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Building Simulation Models of Developing Plant Organs Using VirtualLeaf

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Book cover Plant Organogenesis

Part of the book series: Methods in Molecular Biology ((MIMB,volume 959))

Abstract

Cell-based computational modeling and simulation are becoming invaluable tools in analyzing plant ­development. In a cell-based simulation model, the inputs are behaviors and dynamics of individual cells and the rules describe responses to signals from adjacent cells. The outputs are the growing tissues, shapes and cell-differentiation patterns that emerge from the local, chemical and biomechanical cell-cell interactions. Here, we present a step-by-step, practical tutorial for building cell-based simulations of plant development with VirtualLeaf, a freely available, open-source software framework for modeling plant development. We show how to build a model of a growing tissue, a reaction-diffusion system on a growing domain, and an auxin transport model. The aim of VirtualLeaf is to make computational modeling better accessible to experimental plant biologists with relatively little computational background.

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References

  1. Dupuy L, Mackenzie J, Rudge T, Haseloff J (2008) A system for modelling cell–cell interactions during plant morphogenesis. Ann Bot-London 101:1255–1265

    Article  Google Scholar 

  2. Grieneisen VA, Scheres B (2009) Back to the future: evolution of computational models in plant morphogenesis. Curr Opin Plant Biol 12:606–614

    Article  PubMed  CAS  Google Scholar 

  3. Chickarmane V, Roeder AH, Tarr PT et al (2010) Computational morphodynamics: a modeling framework to understand plant growth. Annu Rev Plant Biol 61:65–87

    Article  PubMed  CAS  Google Scholar 

  4. Santos F, Teale W, Fleck C et al (2010) Modelling polar auxin transport in developmental patterning. Plant Biol 12(Suppl 1):3–14

    Article  PubMed  CAS  Google Scholar 

  5. Keurentjes JJ, Angenent GC, Dicke M et al (2011) Redefining plant systems biology: from cell to ecosystem. Trends Plant Sci 16:183–190

    Article  PubMed  CAS  Google Scholar 

  6. Kitano H (2002) Systems biology: a brief overview. Science 295:1662–1664

    Article  PubMed  CAS  Google Scholar 

  7. Merks RMH, Guravage M, Inzé D, Beemster GTS (2011) VirtualLeaf: An open-source framework for cell-based modeling of plant tissue growth and development. Plant Physiol 155:656–666

    Article  PubMed  CAS  Google Scholar 

  8. Merks RMH, Glazier JA (2005) A cell-centered approach to developmental biology. Physica A 352:113–130

    Article  CAS  Google Scholar 

  9. Anderson ARA, Chaplain MAJ, Rejniak KA (eds.) (2007) Single-cell-based models in biology and medicine. Birkhaüser, Basel

    Google Scholar 

  10. Meinhardt H (1976) Morphogenesis of lines and nets. Differentiation 6:117–123

    Article  PubMed  CAS  Google Scholar 

  11. Benítez M, Espinosa-Soto C, Padilla-Longoria P, Díaz J, Alvarez-Buylla ER (2007) Equivalent genetic regulatory networks in different contexts recover contrasting spatial cell patterns that resemble those in Arabidopsis root and leaf epidermis: a dynamic model. Int J Dev Biol 51:139–155

    Article  PubMed  Google Scholar 

  12. Bouyer D, Geier F, Kragler F, Schnittger A, Pesch M, Wester K, Balkunde R, Timmer J, Fleck C, Hülskamp M (2008) Two-dimensional patterning by a trapping/depletion mechanism: the role of TTG1 and GL3 in Arabidopsis trichome formation. PLoS Biol 6:1166–1177

    Article  CAS  Google Scholar 

  13. Merks RMH, Van de Peer Y, Inzé D, Beemster GTS (2007) Canalization without flux sensors: a traveling-wave hypothesis. Trends Plant Sci 12:384–390

    Article  PubMed  CAS  Google Scholar 

  14. Jönsson H, Heisler MG, Shapiro BE, Meyerowitz EM, Mjolsness E (2006) An auxin-driven polarized transport model for phyllotaxis. P Natl Acad Sci USA 103: 1633–1638

    Article  Google Scholar 

  15. Smith RS, Guyomarc’h S, Mandel T, Reinhardt D, Kuhlemeier C, Prusinkiewicz P (2006) A plausible model of phyllotaxis. P Natl Acad Sci USA 103:1301–1306

    Article  CAS  Google Scholar 

  16. Ellner SP, Guckenheimer J (2006) Dynamic models in biology. Princeton University Press, Princeton

    Google Scholar 

  17. Fall CP, Wagner JM, Marland ES, Tyson JJ (eds) (2002) Computational cell biology. Series interdisciplinary applied mathematics, vol 20. Springer, New York

    Google Scholar 

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Acknowledgments

This work was financed by the Netherlands Consortium for Systems Biology (NCSB), which is part of the Netherlands Genomics Initiative/Netherlands Organisation for Scientific Research, and by Marie Curie European Reintegration Grant PERG03-GA-2008-230974 to RM.

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Correspondence to Roeland M. H. Merks .

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Merks, R.M.H., Guravage, M.A. (2013). Building Simulation Models of Developing Plant Organs Using VirtualLeaf . In: De Smet, I. (eds) Plant Organogenesis. Methods in Molecular Biology, vol 959. Humana Press, Totowa, NJ. https://doi.org/10.1007/978-1-62703-221-6_23

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  • DOI: https://doi.org/10.1007/978-1-62703-221-6_23

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  • Publisher Name: Humana Press, Totowa, NJ

  • Print ISBN: 978-1-62703-220-9

  • Online ISBN: 978-1-62703-221-6

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