polyrhythmic motifs in central pattern generator

36
Andrey Shilnikov Neuroscience Institute and Math GSU, Atlanta Polyrhythmic motifs in Central Pattern Generator Bifurcation Analysis and its Applications Montreal, Canada, July 7-10, 2010

Upload: others

Post on 02-Feb-2022

29 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Polyrhythmic motifs in Central Pattern Generator

Andrey ShilnikovNeuroscience Institute and Math

GSU, Atlanta

Polyrhythmic motifs in Central Pattern Generator

Bifurcation Analysis and its ApplicationsMontreal, Canada, July 7-10, 2010

Page 2: Polyrhythmic motifs in Central Pattern Generator

Outline

1. Central Pattern generators2. Dedicated vs Multifunctional CPG3. Multistability for Multifunctional CPG4. Half center oscillator5. Mathematical models of individual and networked neurons 6. Burst regulation7. Multistability of model for Multi-functionality of CPG motifs8. Switching between attractor polyrhythmicity 9. Mixed networks 10. Conclusions11. Thank you

Page 3: Polyrhythmic motifs in Central Pattern Generator

Central Pattern Generator

Marder and Calabrese: CPGs are neural networks that can produce endogenously rhythmic outputs without rhythmic sensory, or central input.

Locomotion: walking, crawling, swimming; Respiration Pattern Generators: pre-Boetzinger complex; Swallowing Pattern Generators;Rhythm Generators: leech heartbeat

Kristan 2006: Multifunctional CPG - leech crawling and swimming

Page 4: Polyrhythmic motifs in Central Pattern Generator

Motif – building block of network - CPG

Cerebral Interneuron (C2),

Dorsal Swim Interneuron (DSI-A,B,C),

and Ventral Swim

Interneuron (VSI-B).

from: Paul S. Katz (2007), Scholarpedia, 2(6):3504.

a CPG modulates reflexive withdrawal, escape swimming and crawling

Page 5: Polyrhythmic motifs in Central Pattern Generator

Copyright ©2006 Society for Neuroscience

Briggman and Kristan J. Neurosci. 2006;26:10925-10933

Swimming and Crawling motorpatterns in leech nervous system

WB. Kristan, RL. Calabrese, WO. FriesenNeuronal control of leech behaviorProgress in Neurobiology, 76(5), 2005, 279-327

Page 6: Polyrhythmic motifs in Central Pattern Generator

Copyright ©2006 Society for Neuroscience

Switching between

Swimming and Crawling

Briggman and Kristan, J. Neurosci. 2006;26:10925-10933

Multifunctional interneuron 255

WB. Kristan, RL. Calabrese, WO. FriesenNeuronal control of leech behaviorProgress in Neurobiology, 76(5), 2005, 279-327

Page 7: Polyrhythmic motifs in Central Pattern Generator

Copyright ©2006 Society for Neuroscience

from WB. Kristan, talk at GSU in February, 2009

B. Kristan: multifunctional CPG for crawling and swimming

Page 8: Polyrhythmic motifs in Central Pattern Generator

Mathematical examples of motifs

Inhibition - Excitation

Page 9: Polyrhythmic motifs in Central Pattern Generator

Reduced model of leech interneuron

Page 10: Polyrhythmic motifs in Central Pattern Generator

4 kinds of Multistability: tonic-spiking, bursting, quiescence

Shilnikov A. and Cymbalyuk G., PRL, 94, 048101, 2005.Shilnikov A., Calabrese R. and Cymbalyuk G., Phys Review E 71(5), 056214-046221, 2005.Cymbalyuk G. and Shilnikov A., J. Computational Neuroscience 18 (3), 269-282, 2005.

Shilnikov A.L., Gordon R. and Belykh I.V., Polyrhythmic synchronization in bursting network motifs, J. Chaos, 18, 037120, 2008

Page 11: Polyrhythmic motifs in Central Pattern Generator

Voltage onto Poincare mappings for bistability

Selecting Bistability: switching between bursting and tonic spiking by applying a pulse of external current, positive or negative

Page 12: Polyrhythmic motifs in Central Pattern Generator

∞ many periodic orbits in a chaotic single cell

Shift dynamics –Smale horseshoe [Terman, 1991] for square-wave bursters

Homoclinic orbit-flip & Inclination switch :

Isolated? Singed out?Switching betweenNonwandering orbitQuasiminimal set

Page 13: Polyrhythmic motifs in Central Pattern Generator

Multistability in individual cells

Tonic spiking and bursting in an elliptic burster at the transition edge

Bistability helps regulating flexibly temporal characteristic of cells by external or synaptic current

Page 14: Polyrhythmic motifs in Central Pattern Generator

Multistability in individual cellsTonic spiking and bursting in an square-wave burster

at the transition edge

Bistability helps regulating flexibly temporal characteristic of cells by external or synaptic current

Square-wave vs plateau bursting

Page 15: Polyrhythmic motifs in Central Pattern Generator

Regulation oftemporal characteristics of bursting

Spiking Quiescence

Page 16: Polyrhythmic motifs in Central Pattern Generator

Hill, A. A.V. et al. J Neurophysiol 90: 531-538 2003.

Half Center Oscillator

Bursting is an oscillatory activity consisting of

intervals of repetitive spiking interrupted by intervals of quiescence.

Page 17: Polyrhythmic motifs in Central Pattern Generator

Back to Half Center Oscillator or …

Page 18: Polyrhythmic motifs in Central Pattern Generator

Bistability in Half Center Oscillator

Page 19: Polyrhythmic motifs in Central Pattern Generator

Can weak inhibition synchronize a HCO?

Belykh I.V. and Shilnikov, A.L., David vs. Goliath: when weak inhibition synchronizes strongly desynchronizing networks of bursting neurons, Phys. Rev. Letters 101, 078102, 2008

Burst duration vs. interburst period0.025 (external driving) 2 (mutual inhibition)

syn

syn

gg

=

=

Page 20: Polyrhythmic motifs in Central Pattern Generator

Reciprocally inhibitory motif Multistability type 1

Neuron 257

Page 21: Polyrhythmic motifs in Central Pattern Generator

Reciprocally inhibitory motif

Shilnikov A.L., Gordon R. and Belykh I.V., Polyrhythmic synchronizationin bursting network motifs, J. Chaos, 18, 037120, 2008

Ф1

Ф2

0.1- g 0.02;V ijshift

K2 =−=

1

2

3

Φ1 = 0.6

Φ2 = 0.3

V

t (ms)

Page 22: Polyrhythmic motifs in Central Pattern Generator

Controlling multistability switching by external pulse in symmetric motif

Shilnikov A.L., Gordon R. and Belykh I.V., Polyrhythmic synchronization in bursting network motifs, J. Chaos, 18, 037120, 2008

Page 23: Polyrhythmic motifs in Central Pattern Generator

Controlling multistability switching by external pulse

Shilnikov A.L., Gordon R. and Belykh I.V., Polyrhythmic synchronization in bursting network motifs, J. Chaos, 18, 037120, 2008

Page 24: Polyrhythmic motifs in Central Pattern Generator

2π/3 off phase 1: Friesen inhibitory ring

“2π/3” synchronization0 120 240 0 ...° ° ° °→ → → →

Page 25: Polyrhythmic motifs in Central Pattern Generator

Controlling multistability: switching by hyperpolarizing pulse

Page 26: Polyrhythmic motifs in Central Pattern Generator

2π/3 off phase 1: Friesen’s inhibitory ring

“2π/3” synchronization

0 120 240 0 ...° ° ° °→ → → →

Page 27: Polyrhythmic motifs in Central Pattern Generator

Reciprocally inhibitory motif Asymmetric strong coupling

Shilnikov A.L., Gordon R. and Belykh I.V., Polyrhythmic synchronizationin bursting network motifs, J. Chaos, 18, 037120, 2008

Ф1

Ф2

0.1- g 0.02;V ijshift

K2 =−=

1

2

3

4: (Ф1, Ф2) = (0.33, 0.66);gji = 0.8

3: (Ф1, Ф2) = (0.5, 0.5)

Page 28: Polyrhythmic motifs in Central Pattern Generator

from symmetric to Asymmetricstrong coupling case

G

Page 29: Polyrhythmic motifs in Central Pattern Generator

Reciprocally inhibitory motif symmetric weak coupling

Page 30: Polyrhythmic motifs in Central Pattern Generator

Reciprocally inhibitory motif weak coupling

Page 31: Polyrhythmic motifs in Central Pattern Generator

Reciprocally inhibitory motif symmetric weak coupling

Page 32: Polyrhythmic motifs in Central Pattern Generator

Reciprocally inhibitory motif symmetric weak coupling

Page 33: Polyrhythmic motifs in Central Pattern Generator

Reciprocally inhibitory motif Asymmetric weak coupling

Repeller Attractor 2π/3

Page 34: Polyrhythmic motifs in Central Pattern Generator

Reciprocally inhibitory motif symmetric weak coupling – and burst duration

Repeller or ?? Attractor 2π/3

Page 35: Polyrhythmic motifs in Central Pattern Generator

For the future

Math

- Basin of attractions – effective potentials - Phase relations, intermittency- Control – switching between the attractors – by external current,

inhibitory and/or excitatory

Neuro

- Collaboration with Kristan’s lab- Applications for modeling- Modeling for applications

Page 36: Polyrhythmic motifs in Central Pattern Generator

Thank you

Rene Gordon (BS student) Matt Brooks (MS student), Paul Channell (MS student)Sajiya Jalil (PhD student)Jeremy Wojick (PhD student)Igor Belykh (GSU), Gennady Cymbalyuk (GSU), Rob Clewley (GSU)

Alex Neiman (Ohio)Ron Calabrese (Emory) Bill Kristan (UC San Diego)