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Atanassova S, Yorgov D, Stratev D, Veleva P, Stoyanchev T. Near-Infrared Spectroscopy for Rapid Differentiation of Fresh and Frozen-Thawed Common Carp ( Cyprinus carpio). SENSORS (BASEL, SWITZERLAND) 2024; 24:3620. [PMID: 38894411 PMCID: PMC11175329 DOI: 10.3390/s24113620] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/03/2024] [Revised: 05/24/2024] [Accepted: 05/31/2024] [Indexed: 06/21/2024]
Abstract
This study aimed to investigate near-infrared spectroscopy (NIRS) in combination with classification methods for the discrimination of fresh and once- or twice-freeze-thawed fish. An experiment was carried out with common carp (Cyprinus carpio). From each fish, test pieces were cut from the dorsal and ventral regions and measured from the skin side as fresh, after single freezing at minus 18 °C for 15 ÷ 28 days and 15 ÷ 21 days for the second freezing after the freeze-thawing cycle. NIRS measurements were performed via a NIRQuest 512 spectrometer at the region of 900-1700 nm in Reflection mode. The Pirouette 4.5 software was used for data processing. SIMCA and PLS-DA models were developed for classification, and their performance was estimated using the F1 score and total accuracy. The predictive power of each model was evaluated for fish samples in the fresh, single-freezing, and second-freezing classes. Additionally, aquagrams were calculated. Differences in the spectra between fresh and frozen samples were observed. They might be assigned mainly to the O-H and N-H bands. The aquagrams confirmed changes in water organization in the fish samples due to freezing-thawing. The total accuracy of the SIMCA models for the dorsal samples was 98.23% for the calibration set and 90.55% for the validation set. For the ventral samples, respective values were 99.28 and 79.70%. Similar accuracy was found for the PLS-PA models. The NIR spectroscopy and tested classification methods have a potential for nondestructively discriminating fresh from frozen-thawed fish in as methods to protect against fish meat food fraud.
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Affiliation(s)
- Stefka Atanassova
- Department of Agricultural Engineering, Faculty of Agriculture, Trakia University, Students Campus, 6000 Stara Zagora, Bulgaria; (D.Y.); (P.V.)
| | - Dimitar Yorgov
- Department of Agricultural Engineering, Faculty of Agriculture, Trakia University, Students Campus, 6000 Stara Zagora, Bulgaria; (D.Y.); (P.V.)
| | - Deyan Stratev
- Department of Food Quality and Safety, Faculty of Veterinary Medicine, Trakia University, Students Campus, 6000 Stara Zagora, Bulgaria; (D.S.); (T.S.)
| | - Petya Veleva
- Department of Agricultural Engineering, Faculty of Agriculture, Trakia University, Students Campus, 6000 Stara Zagora, Bulgaria; (D.Y.); (P.V.)
| | - Todor Stoyanchev
- Department of Food Quality and Safety, Faculty of Veterinary Medicine, Trakia University, Students Campus, 6000 Stara Zagora, Bulgaria; (D.S.); (T.S.)
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Pavlovic R, Draghi S, Pellegrini A, Fornesi Silva C, Di Cesare F, Curone G, Arioli F, Fidani M. High-Resolution Mass Spectrometry Non-Targeted Detection of Per- and Polyfluoroalkyl Substances in Roe Deer ( Capreolus capreolus). Molecules 2024; 29:617. [PMID: 38338361 PMCID: PMC10856453 DOI: 10.3390/molecules29030617] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Revised: 01/19/2024] [Accepted: 01/25/2024] [Indexed: 02/12/2024] Open
Abstract
Among wildlife species, roe deer stands out as a valuable indicator of environmental pollution due to its ecological significance and role as a game animal. The assessment of poly- and perfluoro substances (PFASs) bioaccumulation is of the utmost importance, relying on the liver and muscles as the main organs of interest. The study concerned the identification of 60 PFAS through a non-target workflow analysis based on HPLC Q-Exactive Orbitrap High-Resolution Mass Spectrometry in a homogeneous group of 18 female roe deer species. The developed strategy allowed us to individuate the 60 PFAS compounds with different levels of confirmation. Apart from seven PFASs identified via analytical standards, the remaining fifty-three features were identified with CL 2 or 3. Moreover, by applying a differential statistic approach, it was possible to distinguish the bioaccumulation patterns in the liver and muscle, identifying 12 PFAS upregulated in the muscle and 20 in the liver. The analysis reveals that specific PFAS compounds present exclusively in either the muscle or in the liver. The study emphasises the specificity of the liver and muscle as significant bioaccumulation sites for PFAS, raising questions about the underlying mechanisms of this process. In conclusion, the presented non-targeted PFAS analysis workflow evidenced promising and reliable results, successfully demonstrating its feasibility in the field of environmental research.
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Affiliation(s)
- Radmila Pavlovic
- Proteomics and Metabolomics Facility (ProMeFa), IRCCS San Raffaele Scientific Institute, Via Olgettina 60, 20132 Milan, Italy;
- Department of Veterinary Medicine and Animal Sciences, University of Milan, Via dell’Università 6, 26900 Lodi, Italy; (G.C.); (F.A.)
| | - Susanna Draghi
- Department of Veterinary Medicine and Animal Sciences, University of Milan, Via dell’Università 6, 26900 Lodi, Italy; (G.C.); (F.A.)
| | - Alberto Pellegrini
- UNIRELAB Srl, Via Gramsci 70, 20019 Settimo Milanese, Italy; (A.P.); (C.F.S.); (M.F.)
| | - Claudia Fornesi Silva
- UNIRELAB Srl, Via Gramsci 70, 20019 Settimo Milanese, Italy; (A.P.); (C.F.S.); (M.F.)
| | - Federica Di Cesare
- Department of Veterinary Medicine and Animal Sciences, University of Milan, Via dell’Università 6, 26900 Lodi, Italy; (G.C.); (F.A.)
| | - Giulio Curone
- Department of Veterinary Medicine and Animal Sciences, University of Milan, Via dell’Università 6, 26900 Lodi, Italy; (G.C.); (F.A.)
| | - Francesco Arioli
- Department of Veterinary Medicine and Animal Sciences, University of Milan, Via dell’Università 6, 26900 Lodi, Italy; (G.C.); (F.A.)
| | - Marco Fidani
- UNIRELAB Srl, Via Gramsci 70, 20019 Settimo Milanese, Italy; (A.P.); (C.F.S.); (M.F.)
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Identification of Fish Species and Targeted Genetic Modifications Based on DNA Analysis: State of the Art. Foods 2023; 12:foods12010228. [PMID: 36613444 PMCID: PMC9818732 DOI: 10.3390/foods12010228] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Revised: 12/22/2022] [Accepted: 12/30/2022] [Indexed: 01/05/2023] Open
Abstract
Food adulteration is one of the most serious problems regarding food safety and quality worldwide. Besides misleading consumers, it poses a considerable health risk associated with the potential non-labeled allergen content. Fish and fish products are one of the most expensive and widely traded commodities, which predisposes them to being adulterated. Among all fraud types, replacing high-quality or rare fish with a less valuable species predominates. Because fish differ in their allergen content, specifically the main one, parvalbumin, their replacement can endanger consumers. This underlines the need for reliable, robust control systems for fish species identification. Various methods may be used for the aforementioned purpose. DNA-based methods are favored due to the characteristics of the target molecule, DNA, which is heat resistant, and the fact that through its sequencing, several other traits, including the recognition of genetic modifications, can be determined. Thus, they are considered to be powerful tools for identifying cases of food fraud. In this review, the major DNA-based methods applicable for fish meat and product authentication and their commercial applications are discussed, the possibilities of detecting genetic modifications in fish are evaluated, and future trends are highlighted, emphasizing the need for comprehensive and regularly updated online database resources.
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Bouchendhomme T, Soret M, Devin A, Pasdois P, Grard T, Lencel P. Differentiating between fresh and frozen-thawed fish fillets by mitochondrial permeability measurement. Food Control 2022. [DOI: 10.1016/j.foodcont.2022.109197] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Li C, Ozturk-Kerimoglu B, He L, Zhang M, Pan J, Liu Y, Zhang Y, Huang S, Wu Y, Jin G. Advanced Lipidomics in the Modern Meat Industry: Quality Traceability, Processing Requirement, and Health Concerns. Front Nutr 2022; 9:925846. [PMID: 35719162 PMCID: PMC9198649 DOI: 10.3389/fnut.2022.925846] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Accepted: 05/02/2022] [Indexed: 12/03/2022] Open
Abstract
Over the latest decade, lipidomics has been extensively developed to give robust strength to the qualitative and quantitative information of lipid molecules derived from physiological animal tissues and edible muscle foods. The main lipidomics analytical platforms include mass spectrometry (MS) and nuclear magnetic resonance (NMR), where MS-based approaches [e.g., "shotgun lipidomics," ultra-performance liquid chromatography-tandem mass spectrometry (UPLC-MS/MS), matrix-assisted laser desorption and ionization time-of-flight mass spectrometry (MALDI-TOF-MS)] have been widely used due to their good sensitivity, high availability, and accuracy in identification/quantification of basal lipid profiles in complex biological point of view. However, each method has limitations for lipid-species [e.g., fatty acids, triglycerides (TGs), and phospholipids (PLs)] analysis, and necessitating the extension of effective chemometric-resolved modeling and novel bioinformatic strategies toward molecular insights into alterations in the metabolic pathway. This review summarized the latest research advances regarding the application of advanced lipidomics in muscle origin and meat processing. We concisely highlighted and presented how the biosynthesis and decomposition of muscle-derived lipid molecules can be tailored by intrinsic characteristics during meat production (i.e., muscle type, breed, feeding, and freshness). Meanwhile, the consequences of some crucial hurdle techniques from both thermal/non-thermal perspectives were also discussed, as well as the role of salting/fermentation behaviors in postmortem lipid biotransformation. Finally, we proposed the inter-relationship between potential/putative lipid biomarkers in representative physiological muscles and processed meats, their metabolism accessibility, general nutritional uptake, and potency on human health.
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Affiliation(s)
- Chengliang Li
- School of Food and Health, Beijing Technology and Business University, Beijing, China
| | | | - Lichao He
- School of Food and Health, Beijing Technology and Business University, Beijing, China
| | - Min Zhang
- School of Food and Health, Beijing Technology and Business University, Beijing, China
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan, China
| | - Jiajing Pan
- School of Food and Health, Beijing Technology and Business University, Beijing, China
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan, China
| | - Yuanyi Liu
- School of Food and Health, Beijing Technology and Business University, Beijing, China
| | - Yan Zhang
- School of Food and Health, Beijing Technology and Business University, Beijing, China
| | - Shanfeng Huang
- School of Biology and Food Engineering, Chuzhou University, Chuzhou, China
| | - Yue Wu
- Sonochemistry Group, School of Chemistry, The University of Melbourne, Parkville, VIC, Australia
| | - Guofeng Jin
- School of Food and Health, Beijing Technology and Business University, Beijing, China
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Panseri S, Arioli F, Pavlovic R, Di Cesare F, Nobile M, Mosconi G, Villa R, Chiesa LM, Bonerba E. Impact of irradiation on metabolomics profile of ground meat and its implications toward food safety. Lebensm Wiss Technol 2022. [DOI: 10.1016/j.lwt.2022.113305] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Stella R, Mastrorilli E, Pretto T, Tata A, Piro R, Arcangeli G, Biancotto G. New strategies for the differentiation of fresh and frozen/thawed fish: Non-targeted metabolomics by LC-HRMS (part B). Food Control 2022. [DOI: 10.1016/j.foodcont.2021.108461] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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Fu X, Hong X, Liao J, Ji Q, Li C, Zhang M, Ye Z, Yu X. Fingerprint Approaches Coupled with Chemometrics to Discriminate Geographic Origin of Imported Salmon in China's Consumer Market. Foods 2021; 10:foods10122986. [PMID: 34945538 PMCID: PMC8701728 DOI: 10.3390/foods10122986] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 11/18/2021] [Accepted: 11/24/2021] [Indexed: 11/29/2022] Open
Abstract
Of the salmon sold in China’s consumer market, 92% was labelled as Norwegian salmon, but was in fact was mainly imported from Chile. The aim of this study was to establish an effective method for discriminating the geographic origin of imported salmon using two fingerprint approaches, Near-infrared (NIR) spectroscopy and mineral element fingerprint (MEF). In total, 80 salmon (40 from Norway and 40 from Chile) were tested, and data generated by NIR and MEF were analysed via various chemometrics. Four spectral preprocessing methods, including vector normalization (VN), Savitzky Golay (SG) smoothing, first derivative (FD) and second derivative (SD), were employed on the raw NIR data, and a partial least squares (PLS) model based on the FD + SG9 pretreatment could successfully differentiate Norwegian salmons from Chilean salmons, with a R2 value of 98.5%. Analysis of variance (ANOVA) and multiple comparative analysis were employed on the contents of 16 mineral elements including Pb, Fe, Cu, Zn, Al, Sr, Ni, As, Cr, V, Se, Mn, K, Ca, Na and Mg. The results showed that Fe, Zn, Al, Ni, As, Cr, V, Se, Ca and Na could be used as characteristic elements to discriminate the geographical origin of the imported salmon, and the discrimination rate of the linear discriminant analysis (LDA) model, trained on the above 10 elements, could reach up to 98.8%. The results demonstrate that both NIR and MEF could be effective tools for the rapid discrimination of geographic origin of imported salmon in China’s consumer market.
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Affiliation(s)
- Xianshu Fu
- Zhejiang Provincial Key Laboratory of Biometrology and Inspection & Quarantine, College of Life Science, China Jiliang University, Hangzhou 310018, China; (X.F.); (Q.J.); (C.L.); (Z.Y.); (X.Y.)
| | - Xuezhen Hong
- College of Quality & Safety Engineering, China Jiliang University, Hangzhou 310018, China;
| | - Jinyan Liao
- Zhejiang Yuying College of Vocational Technology, Business and Trade Branch, Hangzhou 310018, China
- Correspondence: (J.L.); (M.Z.); Tel.: +86-571-86877182 (J.L.); +86-571-86914476 (M.Z.)
| | - Qingge Ji
- Zhejiang Provincial Key Laboratory of Biometrology and Inspection & Quarantine, College of Life Science, China Jiliang University, Hangzhou 310018, China; (X.F.); (Q.J.); (C.L.); (Z.Y.); (X.Y.)
| | - Chaofeng Li
- Zhejiang Provincial Key Laboratory of Biometrology and Inspection & Quarantine, College of Life Science, China Jiliang University, Hangzhou 310018, China; (X.F.); (Q.J.); (C.L.); (Z.Y.); (X.Y.)
| | - Mingzhou Zhang
- Zhejiang Provincial Key Laboratory of Biometrology and Inspection & Quarantine, College of Life Science, China Jiliang University, Hangzhou 310018, China; (X.F.); (Q.J.); (C.L.); (Z.Y.); (X.Y.)
- Correspondence: (J.L.); (M.Z.); Tel.: +86-571-86877182 (J.L.); +86-571-86914476 (M.Z.)
| | - Zihong Ye
- Zhejiang Provincial Key Laboratory of Biometrology and Inspection & Quarantine, College of Life Science, China Jiliang University, Hangzhou 310018, China; (X.F.); (Q.J.); (C.L.); (Z.Y.); (X.Y.)
| | - Xiaoping Yu
- Zhejiang Provincial Key Laboratory of Biometrology and Inspection & Quarantine, College of Life Science, China Jiliang University, Hangzhou 310018, China; (X.F.); (Q.J.); (C.L.); (Z.Y.); (X.Y.)
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Massaro A, Stella R, Negro A, Bragolusi M, Miano B, Arcangeli G, Biancotto G, Piro R, Tata A. New strategies for the differentiation of fresh and frozen/thawed fish: A rapid and accurate non-targeted method by ambient mass spectrometry and data fusion (part A). Food Control 2021. [DOI: 10.1016/j.foodcont.2021.108364] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
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Effect of High-Pressure Processing on Physico-Chemical, Microbiological and Sensory Traits in Fresh Fish Fillets ( Salmo salar and Pleuronectes platessa). Foods 2021; 10:foods10081775. [PMID: 34441552 PMCID: PMC8392521 DOI: 10.3390/foods10081775] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Revised: 07/06/2021] [Accepted: 07/29/2021] [Indexed: 11/16/2022] Open
Abstract
High-pressure (HP) treatment could lead to several advantages when applied to fish and seafood since it would affect the extension of the shelf life of this highly perishable food. In this regard, this study aimed to evaluate the effect of high-pressure treatment (500 MPa for 2 min at a temperature of 4 °C) on changes in quality on two different kinds of fresh fish fillets (Salmo salar and Pleuronectes platessa). Specifically, physico-chemical (VOCs, untargeted metabolomics spectra, pH and color), microbiological (Enterobacteriaceae, Pseudomonas spp., mesophilic and psychrotrophic bacteria) and sensory traits were evaluated at different days of refrigerated storage. From the results obtained, it is possible to state that the high pressure significantly (p ≤ 0.05) reduced microbial growth for each investigated microorganism. Regarding the colorimetric coordinates, no remarkable effects on a* and b* indices were found, while a significant effect (p = 0.01) was observed on the colorimetric index L*, making the HP-treated samples lighter than their respective controls. The sensory analysis showed that for the odor attribute, the HP treatment seems to have had a stabilizing action during shelf-life. Moreover, the treated samples obtained a better score than the respective controls (p ≤ 0.05). With regards to texture and appearance attributes, the treatment seems to have had a significant (p ≤ 0.05) effect, making the treated samples more compact and opaque than controls, therefore resulting in the loss of the characteristics of raw fish for the treated samples. Moreover, from a chemical point of view, HP treatment prevents the development of volatile sulfides and delays the formation of histamine (p ≤ 0.05). Very interestingly, the metabolomic approach revealed novel dipeptide markers for the HP procedure.
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