multivariate methods highlighted some known candidate biomarkers, together with a number of metabolites which had never previously been considered as possible biomarkers for wine micro-oxygenation. Various pigments and tannins were identified among the known candidate biomarkers. Additional new information was obtained suggesting a correlation between oxygen doses and metal contents and changes in the concentration of primary metabolites such as arginine, proline, tryptophan and raffinose, and secondary metabolites such as succinic acid and xanthine. Based on these findings, new hypotheses regarding the formation and reactivity of wine pigment during micro-oxygenation have been proposed. This experiment highlights the feasibility of using unbiased, untargeted metabolomic fingerprinting to improve our understanding of wine chemistry.
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Affiliation(s)
- Panagiotis Arapitsas
- Department of Food Quality and Nutrition, Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy
| | - Matthias Scholz
- Department of Computational Biology, Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy
| | - Urska Vrhovsek
- Department of Food Quality and Nutrition, Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy
| | | | | | - Domenico Masuero
- Department of Food Quality and Nutrition, Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy
| | - Daniele Perenzoni
- Department of Food Quality and Nutrition, Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy
| | - Adelio Rigo
- Department of Biological Chemistry, University of Padova, Padova, Italy
| | - Fulvio Mattivi
- Department of Food Quality and Nutrition, Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy
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