Modeling and optimization of microbial hyaluronic acid production by Streptococcus zooepidemicus using radial basis function neural network coupling quantum-behaved particle swarm optimization algorithm

Biotechnology Progress

Volumn 25, Issue 6, 2009, Pages 1819-1825

  Liu, Long ^a   Sun, Jun ^a   Xu, Wenbo ^a   Du, Guocheng ^a   Chen, Jian ^a  

^a JIANGNAN UNIVERSITY   (China)

Author keywords

Hyaluronic acid; Modeling; Optimization; Streptococcus zooepidemicus

Indexed keywords

BIOLOGICAL PROPERTIES; BIOPROCESS MODELING; BIOPROCESSES; HYALURONIC ACID; HYALURONIC ACIDS; MARKET DEMAND; MODELING AND OPTIMIZATION; MULTI VARIABLES; NATURAL BIOPOLYMERS; OBJECTIVE FUNCTIONS; PHYSIO-CHEMICAL; QUANTUM-BEHAVED PARTICLE SWARM OPTIMIZATION; RADIAL BASIS FUNCTION NEURAL NETWORKS; RBF NEURAL NETWORK; RESPONSE SURFACE METHODOLOGY; STREPTOCOCCUS ZOOEPIDEMICUS; TIME VARIANT;

AMINO ACIDS; ATTITUDE CONTROL; HYDROXYLATION; ORGANIC ACIDS; PARTICLE SWARM OPTIMIZATION (PSO); RADIAL BASIS FUNCTION NETWORKS;

NEURAL NETWORKS;

AMINO ACID; HYALURONIC ACID; LACTIC ACID; SUCROSE;

ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; BIOLOGICAL MODEL; BIOSYNTHESIS; CELL PROLIFERATION; KINETICS; METABOLISM; QUANTUM THEORY; REGRESSION ANALYSIS; STREPTOCOCCUS EQUI;

ALGORITHMS; AMINO ACIDS; CELL PROLIFERATION; HYALURONIC ACID; KINETICS; LACTIC ACID; MODELS, BIOLOGICAL; NEURAL NETWORKS (COMPUTER); QUANTUM THEORY; REGRESSION ANALYSIS; STREPTOCOCCUS EQUI; SUCROSE;

STREPTOCOCCUS EQUI SUBSP. ZOOEPIDEMICUS;

EID: 73249143550     PISSN: 87567938     EISSN: None     Source Type: Journal    
DOI: 10.1002/btpr.278     Document Type: Article

References (26)

1. Laurent TC, Laurent UB, Fraser JR. The structure and function of hyaluronan: an overview. Immunol Cell Biol. 1996;74:1-7.
2. Kogan G, Šoltés L, Stern R, Gemeiner P. Hyaluronic acid: a natural biopolymer with a broad range of biomedical and industrial applications. Biotechnol Lett. 2007;29:17-25.
3. Fong Chong B, Blank LM, Mclaughlin R, Nielsen LK. Microbial hyaluronic acid production. Appl Microbiol Biotechnol. 2005;66:341-351.
4. Kim JH, Yoo SJ, Oh DK, Kweon YG, Park DW, Lee CH, Gil GH. Selection of a Streptococcus equi mutant and optimization of culture conditions for the production of high molecular weight hyaluronic acid. Enzyme Microb Tech. 1996;19:440-445.
5. Zhang JY, Hao N, Chen GQ. Effect of expressing polyhydroxy-butyrate synthesis genes (phbCAB) in Streptococcus zooepidemi-cus on production of lactic acid and hyaluronic acid. Appl Microbiol Biotechnol. 2006;71:221-227.
6. Krahulec J, Krahulcová J. Increase in hyaluronic acid production by Streptococcus equi subsp. zooepidemicus strain deficient in b-glucuronidase in laboratory conditions. Appl Microbiol Bio-technol. 2006;71:415-422.
7. Armstrong DC, Cooney MJ, Johns MR. Growth and amino acid requirements of hyaluronic-acid-producing Streptococcus zooepidemicus. Appl Microbiol Biotechnol. 1997;47:309-312.
8. Vlassides S, Ferrier JG, Block DE. Using historical data for bioprocess optimization: modeling wine characteristics using artificial neural networks and archived process information. Biotechnol Bioeng. 2001;73:55-68.
9. Dutta JR, Dutta PK, Banerjee R. Optimization of culture parameters for extracellular protease production from a newly isolated Pseudomonas sp. using response surface and artificial neural network models. Process Biochem. 2004;39:2193-2198.
10. Sim JH, Kamaruddin AH. Optimization of acetic acid production from synthesis gas by chemolithotrophic bacterium-Clostridium aceticum using statistical approach. Bioresour Technol. 2008;99:2724-2735.
11. Kunamneni A, Singh S. Response surface optimization of enzymatic hydrolysis of maize starch for higher glucose production. Biochem Eng J. 2005;27:179-190.
12. Ceylan H, Kubilay S, Aktas N, Sahiner N. An approach for prediction of optimum reaction conditions for laccase-catalyzed bio-transformation of 1-naphthol by response surface methodology (RSM). Bioresour Technol. 2008;99:2025-2031.
13. Chang SW, Shaw JF, Yang KH, Chang SF, Shieh CJ. Studies of optimum conditions for covalent immobilization of Candida rugosa lipase on poly(gamma-glutamic acid) by RSM. Bioresour Technol. 2008;99:2800-2805.
14. Patnaik PR. Synthesizing cellular intelligence and artificial intelligence for bioprocesses. Biotechnol Adv. 2006;24:129-133.
15. Basri M, Rahman RN, Ebrahimpour A, Salleh AB, Gunawan ER, Rahman MB. Comparison of estimation capabilities of response surface methodology (RSM) with artificial neural network (ANN) in lipase-catalyzed synthesis of palm-based wax ester. BMC Biotechnol. 2007;7:53.
16. Huang J, Mei LH, Xia J. Application of artificial neural network coupling particle swarm optimization algorithm to biocatalytic production of GABA. Biotechnol Bioeng. 2006;96:924-931.
17. Sun J, Feng B, Xu WB. Particle swarm optimization with particles having quantum behavior. In: Proceedings of 2004 Congress on Evolutionary Computation, Piscataway, NJ. 2004: 325-331.
18. Sun J, Xu WB, Feng B. A global search strategy of quantum-behaved particle swarm optimization. In: Proceedings of 2004 IEEE Conference on Cybernetics and Intelligent Systems, Singapore. 2004:111-116.
19. Sun J, Xu WB, Feng B. Adaptive parameter control for quantum behaved particle swarm optimization on individual level. In: Proceedings of 2005 IEEE International Conference on Systems, Man and Cybernetics, Piscataway, NJ. 2005:3049-3054.
20. Sun J, Liu J, Xu WB. Using quantum-behaved particle swarm optimization algorithm to solve non-linear programming problems. Int J Comput Math. 2007;84:261-272.
21. Liu L, Sun J, Zhang DX, Du GC, Chen J, Xu WB. Culture conditions optimization of microbial hyaluronic acid production by Streptococcus zooepidemicus based on radial basis function neural network and quantum behaved particle swarm optimization algorithm. Enzyme Microbial Technol. 2009;44:24-32.
22. Eberhart RC, Kennedy J. A new optimizer using particle swarm theory. In: Proceedings of 6th International Symposium on Micro Machine and Human Science, Piscataway. Nagoya, Ja-pan: IEEE Service Center; 1995:39-43.
23. Bergh FVd. An Analysis of Particle Swarm Optimizers. PhD Thesis. Pretoria: University of Pretoria; 2001:85-90.
24. Bitter T, Muir HM. A modified uronic acid carbazole reaction. Anal Biochem. 1962;4:330-334.
25. Fong Chong B. Improving the Cellular Economy of Streptococcus zooepidemicus Through Metabolic Engineering. PhD Thesis. Queensland: The University of Queensland; 2002:90-93.
26. Christensen JE, Dudley EG, Pederson JA, Steele JL. Peptidases and amino acid catabolism in lactic acid bacteria. Antonie Van Leeuwenhoek. 1999;76:217-246.