Skip to main content
Log in

A model for oscillations and pattern formation in protoplasmic droplets of Physarum polycephalum

  • Regular article
  • Published:
The European Physical Journal Special Topics Aims and scope Submit manuscript

Abstract.

A mechano-chemical model for the spatiotemporal dynamics of free calcium and the thickness in protoplasmic droplets of the true slime mold Physarum polycephalum is derived starting from a physiologically detailed description of intracellular calcium oscillations proposed by Smith and Saldana (Biopys. J. 61, 368 (1992)). First, we have modified the Smith-Saldana model for the temporal calcium dynamics in order to reproduce the experimentally observed phase relation between calcium and mechanical tension oscillations. Then, we formulate a model for spatiotemporal dynamics by adding spatial coupling in the form of calcium diffusion and advection due to calcium-dependent mechanical contraction. In another step, the resulting reaction-diffusion model with mechanical coupling is simplified to a reaction-diffusion model with global coupling that approximates the mechanical part. We perform a bifurcation analysis of the local dynamics and observe a Hopf bifurcation upon increase of a biochemical activity parameter. The corresponding reaction-diffusion model with global coupling shows regular and chaotic spatiotemporal behaviour for parameters with oscillatory dynamics. In addition, we show that the global coupling leads to a long-wavelength instability even for parameters where the local dynamics possesses a stable spatially homogeneous steady state. This instability causes standing waves with a wavelength of twice the system size in one dimension. Simulations of the model in two dimensions are found to exhibit defect-mediated turbulence as well as various types of spiral wave patterns in qualitative agreement with earlier experimental observation by Takagi and Ueda (Physica D, 237, 420 (2008)).

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.

Institutional subscriptions

Similar content being viewed by others

References

  1. R.D. Allen, W.R. Pitts Jr., D. Speir, J. Brault, Science 142, 1485 (1963)

    Article  ADS  Google Scholar 

  2. T. Ueda, M. Muratsugu, K. Kurihara, Y. Kobatake, Exp. Cell Res. 100, 337 (1976)

    Article  Google Scholar 

  3. M. Hato, T. Ueda, K. Kurihara, Y. Kobatake, Cell Struct. Funct. 1, 269 (1976)

    Article  Google Scholar 

  4. K. Matsumotoa, T. Ueda, Y. Kobatakea, J. Theor. Biol. 131, 175 (1988)

    Article  Google Scholar 

  5. K. Matsumotoa, T. Ueda, Y. Kobatakea, J. Theor. Biol. 122, 339 (1986)

    Article  Google Scholar 

  6. T. Nakagaki, H. Yamada, Á. Tóth, Science 407, 470 (2000)

    Google Scholar 

  7. W. Baumgarten, M.J.B. Hauser, JCIS 1, 241 (2010)

    Google Scholar 

  8. W. Baumgarten, T. Ueda, M.J.B. Hauser, Phys. Rev. E 82, 046113 (2010)

    Article  ADS  Google Scholar 

  9. T. Nakagaki, H. Yamada, T. Ueda, Biophys. Chem. 84, 195 (2000)

    Article  Google Scholar 

  10. A. Tero, et al., Science 327, 439 (2010)

    Article  MathSciNet  ADS  Google Scholar 

  11. N. Kamiya, Proc. Japan Acad. 46, 1026 (1970)

    Google Scholar 

  12. G.F. Oster, G.M. Odell, Cell Mot. 4, 469 (1984)

    Article  Google Scholar 

  13. V.A. Teplov, Y.M. Romanovsky, O.A. Latushkin, Biosystems 24, 269 (1991)

    Article  Google Scholar 

  14. D.A. Smith, R. Saldana, Biophys. J. 61, 368 (1992)

    Article  ADS  Google Scholar 

  15. H. Yamada, T. Nakagaki, M. Ito, Phys. Rev. E 59, 1009 (1999)

    Article  ADS  Google Scholar 

  16. A. Tero, R. Kobayashi, T. Nakagaki, Physica D 205, 125 (2005)

    Article  MATH  ADS  Google Scholar 

  17. R. Kobayashi, A. Tero, T. Nakagaki, J. Math. Biol. 53, 273 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  18. T. Nakagaki, H. Yamada, M. Ito, J. Theor. Biol. 197, 497 (1999)

    Article  Google Scholar 

  19. H. Yamada, T. Nakagaki, R.E. Baker, P.K. Maini, J. Math. Biol. 54, 745 (2007)

    Article  MATH  MathSciNet  Google Scholar 

  20. S. Takagi, T. Ueda, Physica D 237, 420 (2008)

    Article  ADS  Google Scholar 

  21. S. Takagi, T. Ueda, Physica D 239, 873 (2010)

    Article  ADS  Google Scholar 

  22. M. Bar, M. Hildebrand, M. Eiswirth, M. Falcke, H. Engel, M. Neufeld, Chaos 4, 499 (1994)

    Article  ADS  Google Scholar 

  23. F. Mertens, R. Imbihl, A. Mikhailov, J. Chem. Phys. 101, 9903 (1994)

    Article  ADS  Google Scholar 

  24. U. Middya, D. Luss, J. Chem. Phys. 102, 5029 (1994)

    Article  ADS  Google Scholar 

  25. A.V. Panfilov, R.H. Keldermann, M.P. Nash, Proc. Natl. Acad. Sci. USA 104, 7922 (2007)

    Article  ADS  Google Scholar 

  26. E. Alvarez-Lacalle, B. Echebarria, Phys. Rev. E 79, 031921 (2009)

    Article  MathSciNet  ADS  Google Scholar 

  27. K. Matsumoto, S. Takagi, T. Nakagaki, Biophys. J. 94, 2492 (2008)

    Article  Google Scholar 

  28. W. Alt, M. Dembo, Math. Biosci. 156, 207 (1999)

    Article  MATH  Google Scholar 

  29. A.F. Mak, J. Biomech. Eng. 108, 123 (1986)

    Article  Google Scholar 

  30. F. Guilak, M.A. Haider, L.A. Setton, T.A. Laursen, F.P.T. Baaijens, Cytosceletal Mechanics (Cambridge University Press, 2006), p. 84

  31. G.F. Oster, G.M. Odell, Physica D 12, 333 (1984)

    Article  MATH  MathSciNet  ADS  Google Scholar 

  32. T. Nakagaki, R.D. Guy, Soft Matter 4, 57 (2008)

    Article  Google Scholar 

  33. R.S. Rivlin, Phil. Trans. R. Soc. Lond. 241, 379 (1948)

    Article  MATH  MathSciNet  ADS  Google Scholar 

  34. Y. Maday, A.T. Patera, E.M. Rø nquist, J. Sci. Comput. 5, 263 (1990)

    Article  MATH  MathSciNet  Google Scholar 

  35. John C. Butcher, Numerical methods for ordinary differential equations (John Wiley & Sons, 2003)

  36. J.R. Shewchuk, Comput. Geom. 22, 21 (2002)

    Article  MATH  MathSciNet  Google Scholar 

  37. J.R. Shewchuk, An Introduction to the Conjugate Gradient Method Without the Agonizing Pain (School for Computer Science, Carnegie Mellon University Pittsburgh, 1994), http://www.cs.cmu.edu/ quake-papers/painless-conjugate-gradient.pdf

  38. N. Kamiya, W. Seifritz, Exp. Cell Res. 6, 1 (1954)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding authors

Correspondence to M. Radszuweit, H. Engel or M. Bär.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Radszuweit, M., Engel, H. & Bär, M. A model for oscillations and pattern formation in protoplasmic droplets of Physarum polycephalum. Eur. Phys. J. Spec. Top. 191, 159–172 (2010). https://doi.org/10.1140/epjst/e2010-01348-2

Download citation

  • Received:

  • Revised:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1140/epjst/e2010-01348-2

Keywords

Navigation