Strategies for improving fermentation medium performance: A review

Journal of Industrial Microbiology and Biotechnology

Volumn 23, Issue 6, 1999, Pages 456-475

  Kennedy, M ^a   Krouse, D ^a  

^a CALLAGHAN INNOVATION   (New Zealand)

Author keywords

Fermentation; Fuzzy logic; Gamma linolenic acid; Genetic algorithms; Medium design; Medium optimization; Neural networks

Indexed keywords

ALGORITHM; ARTIFICIAL NEURAL NETWORK; CULTURE MEDIUM; FERMENTATION; MATHEMATICAL ANALYSIS; MICROBIAL GROWTH; MODEL; NONHUMAN; REVIEW; STATISTICAL ANALYSIS; STOICHIOMETRY;

EID: 0033370675     PISSN: 13675435     EISSN: None     Source Type: Journal    
DOI: 10.1038/sj.jim.2900755     Document Type: Review

References (168)

1. 1 Agricultural Research Council. 1976. The nutrient requirements of farm livestock No. 4 composition of British feeding stuffs technical review and tables. Her Majesty's Stationery Office, London.
2. 5. Doklady-Bulgarska Akademija Na Naukite 38: 731-734.
3. 3 Al-Obaidi ZA, GM Aziz, TS Al-Hakkak and MA Al-Hilli. 1987. Optimization of propagation medium for bakers' yeast using date extract and molasses: 2. Determination of the optimum concentration of micro-elements and vitamins. Date Palm J 5: 64-78.
4. 4 Amrane A and Y Prigent. 1993. Influence of media composition on lactic acid production rate from whey by Lactobacillus helveticus. Biotechnol Lett 15: 239-244.
5. 5 Anon. 1984. Methanol 'think big' begins. Economic News 1198: 9.
6. 6 Anon. 1984. On target-for cost and commissioning. New Zealand Engineering 39: 13-15.
7. 7 Ashbacher G. 1986. Feedstuffs 1986 Reference Issue. Miller Publishing Company, New York.
8. 8 Atlas RM. 1995. Handbook of Media for Environmental Microbiology. CRC Press, Boca Raton.
9. 9 Atlas RM and LC Parks. 1997. Handbook of Microbiological Media. Second edition, CRC Press, Boca Raton.
10. 10 Banerjee R and BC Bhattacharyya. 1993. Evolutionary operation (EVOP) to optimize three-dimensional biological experiments. Biotechnol Bioeng 41: 67-71.
11. 11 Bajpai P, RK Gera and PK Bajpai. 1992. Optimization studies for the production of α-amylase using cheese whey medium. Enzyme Microb Technol 14: 679-683.
12. 12 Beste H, M Fackeldey, M Willems, L Stockmann and D Weuster-Botz. 1997. Optimization of fermentation medium composition in substrate-controlled continuous stirred tank reactors. Chem Eng Technol 20: 403-413.
13. 13 Bhagat P. 1990. An introduction to neural nets. Chem Engin Prog 86: 55-60.
14. 12 by propionibacteria. Acta Alimentaria Polonica 4: 133-140.
15. 15 Bloor S and RR England. 1991. Elucidation and optimization of the medium constituents controlling antibiotic production by the cyanobacterium Nostoc muscorum. Enzyme Microb Technol 13: 76-81.
16. 16 Boa JM and A LeDuy. 1984. Peat hydrolysate medium optimization for pullunan production. Appl Environ Microb 48: 26-30.
17. 17 Box GEP and DW Behnken. 1960. Some new three-level designs for the study of quantitative variables (Corr: V3 p131; V3 p576). Technometrics 2: 455-475.
18. 18 Box GEP and NR Draper. 1987. Empirical Model-Building and Response Surfaces. Wiley, New York.
19. 19 Box GEP and KB Wilson. 1951. On the experimental attainment of optimum conditions. J Roy Stat Soc B 13: 1.
20. 20 Brückner B, D Blechschmidt and RD Recknagel. 1991. Optimization of nutrient medium for biosynthesis of gibberellic acid. J Basic Microbiol 31: 243-250.
21. 21 Burrows R. 1995. Using statistical experimental design for bioproduct development savings. Genetic Eng News, September 15: 14.
22. 22 Castro PML, PM Hayter, AP Ison and AT Bull. 1992. Application of a statistical design to the optimization of culture medium for recombinant interferon-gamma production by Chinese hamster ovary cells. Appl Microbiol Biotechnol 38: 84-90.
23. 23 Cerrutti P, SM Alzamora and J Chirife. 1990. A multi-parameter approach to control the growth of Saccharomyces cerevisiae in laboratory media. J Food Sci 55: 837-840.
24. 24 Castro PML, AP Ison and AT Bull. 1995. CHO cell growth and recombinant interferon-gamma production: effects of BSA, pluronic and lipids. Cytotechnology 19: 27-36.
25. 25 Chen H-C. 1994. Response-surface methodology for optimizing citric acid fermentation by Aspergillus foetidus. Proc Biochem 29: 399-405.
26. 26 Chen K-C, T-C Lee and J-Y Houng. 1992. Search method for the optimal medium for the production of lactase by Kluyveromyces fragilis. Enzyme Microb Technol 14: 659-664.
27. 27 Cheng YR, A Fang and AL Demain. 1995. Effects of amino acids on rapamycin biosynthesis by Streptomyces hygroscopicus. Appl Microbiol Biotechnol 43: 1096-1098.
28. 28 Cheng YR, L Hauck and AL Demain. 1995. Phosphate, ammonium, magnesium and iron nutrition of Streptomyces hygroscopicus with respect to rapamycin biosynthesis. J Ind Microbiol 14: 424-427.
29. 29 Chepigo SV, MI Rozhkova, LI Kozlova, OI Vclikoslavinskaya and EN Zhdannikova. 1974. Optimization of yeast cultivation on hydrocarbon-containing media. Biotechnol Bioeng 4: 733-739.
30. 30 Choi JH, JH Kim, M Daniel and JM Lebeault. 1989. Optimization of growth medium and poly-β-hydroxybutyric acid production from methanol in Methylobacterium organophilum. Kor J Appl Microbiol Bioeng 17: 32-396.
31. 31 Choi SH, YH Yoon and HU Kim. 1981. Studies on the improvement of hydrolyzed-protein media for the growth of lactic acid bacteria. Korean J Anim Sci 23: 226-234.
32. 32 Christen P and M Raimbault. 1991. Optimization of culture medium for aroma production by Ceratocystis fimbriata. Biotechnol Lett 13: 521-526.
33. 33 Chuiyu L, T Jingzhi, C Huipang, W Lifen and C Guorou. 1988. Optimizing the culture medium of a Penicillium chrysogenum strain by using a procedure of factorial-regression-regulation. Kexue Tongao 33: 1209-1214.
34. 34 Cliquet S, C Durier and G Catroux. 1992. Use of central composite experimental design for the development of Bradyrhizobium japonicum liquid inoculants. Biotechnol Techn 6: 477-482.
35. 35 Corbett K. 1980. Preparation, sterilization and design of media. British Mycological Symposium Series 3: 25-41.
36. 36 Crichton M. 1969. The Andromeda Strain. Jonathan Cape, UK.
37. 37 Cruz PM, P Christen and A Farres. 1993. Medium optimization by a fractional factorial design for lipase production by Rhizopus delemar. J Ferm Bioeng 76: 94-97.
38. 38 Dey A. 1985. Orthogonal Fractional Factorial Designs. Wiley Eastern, New Delhi.
39. 39 Dodge T. 1989. Central composite designs and their use in optimizing shake flask cultures for protease production. Abstract Papers, Am Chem Soc, 198 Meet, MBO.
40. 40 Druart P. 1997. Optimization of culture media for in vitro rooting of Malus domestica Borkh, Cv. Compact Spartan. Biologia Plant 39: 67-77.
41. 41 Echalier G. 1997. Composition of the body fluid of Drosophila and the design of culture media for Drosophila cells. Drosophila Cells in Culture. pp 1-67, Academic Press, San Diego.
42. 42 Erdélyi A and E Kiss. 1978. Optimization of the composition of the medium for the production of milk-clotting enzyme of microbial origin in submerged culture. Acta Aliment 7: 155-166.
43. 43 Ertola RJ, AM Giulietti and FJ Castillo. 1995. Design, formulation and optimization of media. In: Bioreactor System Design (JA Asenjo and JC Merchuk, eds), pp 89-137, Marcel Dekker, New York.
44. 44 Fett-Netto AG, SJ Melanson, K Sakata and F DiCosmo. 1993. Improved growth and taxol yield in developing calli of Taxus cuspidata by medium composition modification. Bio/technology 11: 731-734.
45. 45 Fisher RA. 1926. The arrangement of field experiments. J Min Agri 33: 503-513.
46. 46 Fontana JD, MB Chocial, M Baron, MF Guimaraes, M Maraschin, C Ulhoa, JA Florêncio and TMB Bonfim. 1997. Astaxanthinogenesis in the yeast Phaffia rhodozyma. Appl Biochem Biotechnol 63-65: 305-314.
47. 47 Furuhashi K and M Takagi. 1984. Optimization of a medium for the production of 1,2-epoxy-tetradecane by Nocardia corallina B-276. Appl Microbiol Biotechnol 20: 6-9.
48. 48 Garcia-Raia A, A Conte and F Grases. 1991. The origin and causes of struvite stones. Int Urol Nephrol 23: 537.
49. 49 Gebhardt SE, R Cutrufelli and RH Matthews. 1982. Composition of Foods; Fruits and Fruit Juices, Raw, Processed, Prepared. United States Department of Agriculture Human Nutrition Information Service.
50. 50 Goldberg I and Z Er-el. 1981. The chemostat - an efficient technique for medium optimization. Proc Biochem 16: 2-8.
51. 51 Goldberg I, B Sneh, E Battat and D Klein. 1980. Optimization of a medium for a high yield production of spore-crystal preparation of Bacillus thuringiensis effective against the Egyptian cotton leaf worm Spodoptera littoralis boisd. Biotechnol Lett 2: 419-426.
52. 52 Greasham R and E Inamine. 1986. Nutritional improvement of processes. In: Manual of Industrial Microbiology and Biotechnology. (AL Demain and NA Solomon, eds), pp 41-48, American Society of Microbiology, Washington, DC.
53. 53 Guebel DV, A Cordenons, O Cascone, A Giulietti and C Nudel. 1992. Influence of the nitrogen source on growth and ethanol production by Pichia stipitis NRRL Y-7124. Biotech Lett 14: 1193-1198.
54. 54 Haltrich D, B Laussamayer and W Steiner. 1994. Xylanase formation by selerotium Rolfsii: effect of growth substrates and development of a culture medium using statistically designed experiments. Appl Microbiol Biotechnol 42: 522-530.
55. 55 Haltrich D, M Preiss and W Steiner. 1993. Optimization of a culture medium for increased xylanase production by a wild strain of Schizophyllum commune. Enzyme Microb Technol 15: 854-860.
56. 56 Herawati E and A Ishizaki. 1997. Optimization of the culture medium for growth and the kinetics of lactate fermentation by Pediococcus sp ISK-1. Biosci Biotech Biochem 61: 604-608.
57. 57 Houng J-Y, K-C Chen and W-H Hsu. 1989. Optimization of cultivation medium composition for isoamylase production. Appl Microbiol Biotechnol 31: 61-64.
58. 58 Huber FM and AJ Tietz. 1983. Defined media strategies for the biosynthesis of cephalosporin c. Biotechnol Lett 5: 385-390.
59. 59 Jahim JMD and J Salihon. 1995. Optimization of Bacillus thuringiensis spore production in shake-flask fermentation on a medium based on palm oil mill effluent. Asia Pac J Molec Biol Biotechnol 3: 84-95.
60. 60 Jamshidi M, N Vadice and TJ Ross. 1993. Fuzzy Logic and Control: Software and Hardware Applications, Volume 2. Prentice Hall, Englewood Cliffs, New Jersey.
61. 61 Kamel Z and SH Al-Zahram. 1985. Optimization of a growth medium for antibiotic production by Streptomyces anandii var taifiensis. Acta Pharmaceutica Turcica 27: 21-29.
62. 62 Kaye GWC and TH Laby. 1995. Tables of Physical and Chemical Constants, 16th edition. Longman Group, Harlow, UK.
63. 63 Kennedy MJ. 1984. A Review of Industrial and Potentially Commercial Bioconversions Utilizing Methanol as the Substrate. New Zealand Department of Scientific and Industrial Research, report IPD ISO 1009, Lower Hutt, New Zealand.
64. 64 Kennedy MJ. 1994. The kinetics of developing fermentation media. Proc Biochem 29: 529-534.
65. 65 Kennedy MJ. 1994. Apple pomace and kiwifruit: processing options. Australasian Biotechnol 4: 43-49.
66. 66 Kennedy MJ, SG Prapulla and MS Thakur. 1992. Designing fermentation media: a comparison of neural networks to factorial design. Biotechnol Techn 6: 293-298.
67. 67 Kennedy MJ and SL Reader. 1991. Industrial fermentation substrates available in New Zealand and a strategy for industrial fermentation medium formulation. Australasian Biotechnol 1: 116-120.
68. 68 Kennedy MJ and SL Reader. 1992. Neural networks as a tool in designing industrial fermentation media. Proceedings of the 10th Australian Biotechnology Conference. Melbourne, Australia, pp 215-218.
69. 69 Kennedy MJ, SL Reader and RJ Davies. 1993. Fatty acid production characteristics of fungi with particular emphasis on gamma linolenic acid production. Biotech Bioeng 42: 625-634.
70. 70 Kennedy MJ, SL Reader, RJ Davies, DA Rhoades and HW Silby. 1994. The scale up of mycelial shake flask fermentations: a case study of gamma-linolenic acid production by Mucor hiemalis IRL 51. J Ind Microbiol 13: 212-216.
71. 71 Kennedy MJ, SL Reader and LM Swierczynski. 1993. Fermentation substrates available in New Zealand. Australasian Biotechnol 3: 158-159.
72. 72 Kennedy MJ, SL Reader, LM Swierczynski and D Krouse. 1993. Designing the perfect fermentation medium. Proceedings of the 11th Australian Biotechnology Conference, Perth, pp 148-149.
73. 73 Kennedy MJ and NR Spooner. 1996. Using fuzzy logic to design fermentation media: a comparison to neural networks and factorial design. Biotechnol Tech 10: 47-52.
74. 74 Kern M et al. 1998. Effect of nitrogen sources on the levels of aldose reductase and xylitol dehydrogenase activities in the xylose/fermenting yeast Candida tenuis. J Ferm Bioeng 85: 196-202.
75. 75 Kisaalita WS, PJ Slininger and RJ Bothast. 1993. Defined media for optimal pyoverdine production by Pseudomonas fluorescens 2-79. Appl Microbiol Biotechnol 39: 750-755.
76. 76 Koupal L. 1984. The utility of the Plackett-Burman design to predict important nutritional parameters in a Streptomyces fermentation. Abstr Ann Meet Am Soc Microbiol 84 Meet, p 197.
77. 77 Krieger J. 1983. Single-cell protein process targeted for licensing. Chem Eng News 61: 21.
78. 78 Krishnan S, SG Prapulla and NG Karanth. 1998. Screening and selection of media components for lactic acid production using Plackett-Burman design. Bioprocess Eng 19: 61-65.
79. 79 Lang AB, U Schuerch and SJ Cryz, Jr. 1991. Optimization of growth and secretion of human monoclonal antibodies by hybridomas cultured in serum-free media. Hybridoma 10: 401-409.
80. 80 Lao M-S and C Schalla. 1996. Development of a serum-free medium using computer-assisted factorial design and analysis. Cytotechnology 22: 25-31.
81. 81 Lapedes DN. 1978. McGraw-Hill Dictionary of Physics and Mathematics. McGraw-Hill, New York.
82. 82 Larrayoz MA and L Puigjaner. 1989. Solvent production enhancement through medium optimization. Chem Eng Comm 86: 145-158.
83. 83 Lavilla I, B Perez-Cid and C Bendicho. 1998. Optimization of digestion methods for sewage sludge using the Plackett-Burman saturated design. Fresenius' J Analyt Chem 361: 164-167.
84. 84 Lawrence J. 1991. Introduction to Neural Networks. California Scientific Software, Grass Valley, California.
85. 85 Lee S-L and W-C Chen. 1997. Optimization of medium composition for the production of glucosyltransferase by Aspergillus niger with response surface methodology. Enzyme Microb Technol 21: 436-440.
86. 86 Libudzisz Z, B Mansfeld, E Kacki and H Oberman. 1986. Optimization of the cultivation medium composition for lactic acid bacteria. Milchwissenschaft 41: 625-629.
87. 87 Lin TF and AL Demain. 1995. Negative effect of ammonium nitrate as nitrogen source on the production of water-soluble red pigments by Monascus sp. Appl Microbiol Biotechnol 43: 701-705.
88. 88 Liu C-H and C-C Liao. 1994. Medium optimization for L-phenylalanine production by a tryptophan auxotroph of Corynebacterium glutamicum. Biotechnol Lett 16: 801-806.
89. 89 Masson F, A Lebert and MC Montel. 1997. Effects of physico-chemical factors influencing tyramine production by Carnobacterium divergens. J Appl Microbiol 83: 36-42.
90. 90 McIntyre JJ, AT Bull and AW Bunch. 1996. Vancomycin production in batch and continuous culture. Biotechnol Bioeng 49: 412-420.
91. 91 Metzger LS, JE Dotzlaf and MA Foglesong. 1984. Development of a defined medium for tylosin producing strains of Streptomyces fradiae. Abstr Annu Meet Am Soc Microbiol 84 Meet, p 199.
92. 92 Mateles RI and E Battat. 1974. Continuous culture used for media optimization. Appl Microbiol 28: 901-905.
93. 93 Merck & Co Inc. 1996. The Merck Index. 12th edition, ISSN 1359-2947, Whitehouse Station, NJ, USA.
94. 94 Michalewicz Z. 1992. Genetic Algorithms + Data Structures = Evolution Programs. Springer-Verlag, Berlin.
95. 95 Milagres AMF and LS Lacis. 1991. Efficient screening of process variables in Penicillium janthinellum fermentations. Biotechnol Lett 13: 113-118.
96. 96 Miller TL and BW Churchill. 1986. Substrates for large-scale fermentations. In: Manual of Industrial Microbiology and Biotechnology (AL Demain and NA Solomon, eds), American Society for Microbiology, Washington, DC.
97. 97 Mogren H. 1979. SCP from methanol - the Norprotein process. Proc Biochem 14: 2-7.
98. 98 Monaghan RL and LR Koupal. 1989. Use of the Plackett-Burman technique in a discovery program for new natural products. In: Topics In Industrial Microbiology (A Demain, G Somkuti, J Hunter-Cevera and HW Rossmoore, eds), pp 25-32, Elsevier, Amsterdam.
99. 99 Monaghan RL, E Arcuri, EE Baker, BC Buckland, RL Greasham, DR Houck, ED Ihnen, ES Inamine, JJ King et al. 1989. History of yield improvements in the production of asperlicin by Aspergillus alliaceus. J Ind Microbiol 4: 97-104.
100. 100 Monteagudo JM, J Rincon, L Rodriguez, J Fuertes and A Moya. 1993. Determination of the best nutrient medium for the production of lactic acid from beet molasses - a statistical approach. Acta-Biotechnol 13: 103-110.
101. 101 Monot F and J-M Engasser. 1983. Continuous production of acetone butanol on an optimized synthetic medium. Eur J Appl Microbiol Biotechnol 18: 246-248.
102. 102 Morrison FB. 1942. Feeds and Feeding: a Handbook for the Student and Stockman. The Morrison Publishing Company, Ithaca, New York.
103. 103 Nair SR and Panda T. 1997. Statistical optimization of medium components for improved synthesis of pectinase by Aspergillus niger. Bioproc Eng 16: 169-173.
104. 104 Nandi R and S Mukherjee. 1988. Medium optimization for the fermentative production of glucoamylase by an isolated strain Penicillium italicum. J Microb Biotechnol 3: 15-21.
105. 105 National Research Council. 1971. Atlas of Nutritional Data on United States and Canadian Feeds. National Academy of Sciences, Washington, DC.
106. 106 National Research Council. 1977. Nutrient Requirements of Domestic Animals; Number 1, Nutrient Requirements of Poultry. National Academy of Sciences, Washington, DC.
107. 107 National Research Council. 1978. Nutrient Requirements of Domestic Animals; Number 3, Nutrient Requirements of Dairy Cattle. National Academy of Sciences, Washington, DC.
108. 108 National Research Council. 1984. Nutrient Requirements of Beef Cattle. National Academy Press, Washington, DC.
109. 109 Nelson MM and WT Illingworth. 1990. A Practical Guide to Neural Networks. Addison-Wesley, Reading, Massachusetts.
110. 110 Ohba R and S Ueda. 1980. Optimum medium components and culture conditions for the production of intra-and extra-cellular pullulanase by Aerobacter aerogenes. J Fac Agr Kyushu Univ 25: 135-151.
111. 111 Panda T, VS Bizeria and TK Ghose. 1983. Studies on mixed fungal culture for cellulase and hemi-cellulase production part 1: optimization of medium for the mixed culture of Trichoderma reesei D1-6 and Aspergillus wentii Pt 2804. Biotech Lett 5: 767-772.
112. 112 Parrado J, F Millan, I Hernandez-Pinzon, J, Bautista and A Machado. 1993. Sunflower peptones: use as nitrogen source for the formulation of fermentation media. Proc Biochem 28: 109-113.
113. 113 Patel GB, AW Khan and CA Roth. 1978. Optimum levels of sulphate and iron for the cultivation of pure cultures of methanogens in synthetic media. J Appl Bact 45: 347-356.
114. 114 Pérez-García I, MA Rivadeneyra, J Quevedo-Sarmiento and A Ramos-Cormenzana. 1990. Struvite formation by Arthrobacter sp and Pseudomonas sp: the influence of agitation. Chemosphere 20: 243-251.
115. 115 Peterson WH, JT Skinner and FM Strong. 1944. Elements of Food Biochemistry. Prentice-Hall, New York.
116. 116 Plackelt RL and JP Burman. 1946. The design of multifactorial experiments. Biometrika 33: 305-325.
117. 117 Popov MS, IO Todorov, M Djejeva and IG Nikolchev. 1985. Optimal cultural medium for the biosynthesis of glucose isomerase from Streptomyces sp strain 765. Doklady-Bulgarska Akademija na Naukite 38: 1195-1197.
118. 118 Poorna V and PR Kulkarni. 1995. A study of inulinase production in Aspergillus niger using fractional factorial design. Bioresource Technol 54: 315-320.
119. 119 Prapulla SG, Z Jacob, N Chand, D Rajalakshmi and NG Karanth. 1992. Maximization of lipid production by Rhodotorula gracilis CFR-1 using response surface methodology. Biotechnol Bioengin 40: 965-970.
120. 120 Pundle AV and H Siva Raman. 1994. Medium optimization for the production of penicillin v acylase and Bacillus sphaericus. Biotech Lett 16: 1041-1046.
121. 121 Reader SL and MJ Kennedy. 1992. Turning waste into fermentation substrate: a case study of New Zealand food industry wastes. Australas Biotechnol 2: 218-222.
122. 122 Rodriguez H. A Enriquez and O Volfova. 1983. Optimization of culture medium composition for cellulolytic bacteria by mathematical methods. Folia Microbiol 28: 163-171.
123. 123 Roberto IC, S Sato, IM de Mancilha and MES Taqucda. 1995. Influence of media composition on xylitol fermentation by Candida guiliiermondii using response surface methodology. Biotechnol Lett 17: 1223-1228.
124. 124 Salihon J, MA Winkler and A Wisemand. 1983. Optimization of culture conditions for yield of cytochrome P-450 in Saccharomyces cerevisiae. Biochem Soc Trans 11: 401.
125. 125 Sarra M, I Redin, F Ochin, F Godia and C Casas. 1993. Application of factorial design to the optimization of medium composition in batch cultures of Streptomyces lividans TK21 producing a hybrid antibiotic. Biotechnol Lett 15: 559-564.
126. 126 Scott WD, TJ Wrigley and KM Webb. 1991. A computer model of struvite solution chemistry. Talanta 38: 889-895.
127. 127 Shaker HM, MA Farid and AI El-Diwany. 1984. Optimization of the composition of the nutrient medium for cellulase and protein biosynthesis by thermophilic Aspergillus fumigatas NRC 272. Enzyme Microb Technol 6: 212-216.
128. 128 Shaker HM, MA Farid and AI El-Diwany. 1985. Optimization of the composition of the nutrient medium for cellulase and protein biosynthesis by thermophilic Aspergillus spp. Chem Microbiol Technol Lebensm 9: 1-5.
129. 129 Sikyta B. 1983. Methods in Industrial Microbiology. Ellis Horwood, Chichester, UK.
130. 130 Silveira RG, T Kakizono, S Takemoto, N Nishio and S Nagai. 1991. Medium optimization by an orthogonal array design for the growth of Methanosarcina barkeri. J Ferm Bioeng 72: 20-25.
131. 131 Silman RW, TC Nelsen and RJ Bothast. 1991. Comparison of culture methods for production of Colletotrichum truncatum spores for use as a mycoherbicide. FEMS-Microbiol Lett 79: 69-74.
132. 132 Sinha J and T Panda. 1998. Comparative analysis of optimal endoglucanase production by Trichoderma reesei and intergeneric fusants of Trichoderma reesei/Saccharomyces cerevisiae. Bioprocess Eng 18: 261-265.
133. 133 Smith BW, JE Corbin, JH Goihi and RR McEllhiney. 1991. 1991 Feed Industry Red Book Reference and Buyers' Guide. Communications Marketing, Eden Prairie, Minnesota.
134. 134 Smith RA, D Jacobs, D Desai, J Gruber, N Kittipongpatana and W Godin. 1997. Optimization of culture medium extends response time of embryogenic carrot cells but does not restore initial high response of young cultures. Plant Cell, Tissue and Organ Culture 49: 63-65.
135. 135 Smith DC and TM Wood. 1991. Xylanase production by Aspergillus awamori. Development of a medium and optimization of the fermentation parameters for the production of extracellular xylanase and β-xylosidase while maintaining low protease production. Biotechnol Bioeng 38: 883-890.
136. 136 Solomons GL. 1969. Materials and Methods in Fermentation. Academic Press, London.
137. 137 Son KH et al. 1996. Amplification of farnesyl-protein-transferase inhibitory activity from Aspergillus fumigatus F93 by Plackett-Burman design. Biotechnol Lett 18: 1297-1230.
138. 138 Son K-H, S-H Hong, Y-K Kwon, K-S Bae, Y-K Kim, B-M Kwon, S-U Kim and S-H Bok. 1998. Production of a Ras farnesyl protein transferase inhibitor from Bacillus licheniformis using a Plackett-Burman design. Biotechnol Lett 20: 149-151.
139. 139 Srinivas MRS, C Nagin and BK Lonsane. 1994. Use of Plackett-Burman design for rapid screening of several nitrogen sources, growth/product promoters, minerals and enzyme inducers for the production of α-galactosidase by Aspergillus niger MRSS 234 in solid-state fermentation system. Bioprocess Eng 10: 139-144.
140. 140 Stamets P and JS Chilton. 1983. The Mushroom Cultivator. Agarikon Press, Olympia, Washington.
141. 141 Stevens TO. 1995. Optimization of media for enumeration and isolation of aerobic heterotrophic bacteria from the deep terrestrial subsurface. J Microbiol Meth 21: 293-303.
142. 142 Stringer DA. 1982. Industrial development and evaluation of new protein sources: micro-organisms. Proc Nutr Soc (London) 41: 289-300.
143. 143 Summers RJ, DP Boudreaux and VR Srinivasan. 1979. Continuous cultivation for apparent optimization of defined media for Cellulomonas sp and Bacillus cereus. Appl Environ Microbiol 38: 66-71.
144. 144 Taillandier P, F Gilis, FR Portugal, P Laforce and P Strehaiano. 1996. Influence of medium composition, pH and temperature on the growth and viability of Lactobacillus acidophilus. Biotechnol Lett 18: 775-780.
145. 145 Theodore K and T Panda. 1994. Statistical optimization of the production medium for beta-1,3-glucanase synthesis by Trichoderma harzianum. Biotechnol Tech 8: 381-384.
146. 146 Thiel T, J Bramble and S Rogers. 1989. Optimum conditions for growth of cyanbacteria on solid media. FEMS Microbiol Lett 61: 27-32.
147. 147 Tsuchiya Y, N Nishio and S Nagai. 1980. Medium optimization for a methanol utilizing bacterium based on chemostat theory. Eur J Appl Microbiol Biotechnol 9: 121-127.
148. 148 Van Den Broek WLF, DM Tracey, SRB Solly and M Avrahami. 1981. Mercury levels in some New Zealand sea fishes. New Zeal J Mar & Freshwater Res 15: 137-146.
149. 149 Venkat RV, A Chandy and AA Murnanae. 1997. Optimization of aeration in small-scale cell culture fermenters - a design of experiments approach. Abstracts of Papers Part 1, 213th ACS National Meeting, American Chemical Society, San Francisco, CA, 13-17 April 1997.
150. 150 Venkata Rao P, K Jayaraman and CM Lakshmanan. 1993. Production of lipase by Candida rugosa in solid state fermentation. 2: Medium optimization and effect of aeration. Proc Biochem 28: 391-395.
151. 151 Vienne P and U von Stockar. 1983. Alcohol from whey permeate: strain selection, temperature, and medium optimization. Biotechnol Bioeng 13: 421-435.
152. 152 Vigo JP, MR Mas, X Jorba, N Xaus, S Calvet, B Garcia de la Torre, P Clapés, JL Torres and G Valencia. 1991. Enzyme catalyzed synthesis of a dipeptide derivative in low-water containing media. Optimization and characterization of reaction conditions by surface - response methods. AFINIDAD XL VIII 436: 345-351.
153. 153 Visser FR and JK Burrows. 1983. Composition of New Zealand Foods 1: Characteristic Fruits and Vegetables. DSIR, Palmerston North, NZ.
154. 154 Visser F, I Gray and M Williams. 1991. Composition of New Zealand Foods: 3 Dairy Foods. New Zealand Dairy Advisory Bureau, Wellington, NZ.
155. 155 Visser FR, DJ Hannah and RW Bailey. 1990. Composition of New Zealand Foods: 2 Export Fruits and Vegetables. The Royal Society of New Zealand, Wellington, NZ.
156. 156 Volchatova IV, SA Medvedeva and VA Babkin. 1997. Optimization of the culture medium composition for the synthesis of ligninase by Coriolus villosus. Appl Biochem Microbiol 33: 84-86.
157. 157 Votruba J, P Pilát and A Prokop. 1975. Application of modified Rosenbrock's method for optimization of nutrient media used in microorganism culturing. Biotechnol Bioeng 17: 1833-1837.
158. 158 Wegner GH. 1983. Non-polluting process turns methanol into pure protein. Chem Eng 90: 56-57.
159. 159 Weuster-Botz D and C Wandrey. 1995. Medium optimization by genetic algorithm for continuous production of formate dehydrogenase. Proc Biochem 30: 563-571.
160. 160 Weuster-Botz D, V Piamatarova, G Spassov and C Wandrey. 1995. Use of a genetic algorithm in the development of a synthetic growth medium for Arthrobacter simplex with high hydrocortisone D′-dehydrogenase activity. J Chem Tech Biotechnol 64: 386-392.
161. 161 White MD, ZP Shalita, D Marcus and S Reuveny. 1990. A systematic route for optimization of media composition and growth conditions. In: Biologicals from Recombinant Microorganisms and Animal Cells: Production and Recovery (White MD, Reuveny S and Shafferman A, eds), pp 101-116, 34th Oholo Conference, Eilat. Israel.
162. 162 Wright SL and GH Richardson. 1982. Optimization of whey-based or nonfat dry milk-based media for production of pH controlled bulk lactic cultures. J Dairy Sci 65: 1882-1889.
163. 163 Yakovleva EP and TN Bulgakova. 1981. Optimization of the medium for the combined growth of the producing agent of amphotericin B with a yeast. Pharm Chem J 14: 820-823.
164. 164 Yee L and HW Blanch. 1993. Defined media optimization for growth of recombinant Escherichia coli ×90. Biotech Bioeng 41: 221-230.
165. 165 Yu X, SG Hallet and AK Watson. 1997. Application of the Plackett-Burman experimental design to evaluate nutritional requirements for the production of Colletotrichum coccodes spores. Appl Microbiol Biotechnol 47: 301-305.
166. 166 Zabriskie DW, WB Armiger, DH Phillips and PA Albano. 1982. Traders' Guide to Fermentation Media Formulation. Traders Protein, Memphis.
167. 167 Zhu Y, A Rinzema, J Tramper and J Bol. 1996. Medium design based on stoichiometric analysis of microbial transglutaminase production by Streptoverticillium mobaraense. Biotechnol Bioeng 50: 291-298.
168. 168 Zuzek M, J Friedrich, B Cestnik, A Karalic and A Cimerman. 1996. Optimization of fermentation medium by a modified method of genetic algorithms. Biotechnol Tech 10: 991-996.