Self-organisation in Slime Molds - Carleton...

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Self-organisation in Slime Molds Michael Iles 4 February 2002

Transcript of Self-organisation in Slime Molds - Carleton...

Page 1: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Self-organisation in Slime Molds

Michael Iles4 February 2002

Page 2: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Introduction

• Many types of slime molds• We’ll look at cellular slime molddictyostelium discoideum

Page 3: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Life Cycle

• Amoebae are in ‘growth phase’ when food is available

• When starved, they enter the ‘developmental phase’

Page 4: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Cell Movement

Individuals begin to ‘clump’ at centres of circles and spirals

Page 5: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Cell Movement

Cells ‘stream’ more efficiently into the centres

Page 6: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Cell Movement

Well-developed streaming morphology

Page 7: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Slug and Fruiting Body

• ‘Slug’ comprises 10 000 to 100 000 cells

• Cells differentiate into base, stalk, fruiting body and spores

• Spores are released, completing the life cycle

Page 8: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Other Examples

Page 9: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Other Examples

Page 10: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Other Examples

Page 11: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Why are They Interesting?

• Biological motivation for swarm systems• Example of resistance to the idea of

decentralisation• Could shed light on the evolution of multi-

cellular organisms

Page 12: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Why They Do It

• Cellular aggregation increases the chances that their progeny will be carried to a place where there’s more food

• What’s in it for the cells that form the stalk?

Page 13: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Mechanisms of Self-Organisation

• Amoebae excrete cyclic adenosine 3’, 5’-monophosphate (cAMP)

• cAMP is secreted in two scenarios: oscillatory release, and relay

• Positive and negative feedback loops of cAMP production exist

Page 14: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Mechanisms of Self-Organisation

• Amoebae also move upstream in the cAMP gradient

• Periodic waves of cAMP cause periodic movement of amoebae

Page 15: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Modeling Slime Molds

• Modeling in two phases:– just cAMP waves– cAMP waves in conjunction with movement of

amoebae

Page 16: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Modeling cAMP Waves• ρ = total fraction of receptors in active form• β = nondimensional intracellular concentration of cAMP• γ = nondimensional extracellular concentration of cAMP

γβρe

t khk

t−=

∂∂

βγρβit kk

t−−Φ=

∂∂ ),(

• rate of change of extracellular cAMP= secretion by cells – degradation

• rate of change of intracellular cAMP = synthesis by cells – secretion - degradation

• rate of change of active form of receptor = resensitisation of receptor – desensitisation of receptor

ργργρ )()1)(( 12 fft

−−=∂∂

Page 17: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction
Page 18: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Results

• Period of about 10 minutes• System absorbs small perturbances,

reacts strongly to large perturbances

Page 19: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Adding Cell Movement

• Cells can now detect cAMP concentrations and direction

• Cells move in the opposite direction as the cAMP wave

γγθγρθγ 2])([),()( ∇++−Φ=∂∂ dknnt e

• rate of change of extracellular cAMP = secretion by cells – degradation + diffusion

Page 20: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Results

Page 21: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

StarLogo Simulation

• Cells that sense a concentration above the relay threshold emit cAMP and enter the refractory state

• Cells in the refractory state are insensitive to cAMP, and break down cAMP in their locality

• Each time step, each grid point shares 50% of its cAMP with its eight neighbours

Page 22: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

StarLogo Simulation

Page 23: Self-organisation in Slime Molds - Carleton Universitypeople.scs.carleton.ca/~arpwhite/courses/5002/notes... · Self-organisation in Slime Molds Michael Iles 4 February 2002. Introduction

Slime Computers?

• Slime mold physarum polycephalumfound the shortest path through a 5-inch square maze in only a few hours!