Skip to main content
Log in

Computerized study of interactions among factors and their optimization through response surface methodology for the production of tannin acyl hydrolase by Aspergillus niger PKL 104 under solid state fermentation

  • Originals
  • Published:
Bioprocess Engineering Aims and scope Submit manuscript

Abstract

Optimization of five parameters (initial moisture, initial pH, incubation temperature, inoculum ratio and fermentation period), as per central composite rotable design falling under the response surface methodology, was attempted in a total of 32 experimental sets, after fitting the experimental data to the polynomial model of a suitable degree, for tannin acyl hydrolase production by Aspergillus niger PKL 104 in solid state fermentation system. The quantitative relation between the enzyme production and different levels of these factors was exploited to work out optimized levels of these parameters by flexible polyhedron search method and confirmed by further experimentations. The best set required 5% inoculum, 6.5 initial pH, 28 °C fermentation temperature, 62% initial moisture and 3 days fermentation time. The optima were worked out under the additional constraints for temperature (∼ 30 °C) and fermentation time (not more than 3 days) which are essential from industrial conditions and to pre-empt contamination, respectively. The best set resulted in 1.34 times more enzyme production than that was obtained before this optimization. Three dimensional plots, relating the enzyme production to paired factors (when other three factors were kept at their optimal levels) best described the behaviour of solid state fermentation system and the interactions between factors under optimized conditions. The model showed that the enzyme production was affected by all the five factors studied. The initial pH exhibited a positive interaction with moisture but no interaction with other factors. Initial moisture level and inoculum ratio showed negative interaction in contrast to positive interaction between inoculum ratio and fermentation period. It is thus apparent that the response surface methodology not only gives valuable information on interactions between the factors but also leads to identification of feasible optimum values of the studied factors, in addition to 99% (or more) savings on resources as compared to a full factorial traditional optimization method. Response surface methods have not been used earlier for optimizing parameters in solid state fermentation system.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Dykerhoff, H.; Ambruster, R.: Tannase, Z. Physiol. Chem. 292 (1933) 38–56

    Google Scholar 

  2. Tenco Brooke Bond Ltd. Enzymatic solubilization of tea cream. British Patent. 1249 932 (1971)

    Google Scholar 

  3. Pourrat, H.; Regerat, F.; Pourrat, A.; Jean, D.: Production of gallic acid from tara tannin by a strain of A. niger. J. Ferment. Technol. 63 (1985) 402–403

    Google Scholar 

  4. Lekha, P. K.; Ramakrishna, M.; Lonsane, B. K.: Strategies for isolation of potent cultures capable of producing tannin acyl hydrolase in higher titres. Chem. Mikrobiol. Technol. Lebensm. 15 (1992) 5–10

    Google Scholar 

  5. Lekha, P. K.; Lonsane, B. K.: Comparitive titres, location and properties of tannin acyl hydrolase produced by Aspergillus niger PKL 104 in solid stale, liquid surface and submerged fermentations. Process Biochem. (communicated)

  6. Okamura, S.; Mizusawa, K.; Mamori, K.; Takei, K.; Imai, Y.; Ito, S.: Fermentative manufacture of tannase. Japan Patent. 62 304 981 (1987)

  7. Lonsane, B. K.; Ghildyal, N. P.: Exoenzymes. In: Solid substrate cultivation, Doelle, H.W.; Mitchell, D. A.; Rolz, C. E. Eds., Elsevier Science Publishers, London, 1992, 191–209

    Google Scholar 

  8. Lonsane, B. K.; Karanth, N. G.: Solid state fermentation and its relevance to economic production of exoenzymes. Proceedings of the national symposium on “Current trends in biotechnology” (1990) 28–30

  9. Lonsane, B. K.; Ghildyal, N. P.; Budiatman, S.; Ramakrishna, S. V.: Engineering aspects of solid state fermentation. Enzyme Microb. Technol. 7 (1985) 258–265

    Google Scholar 

  10. Mitchell, D. A.; Lonsane, B. K.: Definition, characteristic and potential. In: Solid substrate cultivation, Doelle, H. W.; Mitchell, D. A.; Rolz, C. E. (Eds.), Elsevier Science Publishers, London, 1992, 1–16

    Google Scholar 

  11. Lonsane, B. K.; Krishnaiah, M. M.: Product leaching and downstream processing. In: Solid substrate cultivation, Doelle, H. W.; Mitchell, D. A.; Rolz, C. E. (Eds.), Elsevier Science Publishers, London, 1992, 147–171

    Google Scholar 

  12. Teighem, V.: Sur La fermentation gallique. Compte. Rend. De l'Acad. des Sci. 65 (1867) 1091–1094

    Google Scholar 

  13. Cochran, W. G.; Cox, G. M.: Experimental designs. John Wiley and Sons, New York, 1957

    Google Scholar 

  14. Madhavi, D. L.; Chand, N.; Rajalakshmi, D.; Patwardhan, M. V.: Effects of growth hormones and maturity of the fruits on the callus culture of guava (Psidium guajava) fruits using response surface methodology. J. Sci. Food Agric. 58 (1992) 29–34

    Google Scholar 

  15. Prapulla, S. G.; Jacob, Z.; Chand, N.; Rajalakshmi, D.; Karanth, N. G.: Maximization of lipid production by Rhodotorula graclis CFR-1 using response surface methodology. Biotechnol. Bioeng. 40 (1992) 965–970

    Google Scholar 

  16. Sanderson, G. W.; Coggon, P.: Green tea conversion using tannase and natural tea enzyme. U. S. Patent 3 812 266 (1974)

    Google Scholar 

  17. Kunitz, M.: Crystalline soyabean trypsin inhibitor. II. General properties. J. Gen. Physiol. 30 (1947) 291–310

    Google Scholar 

  18. Hagerman, A. E.; Butler, L. G.: Protein precipitation method for the quantitative estimation of tannins. J. Agric. Food. Chem. 26 (1978) 809–811

    Google Scholar 

  19. Neadler, J. A.; Mead, R. A.: A simplex method for function minimization. Computer J. 7 (1965) 308–313

    Google Scholar 

  20. Olsson, P. A.: A sequential method for solving minimization problems. J. Qual. Tech. 6 (1974) 53–57

    Google Scholar 

  21. Anon.: Annual report. Central Food Technological Research Institute, Mysore (1988–1989)

  22. Maddox, I. S.; Richert, S. H.: Use of response surface methodology for rapid optimization of microbiological media. J. Appl. Bat. 43 (1977) 197–204

    Google Scholar 

  23. Mitchell, D. A.; Lonsane, B. K.; Durand, A.; Renaud, R.; Almanza, S.; Maratray, J.; Desgranges, C.; Crooke, P. S.; Hong, K.; Tanner, R. D.; Malancy, G. W.: General principles of reactor design and operation of SSC. In: Solid substrate cultivation, Doelle, H. W.; Mitchell, D. A.; Rolz, C. E. (Eds.), Elsevier Science Publishers, London, 1992, 115–139

    Google Scholar 

  24. Steinkraus, K. H.: Solid-state (Solid substrate) food/beverage fermentations involving fungi. Acta. Biotechnol. 4 (1984) 83–88

    Google Scholar 

  25. Yang, S. S.; Ling, M. Y.: Tetracycline production with sweet potato residue by solid state fermentation. Biotechnol. Bioeng. 33 (1989) 1021–1028

    Google Scholar 

  26. Barrios-Gonzaloz, J.; Tomasini, A.; Viniegra-Gonzalez, G.; Lopez, L.: Penicillin production by solid state fermentation. In: Solid State Fermentation in Bioconversion of Agro-industrial Raw materials. Raimbault, M. (Ed.), OSTROM, Centre Montpellier, Montpellier, France, 1988, 31–51

    Google Scholar 

  27. Kumar, P. K. R.; Lonsane, B. K.: Gibbrellic acid by solid state fermentation: Consistent and improved yields. Biotechnol. Bioeng. 30 (1987) 267–271

    Google Scholar 

  28. Shankaranand, V. S.; Lonsane, B. K.: Sugar cane pressmud as a novel substrate for production of citric acid by solid state fermentation. World Journal of microbiology (accepted)

  29. Padmanabhan, S.; Ramanamurthy, M. V.; Lonsane, B. K.: Potential of Aspergillus oryzae CFTR-1480 for producing protease in high titres by solid state fermentation. Appl. Microbiol. Biotechnol. (communicated)

  30. Roussos, S.; Raimbault, M.; Viniegra-Gonzalez, G.; Saucedo-Casteneda, G.; Lonsane, B. K.: Scale up of cellulase production by Trichoderma harzianum on a mixture of sugar cane bagasse and wheat bran in solid state fementation system. Micol. Neotrp. Apl. (Mexico) 4 (1991) 83–98

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Additional information

The authors thank Dr. S. R. Bhowmik, Director, CFTRI for the interest shown in the work. P. K. Lekha is thankful to the Council of Scientific and Industrial Research, New Delhi, India, for the award of a research fellowship.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Lekha, P.K., Chand, N. & Lonsane, B.K. Computerized study of interactions among factors and their optimization through response surface methodology for the production of tannin acyl hydrolase by Aspergillus niger PKL 104 under solid state fermentation. Bioprocess Engineering 11, 7–15 (1994). https://doi.org/10.1007/BF00369609

Download citation

  • Received:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF00369609

Keywords

Navigation