Skip to main content
Erschienen in: Cognitive Neurodynamics 4/2014

01.08.2014 | Research Article

A new regime for highly robust gamma oscillation with co-exist of accurate and weak synchronization in excitatory–inhibitory networks

verfasst von: Zhijie Wang, Hong Fan, Fang Han

Erschienen in: Cognitive Neurodynamics | Ausgabe 4/2014

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

A great number of biological experiments show that gamma oscillation occurs in many brain areas after the presentation of stimulus. The neural systems in these brain areas are highly heterogeneous. Specifically, the neurons and synapses in these neural systems are diversified; the external inputs and parameters of these neurons and synapses are heterogeneous. How the gamma oscillation generated in such highly heterogeneous networks remains a challenging problem. Aiming at this problem, a highly heterogeneous complex network model that takes account of many aspects of real neural circuits was constructed. The network model consists of excitatory neurons and fast spiking interneurons, has three types of synapses (GABAA, AMPA, and NMDA), and has highly heterogeneous external drive currents. We found a new regime for robust gamma oscillation, i.e. the oscillation in inhibitory neurons is rather accurate but the oscillation in excitatory neurons is weak, in such highly heterogeneous neural networks. We also found that the mechanism of the oscillation is a mixture of interneuron gamma (ING) and pyramidal-interneuron gamma (PING). We explained the mixture ING and PING mechanism in a consistent-way by a compound post-synaptic current, which has a slowly rising-excitatory stage and a sharp decreasing-inhibitory stage.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat BÄorgers C, Kopell N (2003) Synchronization in networks of excitatory and inhibitory neurons with sparse, random connectivity. Neural Comput 15:509–538CrossRef BÄorgers C, Kopell N (2003) Synchronization in networks of excitatory and inhibitory neurons with sparse, random connectivity. Neural Comput 15:509–538CrossRef
Zurück zum Zitat Bartos M, Vida I, Jonas P (2007) Synaptic mechanisms of synchronized gamma oscillations in inhibitory interneuron networks. Nat Rev Neurosci 8:45–56PubMedCrossRef Bartos M, Vida I, Jonas P (2007) Synaptic mechanisms of synchronized gamma oscillations in inhibitory interneuron networks. Nat Rev Neurosci 8:45–56PubMedCrossRef
Zurück zum Zitat Bathellier B, Carleton A, Gerstner W (2008) Gamma oscillations in a nonlinear regime: a minimal model approach using heterogeneous integrate-and-fire networks. Neural Comput 20:2973–3002PubMedCrossRef Bathellier B, Carleton A, Gerstner W (2008) Gamma oscillations in a nonlinear regime: a minimal model approach using heterogeneous integrate-and-fire networks. Neural Comput 20:2973–3002PubMedCrossRef
Zurück zum Zitat Bosman CA, Schoffelen JM, Brunet N et al (2012) Attentional stimulus selection through selective synchronization between monkey visual areas. Neuron 75(5):875–888PubMedCentralPubMedCrossRef Bosman CA, Schoffelen JM, Brunet N et al (2012) Attentional stimulus selection through selective synchronization between monkey visual areas. Neuron 75(5):875–888PubMedCentralPubMedCrossRef
Zurück zum Zitat Brunel N, Hakim V (1999) Fast global oscillations in networks of integrate-and-fire neurons with low firing rates. Neural Comput 11:1621–1671PubMedCrossRef Brunel N, Hakim V (1999) Fast global oscillations in networks of integrate-and-fire neurons with low firing rates. Neural Comput 11:1621–1671PubMedCrossRef
Zurück zum Zitat Brunel N, Wang XJ (2003) What determines the frequency of fast network oscillations with irregular neural discharges? I. Synaptic dynamics and excitation-inhibition balance. J Neurophysiol 90:415–430PubMedCrossRef Brunel N, Wang XJ (2003) What determines the frequency of fast network oscillations with irregular neural discharges? I. Synaptic dynamics and excitation-inhibition balance. J Neurophysiol 90:415–430PubMedCrossRef
Zurück zum Zitat Dayan P, Abbott LF (2001) Theoretical neuroscience: computational and mathematical modeling of neural systems. MIT Press, Cambridge, MA Dayan P, Abbott LF (2001) Theoretical neuroscience: computational and mathematical modeling of neural systems. MIT Press, Cambridge, MA
Zurück zum Zitat Du Y, Wang RB, Han F et al (2012) Firing pattern and synchronization property analysis in a network model of the olfactory bulb. Cogn Neurodyn 6(2):203–209PubMedCentralPubMedCrossRef Du Y, Wang RB, Han F et al (2012) Firing pattern and synchronization property analysis in a network model of the olfactory bulb. Cogn Neurodyn 6(2):203–209PubMedCentralPubMedCrossRef
Zurück zum Zitat Engelhard B, Ozeri N, Israel Z et al (2013) Inducing gamma oscillations and precise spike synchrony by operant conditioning via brain-machine interface. Neuron 77(2):361–375PubMedCrossRef Engelhard B, Ozeri N, Israel Z et al (2013) Inducing gamma oscillations and precise spike synchrony by operant conditioning via brain-machine interface. Neuron 77(2):361–375PubMedCrossRef
Zurück zum Zitat Hadjipapas A, Adjamian P, Swettenham JB et al (2007) Stimuli of varying spatial scale induce gamma activity with distinct temporal characteristics in human visual cortex. Neuroimage 35(2):518–530PubMedCrossRef Hadjipapas A, Adjamian P, Swettenham JB et al (2007) Stimuli of varying spatial scale induce gamma activity with distinct temporal characteristics in human visual cortex. Neuroimage 35(2):518–530PubMedCrossRef
Zurück zum Zitat Hájos N, Paulsen O (2009) Network mechanisms of gamma oscillations in the CA3 region of the hippocampus. Neural Networks 22:1113–1119PubMedCrossRef Hájos N, Paulsen O (2009) Network mechanisms of gamma oscillations in the CA3 region of the hippocampus. Neural Networks 22:1113–1119PubMedCrossRef
Zurück zum Zitat Herrmann CS, Mecklinger A (2000) Magnetoencephalographic responses to illusory figures: early evoked gamma is affected by processing of stimulus features. Int J Psychophysiol 38(3):265–281PubMedCrossRef Herrmann CS, Mecklinger A (2000) Magnetoencephalographic responses to illusory figures: early evoked gamma is affected by processing of stimulus features. Int J Psychophysiol 38(3):265–281PubMedCrossRef
Zurück zum Zitat Jeong HY, Gutkin B (2007) Synchrony of neuronal oscillations controlled by GABAergic reversal potentials. Neural Comput 19:706–729PubMedCrossRef Jeong HY, Gutkin B (2007) Synchrony of neuronal oscillations controlled by GABAergic reversal potentials. Neural Comput 19:706–729PubMedCrossRef
Zurück zum Zitat Laczo B, Antal A, Niebergall R et al (2012) Transcranial alternating stimulation in a high gamma frequency range applied over V1 improves contrast perception but does not modulate spatial attention. Brain Stimul 5(4):484–491PubMedCrossRef Laczo B, Antal A, Niebergall R et al (2012) Transcranial alternating stimulation in a high gamma frequency range applied over V1 improves contrast perception but does not modulate spatial attention. Brain Stimul 5(4):484–491PubMedCrossRef
Zurück zum Zitat Lapray D, Bergeler J, Luhmann HJ (2009) Stimulus-induced gamma activity in the electrocorticogram of freely moving rats: the neuronal signature of novelty detection. Behav Brain Res 199(2):350–354PubMedCrossRef Lapray D, Bergeler J, Luhmann HJ (2009) Stimulus-induced gamma activity in the electrocorticogram of freely moving rats: the neuronal signature of novelty detection. Behav Brain Res 199(2):350–354PubMedCrossRef
Zurück zum Zitat Li XM, Morita K, Robinson HPC et al (2011) Impact of gamma-oscillatory inhibition on the signal transmission of a cortical pyramidal neuron. Cogn Neurodyn 5(3):241–251PubMedCentralPubMedCrossRef Li XM, Morita K, Robinson HPC et al (2011) Impact of gamma-oscillatory inhibition on the signal transmission of a cortical pyramidal neuron. Cogn Neurodyn 5(3):241–251PubMedCentralPubMedCrossRef
Zurück zum Zitat Muthukumaraswamy SD, Singh KD (2013) Visual gamma oscillations: the effects of stimulus type, visual field coverage and stimulus motion on MEG and EEG recordings. NeuroImage 69:223–230PubMedCrossRef Muthukumaraswamy SD, Singh KD (2013) Visual gamma oscillations: the effects of stimulus type, visual field coverage and stimulus motion on MEG and EEG recordings. NeuroImage 69:223–230PubMedCrossRef
Zurück zum Zitat Neymotin SA, Lee H, Park E et al (2011) Emergence of physiological oscillation frequencies in a computer model of neocortex. Front Comput Neurosci 19:1–17 Article 19 Neymotin SA, Lee H, Park E et al (2011) Emergence of physiological oscillation frequencies in a computer model of neocortex. Front Comput Neurosci 19:1–17 Article 19
Zurück zum Zitat Nikolic D, Fries P, Singer W (2013) Gamma oscillations: precise temporal coordination without a metronome. Trends cogn Sci 17(2):54–55PubMedCrossRef Nikolic D, Fries P, Singer W (2013) Gamma oscillations: precise temporal coordination without a metronome. Trends cogn Sci 17(2):54–55PubMedCrossRef
Zurück zum Zitat Perry G, Hamandi K, Brindley LM et al (2013) The properties of induced gamma oscillations in human visual cortex show individual variability in their dependence on stimulus size. NeuroImage 68:83–92PubMedCrossRef Perry G, Hamandi K, Brindley LM et al (2013) The properties of induced gamma oscillations in human visual cortex show individual variability in their dependence on stimulus size. NeuroImage 68:83–92PubMedCrossRef
Zurück zum Zitat Rojas-Libano D, Kay LM (2008) Olfactory system gamma oscillations: the physiological dissection of a cognitive neural system. Cogn Neurodyn 2(3):179–194PubMedCentralPubMedCrossRef Rojas-Libano D, Kay LM (2008) Olfactory system gamma oscillations: the physiological dissection of a cognitive neural system. Cogn Neurodyn 2(3):179–194PubMedCentralPubMedCrossRef
Zurück zum Zitat Schadow J, Lenz D, Thaerig S et al (2007a) Stimulus intensity affects early sensory processing: visual contrast modulates evoked gamma-band activity in human EEG. Int J Psychophysiol 66(1):28–36PubMedCrossRef Schadow J, Lenz D, Thaerig S et al (2007a) Stimulus intensity affects early sensory processing: visual contrast modulates evoked gamma-band activity in human EEG. Int J Psychophysiol 66(1):28–36PubMedCrossRef
Zurück zum Zitat Schadow J, Lenz D, Thaerig S et al (2007b) Stimulus intensity affects early sensory processing: sound intensity modulates auditory evoked gamma-band activity in human EEG. Int J Psychophysiol 65(2):152–161PubMedCrossRef Schadow J, Lenz D, Thaerig S et al (2007b) Stimulus intensity affects early sensory processing: sound intensity modulates auditory evoked gamma-band activity in human EEG. Int J Psychophysiol 65(2):152–161PubMedCrossRef
Zurück zum Zitat Schwarzkopf DS, Robertson DJ, Song C et al (2012) The frequency of visually induced gamma-band oscillations depends on the size of early human visual cortex. J Neurosci 32(4):1507–1512PubMedCentralPubMedCrossRef Schwarzkopf DS, Robertson DJ, Song C et al (2012) The frequency of visually induced gamma-band oscillations depends on the size of early human visual cortex. J Neurosci 32(4):1507–1512PubMedCentralPubMedCrossRef
Zurück zum Zitat Vida I, Bartos M, Jonas P (2006) Shunting inhibition improves robustness of gamma oscillations in hippocampal interneuron networks by homogenizing firing rates. Neuron 49:107–117PubMedCrossRef Vida I, Bartos M, Jonas P (2006) Shunting inhibition improves robustness of gamma oscillations in hippocampal interneuron networks by homogenizing firing rates. Neuron 49:107–117PubMedCrossRef
Zurück zum Zitat Wang XJ, Buzsáki G (1996) Gamma oscillation by synaptic inhibition in a hippocampal interneuronal network model. J Neurosci 16(20):6402–6413PubMed Wang XJ, Buzsáki G (1996) Gamma oscillation by synaptic inhibition in a hippocampal interneuronal network model. J Neurosci 16(20):6402–6413PubMed
Zurück zum Zitat Wang Z, Wong WK (2013) Key role of voltage-dependent properties of synaptic currents in robust network synchronization. Neural Networks 43:55–62PubMedCrossRef Wang Z, Wong WK (2013) Key role of voltage-dependent properties of synaptic currents in robust network synchronization. Neural Networks 43:55–62PubMedCrossRef
Zurück zum Zitat Wang Z, Fan H, Aihara K (2011) Three synaptic components contributing to robust network synchronization. Phys Rev E 83:051905CrossRef Wang Z, Fan H, Aihara K (2011) Three synaptic components contributing to robust network synchronization. Phys Rev E 83:051905CrossRef
Zurück zum Zitat Womelsdorf T, Fries P, Mitra PP, Desimone R (2006) Gamma-band synchronization in visual cortex predicts speed of change detection. Nature 439:733–736PubMedCrossRef Womelsdorf T, Fries P, Mitra PP, Desimone R (2006) Gamma-band synchronization in visual cortex predicts speed of change detection. Nature 439:733–736PubMedCrossRef
Metadaten
Titel
A new regime for highly robust gamma oscillation with co-exist of accurate and weak synchronization in excitatory–inhibitory networks
verfasst von
Zhijie Wang
Hong Fan
Fang Han
Publikationsdatum
01.08.2014
Verlag
Springer Netherlands
Erschienen in
Cognitive Neurodynamics / Ausgabe 4/2014
Print ISSN: 1871-4080
Elektronische ISSN: 1871-4099
DOI
https://doi.org/10.1007/s11571-014-9290-4

Weitere Artikel der Ausgabe 4/2014

Cognitive Neurodynamics 4/2014 Zur Ausgabe

Neuer Inhalt