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Statistical Optimization of Medium Components by Response Surface Methodology to Enhance Menaquinone-7 (Vitamin K2) Production by Bacillus subtilis

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초록

Optimization of the culture medium to maximize menaquinone-7 (MK-7) production by Bacillus subtilis strain KCTC 12392BP in static culture was carried out using statistical experimental methods, including one factor at a time, fractional factorial design, and response surface methodology (RSM). Maltose (carbon source), tryptone (nitrogen source), and glycerol (activator) were identified as the key medium components for MK-7 synthesis by the fractional factorial design, and were selected for statistical optimization by RSM. The statistical analysis indicated that, in the range that was studied, maltose, tryptone, and glycerol were all critical factors having profound effects on the production of MK-7, with their coefficients for linear and quadratic all significant at the p < 0.05 level. The established model was efficient and feasible, with a determination coefficient (R2) of 0.9419. The predicted concentrations of maltose, tryptone, and glycerol in the optimal medium were determined as 36.78, 62.76, and 58.90 g/l, respectively. In this optimized medium, the maximum yield of MK-7 reached a remarkably high level of 71.95 ± 1.00 μg/ml after 9 days of static fermentation, which further verified the practicability of this optimized strategy.

Abstract

Optimization of the culture medium to maximize menaquinone-7 (MK-7) production by Bacillus subtilis strain KCTC 12392BP in static culture was carried out using statistical experimental methods, including one factor at a time, fractional factorial design, and response surface methodology (RSM). Maltose (carbon source), tryptone (nitrogen source), and glycerol (activator) were identified as the key medium components for MK-7 synthesis by the fractional factorial design, and were selected for statistical optimization by RSM. The statistical analysis indicated that, in the range that was studied, maltose, tryptone, and glycerol were all critical factors having profound effects on the production of MK-7, with their coefficients for linear and quadratic all significant at the p < 0.05 level. The established model was efficient and feasible, with a determination coefficient (R2) of 0.9419. The predicted concentrations of maltose, tryptone, and glycerol in the optimal medium were determined as 36.78, 62.76, and 58.90 g/l, respectively. In this optimized medium, the maximum yield of MK-7 reached a remarkably high level of 71.95 ± 1.00 μg/ml after 9 days of static fermentation, which further verified the practicability of this optimized strategy.

참고문헌 (23)

  1. Stewart JD, "Prothrombin deficiency and the effects of vitamin K in obstructive jaundice and biliary fistula", Ann. Surg., 109, pp.588~595 (1939)[DOI]
  2. Tsukamoto Y, "Construction of a Bacillus subtilis (natto) with high productivity of vitamin <TEX>$K_2$<", TEX> (menaquinone-7) by analog resistance, 2001, pp.65, 2007~2015
  3. Lamson DW, "The anticancer effects of vitamin K", Altern. Med. Rev., 8, pp.303~318 (2003)
  4. Tsukamoto Y, "Studies on action of menaquinone-7 in regulation of bone metabolism and its preventive role of osteoporosis", Biofactors, 22, pp.5~19 (2004)[DOI]
  5. Gast GCM, "A high menaquinone intake reduces the incidence of coronary heart disease", Nutr. Metab. Cardiovasc. Dis., 19, pp.504~510 (2009)[DOI]
  6. Baldini V, "Cardiovascular disease and osteoporosis", J. Endocrinol. Invest., 28, pp.69~72 (2005)
  7. Tsukamoto Y, "Intake of fermented soybean (natto) increases circulating vitamin <TEX>$K_2$<", TEX> (menaquinone-7) and <TEX>${\gamma}$<, J. Bone Miner. Metab., pp.2000, 18[DOI]
  8. Wei-Jie Wu, "Improved Menaquinone (Vitamin K_2) Production in Cheonggukjang by Optimization of the Fermentation Conditions", Food Science and Biotechnology, 20(6), pp.1585~1591 (2011), 한국식품과학회
  9. Sato T, "Production of menaquinone (vitamin <TEX>$K_2$<", TEX>)-7 by Bacillus subtilis, 2001, pp.91, 16~20
  10. Wei-Jie Wu, "Isolation and Identification of Bacillus amyloliquefaciens BY01 with High Productivity of Menaquinone for Cheonggukjang Production", Applied Biological Chemistry, 54(5), pp.783~789 (2011), 한국응용생명화학회
  11. Goodman SR, "Isolation and description of a menaquinone mutant from Bacillus licheniformis", J. Bacteriol., 125, pp.282~289 (1976)
  12. Sato T, "Efficient production of menaquinone (vitamin <TEX>$K_2$<", TEX>) by a menadione-resistant mutant of Bacillus subtilis, 2001, pp.26, 115~120
  13. Berenjian A, "Efficient media for high menaquinone- 7 production: response surface methodology approach", New Biotechnol, 28, pp.665~672 (2011)[DOI]
  14. Liyana-Pathirana C, "Optimization of extraction of phenolic compounds from wheat using response surface methodology", Food Chem, 93, pp.47~56 (2005)[DOI]
  15. Sin HN, "Optimization of enzymatic clarification of sapodilla juice using response surface methodology", J. Food Eng., 73, pp.313~319 (2006)[DOI]
  16. Berenjian A, "Advances in menaquinone-7 production by Bacillus subtilis natto: fed-batch glycerol addition", Am. J. Biochem. Biotechnol., 8, pp.105~110 (2012)[DOI]
  17. Sumi H, "Increasing the production of nattokinase and vitamin K2 in natto with dipicolinic acid", Open Food Sci. J., 2, pp.10~14 (2009)
  18. Berenjian A, "Effect of biofilm formation by Bacillus subtilis natto on menaquinone-7 biosynthesis", Mol. Biotechnol., 54, pp.371~378 (2013)[DOI]
  19. Frey DD, "A role for 'onefactor- at-a-time' experimentation in parameter design", Res. Eng. Des., 14, pp.65~74 (2003)[DOI]
  20. Adinarayana K, "Response surface optimization of the critical medium components for the production of alkaline protease by a newly isolated Bacillus sp", J. Pharm. Pharm. Sci., 5, pp.272~278 (2002)
  21. Jafari Nejad S, "Fractional factorial design for the optimization of hydrothermal synthesis of lanthanum oxide nanoparticles under supercritical water condition", J. Supercrit. Fluids, 52, pp.292~297 (2010)[DOI]
  22. Guo WQ, "Optimization of culture conditions for hydrogen production by Ethanoligenens harbinense B49 using response surface methodology", Bioresour. Technol., 100, pp.1192~1196 (2009)[DOI]
  23. Elibol M, "Optimization of medium composition for actinorhodin production by Streptomyces coelicolor A3(2) with response surface methodology", Process Biochem., 39, pp.1057~1062 (2004)[DOI]

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