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Lončar B, Pezo L, Iličić M, Kanurić K, Vukić D, Degenek J, Vukić V. Modeling and Optimization of Herb-Fortified Fresh Kombucha Cheese: An Artificial Neural Network Approach for Enhancing Quality Characteristics. Foods 2024; 13:548. [PMID: 38397525 PMCID: PMC10887540 DOI: 10.3390/foods13040548] [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: 01/19/2024] [Revised: 02/06/2024] [Accepted: 02/08/2024] [Indexed: 02/25/2024] Open
Abstract
In this study, an Artificial Neural Network (ANN) model is used to solve the complex task of producing fresh cheese with the desired quality parameters. The study focuses on kombucha fresh cheese samples fortified with ground wild thyme, supercritical fluid extract of wild thyme, ground sage and supercritical fluid extract of sage and optimizes the parameters of chemical composition, antioxidant potential and microbiological profile. The ANN models demonstrate robust generalization capabilities and accurately predict the observed results based on the input parameters. The optimal neural network model (MLP 6-10-16) with 10 neurons provides high r2 values (0.993 for training, 0.992 for testing, and 0.992 for validation cycles). The ANN model identified the optimal sample, a supercritical fluid extract of sage, on the 20th day of storage, showcasing specific favorable process parameters. These parameters encompass dry matter, fat, ash, proteins, water activity, pH, antioxidant potential (TP, DPPH, ABTS, FRAP), and microbiological profile. These findings offer valuable insights into producing fresh cheese efficiently with the desired quality attributes. Moreover, they highlight the effectiveness of the ANN model in optimizing diverse parameters for enhanced product development in the dairy industry.
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Affiliation(s)
- Biljana Lončar
- Faculty of Technology Novi Sad, University of Novi Sad, Bulevar Cara Lazara 1, 21000 Novi Sad, Serbia; (M.I.); (K.K.); (D.V.); (J.D.); (V.V.)
| | - Lato Pezo
- Institute of General and Physical Chemistry, Studentski trg 12/V, 11000 Belgrade, Serbia;
| | - Mirela Iličić
- Faculty of Technology Novi Sad, University of Novi Sad, Bulevar Cara Lazara 1, 21000 Novi Sad, Serbia; (M.I.); (K.K.); (D.V.); (J.D.); (V.V.)
| | - Katarina Kanurić
- Faculty of Technology Novi Sad, University of Novi Sad, Bulevar Cara Lazara 1, 21000 Novi Sad, Serbia; (M.I.); (K.K.); (D.V.); (J.D.); (V.V.)
| | - Dajana Vukić
- Faculty of Technology Novi Sad, University of Novi Sad, Bulevar Cara Lazara 1, 21000 Novi Sad, Serbia; (M.I.); (K.K.); (D.V.); (J.D.); (V.V.)
| | - Jovana Degenek
- Faculty of Technology Novi Sad, University of Novi Sad, Bulevar Cara Lazara 1, 21000 Novi Sad, Serbia; (M.I.); (K.K.); (D.V.); (J.D.); (V.V.)
| | - Vladimir Vukić
- Faculty of Technology Novi Sad, University of Novi Sad, Bulevar Cara Lazara 1, 21000 Novi Sad, Serbia; (M.I.); (K.K.); (D.V.); (J.D.); (V.V.)
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Li S, Dixit Y, Reis MM, Singh H, Ye A. Movements of moisture and acid in gastric milk clots during gastric digestion: Spatiotemporal mapping using hyperspectral imaging. Food Chem 2024; 431:137094. [PMID: 37586231 DOI: 10.1016/j.foodchem.2023.137094] [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: 05/22/2023] [Revised: 07/25/2023] [Accepted: 08/02/2023] [Indexed: 08/18/2023]
Abstract
Ruminant milk is known to coagulate into structured clots during gastric digestion. This study investigated the movements of moisture and acid in skim milk clots formed during dynamic gastric digestion and the effects of milk type (regular or calcium-rich) and the presence/absence of pepsin. We conducted hyperspectral imaging analysis and successfully modelled the moisture contents based on the spectral information using partial least squares regression. We generated prediction maps of the spatiotemporal distribution of moisture within the samples at different stages of gastric digestion. Simultaneously to acid uptake, the moisture in the milk clots tended to decrease over the digestion time; this was significantly promoted by pepsin. Moisture mapping by hyperspectral imaging demonstrated that the high and low moisture zones were centralized within the clot and at the surface respectively. A structural compaction process promoted by pepsinolysis and acidification probably contributed to the water expulsion from the clots during digestion.
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Affiliation(s)
- Siqi Li
- Riddet Institute, Massey University, Private Bag 11 222, Palmerston North 4442, New Zealand
| | - Yash Dixit
- AgResearch Ltd, Te Ohu Rangahau Kai, Private Bag 11 008, Palmerston North, New Zealand
| | - Marlon M Reis
- AgResearch Ltd, Te Ohu Rangahau Kai, Private Bag 11 008, Palmerston North, New Zealand.
| | - Harjinder Singh
- Riddet Institute, Massey University, Private Bag 11 222, Palmerston North 4442, New Zealand
| | - Aiqian Ye
- Riddet Institute, Massey University, Private Bag 11 222, Palmerston North 4442, New Zealand.
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Yang Y, Xia Y, Wang YR, Sun LS, Shuang Q, Zhang FM. Optimization of lactic acid bacterial starter culture to improve the quality and flavor characteristics of traditional Hurood. J Dairy Sci 2024; 107:105-122. [PMID: 37690709 DOI: 10.3168/jds.2023-23754] [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: 05/17/2023] [Accepted: 07/24/2023] [Indexed: 09/12/2023]
Abstract
Hurood is a traditional fermented milk product prepared by traditional Mongolian techniques of fermenting raw milk, partial degreasing, heating, whey drainage, emulsification of curd, and molding. Currently, Hurood available in the market is generally prepared by small-scale enterprises at home or in open air. Therefore, lack of standardization of bacterial starter culture leads to variation in the flavor and sensory properties of Hurood from batch to batch. In this study, we aimed to assess the best starter culture combination obtained from 37 lactic acid bacterial strains isolated from traditional Hurood. The solidification state and sensory quality were used as indexes for determining the fermentation efficiency of the bacterial starter culture combinations. The yield and texture characteristics were used to determine the optimal ratio of bacterial strains in a combination and the processing conditions for traditional Hurood production. The most optimal bacterial culture combination was observed to be NF 9-3:NF 10-4:CH 3-1 in 5:4:1 ratio and in 3% amount. The most optimal whey temperature and heating-stirring temperature were observed to be 55°C to 60°C and 85°C to 90°C, respectively. Hurood prepared with the optimal combination of bacterial strains exhibited significantly enhanced sensory quality, flavor, and contents of AA and fatty acids. Therefore, the use of optimal starter culture of lactic acid bacteria could produce Hurood with significantly superior sensory qualities, making the product more acceptable to consumers.
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Affiliation(s)
- Yang Yang
- Department of College of Food Science and Engineering, Inner Mongolia Agricultural University, Hohhot, 010018, People's Republic of China
| | - Yanan Xia
- Department of College of Food Science and Engineering, Inner Mongolia Agricultural University, Hohhot, 010018, People's Republic of China
| | - Yu Rong Wang
- Xiangyang Lactic Acid Bacteria Biotechnology and Engineering Key Laboratory, Institute Hubei University of Arts and Science, Xiangyang, 441100, People's Republic of China
| | - Li Shan Sun
- Zhenglan Banner Changhong Dairy Factory, Hohhot, Inner Mongolia, 027200, People's Republic of China
| | - Quan Shuang
- Department of College of Food Science and Engineering, Inner Mongolia Agricultural University, Hohhot, 010018, People's Republic of China.
| | - Feng Mei Zhang
- Department of College of Food Science and Engineering, Inner Mongolia Agricultural University, Hohhot, 010018, People's Republic of China.
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Ouyang H, Kilcawley KN, Miao S, Fenelon MA, Kelly AL, Sheehan JJ. Effect of konjac glucomannan and soy soluble polysaccharides on the rheological, microstructural and syneretic properties of rennet gels. Lebensm Wiss Technol 2022. [DOI: 10.1016/j.lwt.2022.113905] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Valorization of Concentrated Dairy White Wastewater by Reverse Osmosis in Model Cheese Production. DAIRY 2022. [DOI: 10.3390/dairy3020020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Treatment of dairy white wastewater (WW) by reverse osmosis (RO) is usually performed to generate process water and to reclaim dairy components for their valorization. For this study, a mixture of pasteurized milk and WW from a dairy plant was concentrated by RO to achieve a protein concentration similar to that of skimmed milk. Retentates, which are concentrated WW, were used in the preparation of cheese milk. The effect of using model concentrated WW was evaluated on (1) the soluble–colloidal equilibrium between protein and salt, (2) the milk-coagulation kinetics, and (3) the cheese composition and yield. An economic assessment was also carried out to support the decision-making process for implementing a new RO system in a dairy plant for the valorization of dairy WW. The results showed that substituting more than 50% of the amount of cheese milk with model pasteurized WW concentrates decreased the moisture-adjusted cheese yield and impaired the coagulation kinetics. Excessive cheese moisture was observed in cheeses that were made from 50% and 100% model WW concentrates, correlating with a change in the soluble–colloidal equilibrium of salts, especially in calcium. To achieve sustainable and economic benefits, the ratio of added WW concentrates to cheese milk must be less than 50%. However, for such an investment to be profitable to a dairy plant within 0.54 years, a large-size plant must generate 200 m3 of WW per day with at least 0.5% of total solids, as the economic analysis specific to our case suggests.
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Yang M, Ye A, Yang Z, Everett DW, Gilbert EP, Singh H. Kinetics of pepsin-induced hydrolysis and the coagulation of milk proteins. J Dairy Sci 2022; 105:990-1003. [PMID: 34998540 DOI: 10.3168/jds.2021-21177] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Accepted: 10/17/2021] [Indexed: 11/19/2022]
Abstract
Hydrolysis-induced coagulation of casein micelles by pepsin occurs during the digestion of milk. In this study, the effect of pH (6.7-5.3) and pepsin concentration (0.110-2.75 U/mL) on the hydrolysis of κ-casein and the coagulation of the casein micelles in bovine skim milk was investigated at 37°C using reverse-phase HPLC, oscillatory rheology, and confocal laser scanning microscopy. The hydrolysis of κ-casein followed a combined kinetic model of first-order hydrolysis and putative pepsin denaturation. The hydrolysis rate increased with increasing pepsin concentration at a given pH, was pH dependent, and reached a maximum at pH ∼6.0. Both the increase in pepsin concentration and decrease in pH resulted in a shorter coagulation time. The extent of κ-casein hydrolysis required for coagulation was independent of the pepsin concentration at a given pH and, because of the lower electrostatic repulsion between para-casein micelles at lower pH, decreased markedly from ∼73% to ∼33% when pH decreased from 6.3 to 5.3. In addition, the rheological properties and the microstructures of the coagulum were markedly affected by the pH and the pepsin concentration. The knowledge obtained from this study provides further understanding on the mechanism of milk coagulation, occurring at the initial stage of transiting into gastric conditions with high pH and low pepsin concentration.
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Affiliation(s)
- Mengxiao Yang
- Riddet Institute, Private Bag 11 222, Palmerston North 4442, New Zealand; School of Food and Advanced Technology, Massey University, Private Bag 11 222, Palmerston North 4442, New Zealand
| | - Aiqian Ye
- Riddet Institute, Private Bag 11 222, Palmerston North 4442, New Zealand; School of Food and Advanced Technology, Massey University, Private Bag 11 222, Palmerston North 4442, New Zealand.
| | - Zhi Yang
- School of Food and Advanced Technology, Massey University, Auckland 0632, New Zealand
| | - David W Everett
- Riddet Institute, Private Bag 11 222, Palmerston North 4442, New Zealand; AgResearch Limited, Tennent Drive, Private Bag 11 008, Palmerston North 4442, New Zealand
| | - Elliot Paul Gilbert
- Australian Centre for Neutron Scattering, ANSTO, New Illawarra Road, Lucas Heights, NSW 2234, Australia; Australian Institute for Bioengineering and Nanotechnology and Queensland Alliance for Agriculture and Food Innovation, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Harjinder Singh
- Riddet Institute, Private Bag 11 222, Palmerston North 4442, New Zealand; School of Food and Advanced Technology, Massey University, Private Bag 11 222, Palmerston North 4442, New Zealand
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Song Z, Zhang Y, Wen P, Wang Y, Qiao H, Zhang W, Zhang Z. Effect of pH on the coagulation properties of
Tenebrio molitor
coagulant. Int J Food Sci Technol 2022. [DOI: 10.1111/ijfs.15525] [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]
Affiliation(s)
- Zhaoyang Song
- College of Food Science and Engineering Gansu Agricultural University Lanzhou Gansu China
| | - Yan Zhang
- College of Food Science and Engineering Gansu Agricultural University Lanzhou Gansu China
| | - Pengcheng Wen
- College of Food Science and Engineering Gansu Agricultural University Lanzhou Gansu China
| | - Yue Wang
- College of Food Science and Engineering Gansu Agricultural University Lanzhou Gansu China
| | - Haijun Qiao
- College of Science Gansu Agricultural University Lanzhou Gansu China
| | - Weibing Zhang
- College of Food Science and Engineering Gansu Agricultural University Lanzhou Gansu China
| | - Zhongming Zhang
- College of Food Science and Engineering Gansu Agricultural University Lanzhou Gansu China
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Delorme É, Paysant B, Trossat P, Gaüzère Y, Pochet S, Beuvier É, Achilleos C. A strategy to assess the sieving time of curd sampled during cheese manufacture to separate curd from whey. INT J DAIRY TECHNOL 2021. [DOI: 10.1111/1471-0307.12790] [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]
Affiliation(s)
- Émilien Delorme
- ACTALIA Pôle Expertise Analytique Poligny 39800 France
- INRAE URTAL Poligny 39800 France
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Moradi M, Omer AK, Razavi R, Valipour S, Guimarães JT. The relationship between milk somatic cell count and cheese production, quality and safety: A review. Int Dairy J 2021. [DOI: 10.1016/j.idairyj.2020.104884] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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