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Maragos CM. Detection of carob flour in cocoa powder by direct analysis in real time-mass spectrometry (DART-MS). Food Addit Contam Part A Chem Anal Control Expo Risk Assess 2025; 42:293-305. [PMID: 39836114 DOI: 10.1080/19440049.2025.2453496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2024] [Revised: 01/08/2025] [Accepted: 01/10/2025] [Indexed: 01/22/2025]
Abstract
Cocoa is a high value product and therefore a potential target for economic adulteration with less expensive ingredients. Carob flour is less expensive than cocoa powder and is frequently cited as a potential cocoa substitute. While carob has legitimate uses as a cocoa replacement, these characteristics also make it a potential adulterant of cocoa powder. Direct analysis in real time mass spectrometry (DART-MS) is an ambient ionization MS technique that can be used to rapidly interrogate samples. Samples of cocoa powders, carob flours, and mixtures of the two were extracted with buffer and interrogated by DART-MS. The mass spectra were used to develop models to distinguish between cocoa powder and cocoa powder adulterated with carob. A principal component-linear discriminant analysis (PCA-LDA) model was used to discriminate between cocoa powder and cocoa powder amended with 15% carob flour. The accuracy using internal validation was 100%. Using an external validation dataset, the accuracy, precision, and recall were 96.0%, 94.8%, and 97.3%, respectively. These results demonstrate that DART-MS can be used to discriminate between cocoa powder and cocoa powder adulterated with 15% carob.
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Affiliation(s)
- Chris M Maragos
- USDA, Agricultural Research Service, National Center for Agricultural Utilization Research, Mycotoxin Prevention and Applied Microbiology Research Unit, Peoria, Illinois, USA
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2
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Johnson NAN, Adade SYSS, Ekumah JN, Kwadzokpui BA, Xu J, Xu Y, Chen Q. A comprehensive review of analytical techniques for spice quality and safety assessment in the modern food industry. Crit Rev Food Sci Nutr 2025:1-26. [PMID: 39985330 DOI: 10.1080/10408398.2025.2462721] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/24/2025]
Abstract
The rapid evolution of analytical techniques has revolutionized spice quality assessment, offering unprecedented opportunities for ensuring the safety, authenticity, and desirable characteristics of these valuable commodities. This review explores the innovative integration of advanced chromatographic, spectroscopic, sensory and molecular methods, combined with chemometrics and machine learning, to provide a comprehensive and standardized approach to spice analysis. The development of portable, rapid screening devices and the application of cutting-edge technologies, such as hyperspectral imaging, molecular and electronic sensory technologies, and their combined applications with other technologies are discussed in the review. Furthermore, the review emphasizes the importance of global collaboration and the shift toward non-targeted approaches to detect novel adulterants and contaminants. By adopting these innovative strategies, the modern food industry can effectively address the challenges of spice quality control, safeguarding consumer health and maintaining the integrity of these essential ingredients in the global culinary landscape.
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Affiliation(s)
- Nana Adwoa Nkuma Johnson
- College of Ocean Food and Biological Engineering, Jimei University, Xiamen, P. R. China
- Centre for Agribusiness Development and Mechanization in Africa (CADMA AgriSolutions), Ho, Ghana
| | - Selorm Yao-Say Solomon Adade
- College of Ocean Food and Biological Engineering, Jimei University, Xiamen, P. R. China
- Centre for Agribusiness Development and Mechanization in Africa (CADMA AgriSolutions), Ho, Ghana
- Department of Nutrition and Dietetics, Ho Teaching Hospital, Ho, Ghana
| | - John-Nelson Ekumah
- Centre for Agribusiness Development and Mechanization in Africa (CADMA AgriSolutions), Ho, Ghana
- School of Food and Biological Engineering, Jiangsu University, Zhenjiang, P. R. China
| | | | - Jiaying Xu
- College of Ocean Food and Biological Engineering, Jimei University, Xiamen, P. R. China
| | - Yi Xu
- College of Ocean Food and Biological Engineering, Jimei University, Xiamen, P. R. China
| | - Quansheng Chen
- College of Ocean Food and Biological Engineering, Jimei University, Xiamen, P. R. China
- School of Food and Biological Engineering, Jiangsu University, Zhenjiang, P. R. China
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3
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Spataro F, Rosso F, Peraino A, Arese C, Caligiani A. Key molecular compounds for simultaneous origin discrimination and sensory prediction of cocoa: An UHPLC-HRMS sensomics approach. Food Chem 2025; 463:141201. [PMID: 39288464 DOI: 10.1016/j.foodchem.2024.141201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Revised: 09/05/2024] [Accepted: 09/06/2024] [Indexed: 09/19/2024]
Abstract
Cocoa-based and chocolate mono-origin products are increasingly gaining market share because they are perceived by consumers as more valuable and high quality. A comprehensive characterization of the sensory profile of a specific geographical area is complex and different analytical and sensorial strategies have been adopted. This study focused on identifying molecular markers capable of discriminating between different origins and, at the same time, predicting their sensory attributes adopting a sensomics approach. The aim is to provide a useful tool for chocolate producers to effectively screen the origins of cocoa, controlling and optimizing the gustative properties and processing flow. An untargeted method was adopted, based on the coupling of UHPLC-HRMS, followed by the application of chemometric tools for the selection of 71 discriminating molecular markers for six origins. These markers, via OPLS-Regressions, also demonstrated a strong global correlation with the sensory descriptors, evaluated by trained assessors, allowing their prediction.
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Affiliation(s)
- Francesco Spataro
- Food and Drug Department, University of Parma, Parco Area delle Scienze 27/A, 43124 Parma, Italy; Soremartec Italia Srl, Ferrero Group, Piazzale Pietro Ferrero 1, 12051 Alba, CN, Italy.
| | - Franco Rosso
- Soremartec Italia Srl, Ferrero Group, Piazzale Pietro Ferrero 1, 12051 Alba, CN, Italy.
| | - Andrea Peraino
- Soremartec Italia Srl, Ferrero Group, Piazzale Pietro Ferrero 1, 12051 Alba, CN, Italy.
| | - Cecilia Arese
- Soremartec Italia Srl, Ferrero Group, Piazzale Pietro Ferrero 1, 12051 Alba, CN, Italy.
| | - Augusta Caligiani
- Food and Drug Department, University of Parma, Parco Area delle Scienze 27/A, 43124 Parma, Italy.
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Pandiselvam R, Aydar AY, Aksoylu Özbek Z, Sözeri Atik D, Süfer Ö, Taşkin B, Olum E, Ramniwas S, Rustagi S, Cozzolino D. Farm to fork applications: how vibrational spectroscopy can be used along the whole value chain? Crit Rev Biotechnol 2024:1-44. [PMID: 39494675 DOI: 10.1080/07388551.2024.2409124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2023] [Revised: 06/28/2024] [Accepted: 08/08/2024] [Indexed: 11/05/2024]
Abstract
Vibrational spectroscopy is a nondestructive analysis technique that depends on the periodic variations in dipole moments and polarizabilities resulting from the molecular vibrations of molecules/atoms. These methods have important advantages over conventional analytical techniques, including (a) their simplicity in terms of implementation and operation, (b) their adaptability to on-line and on-farm applications, (c) making measurement in a few minutes, and (d) the absence of dangerous solvents throughout sample preparation or measurement. Food safety is a concept that requires the assurance that food is free from any physical, chemical, or biological hazards at all stages, from farm to fork. Continuous monitoring should be provided in order to guarantee the safety of the food. Regarding their advantages, vibrational spectroscopic methods, such as Fourier-transform infrared (FTIR), near-infrared (NIR), and Raman spectroscopy, are considered reliable and rapid techniques to track food safety- and food authenticity-related issues throughout the food chain. Furthermore, coupling spectral data with chemometric approaches also enables the discrimination of samples with different kinds of food safety-related hazards. This review deals with the recent application of vibrational spectroscopic techniques to monitor various hazards related to various foods, including crops, fruits, vegetables, milk, dairy products, meat, seafood, and poultry, throughout harvesting, transportation, processing, distribution, and storage.
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Affiliation(s)
- Ravi Pandiselvam
- Physiology, Biochemistry and Post-Harvest Technology Division, ICAR-Central Plantation Crops Research Institute (CPCRI), Kasaragod, India
| | - Alev Yüksel Aydar
- Department of Food Engineering, Manisa Celal Bayar University, Manisa, Türkiye
| | - Zeynep Aksoylu Özbek
- Department of Food Engineering, Manisa Celal Bayar University, Manisa, Türkiye
- Department of Food Science, University of Massachusetts, Amherst, MA, USA
| | - Didem Sözeri Atik
- Department of Food Engineering, Agriculture Faculty, Tekirdağ Namık Kemal University, Tekirdağ, Türkiye
| | - Özge Süfer
- Department of Food Engineering, Faculty of Engineering, Osmaniye Korkut Ata University, Osmaniye, Türkiye
| | - Bilge Taşkin
- Centre DRIFT-FOOD, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Suchdol, Prague 6, Czech Republic
| | - Emine Olum
- Department of Gastronomy and Culinary Arts, Faculty of Fine Arts Design and Architecture, Istanbul Medipol University, Istanbul, Türkiye
| | - Seema Ramniwas
- University Centre for Research and Development, University of Biotechnology, Chandigarh University, Gharuan, Mohali, India
| | - Sarvesh Rustagi
- School of Applied and Life sciences, Uttaranchal University, Dehradun, India
| | - Daniel Cozzolino
- Centre for Nutrition and Food Sciences, Queensland Alliance for Agriculture and Food Innovation (QAAFI), The University of Queensland, Brisbane, Australia
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Sentellas S, Saurina J. Authentication of Cocoa Products Based on Profiling and Fingerprinting Approaches: Assessment of Geographical, Varietal, Agricultural and Processing Features. Foods 2023; 12:3120. [PMID: 37628119 PMCID: PMC10453789 DOI: 10.3390/foods12163120] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2023] [Revised: 08/15/2023] [Accepted: 08/18/2023] [Indexed: 08/27/2023] Open
Abstract
Cocoa and its derivative products, especially chocolate, are highly appreciated by consumers for their exceptional organoleptic qualities, thus being often considered delicacies. They are also regarded as superfoods due to their nutritional and health properties. Cocoa is susceptible to adulteration to obtain illicit economic benefits, so strategies capable of authenticating its attributes are needed. Features such as cocoa variety, origin, fair trade, and organic production are increasingly important in our society, so they need to be guaranteed. Most of the methods dealing with food authentication rely on profiling and fingerprinting approaches. The compositional profiles of natural components -such as polyphenols, biogenic amines, amino acids, volatile organic compounds, and fatty acids- are the source of information to address these issues. As for fingerprinting, analytical techniques, such as chromatography, infrared, Raman, and mass spectrometry, generate rich fingerprints containing dozens of features to be used for discrimination purposes. In the two cases, the data generated are complex, so chemometric methods are usually applied to extract the underlying information. In this review, we present the state of the art of cocoa and chocolate authentication, highlighting the pros and cons of the different approaches. Besides, the relevance of the proposed methods in quality control and the novel trends for sample analysis are also discussed.
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Affiliation(s)
- Sonia Sentellas
- Department of Chemical Engineering and Analytical Chemistry, Universitat de Barcelona, Martí i Franquès 1-11, 08028 Barcelona, Spain;
- Research Institute in Food Nutrition and Food Safety, Universitat de Barcelona, Av. Prat de la Riba 171, Edifici Recerca (Gaudí), 08921 Santa Coloma de Gramenet, Spain
- Serra Húnter Fellow Programme, Generalitat de Catalunya, Via Laietana 2, 08003 Barcelona, Spain
| | - Javier Saurina
- Department of Chemical Engineering and Analytical Chemistry, Universitat de Barcelona, Martí i Franquès 1-11, 08028 Barcelona, Spain;
- Research Institute in Food Nutrition and Food Safety, Universitat de Barcelona, Av. Prat de la Riba 171, Edifici Recerca (Gaudí), 08921 Santa Coloma de Gramenet, Spain
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Guerrero-Peña A, Vázquez-Hernández L, Bucio-Galindo A, Morales-Ramos V. Chemical analysis and NIR spectroscopy in the determination of the origin, variety and roast time of Mexican coffee. Heliyon 2023; 9:e18675. [PMID: 37554778 PMCID: PMC10404687 DOI: 10.1016/j.heliyon.2023.e18675] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Revised: 06/20/2023] [Accepted: 07/25/2023] [Indexed: 08/10/2023] Open
Abstract
Coffee is a product whose quality and price are associated with its geographical, genetic and processing origin; therefore, the development of analytical techniques to authenticate the above mentioned is important to avoid adulteration. The objective of this study was to compare conventional analytical methods with NIR technology for the authentication of roasted and ground coffee samples from different producing regions in Mexico (origins) and different varieties. A second objective was to determine, under the same processing conditions, if roasting times can be differentiated by using this technology. A total of 120 samples of roasted and ground commercial coffee were obtained from the states of Chiapas, Oaxaca, Tabasco and Veracruz in Mexico, 30 locally available samples per state. Samples from Veracruz included three different varieties, grown on the same farm and processed under the same conditions. One of these varieties was selected to evaluate the chemical composition of samples roasted at 185 °C using four different roasting times (15, 17, 19 and 21 min). Samples from different producing regions showed significant differences (P < 0.05) in fat content (from 7.45 ± 0.42% in Tabasco to 18.40 ± 2.95% in Chiapas), which was associated with the altitude of coffee plantations (Pearson's r = 0.96). The results indicate that NIR technology generates sufficient useful information to authenticate roasted and ground coffee from different geographical origins in Mexico and different varieties from the same coffee plantation, with similar results to those obtained by conventional analytical methods.
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Affiliation(s)
- Armando Guerrero-Peña
- Colegio de Postgraduados Campus Tabasco, Periférico Carlos A. Molina s/n, Km 3 carretera Cárdenas-Huimanguillo, Cárdenas, Tabasco, 86500, Mexico
| | - Lorena Vázquez-Hernández
- Colegio de Postgraduados Campus Tabasco, Periférico Carlos A. Molina s/n, Km 3 carretera Cárdenas-Huimanguillo, Cárdenas, Tabasco, 86500, Mexico
| | - Adolfo Bucio-Galindo
- Colegio de Postgraduados Campus Tabasco, Periférico Carlos A. Molina s/n, Km 3 carretera Cárdenas-Huimanguillo, Cárdenas, Tabasco, 86500, Mexico
| | - Victorino Morales-Ramos
- Colegio de Postgraduados Campus-Córdoba. km 348 carretera federal Córdoba-Veracruz, Col. Manuel León, Amatlán de los Reyes, Veracruz, 94946, Mexico
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Gruska RM, Kunicka-Styczyńska A, Jaśkiewicz A, Baryga A, Brzeziński S, Świącik B. Fourier Transform Mid-Infrared Spectroscopy (FT-MIR) as a Method of Identifying Contaminants in Sugar Beet Production Process-Case Studies. Molecules 2023; 28:5559. [PMID: 37513431 PMCID: PMC10384544 DOI: 10.3390/molecules28145559] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Revised: 07/14/2023] [Accepted: 07/19/2023] [Indexed: 07/30/2023] Open
Abstract
Food safety has received considerable attention in recent years. Methods for rapid identification of a variety contaminants in both the final product and the manufacturing process are constantly developing. This study used Fourier Transform Mid-Infrared Spectroscopy (FT-MIR) spectroscopy to identify various contaminants endangering white sugar production. It was demonstrated that inorganic compounds (calcium carbonate-CaCO3), plastic contaminants (polypropylene), and oily contaminants (compressor sealing and lubrication lubricant) can be identified with a high degree of precision. FT-MIR spectroscopy was proved to be a useful technique for detecting sugar contaminants rapidly and precisely even without the application of a sophisticated spectra analysis. Commercial databases of reference spectra usage significantly simplify and facilitate the application of this method.
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Affiliation(s)
- Radosław Michał Gruska
- Department of Sugar Industry and Food Safety Management, Faculty of Biotechnology and Food Science, Lodz University of Technology, ul. Wólczańska 171/173, 90-530 Lodz, Poland
| | - Alina Kunicka-Styczyńska
- Department of Sugar Industry and Food Safety Management, Faculty of Biotechnology and Food Science, Lodz University of Technology, ul. Wólczańska 171/173, 90-530 Lodz, Poland
| | - Andrzej Jaśkiewicz
- Department of Sugar Industry and Food Safety Management, Faculty of Biotechnology and Food Science, Lodz University of Technology, ul. Wólczańska 171/173, 90-530 Lodz, Poland
| | - Andrzej Baryga
- Department of Sugar Industry and Food Safety Management, Faculty of Biotechnology and Food Science, Lodz University of Technology, ul. Wólczańska 171/173, 90-530 Lodz, Poland
| | - Stanisław Brzeziński
- Department of Sugar Industry and Food Safety Management, Faculty of Biotechnology and Food Science, Lodz University of Technology, ul. Wólczańska 171/173, 90-530 Lodz, Poland
| | - Beata Świącik
- Department of Sugar Industry and Food Safety Management, Faculty of Biotechnology and Food Science, Lodz University of Technology, ul. Wólczańska 171/173, 90-530 Lodz, Poland
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Gaglianò M, De Luca G, Conidi C, Cassano A. NMR-Based Characterization of Citrus Tacle Juice and Low-Level NMR and UV-Vis Data Fusion for Monitoring Its Fractions from Membrane-Based Operations. Antioxidants (Basel) 2022; 12:2. [PMID: 36670864 PMCID: PMC9854473 DOI: 10.3390/antiox12010002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Revised: 12/07/2022] [Accepted: 12/16/2022] [Indexed: 12/24/2022] Open
Abstract
Tacle is a citrus variety which recently gained further interest due to its antioxidant and biological properties. This study suggests using Nuclear Magnetic Resonance (NMR) imaging to characterize Tacle juice's metabolic composition as it is intimately linked to its quality. First, polar and apolar solvent systems were used to identify a significant fraction of the Tacle metabolome. Furthermore, the antioxidant capacity and the total content of flavonoids, polyphenols and β-carotene in the juice were investigated with UV-Visible spectroscopy. Tacle juice was clarified and fractionated by ultrafiltration (UF) and nanofiltration (NF) membranes in order to recover and purify its bioactive principles. Finally, the second part of this work sheds light on the spectrophotometric assays and 1H-NMR spectra of fractions coming from membrane operations coupled with a multivariate data analysis technique, PCA, to explore the impact of UF and NF processes on the metabolic profile of the juice.
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Affiliation(s)
- Martina Gaglianò
- Department of Chemistry & Chemical Technologies, University of Calabria, Via P. Bucci, 87036 Rende, Italy
- Institute on Membrane Technology, ITM-CNR, 87036 Rende, Italy
| | - Giuseppina De Luca
- Department of Chemistry & Chemical Technologies, University of Calabria, Via P. Bucci, 87036 Rende, Italy
| | - Carmela Conidi
- Institute on Membrane Technology, ITM-CNR, 87036 Rende, Italy
| | - Alfredo Cassano
- Institute on Membrane Technology, ITM-CNR, 87036 Rende, Italy
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