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Abi-Rizk H, Jouan-Rimbaud Bouveresse D, Chamberland J, Cordella CBY. Chemometrics-driven monitoring of cheese ripening: a multimodal spectroscopic and scanning electron microscopy investigation. ANALYTICAL METHODS : ADVANCING METHODS AND APPLICATIONS 2024; 16:3732-3744. [PMID: 38808623 DOI: 10.1039/d4ay00609g] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2024]
Abstract
The integration of spectroscopic techniques with chemometrics offers a means to monitor quality changes in dairy products throughout processing and storage. This study employed Attenuated Total Reflectance-Mid-Infrared Spectroscopy (ATR-MIR) coupled with Independent Components Analysis (ICA), and 3D Front-Face Fluorescence Spectroscopy (FFFS) paired with Common Components and Specific Weight Analysis (CCSWA). The research focused on Cheddar cheeses aged for 1, 2, 3, and 5 years, alongside Comté cheeses aged for 6, 9, and 12 months. The adopted approach offered valuable insights into the intricate cheese aging process within the food matrix. The ICA proportions and CCSWA scores highlighted the significant impact of biochemical transformations during maturation on the aging process. The extracted independent components (ICs) revealed variations in the vibration modes of amides, lipids, amino acids, and organic acids, facilitating the distinction between different cheese age categories. Additionally, CCSWA outcomes identified age-related differences through shifts in tryptophan fluorescence characteristics as the cheeses aged. These results were consistent with the observed alterations in the microstructure of cheese samples over time, corroborated by Scanning Electron Microscopy (SEM) imagery. The introduced multimodal methodology serves as a significant asset for determining the ripening stage of various types of cheese, offering a detailed perspective of cheese maturation beneficial to the dairy industry and researchers.
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Affiliation(s)
- Hala Abi-Rizk
- LAboratoire de Recherche et de Traitement de l'Information Chimiosensorielle - LARTIC, 2425 Rue de l'agriculture, Québec, QC G1V 0A6, Canada.
- Institute of Nutrition and Functional Foods (INAF), Québec, QC G1V 0A6, Canada
| | | | - Julien Chamberland
- Institute of Nutrition and Functional Foods (INAF), Québec, QC G1V 0A6, Canada
- Department of Food Sciences, STELA Dairy Research Center, Université Laval, Québec, QC, G1V 0A6, Canada
| | - Christophe B Y Cordella
- LAboratoire de Recherche et de Traitement de l'Information Chimiosensorielle - LARTIC, 2425 Rue de l'agriculture, Québec, QC G1V 0A6, Canada.
- Institute of Nutrition and Functional Foods (INAF), Québec, QC G1V 0A6, Canada
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Application of Spectroscopic Techniques to Evaluate Heat Treatments in Milk and Dairy Products: an Overview of the Last Decade. FOOD BIOPROCESS TECH 2021. [DOI: 10.1007/s11947-021-02607-0] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Loudiyi M, Temiz HT, Sahar A, Haseeb Ahmad M, Boukria O, Hassoun A, Aït-Kaddour A. Spectroscopic techniques for monitoring changes in the quality of milk and other dairy products during processing and storage. Crit Rev Food Sci Nutr 2020; 62:3063-3087. [PMID: 33381982 DOI: 10.1080/10408398.2020.1862754] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
The application of spectroscopic techniques can help in alleviating problems encountered during the processing of milk and dairy products. Indeed, traditional analytical methods (e.g., physicochemical measurements, sensory, chromatography) are relatively expensive, time-consuming, and require chemicals and sophisticated analytical equipment, and skilled operators. Hence, there is a need to develop faster and less costly methods for accurately monitoring changes in the quality of milk and other dairy products during processing and storage.Many nondestructive and noninvasive instrumental techniques are available for inline and online monitoring of food. These include fluorescence spectroscopy, mid-infrared (MIR), near-infrared (NIR), nuclear magnetic resonance (NMR), etc. These techniques are usually used in combination with chemometric tools a to explore the information present in spectral data.This review article will discuss the potential of the above-mentioned spectroscopic techniques for monitoring chemical modifications of dairy products and the prediction of their functional properties during processing. The advantages and disadvantages of each technique are also discussed in this review. Finally, some conclusions are drawn, and the future trends of these methods are presented.
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Affiliation(s)
| | | | - Amna Sahar
- Department of Food Engineering/National Institute of Food Science and Technology, University of Agriculture Faisalabad, Faisalabad, Pakistan
| | | | - Oumayma Boukria
- Applied Organic Chemistry Laboratory, Sciences and Techniques Faculty, Sidi Mohamed Ben Abedallah University, Fez, Morocco
| | - Abdo Hassoun
- Nofima, Norwegian Institute of Food, Norway Tromsø
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Boukria O, El Hadrami EM, Sultanova S, Safarov J, Leriche F, Aït-Kaddour A. 2D-Cross Correlation Spectroscopy Coupled with Molecular Fluorescence Spectroscopy for Analysis of Molecular Structure Modification of Camel Milk and Cow Milk Mixtures during Coagulation. Foods 2020; 9:E724. [PMID: 32498410 PMCID: PMC7353533 DOI: 10.3390/foods9060724] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2020] [Revised: 05/21/2020] [Accepted: 05/27/2020] [Indexed: 02/03/2023] Open
Abstract
Synchronous fluorescence spectroscopy (SFS) coupled with two-dimensional correlation spectroscopy (2DCOS) was employed to monitor, at the molecular level, the coagulation of five mixture ratios of camel's milk (CaM) and cow's milk (CM) (100% CaM, 75% CaM:25% CM, 50% CaM:50% CM, 25% CaM:75% CM and 100% CM). The dissimilarities among the different formulations are highlighted on the synchronous 2DCOS-SFS. In addition, according to the cross-peak symbols in synchronous and asynchronous spectra, the rate of response modification in riboflavin, protein and vitamin A matched with common coagulation phenomena usually reported during chymosin coagulation (hydrolysis of κ-casein, destabilization of casein micelles and aggregation). This study demonstrated that 2DCOS-SFS is a successful strategy to discriminate milk mixtures and to monitor molecular structure modifications during coagulation process.
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Affiliation(s)
- Oumayma Boukria
- Applied Organic Chemistry Laboratory, Sciences and Techniques Faculty, Sidi Mohamed Ben Abedallah University, Route d’Immouzer, Fès BP 2202, Morocco; (O.B.); (E.M.E.H.)
| | - El Mestafa El Hadrami
- Applied Organic Chemistry Laboratory, Sciences and Techniques Faculty, Sidi Mohamed Ben Abedallah University, Route d’Immouzer, Fès BP 2202, Morocco; (O.B.); (E.M.E.H.)
| | - Shaxnoza Sultanova
- Department of Food Engineering, Faculty of Mechanical Building, Tashkent State Technical University Named after Islam Karimov, University str. 2, Tashkent 100095, Uzbekistan; (S.S.); (J.S.)
| | - Jasur Safarov
- Department of Food Engineering, Faculty of Mechanical Building, Tashkent State Technical University Named after Islam Karimov, University str. 2, Tashkent 100095, Uzbekistan; (S.S.); (J.S.)
| | - Françoise Leriche
- Université Clermont-Auvergne, INRAE, VetAgro Sup, 63370 Lempdes, France;
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Bansal V, Mishra SK. Reduced-sodium cheeses: Implications of reducing sodium chloride on cheese quality and safety. Compr Rev Food Sci Food Saf 2020; 19:733-758. [PMID: 33325171 DOI: 10.1111/1541-4337.12524] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2019] [Revised: 11/21/2019] [Accepted: 11/21/2019] [Indexed: 02/06/2023]
Abstract
Sodium chloride (NaCl) universally well-known as table salt is an ancient food additive, which is broadly used to increase the storage stability and the palatability of foods. Though, in recent decades, use of table salt in foods is a major concern among the health agencies of the world owing to ill effects of sodium (Na) that are mostly linked to hypertension and cardiovascular diseases. As a result, food scientists are working to decrease the sodium content in food either by decreasing the rate of NaCl addition or by partial or full replacement of NaCl with other suitable salts like potassium chloride (KCl), calcium chloride (CaCl2 ), or magnesium chloride (MgCl2 ). However, in cheese, salt reduction is difficult to accomplish owing to its multifaceted role in cheese making. Considering the significant contribution in dietary salt intake (DSI) from cheese, researchers across the globe are exploring various technical interventions to develop reduced-sodium cheeses (RSCs) without jeopardizing the quality and safety of cheeses. Thus, the purpose of this study is to provide an insight of NaCl reduction on sensory, physicochemical, and technofunctional attributes of RSCs with an aim to explore various strategies for salt reduction without affecting the cheese quality and safety. The relationship between salt reduction and survival of pathogenic and spoilage-causing microorganisms and growth of RSCs microflora is also discussed. Based on the understanding of conceptual and applied information on the complex changes that occur in the development of RSCs, the quality and safety of RSCs can be accomplished effectively in order to reduce the DSI from cheese.
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Affiliation(s)
- Venus Bansal
- Department of Dairy Technology, College of Dairy Science & Technology, Guru Angad Dev Veterinary & Animal Sciences University, Ludhiana, India
| | - Santosh Kumar Mishra
- Department of Dairy Microbiology, College of Dairy Science & Technology, Guru Angad Dev Veterinary & Animal Sciences University, Ludhiana, India
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Monakhova YB, Rutledge DN. Independent components analysis (ICA) at the "cocktail-party" in analytical chemistry. Talanta 2019; 208:120451. [PMID: 31816793 DOI: 10.1016/j.talanta.2019.120451] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2019] [Revised: 09/26/2019] [Accepted: 10/04/2019] [Indexed: 02/07/2023]
Abstract
Independent components analysis (ICA) is a probabilistic method, whose goal is to extract underlying component signals, that are maximally independent and non-Gaussian, from mixed observed signals. Since the data acquired in many applications in analytical chemistry are mixtures of component signals, such a method is of great interest. In this article recent ICA applications for quantitative and qualitative analysis in analytical chemistry are reviewed. The following experimental techniques are covered: fluorescence, UV-VIS, NMR, vibrational spectroscopies as well as chromatographic profiles. Furthermore, we reviewed ICA as a preprocessing tool as well as existing hybrid ICA-based multivariate approaches. Finally, further research directions are proposed. Our review shows that ICA is starting to play an important role in analytical chemistry, and this will definitely increase in the future.
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Affiliation(s)
- Yulia B Monakhova
- Spectral Service AG, Emil-Hoffmann-Straße 33, 50996, Cologne, Germany; Institute of Chemistry, Saratov State University, Astrakhanskaya Street 83, 410012, Saratov, Russia; Institute of Chemistry, Saint Petersburg State University, 13B Universitetskaya Emb., St Petersburg, 199034, Russia.
| | - Douglas N Rutledge
- UMR Ingénierie Procédés Aliments, AgroParisTech, INRA, Université Paris-Saclay, Massy, France; National Wine and Grape Industry Centre, Charles Sturt University, Wagga Wagga, Australia
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Developments of nondestructive techniques for evaluating quality attributes of cheeses: A review. Trends Food Sci Technol 2019. [DOI: 10.1016/j.tifs.2019.04.013] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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Ayvaz H, Sezer B, Dogan MA, Bilge G, Atan M, Boyaci IH. Multiparametric analysis of cheese using single spectrum of laser-induced breakdown spectroscopy. Int Dairy J 2019. [DOI: 10.1016/j.idairyj.2018.11.008] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
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ComDim for explorative multi-block data analysis of Cantal-type cheeses: Effects of salts, gentle heating and ripening. Food Chem 2018; 264:401-410. [DOI: 10.1016/j.foodchem.2018.05.039] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2018] [Revised: 05/02/2018] [Accepted: 05/04/2018] [Indexed: 01/22/2023]
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Loudiyi M, Aït-Kaddour A. Evaluation of the effect of salts on chemical, structural, textural, sensory and heating properties of cheese: Contribution of conventional methods and spectral ones. Crit Rev Food Sci Nutr 2018; 59:2442-2457. [DOI: 10.1080/10408398.2018.1455637] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Affiliation(s)
- M. Loudiyi
- Université Clermont Auvergne, VetAgro Sup, Lempdes, France
- Université Clermont Auvergne, INRA, VetAgro Sup, UMR sur le Fromage, UMRF, Aurillac, France
| | - A. Aït-Kaddour
- Université Clermont Auvergne, VetAgro Sup, Lempdes, France
- Université Clermont Auvergne, INRA, VetAgro Sup, UMR sur le Fromage, UMRF, Aurillac, France
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