The Hodgkin-Huxley Equations and Analytical Approximations ...pks/Presentation/leipzig-04.pdf ·...

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Transcript of The Hodgkin-Huxley Equations and Analytical Approximations ...pks/Presentation/leipzig-04.pdf ·...

Page 1: The Hodgkin-Huxley Equations and Analytical Approximations ...pks/Presentation/leipzig-04.pdf · The Hodgkin-Huxley Equations and Analytical Approximations for them Peter Schuster
Page 2: The Hodgkin-Huxley Equations and Analytical Approximations ...pks/Presentation/leipzig-04.pdf · The Hodgkin-Huxley Equations and Analytical Approximations for them Peter Schuster

The Hodgkin-Huxley Equations andAnalytical Approximations for them

Peter SchusterInstitut für Theoretische Chemie und Molekulare

Strukturbiologie der Universität Wien

Seminar of the MPI for Mathematics in Science

Leipzig, 22.07.2004

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Web-Page for further information:

http://www.tbi.univie.ac.at/~pks

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Neurobiology

Neural networks, collectiveproperties, nonlinear

dynamics, signalling, ...

The human brain

1011 neurons connected by 1013 to 1014 synapses

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Neurobiology

Neural networks, collectiveproperties, nonlinear

dynamics, signalling, ...

A single neuron signaling to a muscle fiber

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BA

Christof Koch, Biophysics of Computation. Information Processing in single neurons. Oxford University Press, New York 1999.

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Christof Koch, Biophysics of Computation. Information Processing in single neurons. Oxford University Press, New York 1999.

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Christof Koch, Biophysics of Computation. Information Processing in single neurons. Oxford University Press, New York 1999.

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Neurobiology

Neural networks, collectiveproperties, nonlinear

dynamics, signalling, ...

)()()(1 43llKKNaNa

M

VVgVVngVVhmgICtd

Vd−−−−−−=

mmdtdm

mm βα −−= )1(

hhdtdh

hh βα −−= )1(

nndtdn

nn βα −−= )1(

Hogdkin-Huxley OD equations

A single neuron signaling to a muscle fiber

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Gating functions of the Hodgkin-Huxley equations

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Temperature dependence of the Hodgkin-Huxley equations

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)()()(1 43llKKNaNa

M

VVgVVngVVhmgICtd

Vd−−−−−−=

mmdtdm

mm βα −−= )1(

hhdtdh

hh βα −−= )1(

nndtdn

nn βα −−= )1(Hogdkin-Huxley OD equations

Hhsim.lnk

Simulation of space independent Hodgkin-Huxley equations:Voltage clamp and constant current

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LrVVgVVngVVhmgtVC

xV

R llKKNaNa π2)()()(1 432

2

−+−+−+∂∂

=∂∂

mmtm

mm βα −−=∂∂ )1(

hhth

hh βα −−=∂∂ )1(

nntn

nn βα −−=∂∂ )1(

Hodgkin-Huxley PDEquations

Travelling pulse solution: V(x,t) = V( ) with

= x + t

Hodgkin-Huxley equations describing pulse propagation along nerve fibers

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Hodgkin-Huxley PDEquations

Travelling pulse solution: V(x,t) = V( ) with

= x + t

[ ] LrVVgVVngVVhmgd

VdCd

VdR llKKNaNaM π

ξθ

ξ2)()()(1 43

2

2

−+−+−+=

mmd

mdmm βα

ξθ −−= )1(

hhd

hdhh βα

ξθ −−= )1(

nnd

ndnn βα

ξθ −−= )1(

Hodgkin-Huxley equations describing pulse propagation along nerve fibers

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50

0

-50

100

1 2 3 4 5 6 [cm]

V [

mV

]

T = 18.5 C; θ = 1873.33 cm / sec

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T = 18.5 C; θ = 1873.3324514717698 cm / sec

Page 17: The Hodgkin-Huxley Equations and Analytical Approximations ...pks/Presentation/leipzig-04.pdf · The Hodgkin-Huxley Equations and Analytical Approximations for them Peter Schuster

T = 18.5 C; θ = 1873.3324514717697 cm / sec

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-10

0

10

20

30

40

V

[mV

]

6 8 10 12 14 16 18 [cm]

T = 18.5 C; θ = 544.070 cm / sec

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T = 18.5 C; θ = 554.070286919319 cm/sec

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T = 18.5 C; θ = 554.070286919320 cm/sec

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Propagating wave solutions of the Hodgkin-Huxley equations

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FitzHugh-Nagumo model of the Hodgkin-Huxley equations

V ...... potential ; Y ...... refractory variable

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FitzHugh-Nagumo model and ist approximations

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FitzHugh-Nagumo equation: reduced model

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FitzHugh-Nagumo equation: reduced model

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FitzHugh-Nagumo model and ist approximations

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0

0.5

1.0

-0.5

-1.0210-1-2

s

X

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FitzHugh-Nagumo equation: broken linear model

Page 30: The Hodgkin-Huxley Equations and Analytical Approximations ...pks/Presentation/leipzig-04.pdf · The Hodgkin-Huxley Equations and Analytical Approximations for them Peter Schuster
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V, dV/d

Close-up of the relaxation oscillation as used in the calculations of period and pulse amplitude in the Reduced Broken-Linear Model

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Page 33: The Hodgkin-Huxley Equations and Analytical Approximations ...pks/Presentation/leipzig-04.pdf · The Hodgkin-Huxley Equations and Analytical Approximations for them Peter Schuster

FitzHugh-Nagumo pulse propagation

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Reduced Hodgkin-Huxley equations

V , m ...... fast variables, n , h ...... slow variables

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V

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Page 37: The Hodgkin-Huxley Equations and Analytical Approximations ...pks/Presentation/leipzig-04.pdf · The Hodgkin-Huxley Equations and Analytical Approximations for them Peter Schuster

0

0.005

0.010

0.020

0.015

b0

0.10.2

0.3a

0.60.40.2

0

0

0.005

0.010

0.020

0.015

b

00.1

0.20.3

a

0.60.40.20

Page 38: The Hodgkin-Huxley Equations and Analytical Approximations ...pks/Presentation/leipzig-04.pdf · The Hodgkin-Huxley Equations and Analytical Approximations for them Peter Schuster
Page 39: The Hodgkin-Huxley Equations and Analytical Approximations ...pks/Presentation/leipzig-04.pdf · The Hodgkin-Huxley Equations and Analytical Approximations for them Peter Schuster
Page 40: The Hodgkin-Huxley Equations and Analytical Approximations ...pks/Presentation/leipzig-04.pdf · The Hodgkin-Huxley Equations and Analytical Approximations for them Peter Schuster

References

Paul E. Phillipson, Peter Schuster, Dynamics of relaxation oscillations, Int.J.Bifurcation and Chaos 11:1471-1481, 2001

Paul E. Phillipson, Peter Schuster, Bistability of harmonically forcedrelaxation oscillations, Int.J.Bifurcation and Chaos 12:1295-1307, 2002

Paul E. Phillipson, Peter Schuster, An analytic picture of neuron oscillations, Int.J.Bifurcation and Chaos 14:1539-1548, 2004

Paul E. Phillipson, Peter Schuster, A comparative study of the Hodgkin-Huxley and FitzHugh-Nagumo models of neuron pulse propagation, Int.J.Bifurcation and Chaos, submitted 2004

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Coworker

Paul Phillipson, Department of Physics, University of Colorado, Boulder, CO

Österreichische Akademie der Wissenschaften

Universität Wien

Acknowledgement of support

Österreichische Akademie der Wissenschaften,

Universität Wien and University of Colorado

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Web-Page for further information:

http://www.tbi.univie.ac.at/~pks

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