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Erschienen in: Journal of Computational Electronics 4/2018

09.08.2018

Ion shot noise in Hodgkin–Huxley neurons

verfasst von: Beatriz G. Vasallo, Javier Mateos, Tomás González

Erschienen in: Journal of Computational Electronics | Ausgabe 4/2018

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Abstract

Ion shot noise, the noise associated to the random passage of ions across the cell membrane, is studied by means of a stochastic model based on the Hodgkin–Huxley equations, which includes gating channels for sodium and potassium cations and leakage channels through the biological membrane. Apart from shot noise, other sources such as extrinsic and channel noise are taken into account. Ion shot noise, of increasing influence for smaller membrane patch sizes S, can lead to the emergence of action potentials in the membrane voltage in the presence of sinusoidal excitation currents below the threshold for the onset of spikes. The spiking activity in the presence of noise has been analyzed in terms of the coefficient of variation CV, the inter-spike interval histogram, the spectrum of membrane voltage fluctuations and the signal-to-noise ratio SNR. CV shows improved coherence in the sequence of randomly generated spikes due to the presence of shot noise. The voltage noise spectra show a common signature of the presence of spikes under different operating conditions, even in the absence of excitation. The SNR exhibits intrinsic stochastic resonance when varying S. For a sinusoidal excitation current with amplitude 1.5 μA/cm2 and frequency 50 Hz, the SNR presents optimal values around 0.2 μm2. When considering the presence of ambient noise in the excitation current, extrinsic stochastic resonance is found for S > 0.6 μm2.

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Literatur
1.
Zurück zum Zitat Eisenberg, B.: Ion channels as devices. J. Comput. Electron. 2, 245–249 (2003)CrossRef Eisenberg, B.: Ion channels as devices. J. Comput. Electron. 2, 245–249 (2003)CrossRef
2.
Zurück zum Zitat Ha, S.D., Ramanathan, S.: Adaptive oxide electronics: a review. J. Appl. Phys. 110(1–20), 071101 (2011)CrossRef Ha, S.D., Ramanathan, S.: Adaptive oxide electronics: a review. J. Appl. Phys. 110(1–20), 071101 (2011)CrossRef
3.
Zurück zum Zitat Kaneko, Y., Nishitani, Y., Ueda, M.: Ferroelectric artificial synapses for recognition of a multishaded image. IEEE Trans. Electron. Dev. 61, 2827–2833 (2014)CrossRef Kaneko, Y., Nishitani, Y., Ueda, M.: Ferroelectric artificial synapses for recognition of a multishaded image. IEEE Trans. Electron. Dev. 61, 2827–2833 (2014)CrossRef
4.
Zurück zum Zitat Pershin, Y.V., Di Ventra, M.: Experimental demonstration of associative memory with memristive neural networks. Neural Netw. 23, 881–886 (2010)CrossRef Pershin, Y.V., Di Ventra, M.: Experimental demonstration of associative memory with memristive neural networks. Neural Netw. 23, 881–886 (2010)CrossRef
5.
Zurück zum Zitat Prezioso, M., Merrikh-Bayat, F., Hoskins, B.D., Adam, G.C., Likharev, K.K., Strukov, D.B.: Training and operation of an integrated neuromorphic network based on metal-oxide memristors. Nature 512, 61–64 (2015)CrossRef Prezioso, M., Merrikh-Bayat, F., Hoskins, B.D., Adam, G.C., Likharev, K.K., Strukov, D.B.: Training and operation of an integrated neuromorphic network based on metal-oxide memristors. Nature 512, 61–64 (2015)CrossRef
6.
Zurück zum Zitat Romeo, A., Dimonte, A., Tarabella, G., D’Angelo, P., Erokhin, V., Iannotta, S.: A bio-inspired memory device based on interfacing Physarum polycephalum with an organic semiconductor. APL Mater. 3(1–6), 014909 (2015)CrossRef Romeo, A., Dimonte, A., Tarabella, G., D’Angelo, P., Erokhin, V., Iannotta, S.: A bio-inspired memory device based on interfacing Physarum polycephalum with an organic semiconductor. APL Mater. 3(1–6), 014909 (2015)CrossRef
7.
Zurück zum Zitat Sourikopoulos, I., Hedayat, S., Loyez, C., Danneville, F., Hoel, V., Mercier, E., Cappy, A.: A 4-fJ/spike artificial neuron in 65 nm CMOS technology. Front. Neurosci. 11(1–4), 123 (2017) Sourikopoulos, I., Hedayat, S., Loyez, C., Danneville, F., Hoel, V., Mercier, E., Cappy, A.: A 4-fJ/spike artificial neuron in 65 nm CMOS technology. Front. Neurosci. 11(1–4), 123 (2017)
8.
Zurück zum Zitat Chua, L.: Memristor, Hodgkin–Huxley and edge of chaos. IOP Nanotechnol. 24(1–14), 383001 (2013)CrossRef Chua, L.: Memristor, Hodgkin–Huxley and edge of chaos. IOP Nanotechnol. 24(1–14), 383001 (2013)CrossRef
9.
Zurück zum Zitat Chein, W.R., Midtgaard, J., Shepherd, G.M.: Forward and backward propagation of dendritic impulses and their synaptic control in mitral cells. Science 278, 463–467 (1997)CrossRef Chein, W.R., Midtgaard, J., Shepherd, G.M.: Forward and backward propagation of dendritic impulses and their synaptic control in mitral cells. Science 278, 463–467 (1997)CrossRef
10.
Zurück zum Zitat Hodgkin, A.L., Huxley, A.F.: A quantitative description of membrane current and its application to conduction and excitation in nerve. J. Physiol. 117(4), 500–544 (1952)CrossRef Hodgkin, A.L., Huxley, A.F.: A quantitative description of membrane current and its application to conduction and excitation in nerve. J. Physiol. 117(4), 500–544 (1952)CrossRef
11.
Zurück zum Zitat Collins, J.J., Imhoff, T.T., Grigg, P.: Noise-enhancement tactile sensation. Nature 383, 770 (1996)CrossRef Collins, J.J., Imhoff, T.T., Grigg, P.: Noise-enhancement tactile sensation. Nature 383, 770 (1996)CrossRef
12.
Zurück zum Zitat Simonotto, E., Riani, M., Seife, C., Roberts, M., Twitty, J., Moss, F.: Visual perception of stochastic resonance. Phys. Rev. Lett. 78, 1186–1189 (1997)CrossRef Simonotto, E., Riani, M., Seife, C., Roberts, M., Twitty, J., Moss, F.: Visual perception of stochastic resonance. Phys. Rev. Lett. 78, 1186–1189 (1997)CrossRef
13.
Zurück zum Zitat Hidaka, I., Nozaki, D., Yamamoto, Y.: Functional stochastic resonance in the human brain: noise induced sensitization of baroreflex system. Phys. Rev. Lett. 85, 3740–3743 (2000)CrossRef Hidaka, I., Nozaki, D., Yamamoto, Y.: Functional stochastic resonance in the human brain: noise induced sensitization of baroreflex system. Phys. Rev. Lett. 85, 3740–3743 (2000)CrossRef
14.
Zurück zum Zitat Toghraee, R., Mashl, R.J., Lee, I.K., Jakobsson, E., Ravaioli, U.: Simulation of charge transport in ion channels and nanopores with anisotropic permittivity. J. Comput. Electron. 8, 98–109 (2009)CrossRef Toghraee, R., Mashl, R.J., Lee, I.K., Jakobsson, E., Ravaioli, U.: Simulation of charge transport in ion channels and nanopores with anisotropic permittivity. J. Comput. Electron. 8, 98–109 (2009)CrossRef
15.
Zurück zum Zitat Van der Straaten, T.A., Kathawala, G., Trellakis, A., Eisengerg, R.S., Ravaioli, U.: BioMOCA—a Boltzmann transport Monte Carlo model for ion channel simulation. Mol. Simul. 31, 151–171 (2005)CrossRef Van der Straaten, T.A., Kathawala, G., Trellakis, A., Eisengerg, R.S., Ravaioli, U.: BioMOCA—a Boltzmann transport Monte Carlo model for ion channel simulation. Mol. Simul. 31, 151–171 (2005)CrossRef
16.
Zurück zum Zitat Hwang, H., Schatz, G.C., Ratner, M.A.: Kinetic lattice grand canonical Monte Carlo simulation for ion current calculations in a model ion channel system. J. Chem. Phys. 127(1–10), 024706 (2007)CrossRef Hwang, H., Schatz, G.C., Ratner, M.A.: Kinetic lattice grand canonical Monte Carlo simulation for ion current calculations in a model ion channel system. J. Chem. Phys. 127(1–10), 024706 (2007)CrossRef
17.
Zurück zum Zitat Corry, B., Hoyles, M., Allen, T.W., Walker, M., Kuyucak, S., Chung, S.-H.: Reservoir boundaries in Brownian dynamics simulations of ion channels. Biophys. J. 82, 1975–1984 (2002)CrossRef Corry, B., Hoyles, M., Allen, T.W., Walker, M., Kuyucak, S., Chung, S.-H.: Reservoir boundaries in Brownian dynamics simulations of ion channels. Biophys. J. 82, 1975–1984 (2002)CrossRef
18.
Zurück zum Zitat Boda, D., Busath, D.D., Eisenberg, B., Henderson, D., Nonner, W.: Monte Carlo simulations of ion selectivity in a biological Na channel: charge–space competition. Phys. Chem. Chem. Phys. 4, 5154–5160 (2002)CrossRef Boda, D., Busath, D.D., Eisenberg, B., Henderson, D., Nonner, W.: Monte Carlo simulations of ion selectivity in a biological Na channel: charge–space competition. Phys. Chem. Chem. Phys. 4, 5154–5160 (2002)CrossRef
19.
Zurück zum Zitat Vasallo, B.G., Pardo-Galán, F., Mateos, J., González, T., Hedayat, S., Hoel, V., Cappy, A.: Stochastic model for action potential simulation including ion shot noise. J. Comput. Electron. 16, 419–430 (2017)CrossRef Vasallo, B.G., Pardo-Galán, F., Mateos, J., González, T., Hedayat, S., Hoel, V., Cappy, A.: Stochastic model for action potential simulation including ion shot noise. J. Comput. Electron. 16, 419–430 (2017)CrossRef
20.
Zurück zum Zitat Schmid, G., Goychuk, I., Hänggi, P.: Stochastic resonance as a collective property of ion channel assemblies. Europhys. Lett. 56, 22–28 (2001)CrossRef Schmid, G., Goychuk, I., Hänggi, P.: Stochastic resonance as a collective property of ion channel assemblies. Europhys. Lett. 56, 22–28 (2001)CrossRef
21.
Zurück zum Zitat Schmid, G., Goychuk, I., Hänggi, P.: Channel noise and synchronization in excitable membranes. Phys. A 325, 165–175 (2003)MathSciNetCrossRef Schmid, G., Goychuk, I., Hänggi, P.: Channel noise and synchronization in excitable membranes. Phys. A 325, 165–175 (2003)MathSciNetCrossRef
22.
Zurück zum Zitat Schmid, G., Goychuk, I., Hänggi, P., Zeng, S., Jung, P.: Effect of channel block on the spiking activity of excitable membranes in a stochastic Hodgkin–Huxley model. Phys. Biol. 1, 61–66 (2004)CrossRef Schmid, G., Goychuk, I., Hänggi, P., Zeng, S., Jung, P.: Effect of channel block on the spiking activity of excitable membranes in a stochastic Hodgkin–Huxley model. Phys. Biol. 1, 61–66 (2004)CrossRef
23.
Zurück zum Zitat Adair, R.K.: Noise and stochastic resonance in voltage-gated ion channels. PNAS 100, 12099–12104 (2003)CrossRef Adair, R.K.: Noise and stochastic resonance in voltage-gated ion channels. PNAS 100, 12099–12104 (2003)CrossRef
24.
Zurück zum Zitat Faisal, A.A., White, J.A., Laughlin, S.B.: Ion-channel noise places limits on the miniaturization of the brain’s wiring. Curr. Biol. 15, 1143–1149 (2005)CrossRef Faisal, A.A., White, J.A., Laughlin, S.B.: Ion-channel noise places limits on the miniaturization of the brain’s wiring. Curr. Biol. 15, 1143–1149 (2005)CrossRef
25.
Zurück zum Zitat Faisal, A.A., Selen, L.P.J., Wolpert, D.M.: Noise in nervous systems. Nature Rev. 9, 292–303 (2008)CrossRef Faisal, A.A., Selen, L.P.J., Wolpert, D.M.: Noise in nervous systems. Nature Rev. 9, 292–303 (2008)CrossRef
26.
Zurück zum Zitat Läuger, P.: Shot noise in ion channels. Biochim. Biophys. Acta 413, 1–10 (1975)CrossRef Läuger, P.: Shot noise in ion channels. Biochim. Biophys. Acta 413, 1–10 (1975)CrossRef
27.
Zurück zum Zitat Brunetti, R., Affinito, F., Jacoboni, C., Piccinini, E., Rudan, M.: Shot noise in single open ion channels: a computational approach based on atomistic simulations. J. Comput. Electron. 6, 391–394 (2007)CrossRef Brunetti, R., Affinito, F., Jacoboni, C., Piccinini, E., Rudan, M.: Shot noise in single open ion channels: a computational approach based on atomistic simulations. J. Comput. Electron. 6, 391–394 (2007)CrossRef
28.
Zurück zum Zitat Schroeder, I., Hansen, U.-P.: Interference of shot noise of open-channel current with analysis of fast gating: patchers do not (yet) have to care. J. Membr. Biol. 229, 153–163 (2009)CrossRef Schroeder, I., Hansen, U.-P.: Interference of shot noise of open-channel current with analysis of fast gating: patchers do not (yet) have to care. J. Membr. Biol. 229, 153–163 (2009)CrossRef
29.
Zurück zum Zitat Gillespie, D.T.: A general method for numerically simulating the stochastic time evolutions of coupled chemical reactions. J. Comput. Phys. 22, 403–434 (1976)MathSciNetCrossRef Gillespie, D.T.: A general method for numerically simulating the stochastic time evolutions of coupled chemical reactions. J. Comput. Phys. 22, 403–434 (1976)MathSciNetCrossRef
30.
Zurück zum Zitat Gillespie, D.T.: Exact stochastic simulation of coupled chemical reactions. J. Phys. Chem. 81, 2340–2361 (1977)CrossRef Gillespie, D.T.: Exact stochastic simulation of coupled chemical reactions. J. Phys. Chem. 81, 2340–2361 (1977)CrossRef
31.
Zurück zum Zitat Kuang, S., Wang, J., Zeng, T.: Intrinsic rhythmic fluctuation of membrane voltage evoked by membrane noise in the Hodgkin–Huxley system. Acta Phys. Pol. A 117, 435–438 (2010)CrossRef Kuang, S., Wang, J., Zeng, T.: Intrinsic rhythmic fluctuation of membrane voltage evoked by membrane noise in the Hodgkin–Huxley system. Acta Phys. Pol. A 117, 435–438 (2010)CrossRef
32.
Zurück zum Zitat Fishman, H.M., Poussart, D.J., Moore, L.E.: Noise measurements in squid axon membrane. J. Membr. Biol. 24, 281–304 (1975)CrossRef Fishman, H.M., Poussart, D.J., Moore, L.E.: Noise measurements in squid axon membrane. J. Membr. Biol. 24, 281–304 (1975)CrossRef
33.
Zurück zum Zitat García-Pérez, O., Alimi, Y., Song, A., Íñiguez-de-la-Torre, I., Pérez, S., Mateos, J., González, T.: Experimental assessment of anomalous low-frequency noise increase at the onset of Gunn oscillations in InGaAs planar diodes. Appl. Phys. Lett. 105(1–4), 113502 (2014)CrossRef García-Pérez, O., Alimi, Y., Song, A., Íñiguez-de-la-Torre, I., Pérez, S., Mateos, J., González, T.: Experimental assessment of anomalous low-frequency noise increase at the onset of Gunn oscillations in InGaAs planar diodes. Appl. Phys. Lett. 105(1–4), 113502 (2014)CrossRef
Metadaten
Titel
Ion shot noise in Hodgkin–Huxley neurons
verfasst von
Beatriz G. Vasallo
Javier Mateos
Tomás González
Publikationsdatum
09.08.2018
Verlag
Springer US
Erschienen in
Journal of Computational Electronics / Ausgabe 4/2018
Print ISSN: 1569-8025
Elektronische ISSN: 1572-8137
DOI
https://doi.org/10.1007/s10825-018-1229-2

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