Morphogenesis cell-based modelling in developmental biology Walter - - PowerPoint PPT Presentation

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Morphogenesis cell-based modelling in developmental biology Walter - - PowerPoint PPT Presentation

Morphogenesis cell-based modelling in developmental biology Walter de Back Collegium Budapest Institute for Advanced Study Animal Coat Pattern's, Turing's Patterns Morphogenesis, Cellular Potts model Dictyostelium d ., Evolution of


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Morphogenesis

cell-based modelling in developmental biology

Walter de Back

Collegium Budapest Institute for Advanced Study

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Animal Coat Pattern's, Turing's Patterns Morphogenesis, Cellular Potts model Dictyostelium d., Evolution of morphogenesis

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Patterns

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Turing Patterns

Alan Turing, 1950

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Turing Patterns

Murray 1981

Varying parameters such as relative diffusion, domain size and shape, many patterns are possible

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Patterns

Turing: The stripes are easy, but what about the horse part?

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From Genes to Organisms Via the Cell

  • Neo-Darwinism:

– Genetic reductionism, esp. in the era of genomics – Organisms cannot be reduced to their genes

  • Need for a theory of morphogenesis

– Development: genotype-phenotype mapping – How does it influence evolution?

  • Inter-cellular vs. Intra-cellular mechanisms

– Cell-based modelling

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Cell sorting through diff. adhesion

Glazier, Graner, 1991

  • Cell migrate and sort

themselves based on different intercellular adhesion properties

  • Cell-oriented models

– Cells are point-like entities – Cells are spherical – Cells are flexible deformable entities that try to optimize shape

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Cellular Potts model

aka Glazier-Graner-Hogeweg model

  • Two-scale cellular automata model
  • Biological cell consist of many lattice sites with same ’state’

– Properties: type, volume, growth constant, etc.

  • Between cells:

– Free energy bond Jij where i and j are the types of the cells – Sites changes state as to minimize free energy

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  • Dd morphodynamics:
  • Aggregation
  • Stream formation
  • Slug formation
  • Slug phototaxis
  • Fruiting body culmination
  • Minimizing the role of gene regulation, instead:
  • cell signalling
  • cell adhesive movements

Dictyostelium

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Evolution of morphologenesis

Hogeweg, 2005

  • Putting it back together

– Within cell dynamics (gene regulation) – Between cell dynamics (adhesion, signalling) – Evolutionary dynamics (fitness differentiation)

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