Modeling the Saltatory Conduction in Myelinated Axons by Order Reduction

The saltatory conduction is the way the action potential
is transmitted along a myelinated axon. The potential diffuses along
the myelinated compartments and it is regenerated in the Ranvier
nodes due to the ion channels allowing the flow across the membrane.
For an efficient simulation of populations of neurons, it is important
to use reduced order models both for myelinated compartments
and for Ranvier nodes and to have control over their accuracy and
inner parameters. The paper presents a reduced order model of this
neural system which allows an efficient simulation method for the
saltatory conduction in myelinated axons. This model is obtained
by concatenating reduced order linear models of 1D myelinated
compartments and nonlinear 0D models of Ranvier nodes. The
models for the myelinated compartments are selected from a series of
spatially distributed models developed and hierarchized according to
their modeling errors. The extracted model described by a nonlinear
PDE of hyperbolic type is able to reproduce the saltatory conduction
with acceptable accuracy and takes into account the finite propagation
speed of potential. Finally, this model is again reduced in order to
make it suitable for the inclusion in large-scale neural circuits.




References:
[1] R. Barbulescu, D. Ioan and J. Ciurea, Simple 1D models for neuro-signals
transmission along axons, 2016 International Conference and Exposition
on Electrical and Power Engineering (EPE), 2016: 313-319.
[2] A. Huxley and R.!Stampeli, Evidence for saltatory conduction in
peripheral myelinated nerve fibres, The Journal of physiology 108(3),
1949: 315-339.
[3] R. FitzHugh, Computation of impulse initiation and saltatory conduction
in a myelinated nerve fiber, Biophysical journal 2.1, 1962: 11.
[4] I. Tasaki, Physiology and Electrochemistry of Nerve Fibers, Academic
Press, New York, 1982.
[5] R. FitzHugh, Mathematical models of excitation and propagation in
nerve, . Chapter 1 (pp. 185 in H.P. Schwan, ed. Biological Engineering,
McGrawHill Book Co., N.Y.), 1969.
[6] F. Rattay et al., Impact of morphometry, myelinization and synaptic
current strength on spike conduction in human and cat spiral ganglion
neurons, PloS one 8.11, 2013: e79256.
[7] A. M. Brown and M. Hamann, Computational modeling of the effects of
auditory nerve dysmyelination, Frontiers in neuroanatomy 8, 2014.
[8] J. P. Keener and J. Sneyd, Mathematical physiology., Vol.1, New York:
Springer, 1998, 2nd ed., 2009.
[9] J. M. Bower and D. Beeman, The Book of GENESIS: Exploring
Realistic Neural Models with the GEneralNEuralSImulation System,
Second edition, Springer-Verlag, New York, 1998.
[10] N. T. Carnevale and M. L. Hines, The NEURON book., Cambridge
University Press, 2006.
[11] D. Ioan, R. Barbulescu, L. M. Silveira and G. Ciuprina, Reduced Order
Models of Myelinated Axonal Compartments, 2018, under review.
[12] B. Gustavsen and A. Semlyen, Rational approximation of frequency
domain responses by vector fitting, IEEE Transactions on power delivery
14(3), 1999: 1052-1061.
[13] D. Ioan and I. Munteanu, Missing link rediscovered: The electromagnetic
circuit element concept, JSAEM Studies in Applied Electromagnetics and
Mechanics 8, 1999: 302-320.
[14] G. Ciuprina et al., Parameterized model order reduction, Coupled
Multiscale Simulation and Optimization in Nanoelectronics. Springer,
Berlin, Heidelberg, 2015: 267-359.
[15] B. Frankenhaeuser and A. F. Huxley, The action potential in the
myelinated nerve fibre of Xenopuslaevis as computed on the basis of
voltage clamp data, The Journal of Physiology 171.2, 1964: 302.
[16] E. M. Izhikevich, Simple model of spiking neurons, IEEE Transactions
on neural networks 14.6, 2003: 1569-1572.
[17] A. L. Hodgkin and A. F. Huxley, A quantitative description of membrane
current and its application to conduction and excitation in nerve, The
Journal of physiology, 117(4), 1952: 500-44.
[18] M. C. Ford et al., Tuning of Ranvier node and internode properties
in myelinated axons to adjust action potential timing, Nature
communications 6, 2015: 8073.
[19] S. Grissmer, Properties of potassium and sodium channels in frog
internode, J Physiol, vol. 381, 1986:119-34.
[20] N. A. Angel, Equivalent circuit implementation of demyelinated human
neuron in spice, Master’s Thesis, 2011.