Modeling and analysis of synergistic phenolic antioxidants in edible oil: Integrating molecular simulation and artificial neural network approach

被引:4
作者
Wu, Zongya [1 ]
Shi, Xian [1 ]
Wang, Xueting [1 ]
Luo, Yanlong [2 ]
Wang, Xiujuan [1 ]
机构
[1] Qingdao Univ Sci & Technol, Key Lab Rubber Plast, Shandong Prov Key Lab Rubber Plast, Minist Educ, Qingdao 266042, Peoples R China
[2] Nanjing Forestry Univ, Coll Sci, Nanjing 210037, Peoples R China
基金
中国国家自然科学基金;
关键词
Quantum chemistry simulation; Molecular dissociation energy calculation; Artificial neural network; Antioxidant interactions; Synergistic effect; Optimal ratio; STABILITY; QUALITY; FOODS; ACID;
D O I
10.1016/j.molstruc.2024.138959
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
Oxidation causes edible oil deterioration affecting nutrition and safety. Antioxidants delay aging, but selecting compounds experimentally is time-consuming and arbitrary. Thus, a rapid and rational screening method for synergistic antioxidants is essential. This study evaluates the antioxidant effects and mechanisms of four phenolic antioxidants on the oil matrix using multiscale simulation. Tert-butylhydroquinone (TBHQ) exhibited the lowest dissociation energy (226.92 kJ/mol), followed by flavanol (TP) (233.00 kJ/mol). Syringic acid (CA) showed the smallest mean square displacement value. An artificial neural network (ANN) was established to analyze the synergistic and antagonistic interactions between TBHQ and TP, predicting optimal synergy at 3.6 mg TP and 1.8 mg TBHQ. The relative prediction deviation ( RPD ) value of the validation set was 3.91, and the relative error production ( RER ) value was 1.87 %. Fourier transform infrared spectroscopy experiments validated this synergy. This research establishes a screening system for compound antioxidants and models the synergistic effects of phenolic antioxidants in edible oil, offering theoretical and technical support for their application in the food industry.
引用
收藏
页数:10
相关论文
共 39 条
[1]   Vibrational and electronic absorption spectroscopic profiling, natural hybrid orbital, charge transfer, electron localization function and molecular docking analysis on 3-amino-3-(2-nitrophenyl) propionic acid [J].
Abraham, Christina Susan ;
Muthu, S. ;
Prasana, Johanan Christian ;
Rizwana, B. Fathima ;
Armakovic, Stevan ;
Armakovic, Sanja J. .
JOURNAL OF MOLECULAR STRUCTURE, 2018, 1171 :733-746
[2]   Comparative antioxidant activities and synergism of resveratrol and oxyresveratrol [J].
Aftab, Nan ;
Likhitwitayawuid, Kittisak ;
Vieira, Amandio .
NATURAL PRODUCT RESEARCH, 2010, 24 (18) :1726-1733
[3]   Synthesis, molecular modeling and antioxidant activity of new phenolic bis-azobenzene derivatives [J].
Althagafi, Ismail I. ;
Gaffer, Hatem E. .
JOURNAL OF MOLECULAR STRUCTURE, 2019, 1182 :22-30
[4]  
Barton A.F. M., 1991, Handbook of Solubility Parameters and Other Cohesion Parameters, V2nd
[5]   Underlying mechanisms of synergistic antioxidant interactions during lipid oxidation [J].
Bayram, Ipek ;
Decker, Eric A. .
TRENDS IN FOOD SCIENCE & TECHNOLOGY, 2023, 133 :219-230
[6]   Comparative Study of SVMs and ANNs in Aquifer Water Level Prediction [J].
Behzad, Mohsen ;
Asghari, Keyvan ;
Coppola, Emery A., Jr. .
JOURNAL OF COMPUTING IN CIVIL ENGINEERING, 2010, 24 (05) :408-413
[7]   A comprehensive study of hazelnut oil composition with comparisons to other vegetable oils, particularly olive oil. [J].
Benitez-Sánchez, PL ;
León-Camacho, M ;
Aparicio, R .
EUROPEAN FOOD RESEARCH AND TECHNOLOGY, 2003, 218 (01) :13-19
[8]  
Borlinghaus, 2020, PATHOLOGY, P389, DOI DOI 10.1016/B978-0-12-815972-9.00037-8
[9]  
Burden Frank, 2008, V458, P25
[10]   Characterization and density functional theory study of the antioxidant activity of quercetin and its sugar-containing analogues [J].
Cai, Weirong ;
Chen, Yong ;
Xie, Liangliang ;
Zhang, Hong ;
Hou, Chunyuan .
EUROPEAN FOOD RESEARCH AND TECHNOLOGY, 2014, 238 (01) :121-128