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Iñaki Gamero-Barraza J, Antonio Pámanes-Carrasco G, Delgado E, Patricia Cabrales-Arellano C, Medrano-Roldán H, Gallegos-Ibáñez D, Wedwitschka H, Reyes-Jáquez D. Computational modelling of extrusion process temperatures on the interactions between black soldier fly larvae protein and corn flour starch. FOOD CHEMISTRY. MOLECULAR SCIENCES 2024; 8:100202. [PMID: 38586156 PMCID: PMC10995973 DOI: 10.1016/j.fochms.2024.100202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Revised: 03/28/2024] [Accepted: 03/30/2024] [Indexed: 04/09/2024]
Abstract
Insects such as the black soldier fly (BSF) are recently being studied as food sources to address concerns about how to meet the food demand of the growing world population, as conventional production lines for meat proteins are currently unsustainable sources. Studies have been conducted evaluating the use of insect proteins to produce extruded foods such as expanded snacks and meat analogues. However, this field of study is still quite new and not much has been studied beyond digestibility and growth performance. The purpose of this work was to evaluate the compatibility of protein extracted from BSF flour with corn flour starch within an extruded balanced shrimp feed model through molecular dynamics simulations, for which cohesive energy density and solubility parameter (δ) of both components were determined. The calculations' results for the protein molecule systems yielded an average δ of 14.961 MPa0.5, while the δ for starch was calculated to be 23.166 MPa0.5. The range of difference between both δ (10 > δ > 7) suggests that the interaction of the BSF protein with corn starch is of a semi-miscible nature. These results suggest that it is possible to obtain a stable starch-protein mixture through the extrusion process.
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Affiliation(s)
- Jorge Iñaki Gamero-Barraza
- TecNM/I.T.Durango. Posgrado en Ingeniería Bioquímica Felipe Pescador 1803, Nueva Vizcaya, 34080 Durango, Dgo., Mexico
| | - Gerardo Antonio Pámanes-Carrasco
- Facultad de Medicina Veterinaria y Zootecnia de la Universidad Juárez del Estado Durango/ Durango - Mezquital Km 11.5, 34307 Durango, Dgo., Mexico
| | - Efrén Delgado
- Food Science and Technology, Department of Family and Consumer Sciences, New Mexico State University, P.O. Box 30001, Las Cruces, NM 88003-8001, USA
| | | | - Hiram Medrano-Roldán
- TecNM/I.T.Durango. Posgrado en Ingeniería Bioquímica Felipe Pescador 1803, Nueva Vizcaya, 34080 Durango, Dgo., Mexico
| | - Daniela Gallegos-Ibáñez
- Department of Biochemical Conversion, Deutsches Biomasseforschungszentrum gemeinnützige GmbH, Torgauer Straße116, 04347, Leipzig, Germany
| | - Harald Wedwitschka
- Department of Biochemical Conversion, Deutsches Biomasseforschungszentrum gemeinnützige GmbH, Torgauer Straße116, 04347, Leipzig, Germany
| | - Damián Reyes-Jáquez
- TecNM/I.T.Durango. Posgrado en Ingeniería Bioquímica Felipe Pescador 1803, Nueva Vizcaya, 34080 Durango, Dgo., Mexico
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Zhu H, Wang C, Wang Y, Yu J, Copeland L, Wang S. Novel Type of Slowly Digested Starch Complex with Antioxidant Properties. Biomacromolecules 2024; 25:2914-2924. [PMID: 38676646 DOI: 10.1021/acs.biomac.4c00030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/29/2024]
Abstract
With the increasing number of diabetic patients in the world, there is an urgent requirement to reduce the incidence of diabetes. It is considered that a viable prophylactic treatment for type 2 diabetes mellitus is to reduce starch digestibility and oxidative stress. In this study, a novel type of slowly digested starch [pea starch (PS)-gingerol complex] was fabricated to evaluate its in vitro enzymatic digestibility and antioxidant activities. Theoretical and experimental analyses showed that PS can encapsulate gingerols with long alkyl chains to form starch-gingerol complexes, which are further stacked into a mixture of V6- and V7-crystallites. These complexes, in particular the PS-10-gingerol complex, showed high resistance to amylolysis and good antioxidant activities. This study demonstrates that these novel starch-gingerol complexes have the potential to deliver antioxidants encapsulated in starch with slow-digesting properties and reduce oxidative stress. Moreover, this new type of slowly digested starch with antioxidant properties showed great potential in the prevention of type 2 diabetes.
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Affiliation(s)
- Huilan Zhu
- State Key Laboratory of Food Nutrition and Safety, Tianjin University of Science & Technology, Tianjin 300457, China
- School of Food Science and Engineering, Tianjin University of Science & Technology, Tianjin 300457, China
| | - Cuiping Wang
- State Key Laboratory of Food Nutrition and Safety, Tianjin University of Science & Technology, Tianjin 300457, China
- School of Food Science and Engineering, Tianjin University of Science & Technology, Tianjin 300457, China
| | - Yujue Wang
- State Key Laboratory of Food Nutrition and Safety, Tianjin University of Science & Technology, Tianjin 300457, China
- School of Food Science and Engineering, Tianjin University of Science & Technology, Tianjin 300457, China
| | - Jinglin Yu
- State Key Laboratory of Food Nutrition and Safety, Tianjin University of Science & Technology, Tianjin 300457, China
| | - Les Copeland
- School of Life and Environmental Sciences, The University of Sydney, Sydney, New South Wales 2006, Australia
| | - Shujun Wang
- State Key Laboratory of Food Nutrition and Safety, Tianjin University of Science & Technology, Tianjin 300457, China
- School of Food Science and Engineering, Tianjin University of Science & Technology, Tianjin 300457, China
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3
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Wei X, Xie H, Hu Z, Zeng X, Dong H, Liu X, Bai W. Multiscale structure changes and mechanism of polyphenol-amylose complexes modulated by polyphenolic structures. Int J Biol Macromol 2024; 262:130086. [PMID: 38360224 DOI: 10.1016/j.ijbiomac.2024.130086] [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: 10/27/2023] [Revised: 01/26/2024] [Accepted: 02/08/2024] [Indexed: 02/17/2024]
Abstract
This study was designed to investigate the effect of polyphenolic structure on the interaction strength and process between polyphenols (gallic acid (GA), epigallocatechin gallate (EGCG) and tannic acid (TA)) and amylose (AM). The results of Fourier transform infrared spectroscopy, isothermal titration calorimetry, X-ray photoelectron spectroscopy and molecular dynamic simulation (MD) suggested that the interactions between the three polyphenols and AM were noncovalent, spontaneous, low-energy and driven by enthalpy, which would be enhanced with increasing amounts of pyrogallol groups in the polyphenols. The results of turbidity, particle size and appearance of the complex solution showed that the interaction process between polyphenols and AM could be divided into three steps and would be advanced by increasing the number of pyrogallol groups in the polyphenols. At the same time, MD was intuitively employed to exhibit the interaction process between amylose and polyphenols, and it revealed that the interaction induced the aggregation of amylose and that the agglomeration degree of amylose increased with increasing number of pyrogallol groups at polyphenols. Last, the SEM and TGA results showed that TA/AM complexes had the tightest structure and the highest thermal stability (TA/AM˃EGCG/AM˃GA/AM), which could be attributed to TA having five pyrogallol groups.
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Affiliation(s)
- Xianling Wei
- College of Light Industry and Food Science, Zhongkai University of Agriculture and Engineering, Guangzhou, Guangdong 510225, China; Guangdong Provincial Key Laboratory of Lingnan Specialty Food Science and Technology, Guangzhou, Guangdong 510225, China; Key Laboratory of Green Processing and Intelligent Manufacturing of Lingnan Specialty Food, Ministry of Agriculture, Guangzhou, Guangdong 510225, China; Academy of Contemporary Agricultural Engineering Innovations, Zhongkai University of Agriculture and Engineering, Guangzhou, Guangdong 510225, China
| | - Huan Xie
- College of Light Industry and Food Science, Zhongkai University of Agriculture and Engineering, Guangzhou, Guangdong 510225, China; Guangdong Provincial Key Laboratory of Lingnan Specialty Food Science and Technology, Guangzhou, Guangdong 510225, China; School of Food and Pharmacy, Shanghai Zhongqiao Vocational and Technology University, Shanghai 201514, China
| | - Ziqing Hu
- College of Light Industry and Food Science, Zhongkai University of Agriculture and Engineering, Guangzhou, Guangdong 510225, China; Guangdong Provincial Key Laboratory of Lingnan Specialty Food Science and Technology, Guangzhou, Guangdong 510225, China
| | - Xiaofang Zeng
- College of Light Industry and Food Science, Zhongkai University of Agriculture and Engineering, Guangzhou, Guangdong 510225, China; Guangdong Provincial Key Laboratory of Lingnan Specialty Food Science and Technology, Guangzhou, Guangdong 510225, China; Key Laboratory of Green Processing and Intelligent Manufacturing of Lingnan Specialty Food, Ministry of Agriculture, Guangzhou, Guangdong 510225, China; Academy of Contemporary Agricultural Engineering Innovations, Zhongkai University of Agriculture and Engineering, Guangzhou, Guangdong 510225, China
| | - Hao Dong
- College of Light Industry and Food Science, Zhongkai University of Agriculture and Engineering, Guangzhou, Guangdong 510225, China; Guangdong Provincial Key Laboratory of Lingnan Specialty Food Science and Technology, Guangzhou, Guangdong 510225, China; Key Laboratory of Green Processing and Intelligent Manufacturing of Lingnan Specialty Food, Ministry of Agriculture, Guangzhou, Guangdong 510225, China; Academy of Contemporary Agricultural Engineering Innovations, Zhongkai University of Agriculture and Engineering, Guangzhou, Guangdong 510225, China
| | - Xiaoyan Liu
- College of Light Industry and Food Science, Zhongkai University of Agriculture and Engineering, Guangzhou, Guangdong 510225, China; Key Laboratory of Green Processing and Intelligent Manufacturing of Lingnan Specialty Food, Ministry of Agriculture, Guangzhou, Guangdong 510225, China; Academy of Contemporary Agricultural Engineering Innovations, Zhongkai University of Agriculture and Engineering, Guangzhou, Guangdong 510225, China.
| | - Weidong Bai
- College of Light Industry and Food Science, Zhongkai University of Agriculture and Engineering, Guangzhou, Guangdong 510225, China; Guangdong Provincial Key Laboratory of Lingnan Specialty Food Science and Technology, Guangzhou, Guangdong 510225, China; Key Laboratory of Green Processing and Intelligent Manufacturing of Lingnan Specialty Food, Ministry of Agriculture, Guangzhou, Guangdong 510225, China; Academy of Contemporary Agricultural Engineering Innovations, Zhongkai University of Agriculture and Engineering, Guangzhou, Guangdong 510225, China.
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Duan Q, Bao X, Yu L, Cui F, Zahid N, Liu F, Zhu J, Liu H. Study on hydroxypropyl corn starch/alkyl ketene dimer composite film with enhanced water resistance and mechanical properties. Int J Biol Macromol 2023; 253:126613. [PMID: 37652333 DOI: 10.1016/j.ijbiomac.2023.126613] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Revised: 08/24/2023] [Accepted: 08/28/2023] [Indexed: 09/02/2023]
Abstract
This study aimed to address the limited applicability of starch-based films in food packaging due to their inherent hydrophilicity, by developing a highly hydrophobic and mechanically reinforced film through compositing with alkyl ketene dimer (AKD). The FTIR analysis confirmed the successful introduction of AKD into the starch backbone via esterification by forming a β-keto ester linkage. Notably, the incorporation of AKD resulted in significant improvements in the modified film (S80A20), by exhibiting a higher water contact angle (WCA) of 128.28° and a reduced water vapor permeability (WVP) to 0.81×10-10 (g m/m2 s Pa). These enhancements were attributed to the inherent low surface energy of AKD and the increased surface roughness caused by AKD recrystallization. Moreover, the mechanical properties of the films were also enhanced due to the chemical crosslinking and intermolecular hydrogen bonding, as supported by the results of relaxation temperatures and molecular dynamics simulations. Considering the environmentally friendly and biodegradable nature of all components, the prepared hydrophobic films will hopefully be applied in food packaging.
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Affiliation(s)
- Qingfei Duan
- School of Food Science and Engineering, South China University of Technology, Guangzhou, China
| | - Xianyang Bao
- School of Food Science and Engineering, South China University of Technology, Guangzhou, China; John A. Paulson School of Engineering and Applied Science, Kavli Institute for Nanobio Science and Technology, Harvard University, Cambridge, USA
| | - Long Yu
- School of Food Science and Engineering, South China University of Technology, Guangzhou, China; Overseas Expertise Introduction Center for Discipline Innovation of Food Nutrition and Human Health, Guangzhou, China
| | - Feihe Cui
- School of Food Science and Engineering, South China University of Technology, Guangzhou, China
| | - Nisha Zahid
- University of Agriculture, Faisalabad, Pakistan
| | - Fengsong Liu
- School of Food Science and Engineering, South China University of Technology, Guangzhou, China
| | - Jian Zhu
- School of Food Science and Engineering, South China University of Technology, Guangzhou, China.
| | - Hongsheng Liu
- School of Food Science and Engineering, South China University of Technology, Guangzhou, China; Overseas Expertise Introduction Center for Discipline Innovation of Food Nutrition and Human Health, Guangzhou, China.
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Wang J, Yu J, Copeland L, Wang S. Revisiting the Formation of Starch-Monoglyceride-Protein Complexes: Effects of Octenyl Succinic Anhydride Modification. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2023; 71:19033-19044. [PMID: 37997356 DOI: 10.1021/acs.jafc.3c07269] [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: 11/25/2023]
Abstract
Starch-lipid-protein complexes are attracting increasing attention due to their unique structure and low enzymatic digestibility. However, the mechanisms underlying the formation of these ternary complexes, especially those with monoglycerides as the lipid component, remain unclear. In the present study, potato starch or octenyl succinic anhydride (OSA)-modified potato starch (OSAPS), various monoglycerides (MGs), and beta-lactoglobulin (βLG) were used in model systems to characterize the formation, structure, and in vitro digestibility of the respective ternary complexes. Colorimetry and live/dead staining assays demonstrated that the OSAPS had good biocompatibility. Experimental data and molecular dynamics simulations showed that both unmodified potato starch and OSAPS formed starch-lipid-protein complexes with MGs and βLG. Of the two types of starch, OSA formed a greater amount of the more stable type II V-crystallites in complexes, which had greater resistance to in vitro enzymic digestion. This study demonstrated for the first time that starch can interact with MGs and βLG to form ternary complexes and that OSA esterification of starch promoted the formation of more complexes than unmodified starch.
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Affiliation(s)
- Jinwei Wang
- State Key Laboratory of Food Nutrition and Safety, Tianjin University of Science & Technology, Tianjin 300457, China
- College of Biotechnology, Tianjin University of Science & Technology, Tianjin, 300457, China
- Food Laboratory of Zhongyuan, Tianjin University of Science & Technology, Tianjin 300457, China
| | - Jinglin Yu
- State Key Laboratory of Food Nutrition and Safety, Tianjin University of Science & Technology, Tianjin 300457, China
| | - Les Copeland
- School of Life and Environmental Sciences, The University of Sydney, Camperdown 2006, New South Wales, Australia
| | - Shujun Wang
- State Key Laboratory of Food Nutrition and Safety, Tianjin University of Science & Technology, Tianjin 300457, China
- School of Food Science and Engineering, Tianjin University of Science & Technology, Tianjin, 300457, China
- Food Laboratory of Zhongyuan, Tianjin University of Science & Technology, Tianjin 300457, China
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6
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Feng W, Wang Z, Campanella OH, Zhang T, Miao M. Fabrication of phytoglycogen-derived core-shell nanoparticles: Structure and characterizations. Food Chem 2023; 423:136317. [PMID: 37182493 DOI: 10.1016/j.foodchem.2023.136317] [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: 12/11/2022] [Revised: 04/12/2023] [Accepted: 05/03/2023] [Indexed: 05/16/2023]
Abstract
The objective of this work was to investigate the fabrication of core-shell nanoparticles using phosphorylase-catalyzed chain extension of phytoglycogen, and to analyze the changes of structure and characterizations in detail. During the glucosylation reaction, the inorganic phosphate increased substantially up to 2.3 mg/mL in the initial 12 h, and then increased incrementally to 2.5 mg/mL at 24 h. The similar to trends was observed for increasing Mw and Rz over time, due to glucosyl transfers on the surface chain to form a corona around the phytoglycogen core with a larger size. Phosphorylase modification increases the percentages of longer chain fractions and the average chain length increased from degree of polymerization (DP) 11.6 to DP 48.2. The modified phytoglycogen exhibited the characteristic of B-type crystalline structure, indicating that the specific core-shell nanoparticle with inner amorphous nature and outer crystalline layer. The above results revealed that the potentiality of enzymatic chain elongation of phytoglycogen to design novel core-shell nanoparticle with tailor-made structure and functionality.
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Affiliation(s)
- Wenjuan Feng
- State Key Laboratory of Food Science & Technology, Jiangnan University, 1800 Lihu Avenue, Wuxi, Jiangsu 214122, PR China
| | - Ziqi Wang
- State Key Laboratory of Food Science & Technology, Jiangnan University, 1800 Lihu Avenue, Wuxi, Jiangsu 214122, PR China
| | - Osvaldo H Campanella
- State Key Laboratory of Food Science & Technology, Jiangnan University, 1800 Lihu Avenue, Wuxi, Jiangsu 214122, PR China; Whistler Center for Carbohydrate Research, Purdue University, 745 Agriculture Mall Drive, West Lafayette, IN 47907, United States
| | - Tao Zhang
- State Key Laboratory of Food Science & Technology, Jiangnan University, 1800 Lihu Avenue, Wuxi, Jiangsu 214122, PR China
| | - Ming Miao
- State Key Laboratory of Food Science & Technology, Jiangnan University, 1800 Lihu Avenue, Wuxi, Jiangsu 214122, PR China.
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7
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Wang Y, Liu T, Xie J, Cheng M, Sun L, Zhang S, Xin J, Zhang N. A review on application of molecular simulation technology in food molecules interaction. Curr Res Food Sci 2022; 5:1873-1881. [PMID: 36276243 PMCID: PMC9579209 DOI: 10.1016/j.crfs.2022.10.012] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Revised: 10/07/2022] [Accepted: 10/09/2022] [Indexed: 11/06/2022] Open
Abstract
Molecular simulation is a new technology to analyze the interaction between molecules. This review mainly summarizes the application of molecular simulation technology in the food industry. This technology has been employed to assess structural changes of biomolecules, the interaction between components, and the mechanism of physical and chemical property alterations. These conclusions provide a deeper understanding of the molecular interaction mechanism in foods, break through the limitations of scientific experiments and avoid blind and time-consuming scientific research. In this paper, the advantages and development trends of molecular simulation technology in the food research field are described. This methodology can be used to contribute to further studies of the mechanism of molecular interactions in food, confirm experimental results and provide new ideas for research in the field of food sciences.
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Affiliation(s)
- Yan Wang
- Key Laboratory for Food Science & Engineering, Harbin University of Commerce, Harbin, 150076, PR China
| | - Tianjiao Liu
- Key Laboratory for Food Science & Engineering, Harbin University of Commerce, Harbin, 150076, PR China
| | - Jinhui Xie
- Key Laboratory for Food Science & Engineering, Harbin University of Commerce, Harbin, 150076, PR China
| | - Meijia Cheng
- Key Laboratory for Food Science & Engineering, Harbin University of Commerce, Harbin, 150076, PR China
| | - Lirui Sun
- Key Laboratory for Food Science & Engineering, Harbin University of Commerce, Harbin, 150076, PR China
| | - Shuai Zhang
- Key Laboratory for Food Science & Engineering, Harbin University of Commerce, Harbin, 150076, PR China
| | - Jiaying Xin
- Key Laboratory for Food Science & Engineering, Harbin University of Commerce, Harbin, 150076, PR China,State Key Laboratory for Oxo Synthesis & Selective Oxidation, Lanzhou Institute of Chemical Physics, Chinese Academy of Sciences, Lanzhou, 730000, PR China
| | - Na Zhang
- Key Laboratory for Food Science & Engineering, Harbin University of Commerce, Harbin, 150076, PR China,Corresponding author.
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8
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Chi C, Shi M, Zhao Y, Chen B, He Y, Wang M. Dietary compounds slow starch enzymatic digestion: A review. Front Nutr 2022; 9:1004966. [PMID: 36185656 PMCID: PMC9521573 DOI: 10.3389/fnut.2022.1004966] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Accepted: 08/23/2022] [Indexed: 11/20/2022] Open
Abstract
Dietary compounds significantly affected starch enzymatic digestion. However, effects of dietary compounds on starch digestion and their underlying mechanisms have been not systematically discussed yet. This review summarized the effects of dietary compounds including cell walls, proteins, lipids, non-starchy polysaccharides, and polyphenols on starch enzymatic digestion. Cell walls, proteins, and non-starchy polysaccharides restricted starch disruption during hydrothermal treatment and the retained ordered structures limited enzymatic binding. Moreover, they encapsulated starch granules and formed physical barriers for enzyme accessibility. Proteins, non-starchy polysaccharides along with lipids and polyphenols interacted with starch and formed ordered assemblies. Furthermore, non-starchy polysaccharides and polyphenols showed robust abilities to reduce activities of α-amylase and α-glucosidase. Accordingly, it can be concluded that dietary compounds lowered starch digestion mainly by three modes: (i) prevented ordered structures from disruption and formed ordered assemblies chaperoned with these dietary compounds; (ii) formed physical barriers and prevented enzymes from accessing/binding to starch; (iii) reduced enzymes activities. Dietary compounds showed great potentials in lowering starch enzymatic digestion, thereby modulating postprandial glucose response to food and preventing or treating type II diabetes disease.
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Affiliation(s)
- Chengdeng Chi
- College of Life Sciences, Fujian Normal University, Fuzhou, China
- *Correspondence: Chengdeng Chi
| | - Miaomiao Shi
- College of Food and Biological Engineering, Zhengzhou University of Light Industry, Zhengzhou, China
| | - Yingting Zhao
- Center for Nutrition and Food Sciences, The University of Queensland, Queensland Alliance for Agriculture and Food Innovation, Brisbane, QLD, Australia
- College of Food Science, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Bilian Chen
- College of Life Sciences, Fujian Normal University, Fuzhou, China
| | - Yongjin He
- College of Life Sciences, Fujian Normal University, Fuzhou, China
| | - Meiying Wang
- School of Engineering, University of Guelph, Guelph, ON, Canada
- Meiying Wang
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Wang C, Chao C, Yu J, Copeland L, Huang Y, Wang S. Mechanisms Underlying the Formation of Amylose- Lauric Acid-β-Lactoglobulin Complexes: Experimental and Molecular Dynamics Studies. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2022; 70:10635-10643. [PMID: 35994717 DOI: 10.1021/acs.jafc.2c04523] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
The aim of the present study was to reveal the mechanisms underlying the formation of ternary complexes with a model system of amylose (AM), lauric acid (LA), and β-lactoglobulin (βLG) using experimental studies and molecular dynamics (MD) simulations. Experimental analyses showed that hydrophobic interactions and hydrogen bonds contributed more than electrostatic forces to the formation of the AM-LA-βLG complex. MD simulations indicated that interactions between AM and βLG through electrostatic forces and hydrogen bonds, and to a less extent van der Waals forces, and interactions between AM and LA through van der Waals forces, were mostly responsible for complex formation. The combination of experimental results and MD simulations has provided new mechanistic insights and led us to conclude that hydrophobic interactions, van der Waals forces between AM and LA, and van der Waals forces and hydrogen bonds between AM and βLG were the main driving forces for the formation of the AM-LA-βLG complex.
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Affiliation(s)
- Cuiping Wang
- State Key Laboratory of Food Nutrition and Safety, Tianjin University of Science & Technology, Tianjin 300457, China
- School of Food Engineering and Biotechnology, Tianjin University of Science & Technology, Tianjin 300457, China
| | - Chen Chao
- State Key Laboratory of Food Nutrition and Safety, Tianjin University of Science & Technology, Tianjin 300457, China
- School of Food Engineering and Biotechnology, Tianjin University of Science & Technology, Tianjin 300457, China
| | - Jinglin Yu
- State Key Laboratory of Food Nutrition and Safety, Tianjin University of Science & Technology, Tianjin 300457, China
| | - Les Copeland
- School of Life and Environmental Sciences, The University of Sydney, Sydney, New South Wales Australia 2006
| | - Yongchun Huang
- College of Biological and Chemical Engineering, Guangxi University of Science and Technology, Liuzhou 545006, China
| | - Shujun Wang
- State Key Laboratory of Food Nutrition and Safety, Tianjin University of Science & Technology, Tianjin 300457, China
- School of Food Engineering and Biotechnology, Tianjin University of Science & Technology, Tianjin 300457, China
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10
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Bhopatkar D, Ozturk OK, Khalef N, Zhang G, Campanella OH, Hamaker BR. Influence of Hofmeister anions on structural and thermal properties of a starch-protein-lipid nanoparticle. Int J Biol Macromol 2022; 210:768-775. [PMID: 35526765 DOI: 10.1016/j.ijbiomac.2022.05.003] [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: 02/05/2022] [Revised: 04/16/2022] [Accepted: 05/01/2022] [Indexed: 11/25/2022]
Abstract
A self-assembled soluble nanoparticle, composed of common food biopolymers (carbohydrate, protein) and lipid, was previously reported by our laboratory. Although carrying capacity of valuable small molecules was demonstrated, physical functional properties are also important. Given the stabilization or destabilization characteristics of Hofmeister anion on macromolecular structures, mainly on proteins, here, we investigated the effects of different sodium salts composed of different Hofmeister anions on the structural and thermal properties of these self-assembled nanoparticles for improved functionalities. The salts were added into the mixture that was prepared in a diluted system during nanoparticle formation. Increased concentration of kosmotropic anions, in contrast to the chaotropic anion tested, resulted in nanoparticles with higher molar mass, hydrodynamic radius, and molecular density with more compact arrangement. The nanoparticles produced in presence of kosmotropic anions dissociated at higher temperatures and required higher enthalpies compared to the control sample. Spherical nanoparticles were formed for the kosmotropes with shear thinning behavior, contrary to rod-like nanoparticles for the chaotrope with near-Newtonian behavior. These findings help to gain an understanding of the effect of altering environmental conditions on the nanoparticles with an aim of producing desired structures for applications.
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Affiliation(s)
- Deepak Bhopatkar
- Whistler Center for Carbohydrate Research, Purdue University, 745 Agricultural Mall Drive, West Lafayette, IN 47907, USA; Department of Food Science, Purdue University, 745 Agriculture Mall Drive, West Lafayette, IN 47907, USA
| | - Oguz K Ozturk
- Whistler Center for Carbohydrate Research, Purdue University, 745 Agricultural Mall Drive, West Lafayette, IN 47907, USA; Department of Food Science, Purdue University, 745 Agriculture Mall Drive, West Lafayette, IN 47907, USA
| | - Nawel Khalef
- Pharmaceutical Formulation and Engineering Department, TIMC CNRS UMR5525, Université Grenoble Alpes, 120 rue de la Piscine, Bt. PhITEM C, Campus de Saint Martin d'Hères, France
| | - Genyi Zhang
- Whistler Center for Carbohydrate Research, Purdue University, 745 Agricultural Mall Drive, West Lafayette, IN 47907, USA; Department of Food Science, Purdue University, 745 Agriculture Mall Drive, West Lafayette, IN 47907, USA; School of Food Science and Technology, Jiangnan University, Wuxi 21422, Jiansu Province, PR China
| | - Osvaldo H Campanella
- Whistler Center for Carbohydrate Research, Purdue University, 745 Agricultural Mall Drive, West Lafayette, IN 47907, USA; Department of Food Science and Technology, Ohio State University, 2015 Fyffe Road, Columbus, OH 43210, USA.
| | - Bruce R Hamaker
- Whistler Center for Carbohydrate Research, Purdue University, 745 Agricultural Mall Drive, West Lafayette, IN 47907, USA; Department of Food Science, Purdue University, 745 Agriculture Mall Drive, West Lafayette, IN 47907, USA.
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11
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Xu H, Zhang S, Yu W. Revealing the mechanism beneath the effects of starch-amino acids interactions on starch physicochemical properties by molecular dynamic simulations. Food Hydrocoll 2022. [DOI: 10.1016/j.foodhyd.2021.107359] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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12
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Zheng D, Huang C, Li B, Zhu X, Liu R, Zhao H. Effect of a novel shell material-Starch-protein-fatty acid ternary nanoparticles on loading levels and in vitro release of curcumin. Int J Biol Macromol 2021; 192:471-478. [PMID: 34634332 DOI: 10.1016/j.ijbiomac.2021.10.012] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Revised: 07/31/2021] [Accepted: 10/03/2021] [Indexed: 10/20/2022]
Abstract
Preparation of ternary nanoparticles using high amylose complex, stearic acid, and soy protein isolate as shell materials and their encapsulation of curcumin were studied. The effect of curcumin in ternary nanostructures, loading capacity of the nanoparticles, its solubility and sustained release behavior in vitro are discussed. The encapsulation efficiency of the ternary nanoparticles was 87.14 ± 0.70%, and the loading rate was 16.81 μg/g. Qualitative analysis showed that curcumin addition increases the long-range and short-range ordered structure of ternary starch (TS) by changing its crystallinity. Fourier transform infrared spectroscopy showed that curcumin-TS is formed via hydrogen bonds and hydrophobic properties of the protein. An in vitro release test showed that TS particles can control the stable release of curcumin in simulated intestinal fluid. Our study provided a novel approach to high biomass encapsulation and sustained release of polyphenols.
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Affiliation(s)
- Dantong Zheng
- School of Light Industry & Food Engineering, Guangxi University, Nanning, China
| | - Chongxing Huang
- School of Light Industry & Food Engineering, Guangxi University, Nanning, China; Guangxi Key Laboratory of Clean Pulp & Papermaking and Pollution Control, Nanning, China.
| | - Bo Li
- School of Light Industry & Food Engineering, Guangxi University, Nanning, China
| | - Xuhao Zhu
- School of Light Industry & Food Engineering, Guangxi University, Nanning, China
| | - Ren Liu
- School of Light Industry & Food Engineering, Guangxi University, Nanning, China
| | - Hui Zhao
- School of Light Industry & Food Engineering, Guangxi University, Nanning, China; Guangxi Key Laboratory of Clean Pulp & Papermaking and Pollution Control, Nanning, China
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13
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Alvarado N, Abarca RL, Linares-Flores C. Two Fascinating Polysaccharides: Chitosan and Starch. Some Prominent Characterizations for Applying as Eco-Friendly Food Packaging and Pollutant Remover in Aqueous Medium. Progress in Recent Years: A Review. Polymers (Basel) 2021; 13:1737. [PMID: 34073343 PMCID: PMC8198307 DOI: 10.3390/polym13111737] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 05/17/2021] [Accepted: 05/19/2021] [Indexed: 11/17/2022] Open
Abstract
The call to use biodegradable, eco-friendly materials is urgent. The use of biopolymers as a replacement for the classic petroleum-based materials is increasing. Chitosan and starch have been widely studied with this purpose: to be part of this replacement. The importance of proper physical characterization of these biopolymers is essential for the intended application. This review focuses on characterizations of chitosan and starch, approximately from 2017 to date, in one of their most-used applications: food packaging for chitosan and as an adsorbent agent of pollutants in aqueous medium for starch.
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Affiliation(s)
- Nancy Alvarado
- Instituto de Ciencias Químicas Aplicadas, Facultad de Ingeniería, Universidad Autónoma de Chile, El Llano Subercaseaux 2801, San Miguel 8900000, Chile
| | - Romina L. Abarca
- Departamento de Ciencias Animales, Facultad de Agronomía e Ingeniería Forestal, Pontificia Universidad Católica de Chile, Macul, Santiago 7820436, Chile;
| | - Cristian Linares-Flores
- Grupo de Investigación en Energía y Procesos Sustentables, Instituto de Ciencias Químicas Aplicadas, Facultad de Ingeniería, Universidad Autónoma de Chile, El Llano Subercaseaux 2801, San Miguel 8900000, Chile;
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15
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Abstract
As the prevalence of obesity and diabetes has continued to increase rapidly in recent years, dietary approaches to regulating glucose homeostasis have gained more attention. Starch is the major source of glucose in the human diet and can have diverse effects, depending on its rate and extent of digestion in the small intestine, on postprandial glycemic response, which over time is associated with blood glucose abnormalities, insulin sensitivity, and even appetitive response and food intake. The classification of starch bioavailability into rapidly digestible starch, slowly digestible starch, and resistant starch highlights the nutritional values of different starches. As starch is the main structure-building macroconstituent of foods, its bioavailability can be manipulated by selection of food matrices with varying degrees of susceptibility to amylolysis and food processing to retain or develop new matrices. In this review, the food factors that may modulate starch bioavailability, with a focus on food matrices, are assessed for a better understanding of their potential contribution to human health. Aspects affecting starch nutritional properties as well as production strategies for healthy foods are also reviewed, e.g., starch characteristics (different type, structure, and modification), food physical properties (food form, viscosity, and integrity), food matrix interactions (lipid, protein, nonstarch polysaccharide, phytochemicals, organic acid, and enzyme inhibitor), and food processing (milling, cooking, and storage).
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Affiliation(s)
- Ming Miao
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China;
| | - Bruce R Hamaker
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China; .,Whistler Center for Carbohydrate Research and Department of Food Science, Purdue University, West Lafayette, Indiana 47907-1160, USA;
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16
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Continuous and large-scale fabrication of lecithin stabilized nanoparticles with predictable size and stability using flash nano-precipitation. Lebensm Wiss Technol 2021. [DOI: 10.1016/j.lwt.2020.110558] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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17
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Lin L, Yang H, Chi C, Ma X. Effect of protein types on structure and digestibility of starch-protein-lipids complexes. Lebensm Wiss Technol 2020. [DOI: 10.1016/j.lwt.2020.110175] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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18
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Cui F, Zi H, Liu H, Zhang S, Yuan B. A study of starch-urea-water mixtures with a combination of molecular dynamics simulation and traditional characterization methods. Int J Biol Macromol 2020; 148:121-128. [DOI: 10.1016/j.ijbiomac.2019.12.268] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2019] [Revised: 12/15/2019] [Accepted: 12/31/2019] [Indexed: 01/19/2023]
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19
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Wang S, Chao C, Cai J, Niu B, Copeland L, Wang S. Starch–lipid and starch–lipid–protein complexes: A comprehensive review. Compr Rev Food Sci Food Saf 2020; 19:1056-1079. [DOI: 10.1111/1541-4337.12550] [Citation(s) in RCA: 121] [Impact Index Per Article: 30.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2019] [Revised: 01/19/2020] [Accepted: 02/03/2020] [Indexed: 12/11/2022]
Affiliation(s)
- Shujun Wang
- State Key Laboratory of Food Nutrition and SafetyTianjin University of Science & Technology Tianjin China
- School of Food Science and EngineeringTianjin University of Science & Technology Tianjin China
| | - Chen Chao
- State Key Laboratory of Food Nutrition and SafetyTianjin University of Science & Technology Tianjin China
- School of Food Science and EngineeringTianjin University of Science & Technology Tianjin China
| | - Jingjing Cai
- State Key Laboratory of Food Nutrition and SafetyTianjin University of Science & Technology Tianjin China
- School of Food Science and EngineeringTianjin University of Science & Technology Tianjin China
| | - Bin Niu
- State Key Laboratory of Food Nutrition and SafetyTianjin University of Science & Technology Tianjin China
- School of Food Science and EngineeringTianjin University of Science & Technology Tianjin China
| | - Les Copeland
- School of Life and Environmental SciencesSydney Institute of Agriculture, The University of Sydney Sydney New South Wales Australia
| | - Shuo Wang
- Tianjin Key Laboratory of Food Science and Health, School of MedicineNankai University Tianjin China
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Chen X, Cui F, Zi H, Zhou Y, Liu H, Xiao J. Development and characterization of a hydroxypropyl starch/zein bilayer edible film. Int J Biol Macromol 2019; 141:1175-1182. [DOI: 10.1016/j.ijbiomac.2019.08.240] [Citation(s) in RCA: 39] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2019] [Revised: 08/22/2019] [Accepted: 08/28/2019] [Indexed: 11/29/2022]
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21
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Lu X, Chen J, Guo Z, Zheng Y, Rea MC, Su H, Zheng X, Zheng B, Miao S. Using polysaccharides for the enhancement of functionality of foods: A review. Trends Food Sci Technol 2019. [DOI: 10.1016/j.tifs.2019.02.024] [Citation(s) in RCA: 52] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
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22
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23
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Lim J, Kim DK, Shin H, Hamaker BR, Lee BH. Different inhibition properties of catechins on the individual subunits of mucosal α-glucosidases as measured by partially-purified rat intestinal extract. Food Funct 2019; 10:4407-4413. [DOI: 10.1039/c9fo00990f] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Mucosal α-glucosidases from rat intestinal powder were employed, with a step to remove α-amylase, to measure the possibility of different inhibition of catechins, particularly those found in tea, on the four α-glucosidase enzymes.
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Affiliation(s)
- Jongbin Lim
- Whistler Center for Carbohydrate Research and Department of Food Science
- Purdue University
- USA
| | - Do Kyoung Kim
- Department of Food Science and Biotechnology
- College of BioNano Technology
- Gachon University
- Seongnam 13120
- South Korea
| | - Hansol Shin
- Department of Food Science and Biotechnology
- College of BioNano Technology
- Gachon University
- Seongnam 13120
- South Korea
| | - Bruce R. Hamaker
- Whistler Center for Carbohydrate Research and Department of Food Science
- Purdue University
- USA
| | - Byung-Hoo Lee
- Department of Food Science and Biotechnology
- College of BioNano Technology
- Gachon University
- Seongnam 13120
- South Korea
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24
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Cho YH, Jones OG. Assembled protein nanoparticles in food or nutrition applications. ADVANCES IN FOOD AND NUTRITION RESEARCH 2019; 88:47-84. [DOI: 10.1016/bs.afnr.2019.01.002] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/10/2023]
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25
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Chen G, Huang K, Miao M, Feng B, Campanella OH. Molecular Dynamics Simulation for Mechanism Elucidation of Food Processing and Safety: State of the Art. Compr Rev Food Sci Food Saf 2018; 18:243-263. [PMID: 33337012 DOI: 10.1111/1541-4337.12406] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2018] [Revised: 10/07/2018] [Accepted: 10/10/2018] [Indexed: 12/14/2022]
Abstract
Molecular dynamics (MD) simulation is a useful technique to study the interaction between molecules and how they are affected by various processes and processing conditions. This review summarizes the application of MD simulations in food processing and safety, with an emphasis on the effects that emerging nonthermal technologies (for example, high hydrostatic pressure, pulsed electric field) have on the molecular and structural characteristics of foods and biomaterials. The advances and potential projection of MD simulations in the science and engineering aspects of food materials are discussed and focused on research work conducted to study the effects of emerging technologies on food components. It is expected by showing key case studies that it will stir novel developments as a valuable tool to study the effects of emerging food technologies on biomaterials. This review is useful to food researchers and the food industry, as well as researchers and practitioners working on flavor and nutraceutical encapsulations, dietary carbohydrate product developments, modified starches, protein engineering, and other novel food applications.
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Affiliation(s)
- Gang Chen
- School of Food Science and Technology, Henan Univ. of Technology, 100 Lianhua St., Zhengzhou 450001, Henan, P. R. China.,State Key Laboratory of Food Science and Technology, Jiangnan Univ., 1800 Lihu Ave., Wuxi, 214122, Jiangsu, P. R. China
| | - Kai Huang
- State Key Laboratory of Food Science and Technology, Jiangnan Univ., 1800 Lihu Ave., Wuxi, 214122, Jiangsu, P. R. China
| | - Ming Miao
- State Key Laboratory of Food Science and Technology, Jiangnan Univ., 1800 Lihu Ave., Wuxi, 214122, Jiangsu, P. R. China
| | - Biao Feng
- State Key Laboratory of Food Science and Technology, Jiangnan Univ., 1800 Lihu Ave., Wuxi, 214122, Jiangsu, P. R. China
| | - Osvaldo H Campanella
- State Key Laboratory of Food Science and Technology, Jiangnan Univ., 1800 Lihu Ave., Wuxi, 214122, Jiangsu, P. R. China.,Agricultural and Biological Engineering, and Dept. of Food Science, Whistler Center for Carbohydrate Research, Purdue Univ., 745 Agriculture Mall Dr., West Lafayette, IN, 47906, U.S.A
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26
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Feng T, Wang K, Liu F, Ye R, Zhu X, Zhuang H, Xu Z. Structural characterization and bioavailability of ternary nanoparticles consisting of amylose, α-linoleic acid and β-lactoglobulin complexed with naringin. Int J Biol Macromol 2017; 99:365-374. [DOI: 10.1016/j.ijbiomac.2017.03.005] [Citation(s) in RCA: 49] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2016] [Revised: 02/15/2017] [Accepted: 03/01/2017] [Indexed: 01/07/2023]
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27
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Wang S, Zheng M, Yu J, Wang S, Copeland L. Insights into the Formation and Structures of Starch-Protein-Lipid Complexes. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2017; 65:1960-1966. [PMID: 28201873 DOI: 10.1021/acs.jafc.6b05772] [Citation(s) in RCA: 100] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
The aim of the present study was to characterize the multiscale structures of ternary complexes of a model system of starch, fatty acid (FA), and β-lactoglobulin (βLG) prepared using a Rapid Visco Analyzer (RVA). The addition of βLG to starch-lauric acid or starch-oleic acid RVA pastes resulted in the increased intensity or occurrence of a new viscosity peak during cooling when the RVA protocol was repeated. The viscosity peak was attributed to the formation of starch-βLG-FA complexes. Differential scanning calorimetry (DSC) results showed clearly that the starch-βLG-FAs complex was formed as gelatinized starch was cooled in the presence of βLG and FAs. The results of Raman, FTIR, and X-ray diffraction analyses showed that starch can interact with βLG and FAs to form a ternary V-type crystalline complex, which had a greater short-range molecular order and higher relative crystallinity compared with those of the binary starch-FA complex. The present study provided insights into the structure of a model starch-protein-fatty acid complex as an example of what might occur during food processing.
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Affiliation(s)
- Shujun Wang
- Key Laboratory of Food Nutrition and Safety, Ministry of Education, Tianjin University of Science & Technology , Tianjin 300457, China
| | - Mengge Zheng
- Key Laboratory of Food Nutrition and Safety, Ministry of Education, Tianjin University of Science & Technology , Tianjin 300457, China
| | - Jinglin Yu
- Research Centre of Modern Analytical Technique, Tianjin University of Science & Technology , Tianjin 300457, China
| | - Shuo Wang
- Key Laboratory of Food Nutrition and Safety, Ministry of Education, Tianjin University of Science & Technology , Tianjin 300457, China
- Beijing Advanced Innovation Center for Food Nutrition and Human Health, Beijing Technology & Business University , Beijing 100048, China
| | - Les Copeland
- School of Life and Environmental Sciences, University of Sydney , Sydney, New South Wales Australia 2006
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28
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Duan X, Li M, Ma H, Xu X, Jin Z, Liu X. Physicochemical properties and antioxidant potential of phosvitin–resveratrol complexes in emulsion system. Food Chem 2016; 206:102-9. [DOI: 10.1016/j.foodchem.2016.03.055] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2016] [Revised: 03/15/2016] [Accepted: 03/16/2016] [Indexed: 10/22/2022]
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29
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Feng T, Zhu X, Campanella O. Molecular modeling tools to characterize the structure and complexation behavior of carbohydrates. Curr Opin Food Sci 2016. [DOI: 10.1016/j.cofs.2016.08.003] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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