Literature DB >> 28274431

Artificial neural network - Genetic algorithm to optimize wheat germ fermentation condition: Application to the production of two anti-tumor benzoquinones.

Zi-Yi Zheng1, Xiao-Na Guo2, Ke-Xue Zhu3, Wei Peng4, Hui-Ming Zhou5.   

Abstract

Methoxy-ρ-benzoquinone (MBQ) and 2, 6-dimethoxy-ρ-benzoquinone (DMBQ) are two potential anticancer compounds in fermented wheat germ. In present study, modeling and optimization of added macronutrients, microelements, vitamins for producing MBQ and DMBQ was investigated using artificial neural network (ANN) combined with genetic algorithm (GA). A configuration of 16-11-1 ANN model with Levenberg-Marquardt training algorithm was applied for modeling the complicated nonlinear interactions among 16 nutrients in fermentation process. Under the guidance of optimized scheme, the total contents of MBQ and DMBQ was improved by 117% compared with that in the control group. Further, by evaluating the relative importance of each nutrient in terms of the two benzoquinones' yield, macronutrients and microelements were found to have a greater influence than most of vitamins. It was also observed that a number of interactions between nutrients affected the yield of MBQ and DMBQ remarkably.
Copyright © 2017 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Artificial neural network; Benzoquinones; Fermentation; Second-order interactions; Wheat germ

Mesh:

Substances:

Year:  2017        PMID: 28274431     DOI: 10.1016/j.foodchem.2017.01.077

Source DB:  PubMed          Journal:  Food Chem        ISSN: 0308-8146            Impact factor:   7.514


  5 in total

1.  Improvement of stability and antioxidant activity of wheat germ by mixed fermentation versus single fermentation.

Authors:  E D Khosroshahi; S H Razavi; H Kaini; A Aghakhani
Journal:  J Food Sci Technol       Date:  2021-11-30       Impact factor: 3.117

Review 2.  Artificial Intelligence in Nutrients Science Research: A Review.

Authors:  Jarosław Sak; Magdalena Suchodolska
Journal:  Nutrients       Date:  2021-01-22       Impact factor: 6.706

3.  Wheat Germ Fermentation with Saccharomyces cerevisiae and Lactobacillus plantarum: Process Optimization for Enhanced Composition and Antioxidant Properties In Vitro.

Authors:  Elnaz Bayat; Marzieh Moosavi-Nasab; Mahboubeh Fazaeli; Marjan Majdinasab; Armin Mirzapour-Kouhdasht; Marco Garcia-Vaquero
Journal:  Foods       Date:  2022-04-14

4.  Phenotype analysis of cultivation processes via unsupervised machine learning: Demonstration for Clostridium pasteurianum.

Authors:  Yaeseong Hong; Tom Nguyen; Philipp Arbter; Tyll Utesch; An-Ping Zeng
Journal:  Eng Life Sci       Date:  2021-12-10       Impact factor: 2.678

Review 5.  Application of enzymes in the preparation of wheat germ polypeptides and their biological activities.

Authors:  Ke Du; Shuangqi Tian; Hu Chen; Sensen Gao; Xianyou Dong; Feng Yan
Journal:  Front Nutr       Date:  2022-07-18
  5 in total

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