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A structured model for vegetative growth and sporulation inBacillus thuringiensis

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Abstract

A mathematical model has been developed for the δ-endotoxin producingBacillus thuringiensis. The structure of the model involves the processes taking place during vegetative growth, those leading to the initiation of sporulation under conditions of carbon and/or nitrogen limitation, and the sporulation events. The key features in the model are the pools of compounds, such as PRPP, IMP, ADP/ATP, GDP/GTP, pyrimidine nucleotides, NAD/NADH2, amino acids, nucleic acids, cell wall, and vegetative and sporulation proteins. These, along with σ-factors that control the nature of RNA-polymerase during the different phases, effectively stimulate the vegetative growth and sporulation. The initiation of sporulation is controlled by the intracellular concentration of GTP. Results of simulation of vegetative growth, initiation of sporulation, spore protein formation, and production of δ-endotoxin under C- or N-limitation are presented.

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Abbreviations

ai :

mass fraction ofi-th intracellular component, g/g D.W.

Ci :

concentration ofi-th extracellular component in broth, g/dm3

i:

inhibition constant

k:

maximum reaction rate constant, h-1

K:

saturation constant (for intracellular conditions of vegetative growth)

K* :

saturation constant (for intracellular conditions of sporulation)

K:

equilibrium constant

me :

maintenance coefficient, mol ATP/g D.W./h

ri :

rate ofi-th reaction, g/g D.W./h

Ri :

net formation rate ofi-th component, g/g D.W./h

t:

time, h

X:

biomass concentration, g/dm3

Yji :

stoichiometric mass yield coefficient fori-th component inJ- th reaction

μ:

specific growth rate, h-1

Ace:

acetate

AmA:

amino acids

CE:

core enzyme

G:

glucose

I:

GTP-binding protein

Lac:

lactate

N:

ammonia

NA:

nucleic acids

Pc :

crystal protein (δ-endotoxin)

Pi :

inorganic phosphate (H3PO4)

Ps :

spore protein

Pv :

vegetative protein

PTP:

pyrimidine nucleotides

π:

RNA-polymerase

σ:

sigma factor

References

  1. Shu, J. and Shuler, M. L. (1989),Biotechnol. Bioeng. 33, 1117–1126.

    Article  CAS  Google Scholar 

  2. Steinmeyer, D. E. and Shuler, M. L. (1989),Chem. Eng. Sci.. 44, 2017–2030.

    Article  CAS  Google Scholar 

  3. Jeong, J. W., Snay, J., and Ataai, M. M. (1990),Biotechnol. Bioeng. 35, 160–184.

    Article  CAS  Google Scholar 

  4. Rowe, G. E. and Margaritis, A. (1987),CRC Crit. Rev. Biotechnol. 6, 87–127.

    Article  CAS  Google Scholar 

  5. Lüthy, P., Cordier, J.-L., and Fischer, H. M. (1982),Microbial and Viral Pesticides (Kurstak, E., ed.), Marcel Dekker, New York, pp. 35–74.

    Google Scholar 

  6. Andrews, R E., Jr., Faust, R. M., Wabiko, H., Raymond, K. C., and Bulla, L. A., Jr. (1987),CRC Crit. Rev. Biotechnol. 6, 163–232.

    Article  CAS  Google Scholar 

  7. Nickerson, K. W., Julian, G. S., and Bulla, L. A. (1974),Appl. Microbiol. 28, 129–132.

    CAS  Google Scholar 

  8. Benoit, T. G. (1987), Ph.D. Thesis, Texas Tech. Univ., Lubbock.

  9. Aronson, J. N., Borris, D. P., Doerner, J. F., and Akers, E. W. (1975),Appl. Microbiol. 30, 489–492.

    CAS  Google Scholar 

  10. Megraw, R. E. and Beers, R. J. (1964),J. Bacteriol. 87, 1087–1093.

    CAS  Google Scholar 

  11. Brown, T. D. K., Jones-Mortimer, M. C, and Kornberg, H. L. (1977),J. Gen. Microbiol. 102, 327–336.

    CAS  Google Scholar 

  12. Liu, J.-K. and Jurtshuk, P., Jr. (1986),J. Syst. Bacteriol. 36, 38–46.

    Article  CAS  Google Scholar 

  13. Bulla, L. A., Jr., Bechtel, D. B., Kramer, K. J., Shethna, Y. I., Aronson, A. I., and Fitz-James, P. C. (1980),CRC Crit. Rev. Microbiol. 8, 147–204.

    Article  CAS  Google Scholar 

  14. Aubert, J. P., Millet, J., and Castoriadis-May, C. (1961),C. R. Hebd. Seanc. Acad. Sci.. (Paris) 253, 1731–1733.

    CAS  Google Scholar 

  15. Schaeffer, P., Millet, J., and Aubert, J. P. (1965),Proc. Natl. Acad. Sci.. USA 54, 704–711.

    Article  CAS  Google Scholar 

  16. Dawes, I. W. and Thornley, J. H. M. (1970),J. Gen. Microbiol. 62, 49–66.

    CAS  Google Scholar 

  17. Ollis, D. F. (1983),Ann. N. Y. Acad. Sci.. 413, 144–156.

    Article  CAS  Google Scholar 

  18. Schulz, V., Schorcht, R., Ignatenko, Y. N., Sakharova, Z. V., and Khovrychev, M. P. (1985),Stud. Biophys. 107, 43–51.

    CAS  Google Scholar 

  19. Federn, H. and Ristow, H. (1987),Eur. J. Biochem. 165, 223–227.

    Article  CAS  Google Scholar 

  20. Freese, E., Freese, E. B., Allen, E. R., Olempska-Beer, Z., Orrego, C., Varma, A., and Wabiko, H. (1985),Molecular Biology of Microbial Differentiation (Hoch, J. A. and Setlow, P., eds.), Am. Soc. Microbiol., Washington, DC, pp. 194–202.

    Google Scholar 

  21. Ingraham, J. L., Maalφe, O., and Neidhardt, F. C. (1983),Growth of the Bacterial Cell, Sinauer Associates, Inc. Publ., Sunderland, Mass.

    Google Scholar 

  22. Roels, J. A. (1983),Energetics and Kinetics in Biotechnology, Elsevier Biomedical Press, Amsterdam.

    Google Scholar 

  23. Stouthamer, A. H. (1973),Antonie van Leewenhoek,39, 545–565.

    Article  CAS  Google Scholar 

  24. Starzak, M. and Bajpai, R. K.Sporulating organisms. I. Modelling of vegetative growth, in preparation.

  25. Maalφe, O. and Kjeldgaard, N. O. (1966),Control of Macromolecular Synthesis. A Study of DNA, KNA and Protein Synthesis in Bacteria, Benjamin, New York.

    Google Scholar 

  26. Pine, M. J. (1970),J. Bacterial. 103, 207–215.

    CAS  Google Scholar 

  27. Shuler, M. L., Leung, S., and Dick, C. C. (1979),Ann. N.Y. Acad. Sci.. 326, 35–55.

    Article  CAS  Google Scholar 

  28. Losick, R., Youngman, P., and Piggot, P. J. (1986),Ann. Rev. Genet. 20, 625–669.

    Article  CAS  Google Scholar 

  29. Errington, J. (1988),Nature 333, 399–400.

    Article  CAS  Google Scholar 

  30. Helmann, J. D. and Chamberlin, M. J. (1988),Ann. Rev. Biochem. 57, 839–872.

    Article  CAS  Google Scholar 

  31. Doi, R. H. (1982),The Molecular Biology of the Bacilli (Dubnau, D., ed.), pp. 71–109, Academic Press, New York.

    Google Scholar 

  32. Starzak, M. and Bajpai, R. K.Sporulating organisms. II. Modelling of spore formation and related processes, in preparation.

  33. Vitkovic, L., Dhariwal, K. R., Freese, E., and Goldman, D. (1985),FEMS Symp. 18, 177–195.

    CAS  Google Scholar 

  34. Mitchell, C. and Vary, J. C. (1989),J. Bacterial. 171, 2915–2918.

    CAS  Google Scholar 

  35. Sonenshein, A. L. (1985),Molecular Biology of Microbial Differentiation (Hoch, J. A. and Setlow, P., eds.), Am. Soc. Microbiol., Washington, DC, pp. 185–193.

    Google Scholar 

  36. Fredrickson, A. G. (1976),Biotechnol. Bioeng. 18, 1481–1486.

    Article  CAS  Google Scholar 

  37. Harder, A. and Roels, J. A. (1982),Adv. Biochem. Eng. 21, 55–107.

    CAS  Google Scholar 

  38. Monro, R. E. (1961),Biochem. J. 81, 225–232.

    CAS  Google Scholar 

  39. Lee, H. H., Lee, J. J., and Suh, J. H. (1986),Sanop Misaengmul Hakhoechi 14, 329–334.

    CAS  Google Scholar 

  40. Atkinson, D.E. (1977),Cellular Energy Metabolism and Its Regulation, Academic Press, New York.

    Google Scholar 

  41. Liu, W.-M. and Bajpai, R. K.: paper presented at the 20-th Ann. Biotechnol. Eng. Symp., Manhattan, Kansas, April 21, 1990.

  42. Dawes, E. A. and Senior, P. J. (1973),Adv. Microb. Physiol. 10, 135–266.

    Article  CAS  Google Scholar 

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Starzak, M., Bajpai, R.K. A structured model for vegetative growth and sporulation inBacillus thuringiensis . Appl Biochem Biotechnol 28, 699–718 (1991). https://doi.org/10.1007/BF02922643

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