1
|
Degnan DJ, Claborne DM, White AM, Akers SM, Winans NM, Corilo YE, Strauch CW, Bailey VL, McCue LA, Stratton KG, Bramer LM. FREDA: A Web Application for the Processing, Analysis, and Visualization of Fourier-Transform Mass Spectrometry Data. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2025; 39:e9980. [PMID: 39740061 DOI: 10.1002/rcm.9980] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2024] [Revised: 12/12/2024] [Accepted: 12/16/2024] [Indexed: 01/02/2025]
Abstract
RATIONALE The high-resolution measurement capability of Fourier-transform mass spectrometry (FT-MS) has made it a necessity for exploring the molecular composition of complex organic mixtures, like soil, plant, aquatic, and petroleum samples. This demand has driven a need for informatics tools to explore and analyze FT-MS data in a robust and reproducible manner. METHODS FREDA is an interactive web application developed to enable spectrometrists to format, process, and explore their FT-MS data without the need for statistical programming expertise. FREDA was built to explore outputs from a molecular identification tool, like CoreMS, and provide a suite of methods to filter data, compute chemical properties of peaks, statistically compare samples and groups of samples, conduct exploratory data analysis, and download the results with a report detailing all steps conducted. RESULTS To demonstrate the utility of FREDA, an example analysis was conducted using FT-MS data from a soil microbiology study of samples collected in two different soil depths at the Sphagnum bog forest north of Grand Rapids, Minnesota. Differences between the two depths are observed using Kendrick, Gibbs free energy, and van Krevelen plots. G-tests are used to quantify a significant difference between the groups. All analyses and plotting are conducted using only the FREDA application. CONCLUSIONS FREDA is an open-source and readily available web application that allows users to explore and make statistically valid conclusions about their FT-MS data. The application is available online (https://map.emsl.pnnl.gov/app/freda) with a tutorial web series (https://youtu.be/k5HLE2kNSBY?si=yB6sGoyvzxrFf5MP) and freely accessible code on Github (https://github.com/EMSL-Computing/FREDA).
Collapse
Affiliation(s)
- David J Degnan
- Biological Sciences Division, University of Chicago, Illinois, Chicago, USA
| | - Daniel M Claborne
- AI and Data Analytics Division, Pacific Northwest National Laboratory, Richland, Washington, USA
| | - Amanda M White
- AI and Data Analytics Division, Pacific Northwest National Laboratory, Richland, Washington, USA
| | - Sarah M Akers
- AI and Data Analytics Division, Pacific Northwest National Laboratory, Richland, Washington, USA
| | - Natalie M Winans
- Biological Sciences Division, University of Chicago, Illinois, Chicago, USA
| | - Yuri E Corilo
- Environmental Molecular Sciences Division, Pacific Northwest National Laboratory, Richland, Washington, USA
| | - Clayton W Strauch
- AI and Data Analytics Division, Pacific Northwest National Laboratory, Richland, Washington, USA
| | - Vanessa L Bailey
- Biological Sciences Division, University of Chicago, Illinois, Chicago, USA
| | - Lee Ann McCue
- Biological Sciences Division, University of Chicago, Illinois, Chicago, USA
| | - Kelly G Stratton
- Biological Sciences Division, University of Chicago, Illinois, Chicago, USA
| | - Lisa M Bramer
- Biological Sciences Division, University of Chicago, Illinois, Chicago, USA
| |
Collapse
|
2
|
de Almeida CM, Dos Santos NA, Lacerda V, Ma X, Fernández FM, Romão W. Applications of MALDI mass spectrometry in forensic science. Anal Bioanal Chem 2024; 416:5255-5280. [PMID: 39160439 DOI: 10.1007/s00216-024-05470-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2024] [Revised: 07/15/2024] [Accepted: 07/25/2024] [Indexed: 08/21/2024]
Abstract
Forensic chemistry literature has grown exponentially, with many analytical techniques being used to provide valuable information to help solve criminal cases. Among them, matrix-assisted laser desorption/ionization mass spectrometry (MALDI MS), particularly MALDI MS imaging (MALDI MSI), has shown much potential in forensic applications. Due to its high specificity, MALDI MSI can analyze a wide variety of compounds in complex samples without extensive sample preparation, providing chemical profiles and spatial distributions of given analyte(s). This review introduces MALDI MS(I) to forensic scientists with a focus on its basic principles and the applications of MALDI MS(I) to the analysis of fingerprints, drugs of abuse, and their metabolites in hair, medicine samples, animal tissues, and inks in documents.
Collapse
Affiliation(s)
- Camila M de Almeida
- Laboratory of Petroleomics and Forensics, Universidade Federal Do Espírito Santo (UFES), Av. Fernando Ferrari, 514, Goiabeiras, Vitória, Espírito Santo, 29075-910, Brazil
| | - Nayara A Dos Santos
- Laboratory of Petroleomics and Forensics, Universidade Federal Do Espírito Santo (UFES), Av. Fernando Ferrari, 514, Goiabeiras, Vitória, Espírito Santo, 29075-910, Brazil
- Instituto Nacional de Ciência E Tecnologia Forense (INCT Forense), Vila Velha, Brazil
| | - Valdemar Lacerda
- Laboratory of Petroleomics and Forensics, Universidade Federal Do Espírito Santo (UFES), Av. Fernando Ferrari, 514, Goiabeiras, Vitória, Espírito Santo, 29075-910, Brazil
| | - Xin Ma
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, GA, USA
| | - Facundo M Fernández
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, GA, USA
| | - Wanderson Romão
- Laboratory of Petroleomics and Forensics, Universidade Federal Do Espírito Santo (UFES), Av. Fernando Ferrari, 514, Goiabeiras, Vitória, Espírito Santo, 29075-910, Brazil.
- Instituto Nacional de Ciência E Tecnologia Forense (INCT Forense), Vila Velha, Brazil.
- Instituto Federal Do Espírito Santo (IFES), Av. Ministro Salgado Filho, Soteco, Vila Velha, Espírito Santo, 29106-010, Brazil.
| |
Collapse
|
3
|
Towle Z, Cruickshank F, Mackay CL, Clarke DJ, Horsfall LE. Utilising Fourier transform ion cyclotron resonance mass spectrometry (FT-ICR MS) to track the oxidation of lignin by an alkaliphilic laccase. Analyst 2024; 149:2399-2411. [PMID: 38477231 PMCID: PMC11018093 DOI: 10.1039/d4an00124a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Accepted: 03/07/2024] [Indexed: 03/14/2024]
Abstract
Lignin is a complex heteroaromatic polymer which is one of the most abundant and diverse biopolymers on the planet. It comprises approximately one third of all woody plant matter, making it an attractive candidate as an alternative, renewable feedstock to petrochemicals to produce fine chemicals. However, the inherent complexity of lignin makes it difficult to analyse and characterise using common analytical techniques, proving a hindrance to the utilisation of lignin as a green chemical feedstock. Herein we outline the tracking of lignin degradation by an alkaliphilic laccase in a semi-quantitative manner using a combined chemical analysis approach using Fourier transform ion cyclotron resonance mass spectrometry (FT-ICR MS) to characterise shifts in chemical diversity and relative abundance of ions, and NMR to highlight changes in the structure of lignin. Specifically, an alkaliphilic laccase was used to degrade an industrially relevant lignin, with compounds such as syringaresinol being almost wholly removed (95%) after 24 hours of treatment. Structural analyses reinforced these findings, indicating a >50% loss of NMR signal relating to β-β linkages, of which syringaresinol is representative. Ultimately, this work underlines a combined analytical approach that can be used to gain a broader semi-quantitative understanding of the enzymatic activity of laccases within a complex, non-model mixture.
Collapse
Affiliation(s)
- Zak Towle
- Institute of Quantitative Biology, Biochemistry and Biotechnology, School of Biological Sciences, University of Edinburgh, Roger Land Building, King's Buildings, Edinburgh, EH9 3FF, UK.
| | - Faye Cruickshank
- EaStCHEM School of Chemistry, University of Edinburgh, Joseph Black Building, David Brewster Road, Edinburgh EH9 3FJ, UK.
| | - C Logan Mackay
- EaStCHEM School of Chemistry, University of Edinburgh, Joseph Black Building, David Brewster Road, Edinburgh EH9 3FJ, UK.
| | - David J Clarke
- EaStCHEM School of Chemistry, University of Edinburgh, Joseph Black Building, David Brewster Road, Edinburgh EH9 3FJ, UK.
| | - Louise E Horsfall
- Institute of Quantitative Biology, Biochemistry and Biotechnology, School of Biological Sciences, University of Edinburgh, Roger Land Building, King's Buildings, Edinburgh, EH9 3FF, UK.
| |
Collapse
|
4
|
Dou Y, Mäkinen M, Jänis J. High-Resolution Mass Spectrometry-Based Chemical Fingerprinting of Baijiu, a Traditional Chinese Liquor. ACS OMEGA 2024; 9:9443-9451. [PMID: 38434869 PMCID: PMC10905708 DOI: 10.1021/acsomega.3c08993] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/11/2023] [Revised: 01/28/2024] [Accepted: 01/31/2024] [Indexed: 03/05/2024]
Abstract
Fourier transform ion cyclotron resonance (FT-ICR) mass spectrometry, coupled with electrospray ionization (ESI) or atmospheric-pressure photoionization (APPI), was employed for chemical fingerprinting of baijiu, a traditional Chinese liquor. Baijiu is the most consumed distilled alcoholic beverage globally, with over 10 billion liters sold annually. It is a white (transparent) spirit that exhibits similarities to dark spirits such as whisky or rum in terms of aroma and mouthfeel. In this study, direct-infusion FT-ICR mass spectrometry was used to analyze 10 commercially available baijiu liquors, enabling the examination of both volatile and nonvolatile constituents without the need for tedious sample extractions or compound derivatizations. The chemical fingerprints obtained by FT-ICR MS revealed substantial compositional diversity among different baijiu liquors, reflecting variations in the raw materials and production methods. The main compounds identified included a variety of acids, esters, aldehydes, lactones, terpenes, and phenolic compounds. The use of ESI and APPI provided complementary compositional information; while ESI demonstrated greater selectivity toward polar, aliphatic sample constituents, APPI also ionized semipolar and nonpolar (aromatic) ones.
Collapse
Affiliation(s)
- Yanning Dou
- Department of Chemistry, University of Eastern Finland, P.O.
Box 111, Joensuu FI-80101, Finland
| | - Marko Mäkinen
- Department of Chemistry, University of Eastern Finland, P.O.
Box 111, Joensuu FI-80101, Finland
| | - Janne Jänis
- Department of Chemistry, University of Eastern Finland, P.O.
Box 111, Joensuu FI-80101, Finland
| |
Collapse
|
5
|
Dou Y, Mäkinen M, Jänis J. Analysis of Volatile and Nonvolatile Constituents in Gin by Direct-Infusion Ultrahigh-Resolution ESI/APPI FT-ICR Mass Spectrometry. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2023; 71:7082-7089. [PMID: 37103967 PMCID: PMC10176568 DOI: 10.1021/acs.jafc.3c00707] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
Gin is one of the most consumed distilled alcoholic spirits worldwide, with more than 400 million liters sold every year. It is most often produced through redistillation of agricultural ethanol in the presence of botanicals, most notably juniper berries, which give gin its characteristic flavor. Due to its natural ingredients, gin is a complex mixture of hundreds of volatile and nonvolatile chemical constituents. In this work, ultrahigh-resolution Fourier transform ion cyclotron resonance (FT-ICR) mass spectrometry was used for the compositional analysis of 16 commercially produced gins. Two complementary ionization methods, namely, electrospray ionization (ESI) and atmospheric-pressure photoionization (APPI), were employed to cover a wider compositional space. Each gin provided unique chemical fingerprints by ESI and APPI, which allowed semiquantitative analysis of 135 tentatively identified compounds, including terpene hydrocarbons, terpenoids, phenolics, fatty acids, aldehydes, and esters. Most of these compounds have not been previously reported in gins. While chemical fingerprints were rather similar between most products, some products contained unique compounds due to their special natural ingredients or the production methods applied. For instance, a barrel-matured gin contained a high content of syringaldehyde and sinapaldehyde, which are typical phenolic aldehydes originated from oak wood. In addition, the relative abundance of vanillin, vanillic acid, gallic acid, coniferyl aldehyde, and syringaldehyde was clearly higher than in the other gin samples. Ultrahigh-resolution FT-ICR MS serves as a powerful tool for direct chemical fingerprinting of gin or any other distilled spirit, which can be used for rapid product quality screening, product optimization, or possible counterfeit product discovery.
Collapse
Affiliation(s)
- Yanning Dou
- Department of Chemistry, University of Eastern Finland, P.O. Box 111, FI-80101 Joensuu, Finland
| | - Marko Mäkinen
- Department of Chemistry, University of Eastern Finland, P.O. Box 111, FI-80101 Joensuu, Finland
| | - Janne Jänis
- Department of Chemistry, University of Eastern Finland, P.O. Box 111, FI-80101 Joensuu, Finland
| |
Collapse
|
6
|
Ge J, Qi Y, Yao W, Yuan D, Hu Q, Ma C, Volmer DA, Liu CQ. Identification of Trace Components in Sauce-Flavor Baijiu by High-Resolution Mass Spectrometry. Molecules 2023; 28:molecules28031273. [PMID: 36770938 PMCID: PMC9920578 DOI: 10.3390/molecules28031273] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2022] [Revised: 01/20/2023] [Accepted: 01/25/2023] [Indexed: 01/31/2023] Open
Abstract
Sauce-flavor Baijiu is one of the most complex and typical types of traditional Chinese liquor, whose trace components have an important impact on its taste and quality. Fourier transform ion cyclotron resonance mass spectrometry (FT-ICR MS) is one of the most favorable analytical tools to reveal trace molecular components in complex samples. This study analyzed the chemical diversity of several representative sauce-flavor Baijiu using the combination of electrospray ionization (ESI) and FT-ICR MS. The results showed that ESI+ and ESI- exhibited different chemical features characteristic of trace components. Overall, sauce-flavor Baijiu was dominated by CHO class compounds, and the main specific compound types were aliphatic, highly unsaturated with low oxygen, and peptide-like compounds. The mass spectral parameters resolved by FT-ICR MS of several well-known brands were relatively similar, whereas the greatest variability was observed from an internally supplied brand. This study provides a new perspective on the mass spectrometry characteristics of trace components of sauce-flavor Baijiu and offers a theoretical foundation for further optimization of the gradients in Baijiu.
Collapse
Affiliation(s)
- Jinfeng Ge
- Institute of Surface-Earth System Science, School of Earth System Science, Tianjin University, Tianjin 300072, China
| | - Yulin Qi
- Institute of Surface-Earth System Science, School of Earth System Science, Tianjin University, Tianjin 300072, China
- Tianjin Key Laboratory of Earth Critical Zone Science and Sustainable Development in Bohai Rim, Tianjin University, Tianjin 300072, China
- Correspondence:
| | - Wenrui Yao
- Institute of Surface-Earth System Science, School of Earth System Science, Tianjin University, Tianjin 300072, China
| | - Daohe Yuan
- Institute of Surface-Earth System Science, School of Earth System Science, Tianjin University, Tianjin 300072, China
| | - Qiaozhuan Hu
- Institute of Surface-Earth System Science, School of Earth System Science, Tianjin University, Tianjin 300072, China
| | - Chao Ma
- Institute of Surface-Earth System Science, School of Earth System Science, Tianjin University, Tianjin 300072, China
| | - Dietrich A. Volmer
- Department of Chemistry, Humboldt-Universität zu Berlin, 12489 Berlin, Germany
| | - Cong-Qiang Liu
- Institute of Surface-Earth System Science, School of Earth System Science, Tianjin University, Tianjin 300072, China
- Tianjin Key Laboratory of Earth Critical Zone Science and Sustainable Development in Bohai Rim, Tianjin University, Tianjin 300072, China
| |
Collapse
|
7
|
Gajek M, Pawlaczyk A, Maćkiewicz E, Albińska J, Wysocki P, Jóźwik K, Szynkowska-Jóźwik MI. Assessment of the Authenticity of Whisky Samples Based on the Multi-Elemental and Multivariate Analysis. Foods 2022; 11:foods11182810. [PMID: 36140938 PMCID: PMC9498178 DOI: 10.3390/foods11182810] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2022] [Revised: 08/25/2022] [Accepted: 08/29/2022] [Indexed: 11/16/2022] Open
Abstract
Two hundred and five samples of whisky, including 170 authentic and 35 fake products, were analyzed in terms of their elemental profiles in order to distinguish them according to the parameter of their authenticity. The study of 31 elements (Ag, Al, B, Ba, Be, Bi, Cd, Co, Cr, Cu, Li, Mn, Mo, Ni, Pb, Sb, Sn, Sr, Te, Tl, U, V, Ca, Fe, K, Mg, P, S, Ti and Zn) was performed using the Inductively Coupled Plasma Mass Spectrometry (ICP-MS), Inductively Coupled Plasma Optical Emission Spectrometry (ICP-OES) and Cold Vapor-Atomic Absorption (CVAAS) techniques. Additionally, the pH values of all samples were determined by pH-meter, and their isotopic ratios of 88Sr/86Sr, 84Sr/86Sr, 87Sr/86Sr and 63Cu/65Cu were assessed, based on the number of counts by ICP-MS. As a result of conducted research, elements, such as Mn, K, P and S, were identified as markers of whisky adulteration related to the age of alcohol. The concentrations of manganese, potassium and phosphorus were significantly lower in the fake samples (which were not aged, or the aging period was much shorter than legally required), compared to the original samples (in all cases subjected to the aging process). The observed differences were related to the migration of these elements from wooden barrels to the alcohol contained in them. On the other hand, the sulfur concentration in the processed samples was much higher in the counterfeit samples than in the authentic ones. The total sulfur content, such as that of alkyl sulfides, decreases in alcohol with aging in the barrels. Furthermore, counterfeit samples can be of variable origin and composition, so they cannot be characterized as one group with identical or comparable features. Repeatedly, the element of randomness dominates in the production of these kinds of alcohols. However, as indicated in this work, the extensive elemental analysis supported by statistical tools can be helpful, especially in the context of detecting age-related adulteration of whisky. The results presented in this paper are the final part of a comprehensive study on the influence of selected factors on the elemental composition of whisky.
Collapse
Affiliation(s)
- Magdalena Gajek
- Faculty of Chemistry, Institute of General and Ecological Chemistry, Lodz University of Technology, Zeromskiego 116, 90-924 Lodz, Poland
- Correspondence: ; Tel.: +48-42-631-30-95
| | - Aleksandra Pawlaczyk
- Faculty of Chemistry, Institute of General and Ecological Chemistry, Lodz University of Technology, Zeromskiego 116, 90-924 Lodz, Poland
| | - Elżbieta Maćkiewicz
- Faculty of Chemistry, Institute of General and Ecological Chemistry, Lodz University of Technology, Zeromskiego 116, 90-924 Lodz, Poland
| | - Jadwiga Albińska
- Faculty of Chemistry, Institute of General and Ecological Chemistry, Lodz University of Technology, Zeromskiego 116, 90-924 Lodz, Poland
| | - Piotr Wysocki
- Faculty of Chemistry, Institute of General and Ecological Chemistry, Lodz University of Technology, Zeromskiego 116, 90-924 Lodz, Poland
| | - Krzysztof Jóźwik
- Faculty of Mechanical Engineering, Institute of Turbomachinery, Lodz University of Technology, Wolczanska 219/223, 90-924 Lodz, Poland
| | - Małgorzata Iwona Szynkowska-Jóźwik
- Faculty of Chemistry, Institute of General and Ecological Chemistry, Lodz University of Technology, Zeromskiego 116, 90-924 Lodz, Poland
| |
Collapse
|
8
|
Qi Y, Fu P, Volmer DA. Analysis of natural organic matter via fourier transform ion cyclotron resonance mass spectrometry: an overview of recent non-petroleum applications. MASS SPECTROMETRY REVIEWS 2022; 41:647-661. [PMID: 32412674 DOI: 10.1002/mas.21634] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/17/2019] [Accepted: 11/22/2019] [Indexed: 06/11/2023]
Abstract
Among the different techniques for mass analysis, ultra-high-resolution Fourier transform ion cyclotron resonance (FTICR) is the method of choice for highly complex samples, as it offers unrivaled mass accuracy and resolving power, combined with a high degree of flexibility in hybrid instruments as well as for ion activation techniques. FTICR instruments are readily embraced by the biological and biomedical research communities and applied over a wide range of applications for the analysis of biomolecules such as carbohydrates, lipids, nucleic acids, and proteins. In the field of natural organic matter (NOM) analysis, petroleum-related studies currently dominate FTICR-MS applications. Recently, however, there is a growing interest in developing high-performance MS methods for the characterization of NOM samples from natural aquatic and terrestrial environments. Here, we present an overview of FTICR-MS techniques for complex, non-petroleum NOM samples, including data analysis and novel tandem mass spectrometry (MS/MS) methods for structural classifications. © 2020 The Authors. Mass Spectrometry Reviews published by John Wiley & Sons Ltd.
Collapse
Affiliation(s)
- Yulin Qi
- Institute of Surface-Earth System Science, Tianjin University, Tianjin, China
- Department of Chemistry, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Pingqing Fu
- Institute of Surface-Earth System Science, Tianjin University, Tianjin, China
| | - Dietrich A Volmer
- Department of Chemistry, Humboldt-Universität zu Berlin, Berlin, Germany
| |
Collapse
|
9
|
Rezende KCA, Duarte LM, Pinheiro KMP, Cardoso TMG, Nogueira SA, Coltro WKT. Portable Analytical Platforms Associated with Chemometrics for Rapid Screening of Whisky Adulteration. FOOD ANAL METHOD 2022. [DOI: 10.1007/s12161-022-02303-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
|
10
|
Cost-Effective Foam-Based Colorimetric Sensor for Roadside Testing of Alcohol in Undiluted Saliva. CHEMOSENSORS 2021. [DOI: 10.3390/chemosensors9120334] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
A novel foam-based colorimetric alcohol sensor was developed for the detection of alcohol in saliva. Detection was based on the color change of a potassium dichromate-sulfuric acid solution absorbed by melamine foam. In the presence of alcohol, the orange colorimetric sensor changed color to brown, green and, ultimately, blue, depending on the concentration of alcohol in the sample. The response of the proposed sensor toward alcohol was linear from 0.10 to 2.5% v/v. The limit of detection was 0.03% v/v. Alcohol concentration could be determined using the naked eye in the range of 0.00 to 10% v/v. The developed alcohol sensor presented good operational accuracy (RSD = 0.30–1.90%, n = 8) and good stability for 21 days when stored at 25 °C and 75 days when stored at 4 °C. The results of alcohol detection with the developed sensor showed no significant difference from the results of spectrophotometric detection at a 95% confidence level (p > 0.05). The sensor was easy to use, small, inexpensive and portable, enabling drivers to accurately measure their own blood alcohol level and providing convenient speed in forensic applications.
Collapse
|
11
|
Thompson AM, Stratton KG, Bramer LM, Zavoshy NS, McCue LA. Fourier transform ion cyclotron resonance mass spectrometry (FT-ICR-MS) peak intensity normalization for complex mixture analyses. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2021; 35:e9068. [PMID: 33590907 DOI: 10.1002/rcm.9068] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Revised: 02/03/2021] [Accepted: 02/12/2021] [Indexed: 06/12/2023]
Abstract
RATIONALE Fourier transform ion cyclotron resonance mass spectrometry (FT-ICR-MS) is a preferred technique for analyzing complex organic mixtures. Currently, there is no consensus normalization approach, nor an objective method for selecting one, for quantitative analyses of FT-ICR-MS data. We investigate a method to evaluate and score the amount of bias various normalization approaches introduce into the data. METHODS We evaluate the ability of the Statistical Procedure for the Analysis of Normalization Strategies (SPANS) to guide the selection of appropriate normalization approaches for two different FT-ICR-MS data sets. Furthermore, we test the robustness of SPANS results to changes in SPANS parameter values and assess the impact of using various normalization approaches on downstream statistical analyses. RESULTS The normalization approach identified by SPANS differed for the two data sets. Normalization methods impacted the statistical significance of peaks differently, underscoring the importance of carefully evaluating potential methods. More consistent SPANS scores resulted when at least 120 significant peaks are used, where larger sets of peaks were obtained by increasing the p-value threshold. Interestingly, we show that total sum scaling and highest peak normalization, used in previous studies, underperformed relative to SPANS-recommended normalization approaches. CONCLUSIONS Although there is no single, best normalization method for all data sets, SPANS provides a mechanism to identify an appropriate normalization method for analyzing FT-ICR-MS data quantitatively. The number of peaks used in the background distributions of SPANS contributes more significantly to the reproducibility of results than the p-value thresholds used to obtain those peaks.
Collapse
Affiliation(s)
- Allison M Thompson
- Environmental and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, Washington, USA
| | - Kelly G Stratton
- National Security Directorate, Pacific Northwest National Laboratory, Richland, Washington, USA
| | - Lisa M Bramer
- National Security Directorate, Pacific Northwest National Laboratory, Richland, Washington, USA
| | - Nicole S Zavoshy
- National Security Directorate, Pacific Northwest National Laboratory, Richland, Washington, USA
| | - Lee Ann McCue
- Environmental and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, Washington, USA
| |
Collapse
|
12
|
Winstel D, Bahammou D, Albertin W, Waffo-Téguo P, Marchal A. Untargeted LC-HRMS profiling followed by targeted fractionation to discover new taste-active compounds in spirits. Food Chem 2021; 359:129825. [PMID: 33940473 DOI: 10.1016/j.foodchem.2021.129825] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Revised: 04/14/2021] [Accepted: 04/15/2021] [Indexed: 11/19/2022]
Abstract
Taste is a key driver of food and beverage acceptability due to its role in consumers' pleasure. The great interest that natural food and beverages now arouse lies notably in the complexity of their taste, which in turn is related to a wide range of taste-active compounds. Going beyond the classic divide between targeted and untargeted strategies, an integrative methodology to spirits was applied. Untargeted profiling of several cognac spirits was implemented by LC-HRMS to identify compounds of interest among hundreds of ions. A targeted fractionation protocol was then developed. By using HRMS and NMR, dihydrodehydrodiconiferyl alcohol was identified and described for the first time in spirits and oak wood. It was characterized as sweet at 2 mg/L in two matrices and was quantified in spirits up to 4 mg/L. These findings demonstrated how this methodology is relevant and effective to discover new taste-active compounds.
Collapse
Affiliation(s)
- Delphine Winstel
- Univ. Bordeaux, Unité de Recherche Œnologie, EA 4577, USC 1366 INRA, ISVV, 33882 Villenave d'Ornon Cedex, France.
| | - Delphine Bahammou
- Univ. Bordeaux, Unité de Recherche Œnologie, EA 4577, USC 1366 INRA, ISVV, 33882 Villenave d'Ornon Cedex, France.
| | - Warren Albertin
- Univ. Bordeaux, Unité de Recherche Œnologie, EA 4577, USC 1366 INRA, ISVV, 33882 Villenave d'Ornon Cedex, France.
| | - Pierre Waffo-Téguo
- Univ. Bordeaux, Unité de Recherche Œnologie, EA 4577, USC 1366 INRA, ISVV, 33882 Villenave d'Ornon Cedex, France.
| | - Axel Marchal
- Univ. Bordeaux, Unité de Recherche Œnologie, EA 4577, USC 1366 INRA, ISVV, 33882 Villenave d'Ornon Cedex, France.
| |
Collapse
|
13
|
He NX, Bayen S. An overview of chemical contaminants and other undesirable chemicals in alcoholic beverages and strategies for analysis. Compr Rev Food Sci Food Saf 2020; 19:3916-3950. [PMID: 33337040 DOI: 10.1111/1541-4337.12649] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Revised: 08/21/2020] [Accepted: 09/17/2020] [Indexed: 12/23/2022]
Abstract
The presence of chemical contaminant in alcoholic beverages is a widespread and notable problem with potential implications for human health. With the complexity and wide variation in the raw materials, production processes, and contact materials involved, there are a multitude of opportunities for a diverse host of undesirable compounds to make their way into the final product-some of which may currently remain unidentified and undetected. This review provides an overview of the notable contaminants (including pesticides, environmental contaminants, mycotoxins, process-induced contaminants, residues of food contact material [FCM], and illegal additives) that have been detected in alcoholic products thus far based on prior reviews and findings in the literature, and will additionally consider the potential sources for contamination, and finally discuss and identify gaps in current analytical strategies. The findings of this review highlight a need for further investigation into unwanted substances in alcoholic beverages, particularly concerning chemical migrants from FCMs, as well as a need for comprehensive nontargeted analytical techniques capable of determining unanticipated contaminants.
Collapse
Affiliation(s)
- Nancy Xiaohe He
- Department of Food Science and Agricultural Chemistry, McGill University, Sainte-Anne-de-Bellevue, Quebec, Canada
| | - Stéphane Bayen
- Department of Food Science and Agricultural Chemistry, McGill University, Sainte-Anne-de-Bellevue, Quebec, Canada
| |
Collapse
|
14
|
Maccelli A, Cesa S, Cairone F, Secci D, Menghini L, Chiavarino B, Fornarini S, Crestoni ME, Locatelli M. Metabolic profiling of different wild and cultivated Allium species based on high-resolution mass spectrometry, high-performance liquid chromatography-photodiode array detector, and color analysis. JOURNAL OF MASS SPECTROMETRY : JMS 2020; 55:e4525. [PMID: 32368854 DOI: 10.1002/jms.4525] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Revised: 03/27/2020] [Accepted: 04/06/2020] [Indexed: 06/11/2023]
Abstract
Many plants of the genus Allium are widely cultivated and consumed for their nutraceutical and health-enhancing bioactive components effective in many metabolic and infectious diseases. In particular, Allium sativum L. (garlic), the most economically important Allium species, is known to present volatile, comparatively polar sulfur-containing compounds responsible for both the typical garlic aroma and antimicrobial property. More recently, the (moderately) polar portion of garlic metabolome, rich of polyphenols and amino acids, is gaining increasing interest as a source of antioxidants and primary nutrients. In this study, we have explored the chemical diversity of eight different hydroalcoholic extracts obtained by microwave-assisted extraction of white and red crop A. sativum and wild Allium triquetrum, Allium roseum, and Allium ampeloprasum, all originating from the Mediterranean Basin. The aim is to appraise their potential dietetic and healing value through an in-depth chemical characterization and contribute to preserve and exploit natural resources. The multimethodological method applied here is based on an untargeted metabolic profiling by means of high-resolution electrospray ionization Fourier-transform ion cyclotron resonance (ESI FT-ICR) mass spectrometry. More than 850 by ESI(+) and 450 by ESI(-) putative metabolites have been annotated covering all main classes of primary and secondary metabolites, including amino acids, alkaloids, organic and fatty acids, nucleotides, vitamins, organosulfur compounds, and flavonoids. The pigment and polyphenol components have been separated and quantified by a targeted chromatographic high-performance liquid chromatography-photodiode array detector (HPLC-PDA) and CIEL*a*b* colorimetric assay, showing characteristic yellow and red components in each extract, related to a different milieu of anthocyanins and flavonoids as assigned by high-resolution mass spectrometry (MS).
Collapse
Affiliation(s)
- Alessandro Maccelli
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, P. le Aldo Moro 5, 00185, Rome, Italy
| | - Stefania Cesa
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, P. le Aldo Moro 5, 00185, Rome, Italy
| | - Francesco Cairone
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, P. le Aldo Moro 5, 00185, Rome, Italy
| | - Daniela Secci
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, P. le Aldo Moro 5, 00185, Rome, Italy
| | - Luigi Menghini
- Dipartimento di Farmacia, Università di Chieti-Pescara "G. d'Annunzio", Via dei Vestini 31, 66100, Chieti, Italy
| | - Barbara Chiavarino
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, P. le Aldo Moro 5, 00185, Rome, Italy
| | - Simonetta Fornarini
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, P. le Aldo Moro 5, 00185, Rome, Italy
| | - Maria Elisa Crestoni
- Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, P. le Aldo Moro 5, 00185, Rome, Italy
| | - Marcello Locatelli
- Dipartimento di Farmacia, Università di Chieti-Pescara "G. d'Annunzio", Via dei Vestini 31, 66100, Chieti, Italy
| |
Collapse
|
15
|
Stockwell M, Goodall I, Uhrín D. Quantification of whisky congeners by 1H NMR spectroscopy. ANALYTICAL SCIENCE ADVANCES 2020; 1:132-140. [PMID: 38715907 PMCID: PMC10989066 DOI: 10.1002/ansa.202000063] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Revised: 07/21/2020] [Accepted: 07/21/2020] [Indexed: 11/12/2022]
Abstract
Whisky is a complex mixture made up of thousands of compounds originating in different stages of its production. Analysis of whisky congeners is critical to our understanding of the manufacturing process, quality control, and the detection of counterfeit products. The current chromatographic methods have a long analysis time, can require milliliters of sample and may not detect all required compounds in a single analysis. We have demonstrated that the majority of the whisky congeners of interest can be analyzed using 1H NMR spectroscopy in a single session using 500 μL of sample with the addition of 100 μL of buffer. We addressed two issues with this application of NMR: sensitivity and complexity of spectra. The sensitivity issues were solved by using a highly sensitive 600 MHz instrument equipped with a cryoprobe. To achieve consistent quantitative analysis of overlapping signals, Chenomx software was used. This allowed successful determination of the absolute concentration of 13 of the 21 studied whisky congeners with an average relative difference from nominal concentration of 6.4% and a standard deviation of 5.0%. Some compounds such as iso-amyl acetate and n-butanol were not accurately quantifiable due to their low concentration and overlapping peaks with those of more concentrated compounds. Scopoletin, lactose, sucrose, and maltose were not detectable in whisky samples, but they were accurately quantified in model mixtures. At higher concentrations, these compounds could be accurately quantified in whisky samples. Overlap of glucose and fructose signals led to >10% deviations from nominal concentration values. The limits of quantification (LOQ) and limits of detection (LOD) for each analyte were determined, with the LOD varying between 10 and 20 μM for the major volatile congeners, 1 to 5 μM for maturation related congeners, and 10 to 30 μM for carbohydrates.
Collapse
Affiliation(s)
- Marc Stockwell
- EaStCHEM School of ChemistryJoseph Black BuildingUniversity of EdinburghEdinburghUK
| | - Ian Goodall
- The Robertson Trust BuildingResearch Avenue North, RiccartonThe Scotch Whisky Research InstituteEdinburghUK
| | - Dušan Uhrín
- EaStCHEM School of ChemistryJoseph Black BuildingUniversity of EdinburghEdinburghUK
| |
Collapse
|
16
|
Roullier-Gall C, Signoret J, Coelho C, Hemmler D, Kajdan M, Lucio M, Schäfer B, Gougeon RD, Schmitt-Kopplin P. Influence of regionality and maturation time on the chemical fingerprint of whisky. Food Chem 2020; 323:126748. [PMID: 32304953 DOI: 10.1016/j.foodchem.2020.126748] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2019] [Revised: 03/23/2020] [Accepted: 04/03/2020] [Indexed: 11/21/2022]
Abstract
Understanding the chemical composition of whisky and the impact of each step in the manufacturing process provides a basis for responding to the challenges of producing high quality spirits. In this study, the objective was to discriminate whiskies according to their geographical origin and authenticate the maturation time in cask based on the non-volatile profiles. The combination of FT-ICR-MS and chemometrics allowed the distinction of whiskies from four geographical origins in Scotland (Highlands, Lowlands, Speyside and Islay). Statistical modeling was also used to discriminate whiskies according to the maturation time in cask and reveal chemical markers associated with the ageing regardless of the origin or the production process. Interestingly, the flow of transfer of compounds from wood barrels to distillates is not constant and homogeneous over the maturation time. The largest transfer of compounds from the barrel to the whisky was observed around twelve years of maturation.
Collapse
Affiliation(s)
- Chloé Roullier-Gall
- UMR PAM Université de Bourgogne/AgroSup Dijon, Institut Universitaire de la Vigne et du Vin, Jules Guyot, Dijon, France.
| | - Julie Signoret
- UMR PAM Université de Bourgogne/AgroSup Dijon, Institut Universitaire de la Vigne et du Vin, Jules Guyot, Dijon, France
| | - Christian Coelho
- UMR PAM Université de Bourgogne/AgroSup Dijon, Institut Universitaire de la Vigne et du Vin, Jules Guyot, Dijon, France
| | - Daniel Hemmler
- Comprehensive Foodomics Platform, Chair of Analytical Food Chemistry, Technische Universität München, Freising, Germany; Research Unit Analytical BioGeoChemistry, Department of Environmental Sciences, Helmholtz Zentrum München, Neuherberg, Germany
| | - Mathieu Kajdan
- UMR PAM Université de Bourgogne/AgroSup Dijon, Institut Universitaire de la Vigne et du Vin, Jules Guyot, Dijon, France
| | - Marianna Lucio
- Research Unit Analytical BioGeoChemistry, Department of Environmental Sciences, Helmholtz Zentrum München, Neuherberg, Germany
| | | | - Régis D Gougeon
- UMR PAM Université de Bourgogne/AgroSup Dijon, Institut Universitaire de la Vigne et du Vin, Jules Guyot, Dijon, France
| | - Philippe Schmitt-Kopplin
- Comprehensive Foodomics Platform, Chair of Analytical Food Chemistry, Technische Universität München, Freising, Germany; Research Unit Analytical BioGeoChemistry, Department of Environmental Sciences, Helmholtz Zentrum München, Neuherberg, Germany.
| |
Collapse
|
17
|
Bramer LM, White AM, Stratton KG, Thompson AM, Claborne D, Hofmockel K, McCue LA. ftmsRanalysis: An R package for exploratory data analysis and interactive visualization of FT-MS data. PLoS Comput Biol 2020; 16:e1007654. [PMID: 32176690 PMCID: PMC7098629 DOI: 10.1371/journal.pcbi.1007654] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2019] [Revised: 03/26/2020] [Accepted: 01/14/2020] [Indexed: 01/02/2023] Open
Abstract
The high-resolution and mass accuracy of Fourier transform mass spectrometry (FT-MS) has made it an increasingly popular technique for discerning the composition of soil, plant and aquatic samples containing complex mixtures of proteins, carbohydrates, lipids, lignins, hydrocarbons, phytochemicals and other compounds. Thus, there is a growing demand for informatics tools to analyze FT-MS data that will aid investigators seeking to understand the availability of carbon compounds to biotic and abiotic oxidation and to compare fundamental chemical properties of complex samples across groups. We present ftmsRanalysis, an R package which provides an extensive collection of data formatting and processing, filtering, visualization, and sample and group comparison functionalities. The package provides a suite of plotting methods and enables expedient, flexible and interactive visualization of complex datasets through functions which link to a powerful and interactive visualization user interface, Trelliscope. Example analysis using FT-MS data from a soil microbiology study demonstrates the core functionality of the package and highlights the capabilities for producing interactive visualizations. High-resolution mass spectrometry instruments provide a mechanism for researchers to better understand the fundamental chemical composition of materials such as soil, plants, petroleum, and beverages. The large and complex data generated by analysis of these materials has led to a growing demand for software tools to aid researchers in processing, analyzing, and creating informative visualizations of these data. To move beyond existing software tools designed for specific purposes and visualizations of data from an individual sample, we present a software package, ftmsRanalysis, that provides researchers with a large collection of methods for streamlining the downstream processing high-resolution mass spectrometry data. ftmsRanalysis provides methods to compute useful chemical properties, filter data, define groups of samples, statistically compare sample groups, and make visualizations for many samples simultaneously. In this paper, we give an overview of ftmsRanalysis’ general structure and capabilities. We then apply ftmsRanalysis to a soil microbiology dataset and present some of the results and visualizations generated by using the software package.
Collapse
Affiliation(s)
- Lisa M. Bramer
- Computational Analytics Division, Pacific Northwest National Laboratory, Richland, Washington, United States of America
- * E-mail:
| | - Amanda M. White
- Computational Analytics Division, Pacific Northwest National Laboratory, Richland, Washington, United States of America
| | - Kelly G. Stratton
- Computational Analytics Division, Pacific Northwest National Laboratory, Richland, Washington, United States of America
| | - Allison M. Thompson
- Environmental Molecular Sciences Division, Pacific Northwest National Laboratory, Richland, Washington, United States of America
| | - Daniel Claborne
- Computational Analytics Division, Pacific Northwest National Laboratory, Richland, Washington, United States of America
| | - Kirsten Hofmockel
- Environmental Molecular Sciences Division, Pacific Northwest National Laboratory, Richland, Washington, United States of America
| | - Lee Ann McCue
- Environmental Molecular Sciences Division, Pacific Northwest National Laboratory, Richland, Washington, United States of America
| |
Collapse
|
18
|
Hayes PE, Luong JHT, Gilchrist ES, Buzid A, Glennon JD. Profiling of phenolic flavorings using core-shell reversed-phase liquid chromatography with electrochemical detection at a boron-doped diamond electrode. J Chromatogr A 2020; 1612:460649. [PMID: 31708221 DOI: 10.1016/j.chroma.2019.460649] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2019] [Revised: 10/17/2019] [Accepted: 10/22/2019] [Indexed: 11/16/2022]
Abstract
A high-performance liquid chromatography (HPLC) method equipped with a boron-doped diamond (BDD) electrode was established for the simultaneous determination of phenol, 4-ethylphenol (4-EP), guaiacol, 4-ethylguaiacol (4-EG), 4-vinylguaiacol (4-VG), eugenol, and o-, m- and p-cresol. The separation was performed on a reversed-phase HALO C18 core-shell column (3.0 × 50 mm, 2.7 µm) with a mobile phase comprising 10 mM formate, pH 3, and 15% acetonitrile (ACN) (v/v), a flow rate of 1.5 mL/min, corresponding to a total run time of 9 min. The electrochemical detection (ECD) was set at +1.5 V vs. Pd/H2 in oxidative mode. Under optimized operating conditions, good linearity was obtained for the nine phenolics with corresponding coefficients of determination (R2) above 0.998. The limits of detection (LODs, S/N = 3) were 10 nM-1 µM, with an 80-fold increase in sensitivity for guaiacol achieved with ECD over ultraviolet (UV) detection. The sensitive and selective HPLC-ECD method was successfully applied for the identification and quantification of the nine phenolics in Islay, Irish, Scotch, and Highland whiskey samples, with significantly higher concentrations of the flavorings determined in Islay whiskey.
Collapse
Affiliation(s)
- Phyllis E Hayes
- Innovative Chromatography Group, Irish Separation Science Cluster (ISSC) Ireland, School of Chemistry and the Analytical & Biological Chemistry Research Facility (ABCRF), University College Cork, Western Road, Cork, Ireland
| | - John H T Luong
- Innovative Chromatography Group, Irish Separation Science Cluster (ISSC) Ireland, School of Chemistry and the Analytical & Biological Chemistry Research Facility (ABCRF), University College Cork, Western Road, Cork, Ireland
| | - Elizabeth S Gilchrist
- Innovative Chromatography Group, Irish Separation Science Cluster (ISSC) Ireland, School of Chemistry and the Analytical & Biological Chemistry Research Facility (ABCRF), University College Cork, Western Road, Cork, Ireland
| | - Alyah Buzid
- Innovative Chromatography Group, Irish Separation Science Cluster (ISSC) Ireland, School of Chemistry and the Analytical & Biological Chemistry Research Facility (ABCRF), University College Cork, Western Road, Cork, Ireland.
| | - Jeremy D Glennon
- Innovative Chromatography Group, Irish Separation Science Cluster (ISSC) Ireland, School of Chemistry and the Analytical & Biological Chemistry Research Facility (ABCRF), University College Cork, Western Road, Cork, Ireland.
| |
Collapse
|
19
|
Kew W, Goodall I, Uhrín D. Analysis of Scotch Whisky by 1H NMR and chemometrics yields insight into its complex chemistry. Food Chem 2019; 298:125052. [DOI: 10.1016/j.foodchem.2019.125052] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2019] [Revised: 06/18/2019] [Accepted: 06/19/2019] [Indexed: 11/25/2022]
|
20
|
Smith BL, Hughes DM, Badu-Tawiah AK, Eccles R, Goodall I, Maher S. Rapid Scotch Whisky Analysis and Authentication using Desorption Atmospheric Pressure Chemical Ionisation Mass Spectrometry. Sci Rep 2019; 9:7994. [PMID: 31142757 PMCID: PMC6541643 DOI: 10.1038/s41598-019-44456-0] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2019] [Accepted: 05/13/2019] [Indexed: 01/17/2023] Open
Abstract
Whisky, as a high value product, is often adulterated, with adverse economic effects for both producers and consumers as well as potential public health impacts. Here we report the use of DAPCI-MS to analyse and chemically profile both genuine and counterfeit whisky samples employing a novel 'direct from the bottle' methodology with zero sample pre-treatment, zero solvent requirement and almost no sample usage. 25 samples have been analysed from a collection of blended Scotch whisky (n = 15) and known counterfeit whisky products (n = 10). Principal component analysis has been applied to dimensionally reduce the data and discriminate between sample groups. Additional chemometric modelling, a partial least squares regression, has correctly classified samples with 92% success rate. DAPCI-MS shows promise for simple, fast and accurate counterfeit detection with potential for generic aroma profiling and process quality monitoring applications.
Collapse
Affiliation(s)
- Barry L Smith
- Department of Electrical Engineering & Electronics, University of Liverpool, Liverpool, UK
| | - David M Hughes
- Department of Biostatistics, University of Liverpool, Liverpool, UK
| | | | - Rebecca Eccles
- The Scotch Whisky Research Institute, The Robertson Trust Building, Edinburgh, UK
| | - Ian Goodall
- The Scotch Whisky Research Institute, The Robertson Trust Building, Edinburgh, UK
| | - Simon Maher
- Department of Electrical Engineering & Electronics, University of Liverpool, Liverpool, UK.
| |
Collapse
|
21
|
Echavarri-Bravo V, Tinzl M, Kew W, Cruickshank F, Logan Mackay C, Clarke DJ, Horsfall LE. High resolution fourier transform ion cyclotron resonance mass spectrometry (FT-ICR MS) for the characterisation of enzymatic processing of commercial lignin. N Biotechnol 2019; 52:1-8. [PMID: 30922999 DOI: 10.1016/j.nbt.2019.03.001] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2018] [Revised: 03/06/2019] [Accepted: 03/23/2019] [Indexed: 10/27/2022]
Abstract
Lignin and lignin components of woody biomass have been identified as an attractive alternative to fossil fuels. However, the complex composition of this plant polymer is one of the drawbacks that limits its exploitation. Biocatalysis of lignin to produce platform chemicals has been receiving great attention as it presents a sustainable approach for lignin valorisation. Aligned with this area of research, in the present study we have applied ultra-high-resolution Fourier transform ion cyclotron resonance mass spectrometry (FT-ICR MS) to identify the preferred lignin substrates of a ligninolytic enzyme, a laccase produced by the terrestrial fungus Trametes versicolor. A commercial lignin was incubated with the laccase and acetosyringone (a laccase mediator) for up to 168 h and direct infusion electrospray FT-ICR MS enabled the identification of thousands of molecular species present in the complex lignin sample at different incubation time points. Significant changes in the chemical composition of lignin were detected upon laccase treatment, which resulted in a decrease in the molecular mass distribution of assigned species, consistent with laccase lytic activity. This reduction was predominantly in species classified as lignin-like (based on elemental ratios) and polymeric in nature (>400 Da). Of particular note was a fall in the number of species assigned containing sulfur. Changes in the chemical composition/structure of the lignin polymer were supported by FT-IR spectroscopy. We propose the use of FT-ICR MS as a rapid and efficient technique to support the biotechnological valorisation of lignin as well as the development and optimization of laccase-mediator systems for treating complex mixtures.
Collapse
Affiliation(s)
- Virginia Echavarri-Bravo
- School of Biological Sciences, Roger Land Building, University of Edinburgh, The King's Buildings, Alexander Crum Brown Road, Edinburgh, EH9 3FF, UK
| | - Matthias Tinzl
- School of Biological Sciences, Roger Land Building, University of Edinburgh, The King's Buildings, Alexander Crum Brown Road, Edinburgh, EH9 3FF, UK
| | - Will Kew
- EaStChem, School of Chemistry, The University of Edinburgh, David Brewster Road, Edinburgh, EH9 3FJ, UK
| | - Faye Cruickshank
- EaStChem, School of Chemistry, The University of Edinburgh, David Brewster Road, Edinburgh, EH9 3FJ, UK
| | - C Logan Mackay
- EaStChem, School of Chemistry, The University of Edinburgh, David Brewster Road, Edinburgh, EH9 3FJ, UK
| | - David J Clarke
- EaStChem, School of Chemistry, The University of Edinburgh, David Brewster Road, Edinburgh, EH9 3FJ, UK.
| | - Louise E Horsfall
- School of Biological Sciences, Roger Land Building, University of Edinburgh, The King's Buildings, Alexander Crum Brown Road, Edinburgh, EH9 3FF, UK.
| |
Collapse
|
22
|
Ellis DI, Muhamadali H, Xu Y, Eccles R, Goodall I, Goodacre R. Rapid through-container detection of fake spirits and methanol quantification with handheld Raman spectroscopy. Analyst 2019; 144:324-330. [PMID: 30516175 DOI: 10.1039/c8an01702f] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
The spirits drinks industry is of significant global economic importance and a major employer worldwide, and the ability to ensure product authenticity and maintain consumer confidence in these high-value products is absolutely essential. Spirit drinks counterfeiting is a worldwide problem, with counterfeiting and adulteration of spirit drinks taking many forms, such as substitution, stretching with lower-grade products, or creation of counterfeits with industrial, surrogate, or locally produced alcohols. Methanol for example, which has been used as a substitute alcohol for ethanol, has a high toxicity in humans. The counterfeiting of spirit drinks is consequently one of the few leading reported types of food fraud which can be directly and unequivocally linked to food safety and health concerns. Here, for the first time, we use handheld Raman spectroscopy with excitation in the near IR (1064 nm) for the through-container differentiation of multiple spirit drinks, detection of multiple chemical markers of counterfeit alcohol, and for the quantification of methanol. We established the limits of detection (LOD) of methanol in the analysed samples from four different spirit types (between 0.23-0.39%), which were considerably lower than a quoted maximum tolerable concentration (MTC) of 2% (v/v) methanol for humans in a 40% alcohol by volume (ABV) spirit drink, and even lower than the general EU limit for naturally occurring methanol in fruit spirits of 0.5% v/v (10 g methanol per L ethanol). We believe that Raman spectroscopy has considerable practicable potential for the rapid in situ through-container detection of counterfeit spirits drinks, as well as for the analysis and protection of other beverages and liquid samples.
Collapse
Affiliation(s)
- D I Ellis
- Manchester Institute of Biotechnology, School of Chemistry, University of Manchester, M1 7DN, UK.
| | - H Muhamadali
- Manchester Institute of Biotechnology, School of Chemistry, University of Manchester, M1 7DN, UK. and Department of Biochemistry, Institute of Integrative Biology, University of Liverpool, Biosciences Building, Crown Street, Liverpool L69 7ZB, UK.
| | - Y Xu
- Manchester Institute of Biotechnology, School of Chemistry, University of Manchester, M1 7DN, UK. and Department of Biochemistry, Institute of Integrative Biology, University of Liverpool, Biosciences Building, Crown Street, Liverpool L69 7ZB, UK.
| | - R Eccles
- Scotch Whisky Research Institute, Research Avenue North, Riccarton, Edinburgh, EH14 4AP, UK
| | - I Goodall
- Scotch Whisky Research Institute, Research Avenue North, Riccarton, Edinburgh, EH14 4AP, UK
| | - R Goodacre
- Manchester Institute of Biotechnology, School of Chemistry, University of Manchester, M1 7DN, UK. and Department of Biochemistry, Institute of Integrative Biology, University of Liverpool, Biosciences Building, Crown Street, Liverpool L69 7ZB, UK.
| |
Collapse
|
23
|
Morishima K, Nakamura N, Matsui K, Tanaka Y, Masunaga H, Mori S, Iwashita T, Li X, Shibayama M. Formation of Clusters in Whiskies During the Maturation Process. J Food Sci 2018; 84:59-64. [PMID: 30557912 PMCID: PMC6590247 DOI: 10.1111/1750-3841.14398] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2018] [Revised: 10/23/2018] [Accepted: 10/23/2018] [Indexed: 11/27/2022]
Abstract
Maturation provides whisky with a mild and smooth texture by removing the irritating alcoholic flavor. However, the precise mechanism by which the whisky flavor is improved through the maturation process remains unknown. In this study, we performed mesoscopic structural measurements—dynamic light scattering (DLS) and small‐angle X‐ray scattering (SAXS)—to elucidate the relationship between the liquid structure and flavor maturation of whiskies. Both techniques detected two scattering components corresponding to the clusters formed by the extractives from oak casks during maturation, which are not present in the new make (freshly distilled whisky). Analyzing the scattering profiles revealed that only the small clusters increase in concentration during maturation. It is concluded the small cluster component is crucial for obtaining flavorful whiskies, while the large cluster component, whose concentration is independent of the maturation time, is related to the alcoholic irritation of the whiskies, as demonstrated by the sonication test.
Collapse
Affiliation(s)
- Ken Morishima
- Inst. for Solid State Physics, The Univ. of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba, 277-8581, Japan
| | - Noriko Nakamura
- Suntory Global Innovation Center Limited, 8-1-1 Seikadai, Seikacho, Soraku, Kyoto, 619-0284, Japan
| | - Keisuke Matsui
- Suntory Global Innovation Center Limited, 8-1-1 Seikadai, Seikacho, Soraku, Kyoto, 619-0284, Japan
| | - Yoshikazu Tanaka
- Suntory Global Innovation Center Limited, 8-1-1 Seikadai, Seikacho, Soraku, Kyoto, 619-0284, Japan
| | - Hiroyasu Masunaga
- Research and Utilization Division, Japan Synchrotron Radiation Research Institute (JASRI/SPring-8), 1-1-1 Kouto, Sayo, Sayo, Hyogo, 679-5198, Japan
| | - Shoko Mori
- Bioorganic Research Inst., Suntory Foundation for Life Sciences, 8-1-1 Seikadai, Seikacho, Soraku, Kyoto, 619-0284, Japan
| | - Takashi Iwashita
- Bioorganic Research Inst., Suntory Foundation for Life Sciences, 8-1-1 Seikadai, Seikacho, Soraku, Kyoto, 619-0284, Japan
| | - Xiang Li
- Inst. for Solid State Physics, The Univ. of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba, 277-8581, Japan
| | - Mitsuhiro Shibayama
- Inst. for Solid State Physics, The Univ. of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba, 277-8581, Japan
| |
Collapse
|
24
|
The scientific challenges in moving from targeted to non-targeted mass spectrometric methods for food fraud analysis: A proposed validation workflow to bring about a harmonized approach. Trends Food Sci Technol 2018. [DOI: 10.1016/j.tifs.2018.08.007] [Citation(s) in RCA: 86] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
|
25
|
Kew W, Mackay CL, Goodall I, Clarke DJ, Uhrín D. Complementary Ionization Techniques for the Analysis of Scotch Whisky by High Resolution Mass Spectrometry. Anal Chem 2018; 90:11265-11272. [DOI: 10.1021/acs.analchem.8b01446] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Will Kew
- EaStCHEM School of Chemistry, University of Edinburgh, Joseph Black Building, Edinburgh, United Kingdom, EH9 3FJ
| | - C. Logan Mackay
- EaStCHEM School of Chemistry, University of Edinburgh, Joseph Black Building, Edinburgh, United Kingdom, EH9 3FJ
| | - Ian Goodall
- The Scotch Whisky Research Institute, The Robertson Trust Building, Research Avenue North, Riccarton, Edinburgh, United Kingdom, EH14 4AP
| | - David J. Clarke
- EaStCHEM School of Chemistry, University of Edinburgh, Joseph Black Building, Edinburgh, United Kingdom, EH9 3FJ
| | - Dušan Uhrín
- EaStCHEM School of Chemistry, University of Edinburgh, Joseph Black Building, Edinburgh, United Kingdom, EH9 3FJ
| |
Collapse
|
26
|
Marshall JW, Schmitt-Kopplin P, Schuetz N, Moritz F, Roullier-Gall C, Uhl J, Colyer A, Jones LL, Rychlik M, Taylor AJ. Monitoring chemical changes during food sterilisation using ultrahigh resolution mass spectrometry. Food Chem 2018; 242:316-322. [DOI: 10.1016/j.foodchem.2017.09.074] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2017] [Revised: 09/05/2017] [Accepted: 09/13/2017] [Indexed: 01/27/2023]
|
27
|
Roullier-Gall C, Signoret J, Hemmler D, Witting MA, Kanawati B, Schäfer B, Gougeon RD, Schmitt-Kopplin P. Usage of FT-ICR-MS Metabolomics for Characterizing the Chemical Signatures of Barrel-Aged Whisky. Front Chem 2018. [PMID: 29520358 PMCID: PMC5827162 DOI: 10.3389/fchem.2018.00029] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
Whisky can be described as a complex matrix integrating the chemical history from the fermented cereals, the wooden barrels, the specific distillery processes, aging, and environmental factors. In this study, using Fourier transform ion cyclotron resonance mass spectrometry (FT-ICR-MS) and liquid chromatography coupled with tandem mass spectrometry (LC-MS/MS), we analyzed 150 whisky samples from 49 different distilleries, 7 countries, and ranging from 1 day new make spirit to 43 years of maturation with different types of barrel. Chemometrics revealed the unexpected impact of the wood history on the distillate's composition during barrel aging, regardless of the whisky origin. Flavonols, oligolignols, and fatty acids are examples of important chemical signatures for Bourbon casks, whereas a high number of polyphenol glycosides, including for instance quercetin-glucuronide or myricetin-glucoside as potential candidates, and carbohydrates would discriminate Sherry casks. However, the comparison of barrel aged rums and whiskies revealed specific signatures, highlighting the importance of the initial composition of the distillate and the distillery processes.
Collapse
Affiliation(s)
- Chloé Roullier-Gall
- Comprehensive Foodomics Platform, Technische Universität München, Freising, Germany.,Research Unit Analytical BioGeoChemistry, Department of Environmental Sciences, Helmholtz Zentrum München, Neuherberg, Germany
| | - Julie Signoret
- Comprehensive Foodomics Platform, Technische Universität München, Freising, Germany
| | - Daniel Hemmler
- Comprehensive Foodomics Platform, Technische Universität München, Freising, Germany.,Research Unit Analytical BioGeoChemistry, Department of Environmental Sciences, Helmholtz Zentrum München, Neuherberg, Germany
| | - Michael A Witting
- Comprehensive Foodomics Platform, Technische Universität München, Freising, Germany.,Research Unit Analytical BioGeoChemistry, Department of Environmental Sciences, Helmholtz Zentrum München, Neuherberg, Germany
| | - Basem Kanawati
- Research Unit Analytical BioGeoChemistry, Department of Environmental Sciences, Helmholtz Zentrum München, Neuherberg, Germany
| | | | - Régis D Gougeon
- UMR PAM Université de Bourgogne, AgroSupDijon, Institut Universitaire de la Vigne et du Vin, Dijon, France
| | - Philippe Schmitt-Kopplin
- Comprehensive Foodomics Platform, Technische Universität München, Freising, Germany.,Research Unit Analytical BioGeoChemistry, Department of Environmental Sciences, Helmholtz Zentrum München, Neuherberg, Germany
| |
Collapse
|
28
|
Ellis DI, Eccles R, Xu Y, Griffen J, Muhamadali H, Matousek P, Goodall I, Goodacre R. Through-container, extremely low concentration detection of multiple chemical markers of counterfeit alcohol using a handheld SORS device. Sci Rep 2017; 7:12082. [PMID: 28935907 PMCID: PMC5608898 DOI: 10.1038/s41598-017-12263-0] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2017] [Accepted: 08/31/2017] [Indexed: 12/15/2022] Open
Abstract
Major food adulteration incidents occur with alarming frequency and are episodic, with the latest incident, involving the adulteration of meat from 21 producers in Brazil supplied to 60 other countries, reinforcing this view. Food fraud and counterfeiting involves all types of foods, feed, beverages, and packaging, with the potential for serious health, as well as significant economic and social impacts. In the spirit drinks sector, counterfeiters often ‘recycle’ used genuine packaging, or employ good quality simulants. To prove that suspect products are non-authentic ideally requires accurate, sensitive, analysis of the complex chemical composition while still in its packaging. This has yet to be achieved. Here, we have developed handheld spatially offset Raman spectroscopy (SORS) for the first time in a food or beverage product, and demonstrate the potential for rapid in situ through-container analysis; achieving unequivocal detection of multiple chemical markers known for their use in the adulteration and counterfeiting of Scotch whisky, and other spirit drinks. We demonstrate that it is possible to detect a total of 10 denaturants/additives in extremely low concentrations without any contact with the sample; discriminate between and within multiple well-known Scotch whisky brands, and detect methanol concentrations well below the maximum human tolerable level.
Collapse
Affiliation(s)
- David I Ellis
- Manchester Institute of Biotechnology, School of Chemistry, Manchester, M1 7DN, UK.
| | - Rebecca Eccles
- Scotch Whisky Research Institute, Research Avenue North, Riccarton, Edinburgh, EH14 4AP, UK
| | - Yun Xu
- Manchester Institute of Biotechnology, School of Chemistry, Manchester, M1 7DN, UK
| | - Julia Griffen
- Cobalt Light Systems Limited, Milton Park, Abingdon, OX14 4SD, UK
| | - Howbeer Muhamadali
- Manchester Institute of Biotechnology, School of Chemistry, Manchester, M1 7DN, UK
| | - Pavel Matousek
- Cobalt Light Systems Limited, Milton Park, Abingdon, OX14 4SD, UK.,Central Laser Facility, Research Complex at Harwell, STFC Rutherford Appleton Laboratory, Harwell Oxford, OX11 0QX, UK
| | - Ian Goodall
- Scotch Whisky Research Institute, Research Avenue North, Riccarton, Edinburgh, EH14 4AP, UK
| | - Royston Goodacre
- Manchester Institute of Biotechnology, School of Chemistry, Manchester, M1 7DN, UK.
| |
Collapse
|
29
|
Kew W, Bell NG, Goodall I, Uhrín D. Advanced solvent signal suppression for the acquisition of 1D and 2D NMR spectra of Scotch Whisky. MAGNETIC RESONANCE IN CHEMISTRY : MRC 2017; 55:785-796. [PMID: 28558164 PMCID: PMC5599976 DOI: 10.1002/mrc.4621] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/20/2017] [Revised: 05/24/2017] [Accepted: 05/26/2017] [Indexed: 06/07/2023]
Abstract
A simple and robust solvent suppression technique that enables acquisition of high-quality 1D 1 H nuclear magnetic resonance (NMR) spectra of alcoholic beverages on cryoprobe instruments was developed and applied to acquire NMR spectra of Scotch Whisky. The method uses 3 channels to suppress signals of water and ethanol, including those of 13 C satellites of ethanol. It is executed in automation allowing high throughput investigations of alcoholic beverages. On the basis of the well-established 1D nuclear Overhauser spectroscopy (NOESY) solvent suppression technique, this method suppresses the solvent at the beginning of the pulse sequence, producing pure phase signals minimally affected by the relaxation. The developed solvent suppression procedure was integrated into several homocorrelated and heterocorrelated 2D NMR experiments, including 2D correlation spectroscopy (COSY), 2D total correlation spectroscopy (TOCSY), 2D band-selective TOCSY, 2D J-resolved spectroscopy, 2D 1 H, 13 C heteronuclear single-quantum correlation spectroscopy (HSQC), 2D 1 H, 13 C HSQC-TOCSY, and 2D 1 H, 13 C heteronuclear multiple-bond correlation spectroscopy (HMBC). A 1D chemical-shift-selective TOCSY experiments was also modified. The wealth of information obtained by these experiments will assist in NMR structure elucidation of Scotch Whisky congeners and generally the composition of alcoholic beverages at the molecular level.
Collapse
Affiliation(s)
- Will Kew
- EastCHEM School of ChemistryUniversity of EdinburghKing's Buildings, David Brewster RoadEdinburghEH9 3FJUK
| | - Nicholle G.A. Bell
- EastCHEM School of ChemistryUniversity of EdinburghKing's Buildings, David Brewster RoadEdinburghEH9 3FJUK
| | - Ian Goodall
- The Scotch Whisky Research InstituteThe Robertson Trust Building, Research Avenue North, RiccartonEdinburghEH14 4APUK
| | - Dušan Uhrín
- EastCHEM School of ChemistryUniversity of EdinburghKing's Buildings, David Brewster RoadEdinburghEH9 3FJUK
| |
Collapse
|
30
|
Hong E, Lee SY, Jeong JY, Park JM, Kim BH, Kwon K, Chun HS. Modern analytical methods for the detection of food fraud and adulteration by food category. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2017; 97:3877-3896. [PMID: 28397254 DOI: 10.1002/jsfa.8364] [Citation(s) in RCA: 153] [Impact Index Per Article: 19.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/24/2016] [Revised: 03/23/2017] [Accepted: 04/04/2017] [Indexed: 06/07/2023]
Abstract
This review provides current information on the analytical methods used to identify food adulteration in the six most adulterated food categories: animal origin and seafood, oils and fats, beverages, spices and sweet foods (e.g. honey), grain-based food, and others (organic food and dietary supplements). The analytical techniques (both conventional and emerging) used to identify adulteration in these six food categories involve sensory, physicochemical, DNA-based, chromatographic and spectroscopic methods, and have been combined with chemometrics, making these techniques more convenient and effective for the analysis of a broad variety of food products. Despite recent advances, the need remains for suitably sensitive and widely applicable methodologies that encompass all the various aspects of food adulteration. © 2017 Society of Chemical Industry.
Collapse
Affiliation(s)
- Eunyoung Hong
- Advanced Food Safety Research Group, BK21 Plus, School of Food Science and Technology, Chung-Ang University, Gyeonggi-do, Republic of Korea
| | - Sang Yoo Lee
- Advanced Food Safety Research Group, BK21 Plus, School of Food Science and Technology, Chung-Ang University, Gyeonggi-do, Republic of Korea
| | - Jae Yun Jeong
- Science and Technology Management Policy, University of Science & Technology, Gyeonggi-do, Republic of Korea
- R&D Strategy, Korea Food Research Institute, Gyeonggi-do, Republic of Korea
| | - Jung Min Park
- Science and Technology Management Policy, University of Science & Technology, Gyeonggi-do, Republic of Korea
- R&D Strategy, Korea Food Research Institute, Gyeonggi-do, Republic of Korea
| | - Byung Hee Kim
- Department of Food Science and Nutrition, Sookmyung Women's University, Seoul, Republic of Korea
| | - Kisung Kwon
- New Hazardous Substances Team, National Institute of Food and Drug Safety Evaluation, Chungcheongbuk-do, Republic of Korea
| | - Hyang Sook Chun
- Advanced Food Safety Research Group, BK21 Plus, School of Food Science and Technology, Chung-Ang University, Gyeonggi-do, Republic of Korea
| |
Collapse
|
31
|
Teodoro JAR, Pereira HV, Sena MM, Piccin E, Zacca JJ, Augusti R. Paper spray mass spectrometry and chemometric tools for a fast and reliable identification of counterfeit blended Scottish whiskies. Food Chem 2017; 237:1058-1064. [PMID: 28763950 DOI: 10.1016/j.foodchem.2017.06.062] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2017] [Revised: 06/07/2017] [Accepted: 06/08/2017] [Indexed: 12/17/2022]
Abstract
A direct method based on the application of paper spray mass spectrometry (PS-MS) combined with a chemometric supervised method (partial least square discriminant analysis, PLS-DA) was developed and applied to the discrimination of authentic and counterfeit samples of blended Scottish whiskies. The developed methodology employed the negative ion mode MS, included 44 authentic whiskies from diverse brands and batches and 44 counterfeit samples of the same brands seized during operations of the Brazilian Federal Police, totalizing 88 samples. An exploratory principal component analysis (PCA) model showed a reasonable discrimination of the counterfeit whiskies in PC2. In spite of the samples heterogeneity, a robust, reliable and accurate PLS-DA model was generated and validated, which was able to correctly classify the samples with nearly 100% success rate. The use of PS-MS also allowed the identification of the main marker compounds associated with each type of sample analyzed: authentic or counterfeit.
Collapse
Affiliation(s)
| | - Hebert Vinicius Pereira
- Departamento de Química, Instituto de Ciências Exatas, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil
| | - Marcelo Martins Sena
- Departamento de Química, Instituto de Ciências Exatas, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil
| | - Evandro Piccin
- Departamento de Química, Instituto de Ciências Exatas, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil
| | - Jorge Jardim Zacca
- Polícia Federal, Ministério da Justiça, Instituto Nacional de Criminalística, 70390-145 Brasília, DF, Brazil
| | - Rodinei Augusti
- Departamento de Química, Instituto de Ciências Exatas, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
| |
Collapse
|
32
|
Kew W, Blackburn JW, Clarke DJ, Uhrín D. Interactive van Krevelen diagrams - Advanced visualisation of mass spectrometry data of complex mixtures. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2017; 31:658-662. [PMID: 28063248 PMCID: PMC5324645 DOI: 10.1002/rcm.7823] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/11/2016] [Revised: 01/05/2017] [Accepted: 01/05/2017] [Indexed: 05/11/2023]
Affiliation(s)
- William Kew
- EaStCHEM, School of ChemistryUniversity of EdinburghEdinburghEH9 3FJUK
| | | | - David J. Clarke
- EaStCHEM, School of ChemistryUniversity of EdinburghEdinburghEH9 3FJUK
| | - Dušan Uhrín
- EaStCHEM, School of ChemistryUniversity of EdinburghEdinburghEH9 3FJUK
| |
Collapse
|
33
|
Kew W, Goodall I, Clarke D, Uhrín D. Chemical Diversity and Complexity of Scotch Whisky as Revealed by High-Resolution Mass Spectrometry. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2017; 28:200-213. [PMID: 27752914 PMCID: PMC5174148 DOI: 10.1007/s13361-016-1513-y] [Citation(s) in RCA: 56] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/06/2016] [Revised: 09/16/2016] [Accepted: 09/18/2016] [Indexed: 05/25/2023]
Abstract
Scotch Whisky is an important product, both culturally and economically. Chemically, Scotch Whisky is a complex mixture, which comprises thousands of compounds, the nature of which are largely unknown. Here, we present a thorough overview of the chemistry of Scotch Whisky as observed by Fourier transform ion cyclotron resonance mass spectrometry (FT-ICR MS). Eighty-five whiskies, representing the majority of Scotch Whisky produced and sold, were analyzed by untargeted high-resolution mass spectrometry. Thousands of chemical formulae were assigned for each sample based on parts-per-billion mass accuracy of FT-ICR MS spectra. For the first time, isotopic fine structure analysis was used to confirm the assignment of high molecular weight CHOS species in Scotch Whisky. The assigned spectra were compared using a number of visualization techniques, including van Krevelen diagrams, double bond equivalence (DBE) plots, as well as heteroatomic compound class distributions. Additionally, multivariate analysis, including PCA and OPLS-DA, was used to interpret the data, with key compounds identified for discriminating between types of whisky (blend or malt) or maturation wood type. FT-ICR MS analysis of Scotch Whisky was shown to be of significant potential in further understanding of the complexity of mature spirit drinks and as a tool for investigating the chemistry of the maturation processes. Graphical Abstract ᅟ.
Collapse
Affiliation(s)
- Will Kew
- EaStCHEM, School of Chemistry, University of Edinburgh, Joseph Black Building, Edinburgh, EH9 3FJ, UK
| | - Ian Goodall
- The Scotch Whisky Research Institute, The Robertson Trust Building, Research Avenue North, Riccarton, Edinburgh, EH14 4AP, UK
| | - David Clarke
- EaStCHEM, School of Chemistry, University of Edinburgh, Joseph Black Building, Edinburgh, EH9 3FJ, UK.
| | - Dušan Uhrín
- EaStCHEM, School of Chemistry, University of Edinburgh, Joseph Black Building, Edinburgh, EH9 3FJ, UK.
| |
Collapse
|
34
|
Comparison of an Electronic Nose Based on Ultrafast Gas Chromatography, Comprehensive Two-Dimensional Gas Chromatography, and Sensory Evaluation for an Analysis of Type of Whisky. J CHEM-NY 2017. [DOI: 10.1155/2017/2710104] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Whisky is one of the most popular alcoholic beverages. There are many types of whisky, for example, Scotch, Irish, and American whisky (called bourbon). The whisky market is highly diversified, and, because of this, it is important to have a method which would enable rapid quality evaluation and authentication of the type of whisky. The aim of this work was to compare 3 methods: an electronic nose based on the technology of ultrafast gas chromatography (Fast-GC), comprehensive two-dimensional gas chromatography (GC × GC), and sensory evaluation. The selected whisky brands included 6 blended whiskies from Scotland, 4 blended whiskies from Ireland, and 4 bourbons produced in the USA. For data analysis, peak heights of chromatograms were used. The panelists who took part in sensory evaluations included 4 women and 4 men. The obtained data were analyzed by 2 chemometric methods: partial least squares discriminant analysis (PLS-DA) and discrimination function analysis (DFA). E-nose and GC × GC allowed for differentiation between whiskies by type. Sensory analysis did not allow for differentiation between whiskies by type, but it allowed giving consumer preferences.
Collapse
|
35
|
Rezende KCA, Moreira RC, Logrado LPL, Talhavini M, Coltro WKT. Authenticity screening of seized whiskey samples using electrophoresis microchips coupled with contactless conductivity detection. Electrophoresis 2016; 37:2891-2895. [DOI: 10.1002/elps.201600277] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2016] [Revised: 08/04/2016] [Accepted: 08/05/2016] [Indexed: 02/01/2023]
Affiliation(s)
| | - Roger Cardoso Moreira
- Instituto de Química, Universidade Federal de Goiás; Campus Samambaia; Goiânia GO Brazil
| | | | - Márcio Talhavini
- Instituto Nacional de Criminalística; Departamento de Polícia Federal; Brasília DF Brazil
| | - Wendell K. T. Coltro
- Instituto de Química, Universidade Federal de Goiás; Campus Samambaia; Goiânia GO Brazil
- Instituto Nacional de Ciência e Tecnologia em Bioanalítica (INCTBio); Campinas SP Brazil
| |
Collapse
|
36
|
Wiśniewska P, Śliwińska M, Namieśnik J, Wardencki W, Dymerski T. The Verification of the Usefulness of Electronic Nose Based on Ultra-Fast Gas Chromatography and Four Different Chemometric Methods for Rapid Analysis of Spirit Beverages. JOURNAL OF ANALYTICAL METHODS IN CHEMISTRY 2016; 2016:8763436. [PMID: 27446633 PMCID: PMC4942662 DOI: 10.1155/2016/8763436] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/01/2016] [Revised: 04/28/2016] [Accepted: 05/31/2016] [Indexed: 06/06/2023]
Abstract
Spirit beverages are a diverse group of foodstuffs. They are very often counterfeited which cause the appearance of low quality products or wrongly labelled products on the market. It is important to find a proper quality control and botanical origin method enabling the same time preliminary check of the composition of investigated samples, which was the main goal of this work. For this purpose, the usefulness of electronic nose based on ultra-fast gas chromatography (fast GC e-nose) was verified. A set of 24 samples of raw spirits, 33 samples of vodkas, and 8 samples of whisky were analysed by fast GC e-nose. Four data analysis methods were used. The PCA was applied for the visualization of dataset, observation of the variation inside groups of samples, and selection of variables for the other three statistical methods. The SQC method was utilized to compare the quality of the samples. Both the DFA and SIMCA data analysis methods were used for discrimination of vodka, whisky, and spirits samples. The fast GC e-nose combined with four statistical methods can be used for rapid discrimination of raw spirits, vodkas, and whisky and in the same for preliminary determination of the composition of investigated samples.
Collapse
Affiliation(s)
- Paulina Wiśniewska
- Department of Analytical Chemistry, Faculty of Chemistry, Gdańsk University of Technology, 11/12 Gabriela Narutowicza Street, 80-233 Gdańsk, Poland
| | - Magdalena Śliwińska
- Department of Analytical Chemistry, Faculty of Chemistry, Gdańsk University of Technology, 11/12 Gabriela Narutowicza Street, 80-233 Gdańsk, Poland
| | - Jacek Namieśnik
- Department of Analytical Chemistry, Faculty of Chemistry, Gdańsk University of Technology, 11/12 Gabriela Narutowicza Street, 80-233 Gdańsk, Poland
| | - Waldemar Wardencki
- Department of Analytical Chemistry, Faculty of Chemistry, Gdańsk University of Technology, 11/12 Gabriela Narutowicza Street, 80-233 Gdańsk, Poland
| | - Tomasz Dymerski
- Department of Analytical Chemistry, Faculty of Chemistry, Gdańsk University of Technology, 11/12 Gabriela Narutowicza Street, 80-233 Gdańsk, Poland
| |
Collapse
|
37
|
Porcari AM, Fernandes GD, Barrera-Arellano D, Eberlin MN, Alberici RM. Food quality and authenticity screening via easy ambient sonic-spray ionization mass spectrometry. Analyst 2016; 141:1172-84. [PMID: 26820190 DOI: 10.1039/c5an01415h] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
This review is the first to summarize a decade of studies testing the use of easy ambient sonic-spray ionization mass spectrometry (EASI-MS) and its several sister techniques, Venturi (V-EASI), thermal imprinting (TI-EASI) and Spartan (S-EASI) mass spectrometry in food quality control and authentication. Since minimal or no sample preparation is required, such ambient desorption/ionization techniques have been shown to provide direct, fast and selective fingerprinting characterization at the molecular level based on the pools of the most typical components. They have also been found to be applicable on intact, undisturbed samples or on simple solvent extracts. Fundamentals of EASI-MS and its sister techniques, including mechanisms, devices, parameters and strategies, as well as the many applications reported for food analysis, are summarized and discussed.
Collapse
Affiliation(s)
- Andreia M Porcari
- ThoMSon Mass Spectrometry Laboratory, Institute of Chemistry, University of Campinas, UNICAMP, 13083-970 Campinas, SP, Brazil.
| | | | | | | | | |
Collapse
|
38
|
Wiśniewska P, Dymerski T, Wardencki W, Namieśnik J. Chemical composition analysis and authentication of whisky. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2015; 95:2159-2166. [PMID: 25315338 DOI: 10.1002/jsfa.6960] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/07/2014] [Revised: 10/11/2014] [Accepted: 10/13/2014] [Indexed: 06/04/2023]
Abstract
Whisky (whiskey) is one of the most popular spirit-based drinks made from malted or saccharified grains, which should mature for at least 3 years in wooden barrels. High popularity of products usually causes a potential risk of adulteration. Thus authenticity assessment is one of the key elements of food product marketing. Authentication of whisky is based on comparing the composition of this alcohol with other spirit drinks. The present review summarizes all information about the comparison of whisky and other alcoholic beverages, the identification of type of whisky or the assessment of its quality and finally the authentication of whisky. The article also presents the various techniques used for analyzing whisky, such as gas and liquid chromatography with different types of detectors (FID, AED, UV-Vis), electronic nose, atomic absorption spectroscopy and mass spectrometry. In some cases the application of chemometric methods is also described, namely PCA, DFA, LDA, ANOVA, SIMCA, PNN, k-NN and CA, as well as preparation techniques such SPME or SPE.
Collapse
Affiliation(s)
- Paulina Wiśniewska
- Department of Analytical Chemistry, Chemical Faculty, Gdansk University of Technology, 11/12 Narutowicza Street, PL-80-233, Gdańsk, Poland
| | - Tomasz Dymerski
- Department of Analytical Chemistry, Chemical Faculty, Gdansk University of Technology, 11/12 Narutowicza Street, PL-80-233, Gdańsk, Poland
| | - Waldemar Wardencki
- Department of Analytical Chemistry, Chemical Faculty, Gdansk University of Technology, 11/12 Narutowicza Street, PL-80-233, Gdańsk, Poland
| | - Jacek Namieśnik
- Department of Analytical Chemistry, Chemical Faculty, Gdansk University of Technology, 11/12 Narutowicza Street, PL-80-233, Gdańsk, Poland
| |
Collapse
|
39
|
Riedl J, Esslinger S, Fauhl-Hassek C. Review of validation and reporting of non-targeted fingerprinting approaches for food authentication. Anal Chim Acta 2015; 885:17-32. [DOI: 10.1016/j.aca.2015.06.003] [Citation(s) in RCA: 126] [Impact Index Per Article: 12.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2015] [Revised: 05/13/2015] [Accepted: 06/02/2015] [Indexed: 01/08/2023]
|
40
|
|
41
|
Profiling of nonvolatiles in whiskeys using ultra high pressure liquid chromatography quadrupole time-of-flight mass spectrometry (UHPLC–QTOF MS). Food Chem 2014; 163:186-96. [DOI: 10.1016/j.foodchem.2014.04.095] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2013] [Revised: 04/25/2014] [Accepted: 04/27/2014] [Indexed: 11/20/2022]
|
42
|
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]
|
43
|
Badotti F, Gomes FC, Teodoro MM, Silva ALD, Rosa CA, Machado AMDR. Electrospray Ionization Mass Spectrometry Characterization of Musts and Alembic Brazilian Cachaças Using Selected Yeast Strains. J Food Sci 2014; 79:C476-83. [DOI: 10.1111/1750-3841.12372] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2013] [Accepted: 12/25/2013] [Indexed: 11/30/2022]
Affiliation(s)
- Fernanda Badotti
- Dept. of Chemistry; Centro Federal de Educação Tecnológica de Minas Gerais (CEFET-MG), 5253; Amazonas Avenue; Belo Horizonte; Minas Gerais 30421-169 Brazil
- Dept. of Microbiology; Univ. Federal de Minas Gerais (UFMG), 6627; Antonio Carlos Avenue; Belo Horizonte; Minas Gerais 31270-901 Brazil
| | - Fátima C.O. Gomes
- Dept. of Chemistry; Centro Federal de Educação Tecnológica de Minas Gerais (CEFET-MG), 5253; Amazonas Avenue; Belo Horizonte; Minas Gerais 30421-169 Brazil
| | - Mariana M.G. Teodoro
- Dept. of Chemistry; Centro Federal de Educação Tecnológica de Minas Gerais (CEFET-MG), 5253; Amazonas Avenue; Belo Horizonte; Minas Gerais 30421-169 Brazil
| | - Alisson Luiz Diniz Silva
- Dept. of Chemistry; Centro Federal de Educação Tecnológica de Minas Gerais (CEFET-MG), 5253; Amazonas Avenue; Belo Horizonte; Minas Gerais 30421-169 Brazil
| | - Carlos Augusto Rosa
- Dept. of Microbiology; Univ. Federal de Minas Gerais (UFMG), 6627; Antonio Carlos Avenue; Belo Horizonte; Minas Gerais 31270-901 Brazil
| | - Ana Maria de R. Machado
- Dept. of Chemistry; Centro Federal de Educação Tecnológica de Minas Gerais (CEFET-MG), 5253; Amazonas Avenue; Belo Horizonte; Minas Gerais 30421-169 Brazil
| |
Collapse
|
44
|
de Souza PP, Resende AM, Augusti DV, Badotti F, Gomes FDCO, Catharino RR, Eberlin MN, Augusti R. Artificially-aged cachaça samples characterised by direct infusion electrospray ionisation mass spectrometry. Food Chem 2014; 143:77-81. [DOI: 10.1016/j.foodchem.2013.07.111] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2013] [Revised: 07/08/2013] [Accepted: 07/20/2013] [Indexed: 11/24/2022]
|