Strategies for Fermentation Medium Optimization: An In-Depth Review

被引:407
作者
Singh, Vineeta [1 ,2 ]
Haque, Shafiul [3 ,4 ]
Niwas, Ram [1 ]
Srivastava, Akansha [1 ]
Pasupuleti, Mukesh [1 ]
Tripathi, C. K. M. [5 ,6 ]
机构
[1] CSIR, Cent Drug Res Inst, Div Microbiol, Lucknow, Uttar Pradesh, India
[2] Inst Engn & Technol, Dept Biotechnol, Lucknow, Uttar Pradesh, India
[3] Jamia Millia Islamia, Dept Biosci, New Delhi, India
[4] Jazan Univ, Coll Nursing & Allied Hlth Sci, Res & Sci Studies Unit, Jazan, Saudi Arabia
[5] CSIR, Fermentat Technol Div, Cent Drug Res Inst, Lucknow, Uttar Pradesh, India
[6] Shri Ramswaroop Mem Univ, Dept Biotechnol, Lucknow, Uttar Pradesh, India
关键词
media optimization; OFAT; RSM; ANN; genetic algorithm; RESPONSE-SURFACE METHODOLOGY; ARTIFICIAL NEURAL-NETWORKS; STATISTICAL OPTIMIZATION; ANTIBIOTIC PRODUCTION; EXPERIMENTAL-DESIGN; MEDIUM COMPONENTS; ACID PRODUCTION; 3-DEMETHYLATED COLCHICINE; GENETIC ALGORITHM; SUBMERGED CULTURE;
D O I
10.3389/fmicb.2016.02087
中图分类号
Q93 [微生物学];
学科分类号
071005 ; 100705 ;
摘要
Optimization of production medium is required to maximize the metabolite yield. This can be achieved by using a wide range of techniques from classical one-factor-at-a-time to modern statistical and mathematical techniques, viz. artificial neural network (ANN), genetic algorithm (GA) etc. Every technique comes with its own advantages and disadvantages, and despite drawbacks some techniques are applied to obtain best results. Use of various optimization techniques in combination also provides the desirable results. In this article an attempt has been made to review the currently used media optimization techniques applied during fermentation process of metabolite production. Comparative analysis of the merits and demerits of various conventional as well as modern optimization techniques have been done and logical selection basis for the designing of fermentation medium has been given in the present review. Overall, this review will provide the rationale for the selection of suitable optimization technique for media designing employed during the fermentation process of metabolite production.
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页数:16
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