Skip to main content
Erschienen in: Cognitive Neurodynamics 2/2013

01.04.2013 | Research Article

Computer simulations of synchrony and oscillations evoked by two coherent inputs

verfasst von: Osamu Araki

Erschienen in: Cognitive Neurodynamics | Ausgabe 2/2013

Einloggen

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

search-config
loading …

Abstract

Coherent oscillations have been reported in multiple cortical areas. This study examines the characteristics of output spikes through computer simulations when the neural network model receives periodic/aperiodic spatiotemporal spikes with modulated/constant populational activity from two pathways. Synchronous oscillations which have the same period as the input are observed in response to periodic input patterns regardless of populational activity. The results confirm that the output frequency of synchrony is essentially determined by the period of the repeated input patterns. On the other hand, weak periodic outputs are observed when aperiodic spikes are input with modulated populational activity. In this case, higher firing rates are necessary to input for higher frequency oscillations. The spike-timing-dependent plasticity suppresses the spikes which do not contribute to the synchrony for periodic inputs. This effect corresponds to the experimental reports that learning sharpens the synchrony in the motor cortex. These results suggest that spatiotemporal spike patterns should be entrained on modulated populational activity to transmit oscillatory information effectively in the convergent pathway.

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 Andersen RA, Buneo CA (2002) Intentional maps in posteror parietal cortex. Annu Rev Neurosci 25:189–220PubMedCrossRef Andersen RA, Buneo CA (2002) Intentional maps in posteror parietal cortex. Annu Rev Neurosci 25:189–220PubMedCrossRef
Zurück zum Zitat Araki O, Aihara K (2001) Dual information representation with stable firing rates and chaotic spatiotemporal spike patterns in a neural network model. Neural Comput 13(12):2799–2822PubMedCrossRef Araki O, Aihara K (2001) Dual information representation with stable firing rates and chaotic spatiotemporal spike patterns in a neural network model. Neural Comput 13(12):2799–2822PubMedCrossRef
Zurück zum Zitat Bair W, Koch C, Newsome W, Britten K (1994) Power spectrum analysis of bursting cells in area MT in the behaving monkey. J Neurosci 14(5):2870–2892PubMed Bair W, Koch C, Newsome W, Britten K (1994) Power spectrum analysis of bursting cells in area MT in the behaving monkey. J Neurosci 14(5):2870–2892PubMed
Zurück zum Zitat Bi G, Poo M (1999) Distributed synaptic modification in neural networks induced by patterned stimulation. Nature 401:792–796PubMedCrossRef Bi G, Poo M (1999) Distributed synaptic modification in neural networks induced by patterned stimulation. Nature 401:792–796PubMedCrossRef
Zurück zum Zitat Braitenberg V, Schüz A (1991) Anatomy of the cortex. Springer, Berlin Braitenberg V, Schüz A (1991) Anatomy of the cortex. Springer, Berlin
Zurück zum Zitat Chyne D, Bells S, Ferrari P, Gaetz W, Bostan AC (2008) Self-paced movements induce high-frequency gamma oscillations in primary cortex. NeuroImage 42:332–342CrossRef Chyne D, Bells S, Ferrari P, Gaetz W, Bostan AC (2008) Self-paced movements induce high-frequency gamma oscillations in primary cortex. NeuroImage 42:332–342CrossRef
Zurück zum Zitat Cossart R, Aronov D, Yuste R (2003) Attractor dynamics of network UP states in the neocortex. Nature 423:283–288PubMedCrossRef Cossart R, Aronov D, Yuste R (2003) Attractor dynamics of network UP states in the neocortex. Nature 423:283–288PubMedCrossRef
Zurück zum Zitat Cunnington R, Windischberger C, Deecke L, Moser E (2002) The preparation and execution of self-initiated and externally-triggered movement: a study of event-related fMRI. NeuroImage 15:373–385PubMedCrossRef Cunnington R, Windischberger C, Deecke L, Moser E (2002) The preparation and execution of self-initiated and externally-triggered movement: a study of event-related fMRI. NeuroImage 15:373–385PubMedCrossRef
Zurück zum Zitat Destexhe A, Contreras D (2006) Neuronal computations with stochastic network states. Science 314:85–90PubMedCrossRef Destexhe A, Contreras D (2006) Neuronal computations with stochastic network states. Science 314:85–90PubMedCrossRef
Zurück zum Zitat Foster BL, Bojak I, Liley DTJ (2008) Population based models of cortical drug response: insights from anaesthesia. Cogn Neurodyn 2:283–296PubMedCrossRef Foster BL, Bojak I, Liley DTJ (2008) Population based models of cortical drug response: insights from anaesthesia. Cogn Neurodyn 2:283–296PubMedCrossRef
Zurück zum Zitat Freche D, Pannasch U, Rouach N, Holcman D (2011) Synapse geometry and receptor dynamics modulate synaptic strength. PLoS One 6(10):1–15CrossRef Freche D, Pannasch U, Rouach N, Holcman D (2011) Synapse geometry and receptor dynamics modulate synaptic strength. PLoS One 6(10):1–15CrossRef
Zurück zum Zitat Fries P (2009) Neuronal gamma-band synchronization as a fundamental process in cortical computation. Annu Rev Neurosci 32:209–224PubMedCrossRef Fries P (2009) Neuronal gamma-band synchronization as a fundamental process in cortical computation. Annu Rev Neurosci 32:209–224PubMedCrossRef
Zurück zum Zitat Grammont F, Riehle A (2003) Spike synchronization and firng rate in a population of motor cortical neurons to movement direction and reaction time. Biol Cybern 88:360–373PubMedCrossRef Grammont F, Riehle A (2003) Spike synchronization and firng rate in a population of motor cortical neurons to movement direction and reaction time. Biol Cybern 88:360–373PubMedCrossRef
Zurück zum Zitat Guo D (2011) Inhibition of rhythmic spiking by colored noise in neural systems. Cogn Neurodyn 5:293–300PubMedCrossRef Guo D (2011) Inhibition of rhythmic spiking by colored noise in neural systems. Cogn Neurodyn 5:293–300PubMedCrossRef
Zurück zum Zitat Harris KD, Csicsvari J, Hirase H, Dragoi G, Buzsáki G (2003) Organization of cell assemblies in the hippocampus. Nature 424:552–556 Harris KD, Csicsvari J, Hirase H, Dragoi G, Buzsáki G (2003) Organization of cell assemblies in the hippocampus. Nature 424:552–556
Zurück zum Zitat Hatsopoulos NG, Ojakangas CL, Paninski L, Donoghue JP (1998) Information about movement direction obtained from synchronous activity of motor cortical neurons. Proc Natl Acad Sci USA 95:15706–15711PubMedCrossRef Hatsopoulos NG, Ojakangas CL, Paninski L, Donoghue JP (1998) Information about movement direction obtained from synchronous activity of motor cortical neurons. Proc Natl Acad Sci USA 95:15706–15711PubMedCrossRef
Zurück zum Zitat Hosaka R, Araki O, Ikeguchi T (2008) STDP provides the substrate for igniting synfire chains by spatiotemporal input patterns. Neural Comput 20:415–435PubMedCrossRef Hosaka R, Araki O, Ikeguchi T (2008) STDP provides the substrate for igniting synfire chains by spatiotemporal input patterns. Neural Comput 20:415–435PubMedCrossRef
Zurück zum Zitat Ikegaya Y, Aaron G, Cossart R, Aronov D, Lampl I, Ferster D, Yuste R (2004) Synfire chains and cortical songs: temporal modules of cortical activity. Science 304:559–564PubMedCrossRef Ikegaya Y, Aaron G, Cossart R, Aronov D, Lampl I, Ferster D, Yuste R (2004) Synfire chains and cortical songs: temporal modules of cortical activity. Science 304:559–564PubMedCrossRef
Zurück zum Zitat Isoda M, Hikosaka O (2007) Switching from automatic to controlled action by monkey medial frontal cortex. Nat Neurosci 10:240–248PubMedCrossRef Isoda M, Hikosaka O (2007) Switching from automatic to controlled action by monkey medial frontal cortex. Nat Neurosci 10:240–248PubMedCrossRef
Zurück zum Zitat Kilavik BE, Roux S, Ponce-Alvarez A, Confais J, Grün S, Riehle A (2009) Long-term modifications in motor cortical dynamics induced by intensive practice. J Neurosci 29(40):12653–12663PubMedCrossRef Kilavik BE, Roux S, Ponce-Alvarez A, Confais J, Grün S, Riehle A (2009) Long-term modifications in motor cortical dynamics induced by intensive practice. J Neurosci 29(40):12653–12663PubMedCrossRef
Zurück zum Zitat Kitano K, Fukai T (2004) Temporal characteristics of the predictive synchronous firing modeled by spike-timing-dependent plasticity. Learn Mem 11:267–276PubMedCrossRef Kitano K, Fukai T (2004) Temporal characteristics of the predictive synchronous firing modeled by spike-timing-dependent plasticity. Learn Mem 11:267–276PubMedCrossRef
Zurück zum Zitat Kurata K, Tanji J (1985) Contrasting neuronal activity in supplementary and precentral motor cortex of monkeys. II. Responses to movement triggering vs. nontriggering sensory signals. J Neurophysiol 53(1):142–152PubMed Kurata K, Tanji J (1985) Contrasting neuronal activity in supplementary and precentral motor cortex of monkeys. II. Responses to movement triggering vs. nontriggering sensory signals. J Neurophysiol 53(1):142–152PubMed
Zurück zum Zitat Lebedev MA, Wise SP (2000) Oscillations in the premotor cortex: single-unit activity from awake, behaving monkeys. Exp Brain Res 130:195–215PubMedCrossRef Lebedev MA, Wise SP (2000) Oscillations in the premotor cortex: single-unit activity from awake, behaving monkeys. Exp Brain Res 130:195–215PubMedCrossRef
Zurück zum Zitat Lee D (2003) Coherent oscillations in neuronal activity of the supplementary motor area during a visuomotor task. J Neurosci 23(17):6798–6809PubMed Lee D (2003) Coherent oscillations in neuronal activity of the supplementary motor area during a visuomotor task. J Neurosci 23(17):6798–6809PubMed
Zurück zum Zitat Lee D (2004) Behavioral context and coherent oscillations in the supplementary motor area. J Neurosci 24(18):4453–4459PubMedCrossRef Lee D (2004) Behavioral context and coherent oscillations in the supplementary motor area. J Neurosci 24(18):4453–4459PubMedCrossRef
Zurück zum Zitat Lu M, Preston JB, Strick PL (1994) Interconnections between the prefrontal cortex and the premotor areas in the frontal lobe. J Comp Neurol 341:375–392PubMedCrossRef Lu M, Preston JB, Strick PL (1994) Interconnections between the prefrontal cortex and the premotor areas in the frontal lobe. J Comp Neurol 341:375–392PubMedCrossRef
Zurück zum Zitat Markram H, Lübke J, Frotscher M, Sakmann B (1996) Regulation of synaptic efficacy by coincidence of postsynaptic APs and EPSPs. Science 275:213–215CrossRef Markram H, Lübke J, Frotscher M, Sakmann B (1996) Regulation of synaptic efficacy by coincidence of postsynaptic APs and EPSPs. Science 275:213–215CrossRef
Zurück zum Zitat Ohara S, Mima T, Baba K, Ikeda A, Kunieda T, Matsumoto R, Yamamoto J, Matsuhashi M, Nagamine T, Hirasawa K, Hori T, Mihara T, Hashimoto N, Salenius S, Shibasaki H (2001) Increased synchronization of cortical oscillatory activities between human supplementary motor and primary sensorimotor areas during voluntary movements. J Neurosci 21(23):9377–9386PubMed Ohara S, Mima T, Baba K, Ikeda A, Kunieda T, Matsumoto R, Yamamoto J, Matsuhashi M, Nagamine T, Hirasawa K, Hori T, Mihara T, Hashimoto N, Salenius S, Shibasaki H (2001) Increased synchronization of cortical oscillatory activities between human supplementary motor and primary sensorimotor areas during voluntary movements. J Neurosci 21(23):9377–9386PubMed
Zurück zum Zitat Petrides M, Pandya DN (2002) Association pathways of the prefrontal cortex and functional observations. In: Stuss DT, Knight RT (eds) Principles of frontal lobe function. Oxford University Press, New York, pp 31–50CrossRef Petrides M, Pandya DN (2002) Association pathways of the prefrontal cortex and functional observations. In: Stuss DT, Knight RT (eds) Principles of frontal lobe function. Oxford University Press, New York, pp 31–50CrossRef
Zurück zum Zitat Petrides M, Pandya DN (2007) Efferent association pathways from the rostral prefrontal cortex in the macaque monkey. J Neurosci 27(43):11573–11586PubMedCrossRef Petrides M, Pandya DN (2007) Efferent association pathways from the rostral prefrontal cortex in the macaque monkey. J Neurosci 27(43):11573–11586PubMedCrossRef
Zurück zum Zitat Riehle A, Grün S, Diesmann M, Aertsen A (1997) Spike synchronization and rate modulation differentially involved in motor cortical function. Science 278(5345):1950–1953PubMedCrossRef Riehle A, Grün S, Diesmann M, Aertsen A (1997) Spike synchronization and rate modulation differentially involved in motor cortical function. Science 278(5345):1950–1953PubMedCrossRef
Zurück zum Zitat Rizzolatti G, Luppino G, Matelli M (1998) The organization of the cortical motor system: new concepts. Electroencephalogr Clin Neurophysiol 106:283–296PubMedCrossRef Rizzolatti G, Luppino G, Matelli M (1998) The organization of the cortical motor system: new concepts. Electroencephalogr Clin Neurophysiol 106:283–296PubMedCrossRef
Zurück zum Zitat Rodriguez R, Kallenbach U, Singer W, Munk MH (2004) Short- and long-term effects of cholinergic modulation on gamma oscillations and response synchronization in the visual cortex. J Neurosci 24(46):10369–10378PubMedCrossRef Rodriguez R, Kallenbach U, Singer W, Munk MH (2004) Short- and long-term effects of cholinergic modulation on gamma oscillations and response synchronization in the visual cortex. J Neurosci 24(46):10369–10378PubMedCrossRef
Zurück zum Zitat Roelfsema PR, Engel AK, König P, Singer W (1997) Visuomotor integration is associated with zero time-lag synchronization among cortical areas. Nature 385:157–161PubMedCrossRef Roelfsema PR, Engel AK, König P, Singer W (1997) Visuomotor integration is associated with zero time-lag synchronization among cortical areas. Nature 385:157–161PubMedCrossRef
Zurück zum Zitat Sakai K, Hikosaka O, Miyauchi S, Sasaki Y, Fujimaki N, Pütz B (1996) Presupplementary motor area activation during sequence learning reflects visuo-motor association. J Neurosci 19(RC1):1–6 Sakai K, Hikosaka O, Miyauchi S, Sasaki Y, Fujimaki N, Pütz B (1996) Presupplementary motor area activation during sequence learning reflects visuo-motor association. J Neurosci 19(RC1):1–6
Zurück zum Zitat Schütt M, Claussen JC (2012) Desynchronizing effect of high-frequency stimulation in a generic cortical network model. Cogn Neurodyn 6:343–351CrossRef Schütt M, Claussen JC (2012) Desynchronizing effect of high-frequency stimulation in a generic cortical network model. Cogn Neurodyn 6:343–351CrossRef
Zurück zum Zitat Selemon LD, Goldman-Rakic PS (1988) Common cortical and subcortical targets of the dorsolateral prefrontal and posterior parietal cortices in the rhesus monkey: evidence for a distributed neural network subserving spatially guided behavior. J Neurosci 8(11):4049–4068PubMed Selemon LD, Goldman-Rakic PS (1988) Common cortical and subcortical targets of the dorsolateral prefrontal and posterior parietal cortices in the rhesus monkey: evidence for a distributed neural network subserving spatially guided behavior. J Neurosci 8(11):4049–4068PubMed
Zurück zum Zitat Shu Y, Hasenstaub A, McCormick DA (2003) Turning on and off recurrent balanced cortical activity. Nature 423:288–293PubMedCrossRef Shu Y, Hasenstaub A, McCormick DA (2003) Turning on and off recurrent balanced cortical activity. Nature 423:288–293PubMedCrossRef
Zurück zum Zitat Singer W (1999) Neuronal synchrony: a versatile code for the definition of relations? Neuron 24:49–65PubMedCrossRef Singer W (1999) Neuronal synchrony: a versatile code for the definition of relations? Neuron 24:49–65PubMedCrossRef
Zurück zum Zitat Singer W (2009) Distributed processing and temporal codes in neuronal networks. Cogn Neurodyn 3:189–196PubMedCrossRef Singer W (2009) Distributed processing and temporal codes in neuronal networks. Cogn Neurodyn 3:189–196PubMedCrossRef
Zurück zum Zitat Softky WR, Koch C (1993) The highly irregular firing of cortical cells is inconsistent with temporal integration of random EPSPs. J Neurosci 13(1):334–350PubMed Softky WR, Koch C (1993) The highly irregular firing of cortical cells is inconsistent with temporal integration of random EPSPs. J Neurosci 13(1):334–350PubMed
Zurück zum Zitat Song S, Miller KD, Abbott LF (2000) Competitive hebbian learning through spike-timing-dependent synaptic plasticity. Nat Neurosci 3:919–926PubMedCrossRef Song S, Miller KD, Abbott LF (2000) Competitive hebbian learning through spike-timing-dependent synaptic plasticity. Nat Neurosci 3:919–926PubMedCrossRef
Zurück zum Zitat Steriade M, Contreras D, Amzica F, Timofeev I (1996) Synchronization of fast (30–40 Hz) spontaneous oscillations in intrathalamic and thalamocortical networks. J Neurosci 16(8):2788–2808PubMed Steriade M, Contreras D, Amzica F, Timofeev I (1996) Synchronization of fast (30–40 Hz) spontaneous oscillations in intrathalamic and thalamocortical networks. J Neurosci 16(8):2788–2808PubMed
Zurück zum Zitat Tanji J, Shima K (1994) Role for supplementary motor area cells in planning several movements ahead. Nature 371:413–416PubMedCrossRef Tanji J, Shima K (1994) Role for supplementary motor area cells in planning several movements ahead. Nature 371:413–416PubMedCrossRef
Zurück zum Zitat Tanji J, Kurata K (1985) Contrasting neuronal activity in supplementary and precentral motor cortex of monkeys. I. Responses to instructions determining motor responses to forthcoming signals of different modalities. J Neurophysiol 53:129–141PubMed Tanji J, Kurata K (1985) Contrasting neuronal activity in supplementary and precentral motor cortex of monkeys. I. Responses to instructions determining motor responses to forthcoming signals of different modalities. J Neurophysiol 53:129–141PubMed
Zurück zum Zitat Vaadia E, Haalman I, Abeles M, Bergman H, Prut Y, Slovin H, Aertsen A (1995) Dynamics of neuronal interactions in monkey cortex in relation to behavioural events. Nature 373:515–518PubMedCrossRef Vaadia E, Haalman I, Abeles M, Bergman H, Prut Y, Slovin H, Aertsen A (1995) Dynamics of neuronal interactions in monkey cortex in relation to behavioural events. Nature 373:515–518PubMedCrossRef
Zurück zum Zitat Weigenand A, Martinetz T, Claussen JC (2012) The phase response of the cortical slow oscillation. Cogn Neurodyn 6:367–375CrossRef Weigenand A, Martinetz T, Claussen JC (2012) The phase response of the cortical slow oscillation. Cogn Neurodyn 6:367–375CrossRef
Zurück zum Zitat Wise SP, Boussaoud D, Johnson PB, Caminiti R (1997) Premotor and parietal cortex: corticocortical connectivity and combinatorial computations. Annu Rev Neurosci 20:25–42PubMedCrossRef Wise SP, Boussaoud D, Johnson PB, Caminiti R (1997) Premotor and parietal cortex: corticocortical connectivity and combinatorial computations. Annu Rev Neurosci 20:25–42PubMedCrossRef
Metadaten
Titel
Computer simulations of synchrony and oscillations evoked by two coherent inputs
verfasst von
Osamu Araki
Publikationsdatum
01.04.2013
Verlag
Springer Netherlands
Erschienen in
Cognitive Neurodynamics / Ausgabe 2/2013
Print ISSN: 1871-4080
Elektronische ISSN: 1871-4099
DOI
https://doi.org/10.1007/s11571-012-9227-8

Weitere Artikel der Ausgabe 2/2013

Cognitive Neurodynamics 2/2013 Zur Ausgabe

Neuer Inhalt