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Villar A, Merino S, Boto RA, Aizpurua J, Garcia A, Azkune M, Zubia J. Sulfites detection by surface-enhanced Raman spectroscopy: A feasibility study. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2023; 300:122899. [PMID: 37262972 DOI: 10.1016/j.saa.2023.122899] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 05/05/2023] [Accepted: 05/17/2023] [Indexed: 06/03/2023]
Abstract
The exhaustive control required for the correct wine production needs of many chemical analysis throughout the process. The most extended investigations for wine production control are focused on the quantification of total and free SO2. Most methods described in the literature have an adequate detection limit, but they usually lack reproducibility and require a previous sample treatment for the extraction of the SO2 from the wine-matrix. In this context, Surface-Enhanced Raman Spectroscopy (SERS) can be a promising technique for free SO2 determination without the need for any sample pre-processing. This work describes a proof of concept of a new methodology based on SERS and supported by Density Functional Theory (DFT) calculations to identify the active vibrational modes of the key molecules that contribute to the concentration of free SO2 in solution. Theoretical predictions and experimental outcomes are brought together to chemometrics to get a simple and real-time free SO2 monitoring. This general procedure could pave the way towards an implementation of a portable SERS detection module for in-field measurements.
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Affiliation(s)
- Alberto Villar
- Surface Chemistry Unit, Tekniker, Basque Research and Technology Alliance (BRTA), C/Iñaki Goenaga 5, 20600 Eibar, Spain.
| | - Santos Merino
- Surface Chemistry Unit, Tekniker, Basque Research and Technology Alliance (BRTA), C/Iñaki Goenaga 5, 20600 Eibar, Spain; Departamento de Electricidad y Electrónica Universidad del País Vasco, UPV/EHU, Leioa 48940, Spain
| | - Roberto A Boto
- Theory of Nanophotonics Group, Materials Physics Center (CSIC-UPV/EHU), Donostia-San Sebastián, Spain; Donostia International Physics Center, Paseo Manuel Lardizabal 5, 200018 Donostia-San Sebastian, Spain
| | - Javier Aizpurua
- Theory of Nanophotonics Group, Materials Physics Center (CSIC-UPV/EHU), Donostia-San Sebastián, Spain; Donostia International Physics Center, Paseo Manuel Lardizabal 5, 200018 Donostia-San Sebastian, Spain
| | - Aitzol Garcia
- Theory of Nanophotonics Group, Materials Physics Center (CSIC-UPV/EHU), Donostia-San Sebastián, Spain; Donostia International Physics Center, Paseo Manuel Lardizabal 5, 200018 Donostia-San Sebastian, Spain
| | - Mikel Azkune
- Department of Electronic Technology, Engineering School of Bilbao, University of the Basque Country (UPV/EHU), Torres Quevedo 1, E-48013 Bilbao, Spain
| | - Joseba Zubia
- Department of Communications Engineering, Engineering School of Bilbao, University of the Basque Country (UPV/EHU), Plaza Ingeniero Torres Quevedo, 1, E-48013 Bilbao, Spain
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2
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Vaitiekūnaitė D, Dodoo D, Snitka V. Traceability of bilberries (Vaccinium myrtillus L.) of the Baltic-Nordic region using surface-enhanced Raman spectroscopy (SERS): DFT simulation-based DNA analysis. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2023; 288:122192. [PMID: 36493623 DOI: 10.1016/j.saa.2022.122192] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 11/25/2022] [Accepted: 11/25/2022] [Indexed: 06/17/2023]
Abstract
Food traceability is a major issue in the industry. We investigated whether bilberries (Vaccinium myrtillus L.) from 4 different locations within the Baltic-Nordic region could be effectively differentiated using surface-enhanced Raman scattering (SERS) based spectral data and chemometric analyses. Furthermore, we aimed to determine if nucleobase (adenine and cytosine) methylation could be responsible for any observed variation. Our experiment was successful in that both principal component (PCA) and discriminant function analyses (DFA) showed differentiation between bilberry DNA from all 4 geographical regions. Density functional theory (DFT) based simulations allowed us to analyze whether DNA's spectral data dissimilarities may be due to nucleobase methylation. Although results were inconclusive on this, our investigation provides valuable data on simulated versus experimental DNA and DNA component spectra. Further research will be directed towards understanding what other epigenetic changes could be responsible for the observed DNA variation as well as determining the optimal parameters for using DFT simulations in upcoming projects.
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Affiliation(s)
- Dorotėja Vaitiekūnaitė
- Lithuanian Research Centre for Agriculture and Forestry, Laboratory of Forest Plant Biotechnology Institute of Forestry, Liepu st. 1, LT-53101 Girionys, Lithuania.
| | - Daniel Dodoo
- Department of Chemical Engineering, The University of Melbourne, Parkville, Melbourne, Victoria 3010, Australia.
| | - Valentinas Snitka
- Research Center for Microsystems and Nanotechnology, Kaunas University of Technology, Studentu str. 65, LT-51369 Kaunas, Lithuania.
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Recent Developments in Surface-Enhanced Raman Spectroscopy and Its Application in Food Analysis: Alcoholic Beverages as an Example. Foods 2022; 11:foods11142165. [PMID: 35885407 PMCID: PMC9316878 DOI: 10.3390/foods11142165] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Revised: 07/07/2022] [Accepted: 07/11/2022] [Indexed: 01/27/2023] Open
Abstract
Surface-enhanced Raman spectroscopy (SERS) is an emerging technology that combines Raman spectroscopy and nanotechnology with great potential. This technology can accurately characterize molecular adsorption behavior and molecular structure. Moreover, it can provide rapid and sensitive detection of molecules and trace substances. In practical application, SERS has the advantages of portability, no need for sample pretreatment, rapid analysis, high sensitivity, and ‘fingerprint’ recognition. Thus, it has great potential in food safety detection. Alcoholic beverages have a long history of production in the world. Currently, a variety of popular products have been developed. With the continuous development of the alcoholic beverage industry, simple, on-site, and sensitive detection methods are necessary. In this paper, the basic principle, development history, and research progress of SERS are summarized. In view of the chemical composition, the beneficial and toxic components of alcoholic beverages and the practical application of SERS in alcoholic beverage analysis are reviewed. The feasibility and future development of SERS are also summarized and prospected. This review provides data and reference for the future development of SERS technology and its application in food analysis.
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Ranaweera RKR, Capone DL, Bastian SEP, Cozzolino D, Jeffery DW. A Review of Wine Authentication Using Spectroscopic Approaches in Combination with Chemometrics. Molecules 2021; 26:molecules26144334. [PMID: 34299609 PMCID: PMC8307441 DOI: 10.3390/molecules26144334] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Revised: 07/12/2021] [Accepted: 07/14/2021] [Indexed: 11/25/2022] Open
Abstract
In a global context where trading of wines involves considerable economic value, the requirement to guarantee wine authenticity can never be underestimated. With the ever-increasing advancements in analytical platforms, research into spectroscopic methods is thriving as they offer a powerful tool for rapid wine authentication. In particular, spectroscopic techniques have been identified as a user-friendly and economical alternative to traditional analyses involving more complex instrumentation that may not readily be deployable in an industry setting. Chemometrics plays an indispensable role in the interpretation and modelling of spectral data and is frequently used in conjunction with spectroscopy for sample classification. Considering the variety of available techniques under the banner of spectroscopy, this review aims to provide an update on the most popular spectroscopic approaches and chemometric data analysis procedures that are applicable to wine authentication.
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Affiliation(s)
- Ranaweera K. R. Ranaweera
- Department of Wine Science and Waite Research Institute, The University of Adelaide, PMB 1, Glen Osmond, SA 5064, Australia; (R.K.R.R.); (D.L.C.); (S.E.P.B.)
| | - Dimitra L. Capone
- Department of Wine Science and Waite Research Institute, The University of Adelaide, PMB 1, Glen Osmond, SA 5064, Australia; (R.K.R.R.); (D.L.C.); (S.E.P.B.)
- Australian Research Council Training Centre for Innovative Wine Production, The University of Adelaide, PMB 1, Glen Osmond, SA 5064, Australia
| | - Susan E. P. Bastian
- Department of Wine Science and Waite Research Institute, The University of Adelaide, PMB 1, Glen Osmond, SA 5064, Australia; (R.K.R.R.); (D.L.C.); (S.E.P.B.)
- Australian Research Council Training Centre for Innovative Wine Production, The University of Adelaide, PMB 1, Glen Osmond, SA 5064, Australia
| | - Daniel Cozzolino
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), The University of Queensland, Hartley Teakle Building, Brisbane, QLD 4072, Australia;
| | - David W. Jeffery
- Department of Wine Science and Waite Research Institute, The University of Adelaide, PMB 1, Glen Osmond, SA 5064, Australia; (R.K.R.R.); (D.L.C.); (S.E.P.B.)
- Australian Research Council Training Centre for Innovative Wine Production, The University of Adelaide, PMB 1, Glen Osmond, SA 5064, Australia
- Correspondence: ; Tel.: +61-8-8313-6649
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Barros HEA, Natarelli CVL, Abreu DJM, Oliveira ALM, Lago RC, Dias LLDC, Carvalho EEN, Bilal M, Ruiz HA, Franco M, Vilas Boas EVDB. Application of chemometric tools in the development of food bars based on cocoa shell, soy flour and green banana flour. Int J Food Sci Technol 2021. [DOI: 10.1111/ijfs.15127] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
| | - Caio Vinicius Lima Natarelli
- Graduate Program in Materials Science and Engineering Federal University of São Carlos São Carlos São Paulo 13565‐905 Brazil
| | | | | | | | | | | | - Muhammad Bilal
- School of Life Science and Food Engineering Huaiyin Institute of Technology Huaian 223003 China
| | - Héctor A. Ruiz
- Food Research Department Faculty of Chemistry Sciences Autonomous University of Coahuila Saltillo Coahuila 25280 Mexico
| | - Marcelo Franco
- Department of Exact Sciences and Technology State University of Santa Cruz Ilhéus Bahia 45662‐900 Brazil
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Anti-fungal activity of moso bamboo (Phyllostachys pubescens) leaf extract and its development into a botanical fungicide to control pepper phytophthora blight. Sci Rep 2021; 11:4146. [PMID: 33603051 PMCID: PMC7892876 DOI: 10.1038/s41598-021-83598-y] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Accepted: 02/02/2021] [Indexed: 11/23/2022] Open
Abstract
Moso bamboo (Phyllostachys pubescens, Gramineae) is a well-known medicinal and edible plant found in China with various bioactivities, but few systematic studies address the utilization of its anti-fungal activity. The extract of moso bamboo leaf showed good anti-fungal activity to Phytophthora capsici, Fusarium graminearum, Valsa mali Miyabe et Yamada, Botryosphaeria dothidea, Venturia nashicola, and Botrytis cinerea Pers, with inhibitory rate of 100.00%, 75.12%, 60.66%, 57.24%, 44.62%, and 30.16%, respectively. Anti-fungal activity was different by the difference of samples picking time and location. The extract showed good synergistic effects with carbendazim at the ratios of 9:1 and 15:1 (extract : carbendazim), and the co-toxicity coefficients were 124.4 and 139.95. Compound 2 was isolated and identified as the main active component, with the EC50 value of 11.02 mg L−1. Then, the extract was formulated as a 10% emulsion in water, which was stable and had no acute toxic effects. Moreover, a field trial about this formulation was assayed to control pepper phytophthora blight, with the control effect of 85.60%. These data provided a better understanding of the anti-fungal activity and relevant active component of moso bamboo leaf extract. Taken together, our findings illustrated that bamboo leaf extract could be developed and utilized as a botanical fungicide or fungicide adjuvant.
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Ríos-Reina R, Camiña JM, Callejón RM, Azcarate SM. Spectralprint techniques for wine and vinegar characterization, authentication and quality control: Advances and projections. Trends Analyt Chem 2021. [DOI: 10.1016/j.trac.2020.116121] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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Merkytė V, Longo E, Windisch G, Boselli E. Phenolic Compounds as Markers of Wine Quality and Authenticity. Foods 2020; 9:E1785. [PMID: 33271877 PMCID: PMC7760515 DOI: 10.3390/foods9121785] [Citation(s) in RCA: 44] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2020] [Revised: 11/23/2020] [Accepted: 11/28/2020] [Indexed: 12/15/2022] Open
Abstract
Targeted and untargeted determinations are being currently applied to different classes of natural phenolics to develop an integrated approach aimed at ensuring compliance to regulatory prescriptions related to specific quality parameters of wine production. The regulations are particularly severe for wine and include various aspects of the viticulture practices and winemaking techniques. Nevertheless, the use of phenolic profiles for quality control is still fragmented and incomplete, even if they are a promising tool for quality evaluation. Only a few methods have been already validated and widely applied, and an integrated approach is in fact still missing because of the complex dependence of the chemical profile of wine on many viticultural and enological factors, which have not been clarified yet. For example, there is a lack of studies about the phenolic composition in relation to the wine authenticity of white and especially rosé wines. This review is a bibliographic account on the approaches based on phenolic species that have been developed for the evaluation of wine quality and frauds, from the grape varieties (of V. vinifera and non vinifera), to the geographical origin, the vintage year, the winemaking process, and wine aging. Future perspectives on the role of phenolic compounds in different wine quality aspects, which should be still exploited, are also outlined.
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Affiliation(s)
- Vakarė Merkytė
- Faculty of Science and Technology, Free University of Bozen-Bolzano, Piazza Università 5, 39100 Bozen-Bolzano, Italy; (V.M.); (G.W.); (E.B.)
- Oenolab, NOI Techpark South Tyrol, Via A. Volta 13B, 39100 Bozen-Bolzano, Italy
| | - Edoardo Longo
- Faculty of Science and Technology, Free University of Bozen-Bolzano, Piazza Università 5, 39100 Bozen-Bolzano, Italy; (V.M.); (G.W.); (E.B.)
- Oenolab, NOI Techpark South Tyrol, Via A. Volta 13B, 39100 Bozen-Bolzano, Italy
| | - Giulia Windisch
- Faculty of Science and Technology, Free University of Bozen-Bolzano, Piazza Università 5, 39100 Bozen-Bolzano, Italy; (V.M.); (G.W.); (E.B.)
- Oenolab, NOI Techpark South Tyrol, Via A. Volta 13B, 39100 Bozen-Bolzano, Italy
| | - Emanuele Boselli
- Faculty of Science and Technology, Free University of Bozen-Bolzano, Piazza Università 5, 39100 Bozen-Bolzano, Italy; (V.M.); (G.W.); (E.B.)
- Oenolab, NOI Techpark South Tyrol, Via A. Volta 13B, 39100 Bozen-Bolzano, Italy
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9
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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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10
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Magdas DA, Cozar BI, Feher I, Guyon F, Dehelean A, Cinta Pinzaru S. Testing the limits of FT-Raman spectroscopy for wine authentication: Cultivar, geographical origin, vintage and terroir effect influence. Sci Rep 2019; 9:19954. [PMID: 31882929 PMCID: PMC6934840 DOI: 10.1038/s41598-019-56467-y] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2019] [Accepted: 12/11/2019] [Indexed: 12/02/2022] Open
Abstract
FT-Raman spectroscopy represents an environmentally friendly technique, suitable for the analysis of high-water content food matrices, like wines, due to its relatively weak water bending mode in the fingerprint region. Based on metabolomics applied to FT-Raman spectra, this study presents the classifications achieved for a sample set comprising 126 wines, originated from Romania and France, with respect to cultivar, geographical origin and vintage. Cultivar recognition was successfully performed among four varieties (Sauvignon, Riesling, Chardonnay, Pinot Gris) while subtle particularities exiting between the Chardonnay wines, coming from the two countries, because of terroir influences were pointed out. The obtained separations of 100% in both initial and cross-validation procedure for geographical differentiation between the two origin countries, as well as, among the three Romanian areas (Transylvania, Muntenia and Moldova) were also discussed. Apart of this, the limitations and the importance of choosing a meaningful data set, in terms of representativity for each classification criterion, are addressed in the present work.
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Affiliation(s)
- Dana Alina Magdas
- National Institute for Research and Development of Isotopic and Molecular Technologies, 67-103 Donat Str., 400293, Cluj-Napoca, Romania.
| | - Bogdan Ionut Cozar
- National Institute for Research and Development of Isotopic and Molecular Technologies, 67-103 Donat Str., 400293, Cluj-Napoca, Romania
| | - Ioana Feher
- National Institute for Research and Development of Isotopic and Molecular Technologies, 67-103 Donat Str., 400293, Cluj-Napoca, Romania
| | - Francois Guyon
- Service Commun des Laboratoires, 3 Avenue du Dr. Albert Schweitzer, 33608, Pessac, France
| | - Adriana Dehelean
- National Institute for Research and Development of Isotopic and Molecular Technologies, 67-103 Donat Str., 400293, Cluj-Napoca, Romania
| | - Simona Cinta Pinzaru
- Babes-Bolyai University, Biomolecular Physics Department, Kogalniceanu 1, RO-400084, Cluj-Napoca, Romania
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Suciu RC, Zarbo L, Guyon F, Magdas DA. Application of fluorescence spectroscopy using classical right angle technique in white wines classification. Sci Rep 2019; 9:18250. [PMID: 31796794 PMCID: PMC6890751 DOI: 10.1038/s41598-019-54697-8] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2019] [Accepted: 11/14/2019] [Indexed: 11/08/2022] Open
Abstract
The potential of excitation - emission matrices (EEM) measurements using classical right angle technique, in conjunction with chemometrics, was prospected for white wine classification with respect to their cultivar and geographical origin. For this purpose, wines belonging to four cultivars (Chardonnay, Pinot Gris, Riesling and Sauvignon) from two different countries (Romania and France) were investigated. The excitation - emission matrices were statistically processed using parallel factor analysis (PARAFAC). According to Soft Independent Modeling Classification Analogy (SIMCA) model, for cultivar differentiation, only 3 out of 107 wine samples (1 Pinot Gris (Romania); 1 Riesling (Romania) and 1 Sauvignon (France)) were misclassified while for geographical origin assessment, only 2 wines (1 Romania and 1 France) were misclassified. This study demonstrates the potential of excitation - emission fluorescence matrices spectroscopy using the classical right angle technique in wine authentication, without sample dilution.
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Affiliation(s)
- Ramona-Crina Suciu
- National Institute for R&D of Isotopic and Molecular Technologies, P.O. Box 700, 400293, Cluj-Napoca, Romania
| | - Liviu Zarbo
- National Institute for R&D of Isotopic and Molecular Technologies, P.O. Box 700, 400293, Cluj-Napoca, Romania
| | - Francois Guyon
- Service Commun des Laboratoires, 3 avenue du Dr. Albert Schweitzer, 33608, Pessac, France
| | - Dana Alina Magdas
- National Institute for R&D of Isotopic and Molecular Technologies, P.O. Box 700, 400293, Cluj-Napoca, Romania.
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12
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A DFT Approach to the Surface-Enhanced Raman Scattering of 4-Cyanopyridine Adsorbed on Silver Nanoparticles. NANOMATERIALS 2019; 9:nano9091211. [PMID: 31466241 PMCID: PMC6780094 DOI: 10.3390/nano9091211] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/24/2019] [Revised: 08/19/2019] [Accepted: 08/25/2019] [Indexed: 12/27/2022]
Abstract
A Surface-Enhanced Raman Scattering (SERS) spectrum of 4-cyanopyridine (4CNPy) was recorded on silver plasmonic nanoparticles and analyzed by using Density Functional Theory (DFT) calculations. Two simple molecular models of the metal–4CNPy surface complex with a single silver cation or with a neutral dimer (Ag+–4CNPy, Ag2–4CNPy), linked through the two possible interacting sites of 4CNPy (aromatic nitrogen, N, and nitrile group, CN), were considered. The calculated vibrational wavenumbers and intensities of the adsorbate and the isolated species are compared with the experimental Raman and SERS results. The analysis of the DFT predictions and the experimental data indicates that 4CNPy adsorbs preferentially on neutral/charged active sites of the silver nanoparticles through the nitrogen atom of the aromatic ring with a perpendicular orientation.
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Magdas DA, Pirnau A, Feher I, Guyon F, Cozar BI. Alternative approach of applying 1H NMR in conjunction with chemometrics for wine classification. Lebensm Wiss Technol 2019. [DOI: 10.1016/j.lwt.2019.04.054] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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Zanuttin F, Gurian E, Ignat I, Fornasaro S, Calabretti A, Bigot G, Bonifacio A. Characterization of white wines from north-eastern Italy with surface-enhanced Raman spectroscopy. Talanta 2019; 203:99-105. [PMID: 31202356 DOI: 10.1016/j.talanta.2019.05.024] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2019] [Revised: 04/29/2019] [Accepted: 05/03/2019] [Indexed: 12/12/2022]
Abstract
In the present study, label-free SERS spectroscopy is applied as a useful analytical technique for white wine characterization. 180 samples of three white wines varieties from northeastern Italy, Sauvignon Blanc, Ribolla Gialla and Friulano, collected from three different Italian producers from 2016 vintage, have been analyzed using Ag citrate-reduced colloids and a portable Raman instrument with a 785 nm laser. A PCA of SERS spectra showed that discrimination between wines and wineries is possible. Main spectral differences are due to adenine, carboxylic acids and glutathione, with their ratio changing among different wine types and producers. A robust version of the Soft Independent Modelling of Class Analogy (SIMCA) method was used to model the class space of each wine and to perform the classification among the different categories, yielding overall efficiencies between 87 and 93%. These results are extremely encouraging and open the way to the application of this SERS protocol as a wine identification assay.
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Affiliation(s)
| | - Elisa Gurian
- Raman Spectroscopy Laboratory, Department of Engineering and Architecture, University of Trieste, Via Valerio 6a, Trieste, TS, 34127, Italy
| | - Ioana Ignat
- Department of Chemical and Pharmaceutical Science, University of Trieste, Via A Valerio 6, Trieste, TS, 34127, Italy
| | - Stefano Fornasaro
- Raman Spectroscopy Laboratory, Department of Engineering and Architecture, University of Trieste, Via Valerio 6a, Trieste, TS, 34127, Italy
| | - Antonella Calabretti
- Department of Chemical and Pharmaceutical Science, University of Trieste, Via A Valerio 6, Trieste, TS, 34127, Italy
| | - Giovanni Bigot
- Perleuve Srl, Via Isonzo 25/1, Cormòns, GO, 34071, Italy
| | - Alois Bonifacio
- Raman Spectroscopy Laboratory, Department of Engineering and Architecture, University of Trieste, Via Valerio 6a, Trieste, TS, 34127, Italy.
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