1
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Sun X, Lang X, Liu S, Zhao J, Lan W. Impaired cellular barriers and blocked metabolic pathways contribute to inhibition of carvacrol-loaded nanoemulsions stabilized by soy protein isolate / chitooligosaccharide conjugate on S. putrefaciens. Food Chem 2025; 475:143356. [PMID: 39954651 DOI: 10.1016/j.foodchem.2025.143356] [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: 08/01/2024] [Revised: 11/25/2024] [Accepted: 02/09/2025] [Indexed: 02/17/2025]
Abstract
In this study, soy isolate protein / chitooligosaccharide (SPI/COS) glycosylated conjugates was prepared and employed as an emulsifier to stabilize carvacrol-loaded nanoemulsions (CNE-SPI/COS). The antibacterial properties and mechanism of CNE-SPI/COS against S. putrefaciens was investigated. The results of microbial growth curves and confocal laser scanning microscopy (CLSM) results showed that CNE-SPI/COS effectively inhibited the growth of S. putrefaciens and the killing effect of CNE-SPI/COS on S. putrefaciens was concentration-dependent. Field emission scanning electron microscopy (FESEM) images showed that CNE-SPI/COS caused folds, shrinkage, rupture and even lysis of S. putrefaciens. The results showed that CNE-SPI/COS inhibited the growth and reproduction of S. putrefaciens mainly through three targets: (i) the reduction of alkaline phosphatase (AKP) activity and protein leakage indicated that CNE-SPI/COS disrupted the integrity of cell wall and cell membrane; (ii) the reduction of intracellular protein and ATP content indicated that CNE-SPI/COS interfered the synthesis of intracellular nutrient and synthesis of energy-supplying substances; (iii) changes in the activities of succinate dehydrogenase, pyruvate kinase, and glucose 6-phosphate dehydrogenase indicated that CNE-SPI/COS impeded the normal cellular metabolic pathways such as the tricarboxylic acid cycle, the glycolytic pathway, and the pentose phosphate pathway, and the decrease in superoxide dismutase activity indicated that CNE-SPI/COS disrupted the defense system against oxidative stress. In conclusion, the encapsulation of carvacrol into the nanoemulsion system can provide theoretical support and methodological guidance for the application of nanoemulsions in microbial decontamination of aquatic products.
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Affiliation(s)
- Xiaohong Sun
- College of Food Science and Technology, Shanghai Ocean University, Shanghai 201306, China; Shanghai Aquatic Products Processing and Storage Engineering Technology Research Center, Shanghai 201306, China; National Experimental Teaching Demonstration Center for Food Science and Engineering (Shanghai Ocean University), Shanghai 201306, China.
| | - Xiaoxiao Lang
- College of Food Science and Technology, Shanghai Ocean University, Shanghai 201306, China
| | - Shucheng Liu
- College of Food Science & Technology, Guangdong Provincial Key Laboratory of Aquatic Product Processing and Safety, Guangdong Ocean University, Zhanjiang 524088, China
| | - Jiaxin Zhao
- College of Food Science and Technology, Shanghai Ocean University, Shanghai 201306, China
| | - Weiqing Lan
- College of Food Science and Technology, Shanghai Ocean University, Shanghai 201306, China; College of Food Science & Technology, Guangdong Provincial Key Laboratory of Aquatic Product Processing and Safety, Guangdong Ocean University, Zhanjiang 524088, China; Shanghai Aquatic Products Processing and Storage Engineering Technology Research Center, Shanghai 201306, China; National Experimental Teaching Demonstration Center for Food Science and Engineering (Shanghai Ocean University), Shanghai 201306, China.
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2
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Luan B, Meng A, Zhang W, Wang F, Liu F, Pan W, Zhu X, Zhang B. Deciphering structure-rheological properties relationship via the studies of 11 s-rich and 7 s-rich soy protein isolate. Food Chem 2025; 468:142463. [PMID: 39675272 DOI: 10.1016/j.foodchem.2024.142463] [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: 10/10/2024] [Revised: 12/03/2024] [Accepted: 12/11/2024] [Indexed: 12/17/2024]
Abstract
Rheological properties influence the velocity gradient in the die passage of the extruder and the formation of fibrous structure of plant protein. The rheological properties of 11 s-rich (11 s-RI) and 7 s-rich (7 s-RI) soy protein fractions prepared at a pilot scale were studied to explore their potential in the production of extruded textured proteins. The results showed that compared to 7 s-RI, 11 s-RI exhibited larger particle sizes, lower solubility, lower water holding capacity of insoluble protein, and lower net surface charge in aqueous solutions. The ion strength enhancement with the presence of phosphate resulted in increasing solubility of 11 s-RI, and rising particles sizes in 11 s-RI and 7 s-RI solutions characterized by D4,3. But salt addition reduced the viscosity in both protein solutions when their solid concentration rose to 16 % (11 s-RI) and 45 % (7 s-RI). It's concluded solventization and salting-out were the dominant effects of the decreasing viscosity in 11 s-RI and 7 s-RI phosphate solutions, respectively.
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Affiliation(s)
- Binyu Luan
- Institute of Food Science and Technology CAAS / Comprehensive Utilization Laboratory of Cereal and Oil Processing, Ministry of Agriculture and Rural Affairs, Beijing 100193, China; College of Food Engineering of Harbin University of Commerce/Key Laboratory of Food Science and Engineering of Heilongjiang Province/Key Laboratory of Grain Food and Comprehensive Processing of Grain Resource of Heilongjiang Province, 150076 Harbin, China
| | - Ang Meng
- Institute of Food Science and Technology CAAS / Comprehensive Utilization Laboratory of Cereal and Oil Processing, Ministry of Agriculture and Rural Affairs, Beijing 100193, China
| | - Wenjing Zhang
- Institute of Food Science and Technology CAAS / Comprehensive Utilization Laboratory of Cereal and Oil Processing, Ministry of Agriculture and Rural Affairs, Beijing 100193, China; College of Food Engineering of Harbin University of Commerce/Key Laboratory of Food Science and Engineering of Heilongjiang Province/Key Laboratory of Grain Food and Comprehensive Processing of Grain Resource of Heilongjiang Province, 150076 Harbin, China
| | - Fengqiujie Wang
- College of Food Engineering of Harbin University of Commerce/Key Laboratory of Food Science and Engineering of Heilongjiang Province/Key Laboratory of Grain Food and Comprehensive Processing of Grain Resource of Heilongjiang Province, 150076 Harbin, China
| | - Feng Liu
- Shandong Yuxin Bio-tech Company Limited, 256500 Binzhou, China
| | - Weichun Pan
- College of Food Science and Biotechnology, Zhejiang Gongshang University, 310018 Hangzhou, China
| | - Xiuqing Zhu
- College of Food Engineering of Harbin University of Commerce/Key Laboratory of Food Science and Engineering of Heilongjiang Province/Key Laboratory of Grain Food and Comprehensive Processing of Grain Resource of Heilongjiang Province, 150076 Harbin, China.
| | - Bo Zhang
- Institute of Food Science and Technology CAAS / Comprehensive Utilization Laboratory of Cereal and Oil Processing, Ministry of Agriculture and Rural Affairs, Beijing 100193, China.
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3
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Liu C, Wang R, Wang T, Gu C, Zhang L, Meng D, Pan M, Yang R. The Whey-Plant Protein Heteroprotein Systems with Synergistic Properties and Versatile Applications. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2025; 73:4440-4454. [PMID: 39895259 DOI: 10.1021/acs.jafc.4c10736] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2025]
Abstract
Combining animal protein with plant protein is a feasible approach to provide heteroprotein formulations with versatile properties. This review introduces the interactions of typical protein whey protein (WP) from milk with soy protein (SP), pea protein (PP), rapeseed protein (RAP), lupine protein (LP), and rice protein (RIP) through physical and chemical methods. The characteristics of whey-plant protein complexes are described with particular emphasis on the protein types, structures, and properties. In addition, the factors that influence the formation of whey-plant complexes are reviewed. The potential food applications of whey-plant protein complexes are reviewed. Overcoming the shortcomings and future challenges for applications of the heteroprotein in the food field are highlighted. This review will fill the gap of whey protein and are important for the development of more versatile properties of whey proteins as well as a systematic understanding of the synergistic biological roles of these active proteins.
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Affiliation(s)
- Chang Liu
- State Key Laboratory of Food Nutrition and Safety, Ministry of Education, Tianjin University of Science and Technology, Tianjin 300457, China
| | - Ruhua Wang
- State Key Laboratory of Food Nutrition and Safety, Ministry of Education, Tianjin University of Science and Technology, Tianjin 300457, China
| | - Tianyang Wang
- State Key Laboratory of Food Nutrition and Safety, Ministry of Education, Tianjin University of Science and Technology, Tianjin 300457, China
| | - Chunkai Gu
- State Key Laboratory of Food Nutrition and Safety, Ministry of Education, Tianjin University of Science and Technology, Tianjin 300457, China
| | - Lingling Zhang
- State Key Laboratory of Food Nutrition and Safety, Ministry of Education, Tianjin University of Science and Technology, Tianjin 300457, China
| | - Demei Meng
- State Key Laboratory of Food Nutrition and Safety, Ministry of Education, Tianjin University of Science and Technology, Tianjin 300457, China
| | - Mingfei Pan
- State Key Laboratory of Food Nutrition and Safety, Ministry of Education, Tianjin University of Science and Technology, Tianjin 300457, China
| | - Rui Yang
- State Key Laboratory of Food Nutrition and Safety, Ministry of Education, Tianjin University of Science and Technology, Tianjin 300457, China
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4
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Yin Y, Xu J, Shi Z, Pan D, Wu Z, Zeng X, Tu M. Research on the preparation of soy protein isolate and whey protein isolate composite nanoparticles and their characteristics in high internal phase Pickering emulsions. Food Chem 2025; 477:143476. [PMID: 40023950 DOI: 10.1016/j.foodchem.2025.143476] [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: 09/16/2024] [Revised: 02/13/2025] [Accepted: 02/16/2025] [Indexed: 03/04/2025]
Abstract
This study investigated the role of thermal drive in the formation of soy protein isolate and whey protein isolate (SPI-WPI) complexes, as well as the stability effect of SPI-WPI complexes on high internal phase Pickering emulsions (HIPPEs). The shift in the peaks in the infrared spectrum and the change in fluorescence intensity indicated the interaction between these two proteins, which implies that SPI-WPI is not two dispersed groups of particles. Maximum emulsification activity (10.65 m2/g) and the absolute value of potential (37.87 mV) were achieved at an SPI to WPI mass ratio of 7:3. As the concentration and pH of the SPI-WPI complex increased, the droplets become evenly uniform and compact. It is predicted that the high concentration conditions are more favorable for the formation of a gel network structure. This research provides an effective strategy for HIPPEs stabilization using complex proteins.
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Affiliation(s)
- Yaxin Yin
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro-products, Ningbo University, Ningbo, Zhejiang 315211, China; Zhejiang Key Laboratory of Food Microbiology and Nutritional Health, Zhejiang-Malaysia Joint Research Laboratory for Agricultural Product Processing and Nutrition, College of Food Science and Engineering, Ningbo University, Ningbo 315800, China
| | - Jue Xu
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro-products, Ningbo University, Ningbo, Zhejiang 315211, China; Zhejiang Key Laboratory of Food Microbiology and Nutritional Health, Zhejiang-Malaysia Joint Research Laboratory for Agricultural Product Processing and Nutrition, College of Food Science and Engineering, Ningbo University, Ningbo 315800, China
| | - Zihang Shi
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro-products, Ningbo University, Ningbo, Zhejiang 315211, China; Zhejiang Key Laboratory of Food Microbiology and Nutritional Health, Zhejiang-Malaysia Joint Research Laboratory for Agricultural Product Processing and Nutrition, College of Food Science and Engineering, Ningbo University, Ningbo 315800, China
| | - Daodong Pan
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro-products, Ningbo University, Ningbo, Zhejiang 315211, China; Zhejiang Key Laboratory of Food Microbiology and Nutritional Health, Zhejiang-Malaysia Joint Research Laboratory for Agricultural Product Processing and Nutrition, College of Food Science and Engineering, Ningbo University, Ningbo 315800, China
| | - Zhen Wu
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro-products, Ningbo University, Ningbo, Zhejiang 315211, China; Zhejiang Key Laboratory of Food Microbiology and Nutritional Health, Zhejiang-Malaysia Joint Research Laboratory for Agricultural Product Processing and Nutrition, College of Food Science and Engineering, Ningbo University, Ningbo 315800, China
| | - Xiaoqun Zeng
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro-products, Ningbo University, Ningbo, Zhejiang 315211, China; Zhejiang Key Laboratory of Food Microbiology and Nutritional Health, Zhejiang-Malaysia Joint Research Laboratory for Agricultural Product Processing and Nutrition, College of Food Science and Engineering, Ningbo University, Ningbo 315800, China
| | - Maolin Tu
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro-products, Ningbo University, Ningbo, Zhejiang 315211, China; Zhejiang Key Laboratory of Food Microbiology and Nutritional Health, Zhejiang-Malaysia Joint Research Laboratory for Agricultural Product Processing and Nutrition, College of Food Science and Engineering, Ningbo University, Ningbo 315800, China.
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5
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Zhao R, Chang C, He Y, Jiang C, Bao Z, Wang C. Effects of mixing ratio on physicochemical, structural properties and application in lycopene-loaded emulsions of blends of whey protein and pea protein. Food Chem 2025; 463:141062. [PMID: 39236389 DOI: 10.1016/j.foodchem.2024.141062] [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: 05/21/2024] [Revised: 08/09/2024] [Accepted: 08/28/2024] [Indexed: 09/07/2024]
Abstract
Physicochemical, structural properties and application in lycopene-loaded emulsions of blends of whey protein isolate (WPI) and pea protein isolate (PPI) at varying mass ratios (100/0, 75/25, 50/50, 25/75, 0/100) were investigated. Data indicated that the mass ratios affected the physical, chemical and storage stability of the emulsion by influencing the particle size, zeta-potential, surface hydrophobicity, free sulfhydryl content, and secondary structure of the blends. Particularly, emulsion with a mixing ratio of 75/25 exhibited superior physical stability against salt concentrations (200 and 500 mM), better chemical stability against UV light and heat, and maintained stability over a 30-day storage period. Emulsions stabilized by blends of different ratios exhibited similar digestion behavior, with no significant differences observed in lycopene's transformation stability and bio-accessibility. Data indicated that substitution of whey protein by pea protein is effective in term of emulsifier application and replacement ratio is an important factor need to be considered.
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Affiliation(s)
- Ru Zhao
- Department of Food Science, College of Food Science and Engineering, Jilin University, Changchun 130062, China
| | - Chuyu Chang
- Department of Food Science, College of Food Science and Engineering, Jilin University, Changchun 130062, China
| | - Yuxin He
- Department of Food Science, College of Food Science and Engineering, Jilin University, Changchun 130062, China
| | - Chuanrui Jiang
- Department of Food Science, College of Food Science and Engineering, Jilin University, Changchun 130062, China
| | - Zhaoxue Bao
- Hinggan League Mengyuan Technology Testing Service Co., Ltd, Ulanhot 137400, China
| | - Cuina Wang
- Department of Food Science, College of Food Science and Engineering, Jilin University, Changchun 130062, China.
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6
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Qiu C, Meng Y, Zhang Z, Li X, McClements DJ, Li G, Jiang L, Wen J, Jin Z, Ji H. Enhancement of soy protein functionality by conjugation or complexation with polysaccharides or polyphenols: A review. Compr Rev Food Sci Food Saf 2025; 24:e70095. [PMID: 39746860 DOI: 10.1111/1541-4337.70095] [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: 06/08/2024] [Revised: 11/26/2024] [Accepted: 12/09/2024] [Indexed: 01/04/2025]
Abstract
Soy proteins have good nutritional quality and exhibit a range of useful functional attributes, making them a viable option for replacing animal proteins in the development of more sustainable and eco-friendly plant-based food products. Nevertheless, soy proteins are prone to denaturation and/or aggregation under conditions they encounter in some food and beverage products (including certain pH, ionic, and thermal conditions), which adversely impact their functional performance. This problem can often be overcome by covalently (conjugation) or noncovalently (complexation) linking the soy proteins to polysaccharides or polyphenols, thereby expanding their application scope. Compared to soy proteins alone, these conjugates or complexes exhibit enhanced technofunctional performance, including improved solubility, emulsification, foaming, gelling, antimicrobial properties, and antioxidant capacities. Conjugates are typically more stable than complexes, which may be an advantage for some food applications. However, complexes do not require additional regulatory approval, which makes them more suitable for most food applications. This review aims to comprehensively examine the enhancement of soy protein functionality through conjugation or complexation with polysaccharides or polyphenols. The research focuses on how these modifications enhance solubility, emulsification potential, foaming, gelling, and antioxidant properties, reduce the allergenicity of soy proteins, and enable their potential applications in plant-based food development, 3D food printing, fat substitutes, functional food carriers, and hypoallergenic foods.
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Affiliation(s)
- Chao Qiu
- State Key Laboratory of Food Science and Resources, Jiangnan University, School of Food Science and Technology, Collaborative innovation center of food safety and quality control in Jiangsu Province, Jiangnan University, Wuxi, China
| | - Yaxu Meng
- State Key Laboratory of Food Science and Resources, Jiangnan University, School of Food Science and Technology, Collaborative innovation center of food safety and quality control in Jiangsu Province, Jiangnan University, Wuxi, China
| | - Zhiheng Zhang
- State Key Laboratory of Food Science and Resources, Jiangnan University, School of Food Science and Technology, Collaborative innovation center of food safety and quality control in Jiangsu Province, Jiangnan University, Wuxi, China
| | - Xiaojing Li
- College of Light Industry and Food Engineering, Nanjing Forestry University, Jiangsu, China
| | | | - Guanghua Li
- State Key Laboratory of Food Science and Resources, Jiangnan University, School of Food Science and Technology, Collaborative innovation center of food safety and quality control in Jiangsu Province, Jiangnan University, Wuxi, China
| | - Liming Jiang
- School of Basic Medical Sciences, Health Science Center, Ningbo University, Ningbo, China
| | - Jinsheng Wen
- School of Basic Medical Sciences, Health Science Center, Ningbo University, Ningbo, China
| | - Zhengyu Jin
- State Key Laboratory of Food Science and Resources, Jiangnan University, School of Food Science and Technology, Collaborative innovation center of food safety and quality control in Jiangsu Province, Jiangnan University, Wuxi, China
| | - Hangyan Ji
- State Key Laboratory of Food Science and Resources, Jiangnan University, School of Food Science and Technology, Collaborative innovation center of food safety and quality control in Jiangsu Province, Jiangnan University, Wuxi, China
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7
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Talens C, Alvarez‐Sabatel S, Sanmartín E, Garcia‐Fontanals L, Talens P. Comprehensive Sensory Evaluation in Low-Fat Emulsions: A Systematic Review of Diverse Food Applications. Food Sci Nutr 2025; 13:e4700. [PMID: 39803225 PMCID: PMC11717037 DOI: 10.1002/fsn3.4700] [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: 08/04/2024] [Revised: 11/30/2024] [Accepted: 12/04/2024] [Indexed: 01/16/2025] Open
Abstract
The prevalence of diet-related health issues has driven the demand for healthier food options, particularly those with reduced fat content. This systematic review evaluates the integration of sensory analysis in low-fat emulsion research, highlighting a significant gap in current practices. From an initial pool of 400 articles, 227 unique studies were screened, but only 15 (6.6%) included sensory analysis, underscoring a major shortfall in evaluating consumer acceptance. The reviewed studies investigated various emulsion types, including simple emulsions, emulsion gels, and Pickering emulsions, utilizing a diverse range of fat replacers, such as plant-based oils, proteins, and modified starches. These fat replacers included natural and modified ingredients such as banana peel flour, lard-based diacylglycerols, cedar oil cake, microparticulated egg white proteins, Nigella sativa oil, avocado, whey protein, flaxseed oil, polyphenol extracts, okara, microcrystalline wax and cellulose, rapeseed cake, and polysaccharide nanoparticles. These innovative approaches aimed to improve the sensory attributes of meat products, dairy-type applications, salad dressings, and bakery products. The review highlights a disparity in the rigor and comprehensiveness of sensory evaluations among studies. While some studies have thoroughly assessed multiple attributes, others have been limited to general acceptability. This variability underscores the need for standardized, detailed sensory analysis in low-fat emulsion research to ensure a comprehensive understanding of consumer preferences and product quality.
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Affiliation(s)
- Clara Talens
- AZTI, Food Research, Basque Research and Technology Alliance (BRTA)Parque Tecnológico de Bizkaia, Astondo BideaDerioBizkaiaSpain
| | - Saioa Alvarez‐Sabatel
- AZTI, Food Research, Basque Research and Technology Alliance (BRTA)Parque Tecnológico de Bizkaia, Astondo BideaDerioBizkaiaSpain
| | - Esther Sanmartín
- AZTI, Food Research, Basque Research and Technology Alliance (BRTA)Parque Tecnológico de Bizkaia, Astondo BideaDerioBizkaiaSpain
| | - Laura Garcia‐Fontanals
- AZTI, Food Research, Basque Research and Technology Alliance (BRTA)Parque Tecnológico de Bizkaia, Astondo BideaDerioBizkaiaSpain
| | - Pau Talens
- Instituto Universitario de Ingeniería de Alimentos—FoodUPV Universitat Politècnica de ValènciaValenciaSpain
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8
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Yan X, Peng X, McClements DJ, Ma C, Liu X, Liu F. Interfacial engineering of Pickering emulsions stabilized by pea protein-alginate microgels for encapsulation of hydrophobic bioactives. Food Chem 2024; 460:140761. [PMID: 39137575 DOI: 10.1016/j.foodchem.2024.140761] [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: 05/30/2024] [Revised: 07/28/2024] [Accepted: 08/02/2024] [Indexed: 08/15/2024]
Abstract
This study aims to investigate the effects of interfacial layer composition and structure on the formation, physicochemical properties and stability of Pickering emulsions. Interfacial layers were formed using pea protein isolate (PPI), PPI microgel particles (PPIMP), a mixture of PPIMP and sodium alginate (PPIMP-SA), or PPIMP-SA conjugate. The encapsulation and protective effects on different hydrophobic bioactives were then evaluated within these Pickering emulsions. The results demonstrated that the PPIMP-SA conjugate formed thick and robust interfacial layers around the oil droplet surfaces, which increased the resistance of the emulsion to coalescence, creaming, and environmental stresses, including heating, light exposure, and freezing-thawing cycle. Additionally, the emulsion stabilized by the PPIMP-SA conjugate significantly improved the photothermal stability of hydrophobic bioactives, retaining a higher percentage of their original content compared to those in non-encapsulated forms. Overall, the novel protein microgels and the conjugate developed in this study have great potential for improving the physicochemical stability of emulsified foods.
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Affiliation(s)
- Xiaojia Yan
- College of Food Science and Engineering, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Xiaoke Peng
- College of Food Science and Engineering, Northwest A&F University, Yangling 712100, Shaanxi, China
| | | | - Cuicui Ma
- College of Food Science and Engineering, Northwest A&F University, Yangling 712100, Shaanxi, China.
| | - Xuebo Liu
- College of Food Science and Engineering, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Fuguo Liu
- College of Food Science and Engineering, Northwest A&F University, Yangling 712100, Shaanxi, China.
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9
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Chrysanthou A, Bosch-Fortea M, Nadal C, Zarbakhsh A, Gautrot JE. Interfacial mechanics of β-casein and albumin mixed protein assemblies at liquid-liquid interfaces. J Colloid Interface Sci 2024; 674:379-391. [PMID: 38941932 DOI: 10.1016/j.jcis.2024.06.111] [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: 11/28/2023] [Revised: 06/03/2024] [Accepted: 06/14/2024] [Indexed: 06/30/2024]
Abstract
Protein emulsifiers play an important role in formulation science, from food product development to emerging applications in biotechnologies. The impact of mixed protein assemblies on surface composition and interfacial shear mechanics remains broadly unexplored, in comparison to the impact that formulation has on dilatational mechanics and surface tension or pressure. In this report, we use interfacial shear rheology to quantify the evolution of interfacial shear moduli as a function of composition in bovine serum albumin (BSA)/β-casein mixed assemblies. We present the pronounced difference in mechanics of these two protein, at oil interfaces, and observe the dominance of β-casein in regulating interfacial shear mechanics. This observation correlates well with the strong asymmetry of adsorption of these two proteins, characterised by fluorescence microscopy. Using neutron reflectometry and fluorescence recovery after photobleaching, we examine the architecture of corresponding protein assemblies and their surface diffusion, providing evidence for distinct morphologies, but surprisingly comparable diffusion profiles. Finally, we explore the impact of crosslinking and sequential protein adsorption on the interfacial shear mechanics of corresponding assemblies. Overall, this work indicates that, despite comparable surface densities, BSA and β-casein assemblies at liquid-liquid interfaces display almost 2 orders of magnitude difference in interfacial shear storage modulus and markedly different viscoelastic profiles. In addition, co-adsorption and sequential adsorption processes are found to further modulate interfacial shear mechanics. Beyond formulation science, the understanding of complex mixed protein assemblies and mechanics may have implications for the stability of emulsions and may underpin changes in the mechanical strength of corresponding interfaces, for example in tissue culture or in physiological conditions.
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Affiliation(s)
- Alexandra Chrysanthou
- School of Engineering and Materials Science, Queen Mary University of London, Mile End Road, London E1 4NS, United Kingdom
| | - Minerva Bosch-Fortea
- School of Engineering and Materials Science, Queen Mary University of London, Mile End Road, London E1 4NS, United Kingdom
| | - Clemence Nadal
- School of Engineering and Materials Science, Queen Mary University of London, Mile End Road, London E1 4NS, United Kingdom
| | - Ali Zarbakhsh
- School of Physical and Chemical Sciences, Department of Chemistry, Queen Mary University of London, Mile End Road, E1 4NS London, United Kingdom
| | - Julien E Gautrot
- School of Engineering and Materials Science, Queen Mary University of London, Mile End Road, London E1 4NS, United Kingdom.
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10
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Di X, Li Y, Qin X, Wang Q, Liu G. Investigating the effect of whey protein isolate:proanthocyanidin complex ratio on the stability and antioxidant capacity of Pickering emulsions. Int J Biol Macromol 2024; 279:135342. [PMID: 39242011 DOI: 10.1016/j.ijbiomac.2024.135342] [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: 07/04/2024] [Revised: 08/31/2024] [Accepted: 09/03/2024] [Indexed: 09/09/2024]
Abstract
Whey protein isolate (WPI) has the potential to be a Pickering stabilizer, but its applications in emulsions are restricted due to its structural susceptibility to external environments. Proanthocyanidin (PAC) is a natural antioxidant polyphenol that can improve protein properties and enhance the stability and longevity of emulsions. In the current work, PACs were employed to bind WPIs, forming a complex to stabilize Pickering emulsion. Fluorescence spectroscopy, infrared spectroscopy, confocal microscopy, quartz crystal microbalance with dissipation monitoring (QCM-D), and antioxidant stability of the emulsion were performed to characterize the structural changes of the protein/polyphenol complexes and their effects on the interfacial properties and stability of the emulsion. Results indicated that PACs and WPIs might bind through hydrogen bonding and hydrophobic interactions, effectively increasing the hydrophilicity of the complexes. QCM-D and emulsion stability showed that adsorption at the oil-water interface of the complexes was the largest, and the stability of the Pickering emulsion was optimal when the concentration ratio of PAC to WPI exceeded 1:1. The antioxidant properties of Pickering emulsions were positively correlated with the addition of PACs. These findings demonstrated that PACs could improve the properties of WPIs and enhance the stability and antioxidant properties of WPI Pickering emulsions.
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Affiliation(s)
- Xiaohui Di
- College of Food Science and Engineering, Wuhan Polytechnic University, Wuhan, China; Laboratoire de Catalyse Organométallique, Synthèse organique et Santé - Institut de Chimie, Université de Strasbourg, Strasbourg, France
| | - Yaochang Li
- College of Food Science and Engineering, Wuhan Polytechnic University, Wuhan, China
| | - Xinguang Qin
- College of Food Science and Engineering, Wuhan Polytechnic University, Wuhan, China
| | - Qi Wang
- College of Food Science and Engineering, Wuhan Polytechnic University, Wuhan, China; Group of Physical and Sensory Properties of Food, Instituto de Agroquímica y Tecnología de Alimentos (IATA-CSIC), Valencia, Spain.
| | - Gang Liu
- College of Food Science and Engineering, Wuhan Polytechnic University, Wuhan, China.
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11
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Abliz A, Huang Y, Rouzi R, Xu D, Gao Y, Liu J. Effects of Emulsifiers on Physicochemical Properties and Carotenoids Bioaccessibility of Sea Buckthorn Juice. Foods 2024; 13:1972. [PMID: 38998478 PMCID: PMC11241759 DOI: 10.3390/foods13131972] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Revised: 06/19/2024] [Accepted: 06/20/2024] [Indexed: 07/14/2024] Open
Abstract
The need to improve the physicochemical properties of sea buckthorn juice and the bioavailability of carotenoids is a major challenge for the field. The effects of different natural emulsifiers, such as medium-chain triglycerides (MCTs), tea saponins (TSs) and rhamnolipids (Rha), on the physical and chemical indexes of sea buckthorn juice were studied. The particle size of sea buckthorn juice and the carotenoids content were used as indicators for evaluation. The effects of different addition levels of MCT, Rha and TS on the bioavailability of carotenoids in sea buckthorn juice were investigated by simulating human in vitro digestion tests. The results showed that those emulsifiers, MCT, Rha and TS, can significantly reduce the particle size and particle size distribution of sea buckthorn juice, improve the color, increase the soluble solids content, turbidity and physical stability and protect the carotenoids from degradation. When the addition amount of Rha was 1.5%, the total carotenoids content (TCC) of sea buckthorn juice increased by 45.20%; when the addition amount of TS was 1.5%, the total carotenoids content (TCC) of sea buckthorn juice increased by 37.95%. Furthermore, the bioaccessibility of carotenoids was increased from 36.90 ± 2.57% to 54.23 ± 4.17% and 61.51 ± 4.65% through in vitro digestion by Rha and TS addition, respectively. However, the total carotenoids content (TCC) of sea buckthorn juice and bioaccessibility were not significantly different with the addition of MCT. In conclusion, the findings of this study demonstrate the potential of natural emulsifiers, such as MCT, Rha and TS, to significantly enhance the physicochemical properties and bioavailability of carotenoids in sea buckthorn juice, offering promising opportunities for the development of functional beverages with improved nutritional benefits.
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Affiliation(s)
- Arzigül Abliz
- Key Laboratory of Healthy Beverages, China National Light Industry, College of Food Science & Nutritional Engineering, China Agricultural University, Beijing 100083, China
| | - Yanan Huang
- Key Laboratory of Healthy Beverages, China National Light Industry, College of Food Science & Nutritional Engineering, China Agricultural University, Beijing 100083, China
| | - Reziwanguli Rouzi
- Key Laboratory of Healthy Beverages, China National Light Industry, College of Food Science & Nutritional Engineering, China Agricultural University, Beijing 100083, China
| | - Duoxia Xu
- Beijing Engineering and Technology Research Center of Food Additives, Beijing Technology and Business University, Beijing 100048, China
| | - Yanxiang Gao
- Key Laboratory of Healthy Beverages, China National Light Industry, College of Food Science & Nutritional Engineering, China Agricultural University, Beijing 100083, China
| | - Jinfang Liu
- Key Laboratory of Healthy Beverages, China National Light Industry, College of Food Science & Nutritional Engineering, China Agricultural University, Beijing 100083, China
- Beijing Engineering and Technology Research Center of Food Additives, Beijing Technology and Business University, Beijing 100048, China
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12
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Yan X, Bai X, Liu X, Liu F. Enhanced functional properties of pea protein isolate microgel particles modified with sodium alginate: Mixtures and conjugates. Food Chem 2024; 441:138358. [PMID: 38266315 DOI: 10.1016/j.foodchem.2024.138358] [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: 04/18/2023] [Revised: 10/29/2023] [Accepted: 01/01/2024] [Indexed: 01/26/2024]
Abstract
Protein microgels are emerging as versatile soft particles due to their desirable interfacial activities and functional properties. In this study, pea protein isolate microgel particles (PPIMP) were prepared by heat treatment and transglutaminase crosslinking, and PPIMP were non-covalently and covalently modified with sodium alginate (SA). The effects of polymer ratio and pH on the formation of PPIMP-SA mixtures and conjugates were investigated. The optimal ratio of PPIMP and SA was found to be 20:1, with the optimal pH being 7 and 10, respectively. PPIMP-SA conjugates were prepared by Maillard reaction. It was found that ultrasound (195 W, 40 min) enhanced the degree of glycation of PPIMP, with a highest value of 37.21 ± 0.71 %. SDS-PAGE, browning intensity and FTIR data also confirmed the formation of PPIMP-SA conjugates. Compared with PPIMP and PPIMP-SA mixtures, PPIMP-SA conjugates exhibited better thermal stability, antioxidant, emulsifying and foaming properties, which opens up opportunities for protein microgel in various food applications.
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Affiliation(s)
- Xiaojia Yan
- College of Food Science and Engineering, Northwest A&F University, Yangling, Shaanxi, China
| | - Xiangqi Bai
- College of Food Science and Engineering, Northwest A&F University, Yangling, Shaanxi, China
| | - Xuebo Liu
- College of Food Science and Engineering, Northwest A&F University, Yangling, Shaanxi, China
| | - Fuguo Liu
- College of Food Science and Engineering, Northwest A&F University, Yangling, Shaanxi, China.
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13
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Agustinisari I, Mulia K, Harimurti N, Nasikin M, Rienoviar, Herawati H, Manalu LP. The Potency of Maillard Conjugates Containing Whey Protein as Natural Emulsifier. INTERNATIONAL JOURNAL OF FOOD SCIENCE 2024; 2024:3254132. [PMID: 38962097 PMCID: PMC11222009 DOI: 10.1155/2024/3254132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/20/2023] [Revised: 04/09/2024] [Accepted: 04/26/2024] [Indexed: 07/05/2024]
Abstract
There is a continued need for the advancement of natural emulsifiers to replace synthetic emulsifiers, driven by human health concerns. This study is aimed at producing protein-polysaccharide conjugates through the Maillard reaction and at evaluating its ability as an emulsifier based on its emulsifying properties. The proteins used in this study were bovine milk whey protein and soy protein isolates, while the polysaccharides were maltodextrin and pectin. The protein-polysaccharide conjugation used a Maillard reaction under dry heating conditions. The protein and polysaccharide mass ratios were 1 : 2 and 1 : 3. The results showed that the types of proteins and polysaccharides and their mass affect the surface tension of the conjugate products. Whey protein-pectin conjugates with a mass ratio of 1 : 2 and a concentration of 1% had the lowest surface tension at 43.77 dyne/cm2. This conjugate sample also showed the highest emulsifying index at 27.20 m2/g. The conjugate powder containing pectin as a polysaccharide showed better emulsifying activity than that of those containing maltodextrin. However, the smallest droplet size of the emulsion (256.5 nm) resulted from the emulsification process using whey protein-maltodextrin conjugates as an emulsifier. The FTIR and gel electrophoresis (SDS-PAGE) analysis confirmed the conjugation formation. In general, protein-polysaccharide conjugates containing whey protein could potentially act as a natural emulsifier for food.
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Affiliation(s)
- Iceu Agustinisari
- Research Center for AgroindustryNational Research and Innovation AgencyKST Soekarno Cibinong, Jl. Raya Jakarta-Bogor KM 46, Cibinong 16911, Indonesia
| | - Kamarza Mulia
- Department of Chemical EngineeringUniversitas Indonesia, Depok 16424, Indonesia
| | - Niken Harimurti
- Research Center for AgroindustryNational Research and Innovation AgencyKST Soekarno Cibinong, Jl. Raya Jakarta-Bogor KM 46, Cibinong 16911, Indonesia
| | - Mohammad Nasikin
- Department of Chemical EngineeringUniversitas Indonesia, Depok 16424, Indonesia
| | - Rienoviar
- Research Center for AgroindustryNational Research and Innovation AgencyKST Soekarno Cibinong, Jl. Raya Jakarta-Bogor KM 46, Cibinong 16911, Indonesia
| | - Heny Herawati
- Research Center for AgroindustryNational Research and Innovation AgencyKST Soekarno Cibinong, Jl. Raya Jakarta-Bogor KM 46, Cibinong 16911, Indonesia
| | - Lamhot Parulian Manalu
- Research Center for AgroindustryNational Research and Innovation AgencyKST Soekarno Cibinong, Jl. Raya Jakarta-Bogor KM 46, Cibinong 16911, Indonesia
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14
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Liu Y, Wang Z, Lv L, Wang L, Li D, Miao X, Zhan H. Characterisation of a casein-/whey protein concentrate-Antarctic krill oil emulsion system and improvement of its storage stability. J Microencapsul 2024; 41:190-203. [PMID: 38602138 DOI: 10.1080/02652048.2024.2335152] [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: 06/20/2023] [Accepted: 03/19/2024] [Indexed: 04/12/2024]
Abstract
AIMS To develop Antarctic krill oil emulsions with casein and whey protein concentrate (WPC) and study their physicochemical properties and storage stability. METHODS Emulsions were prepared by homogenisation and ultrasonication. The properties of the emulsions were investigated via ultraviolet ray spectroscopy, dynamic light scattering, confocal laser scanning microscope, sodium dodecyl sulphate-polyacrylamide gel electrophoresis, Fourier transform infra-red spectrometer, and fluorescence spectrum. Shelf life was predicted by the Arrhenius model. RESULTS Casein- and WPC-krill oil emulsions were well formed; the mean particle diameters were less than 128.19 ± 0.64 nm and 158 ± 1.56 nm, the polymer dispersity indices were less than 0.26 ± 0.01 and 0.27 ± 0.01, and the zeta potential were around -46.88 ± 5.02 mV and -33.51 ± 2.68 mV, respectively. Shelf life was predicted to be 32.67 ± 1.55 days and 29.62 ± 0.65 days (40 °C), 27.69 ± 1.15 days and 23.58 ± 0.14 days (50 °C), 24.02 ± 0.15 days and 20.1 ± 0.08 days (60 °C). CONCLUSION The prepared krill oil emulsions have great potential to become a new krill oil supplement.
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Affiliation(s)
- Yujia Liu
- School of Biological Engineering, Dalian Polytechnic University, Dalian, Liaoning, China
| | - Ziyang Wang
- School of Biological Engineering, Dalian Polytechnic University, Dalian, Liaoning, China
| | - Lu Lv
- School of Biological Engineering, Dalian Polytechnic University, Dalian, Liaoning, China
| | - Liang Wang
- School of Biological Engineering, Dalian Polytechnic University, Dalian, Liaoning, China
| | - Deyang Li
- School of Food Science and Technology, Dalian Polytechnic University, Dalian, Liaoning, China
- National Engineering Research Center of Seafood, Dalian, Liaoning, China
| | - Xiao Miao
- Shandong Key Laboratory of Optical Communication Science and Technology, School of Physics Science and Information Technology, Liaocheng University, Liaocheng, China
| | - Honglei Zhan
- School of Biological Engineering, Dalian Polytechnic University, Dalian, Liaoning, China
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15
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Zhao D, Zhou Y, Sun L, Tian J, Xiang Q, Li K. The Stability, Rheological Properties and Interfacial Properties of Oil-in-Water (O/W) Emulsions Prepared from Dielectric Barrier Discharge (DBD) Cold Plasma-Treated Chickpea Protein Isolate and Myofibrillar Protein Complexes. Foods 2023; 12:3629. [PMID: 37835282 PMCID: PMC10572535 DOI: 10.3390/foods12193629] [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: 08/19/2023] [Revised: 09/25/2023] [Accepted: 09/28/2023] [Indexed: 10/15/2023] Open
Abstract
In order to increase the development and utilization of chickpea protein isolate (CPI) and improve the stability of myofibrillar protein (MP) emulsions, the effect of dielectric barrier discharge (DBD) plasma-modified CPI on the emulsifying properties of MP was investigated. Three different O/W emulsions were prepared using MP, MP + CPI complex, or MP + DBD-treated CPI complex as the emulsifier. Compared with the emulsion prepared from MP, the emulsifying activity index and stability of DBD-treated CPI and MP complex (MP + CPIDBD) were increased (p < 0.05) from 55.17 m2/g to 74.99 m2/g and 66.31% to 99.87%, respectively. MP + CPIDBD produced more stable emulsions with the lowest Turbiscan stability index (TSI) values for a given 3600 s. At shear rates from 0 to 1000-1, MP + CPIDBD-stabilized emulsions had higher viscosities, which helped to reduce the chance of aggregation between oil droplets. The optical microscope and particle size distribution of emulsions showed that MP + CPIDBD emulsions had the lowest droplet size (d4,3) and exhibited more uniform distribution. MP + CPIDBD emulsions had lower interfacial tension. DBD pretreatment increased the adsorbed protein content in the emulsion stabilized by MP + CPIDBD as compared to the MP + CPI complex and promoted the adsorption of CPI by higher ratios of adsorbed proteins as indicated by its intensity in SDS-PAGE. Scanning electron microscopy confirmed that the emulsion prepared from MP + CPIDBD had smaller particle size and more uniform dispersion. Therefore, using DBD-modified CPI could enhance the stability of MP emulsions.
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Affiliation(s)
| | | | | | | | | | - Ke Li
- Henan Key Laboratory of Cold Chain Food Quality and Safety Control, College of Food and Bioengineering, Zhengzhou University of Light Industry, Zhengzhou 450001, China; (D.Z.); (Y.Z.); (L.S.); (J.T.); (Q.X.)
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16
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Zhang X, Tang Y, Cheng H, Zhang J, Zhang S. Investigating structure, biological activity, peptide composition and emulsifying properties of pea protein hydrolysates obtained by cell envelope proteinase from Lactobacillus delbrueckii subsp. bulgaricus. Int J Biol Macromol 2023; 245:125375. [PMID: 37321439 DOI: 10.1016/j.ijbiomac.2023.125375] [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: 04/17/2023] [Revised: 06/07/2023] [Accepted: 06/12/2023] [Indexed: 06/17/2023]
Abstract
We present the structure, biological activity, peptide composition, and emulsifying properties of pea protein isolate (PPI) after hydrolysis by cell envelope proteinase (CEP) from Lactobacillus delbrueckii subsp. bulgaricus. Hydrolysis resulted in the unfolding of the PPI structure, characterized by an increase in fluorescence and UV absorption, which was related to thermal stability as demonstrated by a significant increase in ΔH and the thermal denaturation temperature (from 77.25 ± 0.05 to 84.45 ± 0.04 °C). The hydrophobic amino acid of PPI significantly increased from 218.26 ± 0.04 to 620.77 ± 0.04 followed by 557.18 ± 0.05 mg/100 g, which was related to their emulsifying properties, with the maximum emulsifying activity index (88.62 ± 0.83 m2/g, after 6 h hydrolysis) and emulsifying stability index (130.77 ± 1.12 min, after 2 h hydrolysis). Further, the results of LC-MS/MS analysis demonstrated that the CEP tended to hydrolyze peptides with an N-terminus dominated by Ser and a C-terminus dominated by Leu, which enhanced the biological activity of pea protein hydrolysates, as supported by their relatively high antioxidant (ABTS+ and DPPH radical scavenging rates were 82.31 ± 0.32% and 88.95 ± 0.31%) and ACE inhibitory (83.56 ± 1.70%) activities after 6 h of hydrolysis. 15 peptide sequences (score > 0.5) possessed both antioxidant and ACE inhibitory activity potential according to the BIOPEP database. This study provides theoretical guidance for the development of CEP-hydrolyzed peptides with antioxidant and ACE inhibitory activity that can be used as emulsifiers in functional foods.
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Affiliation(s)
- Xiaoying Zhang
- College of Food Science, Northeast Agricultural University, Harbin, Heilongjiang 150030, China; College of Food Science, University of Massachusetts, Amherst, MA 01003, United States
| | - Yuqing Tang
- College of Food Science, Northeast Agricultural University, Harbin, Heilongjiang 150030, China
| | - Hong Cheng
- College of Food Science, Northeast Agricultural University, Harbin, Heilongjiang 150030, China
| | - JingJing Zhang
- College of Food Science, Northeast Agricultural University, Harbin, Heilongjiang 150030, China
| | - Shuang Zhang
- College of Food Science, Northeast Agricultural University, Harbin, Heilongjiang 150030, China; Key Laboratory of Dairy Science, Ministry of Education, Northeast Agricultural University, Harbin, Heilongjiang 150030, China.
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17
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Xu Y, Sun L, Zhuang Y, Gu Y, Cheng G, Fan X, Ding Y, Liu H. Protein-Stabilized Emulsion Gels with Improved Emulsifying and Gelling Properties for the Delivery of Bioactive Ingredients: A Review. Foods 2023; 12:2703. [PMID: 37509795 PMCID: PMC10378947 DOI: 10.3390/foods12142703] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Revised: 07/04/2023] [Accepted: 07/11/2023] [Indexed: 07/30/2023] Open
Abstract
In today's food industry, the potential of bioactive compounds in preventing many chronic diseases has garnered significant attention. Many delivery systems have been developed to encapsulate these unstable bioactive compounds. Emulsion gels, as colloidal soft-solid materials, with their unique three-dimensional network structure and strong mechanical properties, are believed to provide excellent protection for bioactive substances. In the context of constructing carriers for bioactive materials, proteins are frequently employed as emulsifiers or gelling agents in emulsions or protein gels. However, in emulsion gels, when protein is used as an emulsifier to stabilize the oil/water interface, the gelling properties of proteins can also have a great influence on the functionality of the emulsion gels. Therefore, this paper aims to focus on the role of proteins' emulsifying and gelling properties in emulsion gels, providing a comprehensive review of the formation and modification of protein-based emulsion gels to build high-quality emulsion gel systems, thereby improving the stability and bioavailability of embedded bioactive substances.
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Affiliation(s)
- Yuan Xu
- Faculty of Food Science and Engineering, Kunming University of Science and Technology, Kunming 650500, China
| | - Liping Sun
- Faculty of Food Science and Engineering, Kunming University of Science and Technology, Kunming 650500, China
| | - Yongliang Zhuang
- Faculty of Food Science and Engineering, Kunming University of Science and Technology, Kunming 650500, China
| | - Ying Gu
- Faculty of Food Science and Engineering, Kunming University of Science and Technology, Kunming 650500, China
| | - Guiguang Cheng
- Faculty of Food Science and Engineering, Kunming University of Science and Technology, Kunming 650500, China
| | - Xuejing Fan
- Faculty of Food Science and Engineering, Kunming University of Science and Technology, Kunming 650500, China
| | - Yangyue Ding
- Faculty of Food Science and Engineering, Kunming University of Science and Technology, Kunming 650500, China
| | - Haotian Liu
- College of Food Science, Northeast Agricultural University, Harbin 150030, China
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18
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Gao TT, Liu JX, Gao X, Zhang GQ, Tang XZ. Stability and Digestive Properties of a Dual-Protein Emulsion System Based on Soy Protein Isolate and Whey Protein Isolate. Foods 2023; 12:2247. [PMID: 37297491 PMCID: PMC10252216 DOI: 10.3390/foods12112247] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Revised: 05/21/2023] [Accepted: 05/26/2023] [Indexed: 06/12/2023] Open
Abstract
The stability and digestive properties of a dual-protein emulsion consisting of soy protein isolate (SPI) and whey protein isolate (WPI) have been systematically studied. The results showed that the particle size and viscosity of the dual-protein emulsion system decreased continuously with the increase in WPI, and this might be related to the large amount of electric charge on the surface of the emulsion droplets. Dual-protein emulsions with ratios of 3:7 and 5:5 showed the highest emulsion activity, while emulsion stability increased with the increase in WPI. The thicker adsorption layer formed at the interface might have contributed to this phenomenon. After in-vitro-simulated digestion, the emulsion droplet particle size increased substantially due to the weakened electrostatic repulsion on the droplet surface, especially for the intestinal digestion phase. Meanwhile, WPI accelerated the release of free fatty acids in the digestion process, which played a positive role in the nutritional value of the dual-protein emulsion. In accelerated oxidation experiments, WPI also improved the antioxidant properties of the dual-protein emulsion system. This study will provide a new insight and necessary theoretical basis for the preparation of dual-protein emulsions.
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Affiliation(s)
- Ting-Ting Gao
- College of Food Engineering, Harbin University of Commerce, Harbin 150028, China
- College of Food Engineering, Jilin Agricultural Science and Technology University, Jilin 132101, China
| | - Jing-Xue Liu
- College of Food Engineering, Harbin University of Commerce, Harbin 150028, China
- College of Food Engineering, Jilin Agricultural Science and Technology University, Jilin 132101, China
| | - Xin Gao
- College of Food Engineering, Jilin Agricultural Science and Technology University, Jilin 132101, China
| | - Guo-Qi Zhang
- College of Food Engineering, Jilin Agricultural Science and Technology University, Jilin 132101, China
| | - Xiao-Zhi Tang
- College of Food Engineering, Harbin University of Commerce, Harbin 150028, China
- Collaborative Innovation Center for Modern Grain Circulation and Safety, Key Laboratory of Grains and Oils Quality Control and Processing, College of Food Science and Engineering, Nanjing University of Finance and Economics, Nanjing 210023, China
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19
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Zhang X, Yin C, Hao J, Ma D, Li Z, Li Y, Qi B. Improving the biological activity, functional properties, and emulsion stability of soybean meal hydrolysate via covalent conjugation with polyphenol. Food Chem 2023; 422:136255. [PMID: 37163875 DOI: 10.1016/j.foodchem.2023.136255] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Revised: 04/20/2023] [Accepted: 04/25/2023] [Indexed: 05/12/2023]
Abstract
The use of by-products as functional components in food production is gaining popularity. This study investigated the structure, biological activity, interaction force, and emulsion stability of soybean meal hydrolysate (SMHs) after covalent conjugation with proanthocyanidin (PC), epigallocatechin (EGCG), gallic acid (GA), and caffeic acid (CA). SDS-PAGE confirmed the formation of SMHs-polyphenol conjugates. Structural analysis indicates unfolding and disordered-structure formation. This transformation directly influenced the antioxidant activity and emulsification of SMHs. The antioxidant and emulsifying properties of all covalent complexes were superior to SMHs, in order of SMHs-PC, SMHs-EGCG, SMHs-GA, and SMHs-CA. Among, SMHs-PC conjugates displayed the highest antioxidant activity (ABTS•+ and DPPH radical scavenging capacities of 89.33% and 52.71%, respectively), total polyphenol content (235.10 mg/g), and emulsification activity (EAI) and stability (ESI) values (109.27 m2/g and 135.05 min, respectively). Moreover, SMHs-PC emulsion showed the smallest particle size (467.20 nm), highest viscosity (520.19 Pa.s), highest protein adsorption (94.33%), and lowest release rate of free fatty acids (FFAs) (18.61%) after digestion. These results provided valuable information for the use of modified SMHs as emulsifiers, which is a promising approach for increasing the value of soybean meal.
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Affiliation(s)
- Xiaoying Zhang
- College of Food Science, Northeast Agricultural University, Harbin, Heilongjiang 150030, China
| | - Chengpeng Yin
- College of Food Science, Northeast Agricultural University, Harbin, Heilongjiang 150030, China
| | - Jiaqi Hao
- College of Food Science, Northeast Agricultural University, Harbin, Heilongjiang 150030, China
| | - Danhua Ma
- College of Food Science, Northeast Agricultural University, Harbin, Heilongjiang 150030, China
| | - Ziyu Li
- College of Food Science, Northeast Agricultural University, Harbin, Heilongjiang 150030, China
| | - Yang Li
- College of Food Science, Northeast Agricultural University, Harbin, Heilongjiang 150030, China.
| | - Baokun Qi
- College of Food Science, Northeast Agricultural University, Harbin, Heilongjiang 150030, China.
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20
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Niu H, Wang W, Dou Z, Chen X, Chen X, Chen H, Fu X. Multiscale combined techniques for evaluating emulsion stability: A critical review. Adv Colloid Interface Sci 2023; 311:102813. [PMID: 36403408 DOI: 10.1016/j.cis.2022.102813] [Citation(s) in RCA: 35] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Revised: 10/09/2022] [Accepted: 11/10/2022] [Indexed: 11/17/2022]
Abstract
Emulsions are multiscale and thermodynamically unstable systems which will undergo various unstable processes over time. The behavior of emulsifier molecules at the oil-water interface and the properties of the interfacial film are very important to the stability of the emulsion. In this paper, we mainly discussed the instability phenomena and mechanisms of emulsions, the effects of interfacial films on the long-term stability of emulsions and summarized a set of systematic multiscale combined methods for studying emulsion stability, including droplet size and distribution, zeta-potential, the continuous phase viscosity, adsorption mass and thickness of the interfacial film, interfacial dilatational rheology, interfacial shear rheology, particle tracking microrheology, visualization technologies of the interfacial film, molecular dynamics simulation and the quantitative evaluation methods of emulsion stability. This review provides the latest research progress and a set of systematic multiscale combined techniques and methods for researchers who are committed to the study of oil-water interface and emulsion stability. In addition, this review has important guiding significances for designing and customizing interfacial films with different properties, so as to obtain emulsion-based delivery systems with varying stability, oil digestibility and bioactive substance utilization.
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Affiliation(s)
- Hui Niu
- Hainan University-HSF/LWL Collaborative Innovation Laboratory, School of Food Science and Engineering, Hainan University, 58 People Road, Haikou 570228, PR China; SCUT-Zhuhai Institute of Modern Industrial Innovation, School of Food Science and Engineering, South China University of Technology, 381 Wushan Road, Guangzhou 510640, PR China
| | - Wenduo Wang
- School of Food Science and Technology, Guangdong Ocean University, Yangjiang 529500, Guangdong, PR China
| | - Zuman Dou
- Microbiome Medicine Center, Department of Laboratory Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
| | - Xianwei Chen
- SCUT-Zhuhai Institute of Modern Industrial Innovation, School of Food Science and Engineering, South China University of Technology, 381 Wushan Road, Guangzhou 510640, PR China
| | - Xianxiang Chen
- State Key Laboratory of Food Science and Technology, Nanchang University, Nanchang 330047, PR China
| | - Haiming Chen
- Hainan University-HSF/LWL Collaborative Innovation Laboratory, School of Food Science and Engineering, Hainan University, 58 People Road, Haikou 570228, PR China; Maritime Academy, Hainan Vocational University of Science and Technology, 18 Qiongshan Road, Haikou 571126, PR China.
| | - Xiong Fu
- SCUT-Zhuhai Institute of Modern Industrial Innovation, School of Food Science and Engineering, South China University of Technology, 381 Wushan Road, Guangzhou 510640, PR China; Guangdong Province Key Laboratory for Green Processing of Natural Products and Product Safety, Guangzhou 510640, PR China; Overseas Expertise Introduction Center for Discipline Innovation of Food Nutrition and Human Health (111 Center), Guangzhou, PR China.
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21
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Characterization of the improved functionality in soybean protein-proanthocyanidins conjugates prepared by the alkali treatment. Food Hydrocoll 2023. [DOI: 10.1016/j.foodhyd.2022.108107] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
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22
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Sun Y, Zhong M, Liao Y, Kang M, Li Y, Qi B. Interfacial characteristics of artificial oil body emulsions (O / W) prepared using extrinsic and intrinsic proteins: Inspired by natural oil body. Lebensm Wiss Technol 2023. [DOI: 10.1016/j.lwt.2022.114270] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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23
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Zhang Q, Shi Y, Tu Z, Hu Y, He C. Emulsion Properties during Microencapsulation of Cannabis Oil Based on Protein and Sucrose Esters as Emulsifiers: Stability and Rheological Behavior. Foods 2022; 11:foods11233923. [PMID: 36496731 PMCID: PMC9735479 DOI: 10.3390/foods11233923] [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: 10/09/2022] [Revised: 11/28/2022] [Accepted: 11/28/2022] [Indexed: 12/12/2022] Open
Abstract
The effects of different emulsifiers, such as soy protein isolate-sucrose ester (SPI-SE) and whey protein isolate-sucrose ester (WPI-SE), on the properties of the emulsion during the microencapsulation of cannabis oil were studied. The influence of SE concentration on the emulsion properties of the two emulsifying systems was analyzed. The results of the adsorption kinetics show that SE can decrease the interfacial tension, particle size and zeta potential of the emulsions. The results of the interfacial protein concentration show that SE could competitively replace the protein at the oil-water interface and change the strength of the interfacial film. The results of the viscoelastic properties show that the emulsion structure of the two emulsion systems results in the maximum value when the concentration of SE is 0.75% (w/v), and the elastic modulus (G') of the emulsion prepared with SPI-SE is high. The viscosity results show that all emulsions show shear-thinning behavior and the curve fits well with the Ostwald-Dewaele model. The addition of SE in the emulsions of the two emulsion systems can effectively stabilize the emulsion and change the composition and strength of the oil-water interface of the emulsion. The cannabis oil microcapsules prepared with protein-SE as an emulsion system exhibit high quality.
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Affiliation(s)
- Qun Zhang
- State Key Laboratory of Food Science and Technology, Nanchang University, Nanchang 330047, China
| | - Yan Shi
- State Key Laboratory of Food Science and Technology, Nanchang University, Nanchang 330047, China
- Correspondence: (Y.S.); (Z.T.)
| | - Zongcai Tu
- State Key Laboratory of Food Science and Technology, Nanchang University, Nanchang 330047, China
- National R&D Branch Center for Conventional Freshwater Fish Processing, Jiangxi Normal University, Nanchang 330022, China
- Engineering Research Center of Freshwater Fish High-Value Utilization of Jiangxi Province, Jiangxi Normal University, Nanchang 330022, China
- Correspondence: (Y.S.); (Z.T.)
| | - Yueming Hu
- State Key Laboratory of Food Science and Technology, Nanchang University, Nanchang 330047, China
| | - Chengyan He
- State Key Laboratory of Food Science and Technology, Nanchang University, Nanchang 330047, China
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Li Y, Liu X, Liu H, Zhu L. Interfacial adsorption behavior and interaction mechanism in saponin–protein composite systems: A review. Food Hydrocoll 2022. [DOI: 10.1016/j.foodhyd.2022.108295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Delahaije RJM, Sagis LMC, Yang J. Impact of Particle Sedimentation in Pendant Drop Tensiometry. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2022; 38:10183-10191. [PMID: 35943288 PMCID: PMC9404539 DOI: 10.1021/acs.langmuir.2c01193] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/10/2022] [Revised: 07/31/2022] [Indexed: 06/15/2023]
Abstract
Understanding the interface-stabilizing properties of surface-active components is key in designing stable macroscopic multiphase systems, such as emulsions and foams. When poorly soluble materials are used as an interface stabilizer, the insoluble material may sediment and interfere with the analysis of interfacial properties in pendant (or hanging) drop tensiometry. Here, the impact of sedimentation of particles on the interfacial properties determined by pendant drop tensiometry was evaluated using a model system of whey protein isolate and (non surface-active) glass beads (2.2-34.7 μm). Although the glass beads did not adsorb to the air-water interface, a 1% (w/w) glass bead solution appeared to decrease the surface tension by nearly 12 mN/m after 3 h. A similar effect was shown for a mixture of whey proteins and glass beads: the addition of 1% (w/w) of glass beads led to an apparent surface tension decrease of 31 mN/m rather than the 20 mN/m observed for pure whey proteins. These effects are attributed to the sedimentation of particles near the apex of the droplet, leading to droplet shape changes, which are interpreted as a decrease in surface tension using tensiometer software. The droplet density at the apex increases due to sedimentation, and this density increase is not accounted for when fitting the droplet shape with the Young-Laplace equation. The result is the observed apparent decrease in surface tension. In contrast to the significant impact of sedimenting material on the surface tension measurements, the impact on the results of oscillatory deformations was limited. These findings show that the impact of sedimentation should be considered when studying the interface-stabilizing properties of materials with reduced solubility, such as certain plant protein extracts. The presence of such particles should be carefully considered when conducting pendant drop tensiometry.
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Affiliation(s)
- Roy J.
B. M. Delahaije
- Laboratory
of Physics and Physical Chemistry of Foods, Wageningen University, Bornse Weilanden 9, 6708WG Wageningen, The Netherlands
- FrieslandCampina
Innovation Centre, Bronland
20, 6708 WH Wageningen, The Netherlands
| | - Leonard M. C. Sagis
- Laboratory
of Physics and Physical Chemistry of Foods, Wageningen University, Bornse Weilanden 9, 6708WG Wageningen, The Netherlands
| | - Jack Yang
- Laboratory
of Physics and Physical Chemistry of Foods, Wageningen University, Bornse Weilanden 9, 6708WG Wageningen, The Netherlands
- Laboratory
of Biobased Chemistry and Technology, Wageningen
University, Bornse Weilanden
9, 6708WG Wageningen, The Netherlands
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Zhang M, Fan L, Liu Y, Huang S, Li J. Effects of proteins on emulsion stability: The role of proteins at the oil-water interface. Food Chem 2022; 397:133726. [PMID: 35908463 DOI: 10.1016/j.foodchem.2022.133726] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Revised: 06/26/2022] [Accepted: 07/14/2022] [Indexed: 11/15/2022]
Abstract
To obtain a stable protein-added emulsion system, researchers have focused on the design of the oil-water interface. This review discussed the updated details of protein adsorption behavior at the oil-water interface. We evaluated methods of monitoring interfacial proteins as well as their strengths and limitations. Based on the effects of structure on protein adsorption, we summarized the contribution of pre-changing methods to adsorption. In addition, the interaction of proteins and other surface-active molecules at the interface had been emphasized. Results showed that protein adsorption is affected by conformation, oil polarity and aqueous environments. The monitoring of interfacial proteins through spectroscopic properties in actual emulsion systems is an emerging trend. Pre-changing could improve the protein adsorption and the purpose of pre-changing of proteins is similar. In the interaction with other surface-active molecules, co-adsorption is desirable. By co-adsorption, the respective advantages can be exploited to obtain a more stable emulsion system.
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Affiliation(s)
- Mi Zhang
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi 214122, China
| | - Liuping Fan
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi 214122, China
| | - Yuanfa Liu
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi 214122, China
| | - Shengquan Huang
- Nuspower Greatsun (Guangdong) Biotechnology Co., Ltd., Guangzhou 510931, China
| | - Jinwei Li
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi 214122, China.
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Kim W, Wang Y, Selomulya C. Impact of sodium alginate on binary whey/pea protein-stabilised emulsions. J FOOD ENG 2022. [DOI: 10.1016/j.jfoodeng.2022.110978] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
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28
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Sagis LMC, Yang J. Protein-stabilized interfaces in multiphase food: comparing structure-function relations of plant-based and animal-based proteins. Curr Opin Food Sci 2022. [DOI: 10.1016/j.cofs.2021.11.003] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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Du X, Hu M, Liu G, Qi B, Zhou S, Lu K, Xie F, Zhu X, Li Y. Development and evaluation of delivery systems for quercetin: A comparative study between coarse emulsion, nano-emulsion, high internal phase emulsion, and emulsion gel. J FOOD ENG 2022. [DOI: 10.1016/j.jfoodeng.2021.110784] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Xi Y, Zhang A, Wang Z, Farooq S, Zhang C, Wu L, Zhang H. Improved Oxidation Stability of Camellia Oil-in-Water Emulsions Stabilized by the Mixed Monolayer of Soy Protein Isolate/Bamboo Shoot Protein Complexes. Front Nutr 2021; 8:782212. [PMID: 34926555 PMCID: PMC8671835 DOI: 10.3389/fnut.2021.782212] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Accepted: 11/01/2021] [Indexed: 01/03/2023] Open
Abstract
The complex of soy protein isolate (SPI)/bamboo shoot protein concentrate (BPC) was developed to stabilize camellia oil-in-water (O/W) emulsions. The surface hydrophobicity of the BPC/SPI complex driven by hydrogen bonds and electrostatic attractions was improved. With the increasing ratio of BPC in the complex, a tighter network layer structure of the complex was formed due to the rearrangement of proteins, and the emulsions showed a progressive enhancement in the gel-like structures. At the SPI/BPC ratio of 2:1, the emulsions had smaller droplet size and lower creaming index of 230 nm and 30%, and the emulsifying activity and stability indices of the emulsions were 803.72 min and 11.85 g/m2, respectively, indicating a better emulsifying activity and stability of emulsions. Meanwhile, the emulsions stabilized by the complex at the ratio of 2:1 showed better storage and antioxidant stability. These findings are expected to develop the application of bamboo shoots in emulsion-based food products such as mayonnaise, salad dressings, and sauces.
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Affiliation(s)
- Yuhang Xi
- Zhejiang Key Laboratory for Agro-Food Processing, College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China
| | - Aiping Zhang
- Zhejiang Key Laboratory for Agro-Food Processing, College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China
| | - Zhongjiang Wang
- College of Food Science, Northeast Agricultural University, Harbin, China
| | - Shahzad Farooq
- Zhejiang Key Laboratory for Agro-Food Processing, College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China
| | - Cen Zhang
- Institute of Food Science, Zhejiang Academy of Agricultural Sciences, Hangzhou, China
| | - Liangru Wu
- China National Bamboo Research Center, Hangzhou, China
| | - Hui Zhang
- Zhejiang Key Laboratory for Agro-Food Processing, College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China.,Ningbo Research Institute, Zhejiang University, Ningbo, China
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32
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Interfacial behavior of plant proteins — novel sources and extraction methods. Curr Opin Colloid Interface Sci 2021. [DOI: 10.1016/j.cocis.2021.101499] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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Hinderink EB, Boire A, Renard D, Riaublanc A, Sagis LM, Schroën K, Bouhallab S, Famelart MH, Gagnaire V, Guyomarc'h F, Berton-Carabin CC. Combining plant and dairy proteins in food colloid design. Curr Opin Colloid Interface Sci 2021. [DOI: 10.1016/j.cocis.2021.101507] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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