Evolutionary and swarm intelligence-based approaches for optimization of lipase extraction from fermented broth

Engineering in Life Sciences

Volumn 10, Issue 3, 2010, Pages 265-273

  Garlapati, Vijay Kumar ^a   Banerjee, Rintu ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY   (India)

Author keywords

Genetic algorithm; Lipase extraction; Optimization; Particle swarm optimization

Indexed keywords

BIOLOGICAL PHENOMENA; CONVERGENCE RATES; DOWNSTREAM-PROCESSING; DRY SUBSTRATES; EXTRACTION PROCESS; GRADIENT-BASED OPTIMIZATION; INPUT SPACE; LIPASE ACTIVITY; MEMORY CAPABILITIES; NON-LINEAR RESPONSE; OBJECTIVE FUNCTIONS; OPTIMAL CONDITIONS; OPTIMIZATION APPROACH; SIMPLE STRUCTURES; SWARM INTELLIGENCE;

CELLULAR AUTOMATA; GENETIC ALGORITHMS;

PARTICLE SWARM OPTIMIZATION (PSO);

TRIACYLGLYCEROL LIPASE;

BIOCHEMICAL COMPOSITION; ENZYME ACTIVITY; FERMENTATION; GENETIC ALGORITHM; OPTIMIZATION;

ARTICLE; BIOLOGICAL PHENOMENA AND FUNCTIONS; ENZYME ACTIVITY; ENZYME STRUCTURE; ENZYME SYNTHESIS; EXTRACTION; GENETIC ALGORITHM; INTELLIGENCE; MEMORY; NONHUMAN; PARTICLE SWARM OPTIMIZATION; PROCESS OPTIMIZATION;

EID: 77953906548     PISSN: 16180240     EISSN: 16182863     Source Type: Journal    
DOI: 10.1002/elsc.200900086     Document Type: Article

References (38)

1. F. Hasan, A. A. Shah, A. Hameed, Industrial applications of microbial lipases, Enzyme Microb. Technol. 2006, 39, 235-251.
2. K. E. Jaeger, M. T. Reetz, Microbial lipases form versatile tools for biotechnology, Trends Biotechnol. 1998, 16, 396-403.
3. P. Reis, K. Holmberg, H. Watzke, M. E. Leser, R. Miller, Lipases at interfaces: a review, Adv. Colloid Interface Sci. 2009, 147, 237-250.
4. M. L. Verma, W. Azmi, S. S. Kanwar, Microbial lipases: at the interface of aqueous and non-aqueous media: a review, Acta Microbiol. Immunol. Hung. 2008, 55, 265-294.
5. J. G. Mala, S. Takeuchi, Understanding structural features of microbial lipases - an overview, Anal. Chem. Insights 2008, 27, 9-19.
6. P. Villeneuve, Lipases in lipophilization reactions, Biotechnol. Adv. 2007, 25, 515-536.
7. S. Torres, M. D. Baigorí, S. L. Swathy, A. Pandey, G. R. Castro, Enzymatic synthesis of banana flavour (isoamyl acetate) by Bacillus licheniformis S-86 esterase, Food Res. Int. 2009, 42, 454-460.
8. P. Mahapatra, A. Kumari, V. K. Garlapati, R. Banerjee, A. Nag, Enzymatic synthesis of fruit flavor esters by immobilized lipase from Rhizopus oligosporus optimized with response surface methodology, J. Mol. Catal. B Enzym. 2009, 60, 57-63.
9. P. Mahapatra, A. Kumari, V. K. Garlapati, R. Banerjee, A. Nag, Kinetics of solvent-free geranyl acetate synthesis by Rhizopus oligosporus NRRL 5905 lipase immobilized onto cross-linked silica, Biocatal. Biotransformation 2009, 27, 124-130.
10. A. Kumari, P. Mahapatra, V. K. Garlapati, R. Banerjee, Enzymatic transesterification of Jatropha oil, Biotechnol. Biofuels 2009, 2, 1.
11. L. Fjerbaek, K. V. Christensen, B. Norddahl, A review of the current state of biodiesel production using enzymatic transesterification, Biotechnol. Bioeng. 2009, 102, 1298-1315.
12. R. R. Singhania, A. K. Patel, C. R. Soccol, A. Pandey, Recent advances in solid-state fermentation, Biochem. Eng. J. 2009, 44, 13-18.
13. L. R. Castilho, T. L. M. Alves, R. A. Medronho, Recovery of pectolytic enzymes produced by solid state culture of Aspergillus niger, Process Biochem. 1999, 34, 181-186.
14. Z. Q. Xiong, M. J. Guo, Y. X. Guo, J. Chu et al., Efficient extraction of intracellular reduced glutathione from fermentation broth of Saccharomyces cerevisiae by ethanol, Biores. Technol. 2009, 100, 1011-1014.
15. S. Gupta, M. Kapoor, K. K. Sharma, L. M. Nair, R. C. Kuhad, Production and recovery of an alkaline exo-polygalacturonase from Bacillus subtilis RCK under solid-state fermentation using statistical approach, Biores. Technol. 2008, 99, 937-945.
16. J. X. Heck, P. F. Hertz, M. A. Z. Ayub, Extraction optimization of xylanases obtained by solid-state cultivation of Bacillus circulans BL53, Process Biochem. 2005, 40, 2891-2895.
17. C. F. Volken de Souza, R. C. Rodrigues, J. X. Heck, M. A. Z. Ayub, Optimization of transglutaminase extraction produced by Bacillus circulans BL32 on solid-state cultivation, J. Chem. Technol. Biotechnol. 2008, 83, 1306-1313.
18. T. I. R. C. Monteiro, T. S. Porto, A. M. A. Carneiro Leao, M. P. C. Silva, Carneiro-da-Cunha, Reversed micellar extraction of an extracellular protease from Nocardiopsis sp. fermentation broth, Biochem. Eng. J. 2005, 24, 87-90. (Pubitemid 40545999)
19. S. Palit, R. Banerjee, Optimization of extraction parameters for recovery of a-amylase from the fermented bran of Bacillus circulans GRS313, Braz. Arch. Biol. Technol. 2001, 44, 107-111.
20. R. Vardanega, D. Remonatto, F. Arbter, A. Polloni et al., A systematic study on extraction of lipase obtained by solid state fermentation of soybean meal by a newly isolated strain of Penicillium sp, World J. Chem. 2008, 3, 55-60.
21. K. Naganagouda, V. H. Mulimani, Aqueous two-phase extraction (ATPE): an attractive and economically viable technology for downstream processing of Aspergillus oryzae a-galactosidase, Process Biochem. 2008, 43, 1293-1299.
22. Y. L. Chen, C. K. Su, B. H. Chiang, Optimization of reversed micellar extraction of chitosanases produced by Bacillus cereus, Process Biochem. 2006, 41, 752-758.
23. T. Back, Evolutionary Algorithms in Theory and Practice, Oxford University Press, New York 1996.
24. J. H. Holland, Adaptation in Natural and Artificial Systems, MIT Press, Cambridge, MA 1992.
25. D. E. Goldberg, Genetic Algorithms in Search, Optimization and Machine Learning, Addison-Wesley, Reading, New York 1989.
26. J. Kennedy, R. C. Eberhart, in: IEEE International Conference on Neural Networks (Perth, Australia), IEEE Service Center, Piscataway 1995, 1942-1948.
27. Y. Shi, R. C. Eberhart, Evolutionary Programming VII: Proc. of the 7th Annual Conf. on Evolutionary Programming, New York 1998, 591-600.
28. A. Kumari, P. Mahapatra, V. K. Garlapati, R. Banerjee, Comparative study of thermostabilty and ester synthesis ability of free and immobilized lipases on cross-linked silica gel, Bioprocess Biosyst. Eng. 2008, 31, 291-298.
29. R. H. Myers, D. C. Montgomery, C. M. Anderson-Cook, Response Surface Methodology: Process and Product Optimization Using Designed Experiments, Wiley, Hoboken 2009.
30. D. Ashlock, Evolutionary Computation for Modeling and Optimization, Springer, New York 2006.
31. P. J. Angeline, Evolutionary Programming VII: Proc. of the 7th Annual Conf. on Evolutionary Programming, New York 1998.
32. C. Raquel, P. Naval, Proc. of the 2005 Conf. on Genetic and Evolutionary Computation, Washington DC 2005, 257-264.
33. K. Deb, S. Agrawal, A. Pratab, T. A. Meyarivan, Proc. of Parallel Problem Solving from Nature VI Conference, Paris, France 2000, 849-858.
34. R. Tunga, R. Banerjee, B. C. Bhattacharya, Some studies on optimization of extraction process for protease production in SSF, Bioprocess Eng. 1999, 20, 485-489. (Pubitemid 29282444)
35. A. Singh, A. Majumder, A. Goyal, Artificial intelligence based optimization of exocellular glucansucrase production from Leuconostoc dextranicum NRRL B-1146, Biores. Technol. 2008, 99, 8201-8206.
36. S. S. Bhattacharya, S. Karmakar, R. Banerjee, Optimization of laccase mediated biodegradation of 2,4-dichlorophenol using genetic algorithm, Water Res. 2009, 43, 3503-3510.
37. R. C. Eberhart, Y. Shi, Evolutionary Programming VII: Proc. of the 7th Annual Conf. on Evolutionary Programming, San Diego 1998.
38. W. Skolpap, S. Nuchprayoon, J. M. Scharerc, N. Grisdanuraka et al., Fed-batch optimization of a-amylase and proteaseproducing Bacillus subtilis using genetic algorithm and particle swarm optimization, Chem. Eng. Sci. 2008, 63, 4090-4099.