576 research outputs found

    Potential mechanisms for imperfect synchronization in parkinsonian basal ganglia

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    Neural activity in the brain of parkinsonian patients is characterized by the intermittently synchronized oscillatory dynamics. This imperfect synchronization, observed in the beta frequency band, is believed to be related to the hypokinetic motor symptoms of the disorder. Our study explores potential mechanisms behind this intermittent synchrony. We study the response of a bursting pallidal neuron to different patterns of synaptic input from subthalamic nucleus (STN) neuron. We show how external globus pallidus (GPe) neuron is sensitive to the phase of the input from the STN cell and can exhibit intermittent phase-locking with the input in the beta band. The temporal properties of this intermittent phase-locking show similarities to the intermittent synchronization observed in experiments. We also study the synchronization of GPe cells to synaptic input from the STN cell with dependence on the dopamine-modulated parameters. Dopamine also affects the cellular properties of neurons. We show how the changes in firing patterns of STN neuron due to the lack of dopamine may lead to transition from a lower to a higher coherent state, roughly matching the synchrony levels observed in basal ganglia in normal and parkinsonian states. The intermittent nature of the neural beta band synchrony in Parkinson's disease is achieved in the model due to the interplay of the timing of STN input to pallidum and pallidal neuronal dynamics, resulting in sensitivity of pallidal output to the phase of the arriving STN input. Thus the mechanism considered here (the change in firing pattern of subthalamic neurons through the dopamine-induced change of membrane properties) may be one of the potential mechanisms responsible for the generation of the intermittent synchronization observed in Parkinson's disease.Comment: 27 pages, 9 figure

    Interacting Turing-Hopf Instabilities Drive Symmetry-Breaking Transitions in a Mean-Field Model of the Cortex: A Mechanism for the Slow Oscillation

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    Electrical recordings of brain activity during the transition from wake to anesthetic coma show temporal and spectral alterations that are correlated with gross changes in the underlying brain state. Entry into anesthetic unconsciousness is signposted by the emergence of large, slow oscillations of electrical activity (â‰Č1  Hz) similar to the slow waves observed in natural sleep. Here we present a two-dimensional mean-field model of the cortex in which slow spatiotemporal oscillations arise spontaneously through a Turing (spatial) symmetry-breaking bifurcation that is modulated by a Hopf (temporal) instability. In our model, populations of neurons are densely interlinked by chemical synapses, and by interneuronal gap junctions represented as an inhibitory diffusive coupling. To demonstrate cortical behavior over a wide range of distinct brain states, we explore model dynamics in the vicinity of a general-anesthetic-induced transition from “wake” to “coma.” In this region, the system is poised at a codimension-2 point where competing Turing and Hopf instabilities coexist. We model anesthesia as a moderate reduction in inhibitory diffusion, paired with an increase in inhibitory postsynaptic response, producing a coma state that is characterized by emergent low-frequency oscillations whose dynamics is chaotic in time and space. The effect of long-range axonal white-matter connectivity is probed with the inclusion of a single idealized point-to-point connection. We find that the additional excitation from the long-range connection can provoke seizurelike bursts of cortical activity when inhibitory diffusion is weak, but has little impact on an active cortex. Our proposed dynamic mechanism for the origin of anesthetic slow waves complements—and contrasts with—conventional explanations that require cyclic modulation of ion-channel conductances. We postulate that a similar bifurcation mechanism might underpin the slow waves of natural sleep and comment on the possible consequences of chaotic dynamics for memory processing and learning

    Coupled Oscillations Mediate Directed Interactions between Prefrontal Cortex and Hippocampus of the Neonatal Rat

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    SummaryThe coactivation of prefrontal and hippocampal networks in oscillatory rhythms is critical for precise information flow in mnemonic and executive tasks, yet the mechanisms governing its development are still unknown. Here, we demonstrate that already in neonatal rats, patterns of discontinuous oscillatory activity precisely entrain the firing of prefrontal neurons and have distinct spatial and temporal organization over cingulate and prelimbic cortices. Moreover, we show that hippocampal theta bursts drive the generation of neonatal prefrontal oscillations by phase-locking the neuronal firing via axonal pathways. Consequently, functional impairment of the hippocampus reduces the prefrontal activity. With ongoing maturation continuous theta-gamma oscillations emerge and mutually entrain the prejuvenile prefrontal-hippocampal networks. Thus, theta-modulated communication within developing prefrontal-hippocampal networks may be relevant for circuitry refinement and maturation of functional units underlying information storage at adulthood

    Interacting Turing-Hopf Instabilities Drive Symmetry-Breaking Transitions in a Mean-Field Model of the Cortex: A Mechanism for the Slow Oscillation

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    Electrical recordings of brain activity during the transition from wake to anesthetic coma show temporal and spectral alterations that are correlated with gross changes in the underlying brain state. Entry into anesthetic unconsciousness is signposted by the emergence of large, slow oscillations of electrical activity (â‰Č1  Hz) similar to the slow waves observed in natural sleep. Here we present a two-dimensional mean-field model of the cortex in which slow spatiotemporal oscillations arise spontaneously through a Turing (spatial) symmetry-breaking bifurcation that is modulated by a Hopf (temporal) instability. In our model, populations of neurons are densely interlinked by chemical synapses, and by interneuronal gap junctions represented as an inhibitory diffusive coupling. To demonstrate cortical behavior over a wide range of distinct brain states, we explore model dynamics in the vicinity of a general-anesthetic-induced transition from “wake” to “coma.” In this region, the system is poised at a codimension-2 point where competing Turing and Hopf instabilities coexist. We model anesthesia as a moderate reduction in inhibitory diffusion, paired with an increase in inhibitory postsynaptic response, producing a coma state that is characterized by emergent low-frequency oscillations whose dynamics is chaotic in time and space. The effect of long-range axonal white-matter connectivity is probed with the inclusion of a single idealized point-to-point connection. We find that the additional excitation from the long-range connection can provoke seizurelike bursts of cortical activity when inhibitory diffusion is weak, but has little impact on an active cortex. Our proposed dynamic mechanism for the origin of anesthetic slow waves complements—and contrasts with—conventional explanations that require cyclic modulation of ion-channel conductances. We postulate that a similar bifurcation mechanism might underpin the slow waves of natural sleep and comment on the possible consequences of chaotic dynamics for memory processing and learning

    Theta Phase Segregation of Input-Specific Gamma Patterns in Entorhinal-Hippocampal Networks

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    Precisely how rhythms support neuronal communication remains obscure. We investigated interregional coordination of gamma oscillations using high-density electrophysiological recordings in the rat hippocampus and entorhinal cortex. We found that 30–80 Hz gamma dominated CA1 local field potentials (LFPs) on the descending phase of CA1 theta waves during navigation, with 60–120 Hz gamma at the theta peak. These signals corresponded to CA3 and entorhinal input, respectively. Above 50 Hz, interregional phase-synchronization of principal cell spikes occurred mostly for LFPs in the axonal target domain. CA1 pyramidal cells were phase-locked mainly to fast gamma (>100 Hz) LFP patterns restricted to CA1, which were strongest at the theta trough. While theta phase coordination of spiking across entorhinal-hippocampal regions depended on memory demands, LFP gamma patterns below 100 Hz in the hippocampus were consistently layer specific and largely reflected afferent activity. Gamma synchronization as a mechanism for interregional communication thus rapidly loses efficacy at higher frequencies

    Sound processing in the mouse auditory cortex: organization, modulation, and transformation

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    The auditory system begins with the cochlea, a frequency analyzer and signal amplifier with exquisite precision. As neural information travels towards higher brain regions, the encoding becomes less faithful to the sound waveform itself and more influenced by non-sensory factors such as top-down attentional modulation, local feedback modulation, and long-term changes caused by experience. At the level of auditory cortex (ACtx), such influences exhibit at multiple scales from single neurons to cortical columns to topographic maps, and are known to be linked with critical processes such as auditory perception, learning, and memory. How the ACtx integrates a wealth of diverse inputs while supporting adaptive and reliable sound representations is an important unsolved question in auditory neuroscience. This dissertation tackles this question using the mouse as an animal model. We begin by describing a detailed functional map of receptive fields within the mouse ACtx. Focusing on the frequency tuning properties, we demonstrated a robust tonotopic organization in the core ACtx fields (A1 and AAF) across cortical layers, neural signal types, and anesthetic states, confirming the columnar organization of basic sound processing in ACtx. We then studied the bottom-up input to ACtx columns by optogenetically activating the inferior colliculus (IC), and observed feedforward neuronal activity in the frequency-matched column, which also induced clear auditory percepts in behaving mice. Next, we used optogenetics to study layer 6 corticothalamic neurons (L6CT) that project heavily to the thalamus and upper layers of ACtx. We found that L6CT activation biases sound perception towards either enhanced detection or discrimination depending on its relative timing with respect to the sound, a process that may support dynamic filtering of auditory information. Finally, we optogenetically isolated cholinergic neurons in the basal forebrain (BF) that project to ACtx and studied their involvement in columnar ACtx plasticity during associative learning. In contrast to previous notions that BF just encodes reward and punishment, we observed clear auditory responses from the cholinergic neurons, which exhibited rapid learning-induced plasticity, suggesting that BF may provide a key instructive signal to drive adaptive plasticity in ACtx

    Irregular speech rate dissociates auditory cortical entrainment, evoked responses, and frontal alpha

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    The entrainment of slow rhythmic auditory cortical activity to the temporal regularities in speech is considered to be a central mechanism underlying auditory perception. Previous work has shown that entrainment is reduced when the quality of the acoustic input is degraded, but has also linked rhythmic activity at similar time scales to the encoding of temporal expectations. To understand these bottom-up and top-down contributions to rhythmic entrainment, we manipulated the temporal predictive structure of speech by parametrically altering the distribution of pauses between syllables or words, thereby rendering the local speech rate irregular while preserving intelligibility and the envelope fluctuations of the acoustic signal. Recording EEG activity in human participants, we found that this manipulation did not alter neural processes reflecting the encoding of individual sound transients, such as evoked potentials. However, the manipulation significantly reduced the fidelity of auditory delta (but not theta) band entrainment to the speech envelope. It also reduced left frontal alpha power and this alpha reduction was predictive of the reduced delta entrainment across participants. Our results show that rhythmic auditory entrainment in delta and theta bands reflect functionally distinct processes. Furthermore, they reveal that delta entrainment is under top-down control and likely reflects prefrontal processes that are sensitive to acoustical regularities rather than the bottom-up encoding of acoustic features

    Sound processing in the mouse auditory cortex: organization, modulation, and transformation

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    The auditory system begins with the cochlea, a frequency analyzer and signal amplifier with exquisite precision. As neural information travels towards higher brain regions, the encoding becomes less faithful to the sound waveform itself and more influenced by non-sensory factors such as top-down attentional modulation, local feedback modulation, and long-term changes caused by experience. At the level of auditory cortex (ACtx), such influences exhibit at multiple scales from single neurons to cortical columns to topographic maps, and are known to be linked with critical processes such as auditory perception, learning, and memory. How the ACtx integrates a wealth of diverse inputs while supporting adaptive and reliable sound representations is an important unsolved question in auditory neuroscience. This dissertation tackles this question using the mouse as an animal model. We begin by describing a detailed functional map of receptive fields within the mouse ACtx. Focusing on the frequency tuning properties, we demonstrated a robust tonotopic organization in the core ACtx fields (A1 and AAF) across cortical layers, neural signal types, and anesthetic states, confirming the columnar organization of basic sound processing in ACtx. We then studied the bottom-up input to ACtx columns by optogenetically activating the inferior colliculus (IC), and observed feedforward neuronal activity in the frequency-matched column, which also induced clear auditory percepts in behaving mice. Next, we used optogenetics to study layer 6 corticothalamic neurons (L6CT) that project heavily to the thalamus and upper layers of ACtx. We found that L6CT activation biases sound perception towards either enhanced detection or discrimination depending on its relative timing with respect to the sound, a process that may support dynamic filtering of auditory information. Finally, we optogenetically isolated cholinergic neurons in the basal forebrain (BF) that project to ACtx and studied their involvement in columnar ACtx plasticity during associative learning. In contrast to previous notions that BF just encodes reward and punishment, we observed clear auditory responses from the cholinergic neurons, which exhibited rapid learning-induced plasticity, suggesting that BF may provide a key instructive signal to drive adaptive plasticity in ACtx

    Space in the brain

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    Slow-wave sleep : generation and propagation of slow waves, role in long-term plasticity and gating

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    Tableau d’honneur de la FacultĂ© des Ă©tudes supĂ©rieures et postdoctorales, 2012-2013.Le sommeil est connu pour rĂ©guler plusieurs fonctions importantes pour le cerveau et parmi celles-ci, il y a le blocage de l’information sensorielle par le thalamus et l’amĂ©lioration de la consolidation de la mĂ©moire. Le sommeil Ă  ondes lentes, en particulier, est considĂ©rĂ© ĂȘtre critique pour ces deux processus. Cependant, leurs mĂ©canismes physiologiques sont inconnus. Aussi, la marque Ă©lectrophysiologique distinctive du sommeil Ă  ondes lentes est la prĂ©sence d’ondes lentes de grande amplitude dans le potentiel de champ cortical et l’alternance entre des pĂ©riodes d’activitĂ©s synaptiques intenses pendant lesquelles les neurones corticaux sont dĂ©polarisĂ©s et dĂ©chargent plusieurs potentiels d’action et des pĂ©riodes silencieuses pendant lesquelles aucune dĂ©charge ne survient, les neurones corticaux sont hyperpolarisĂ©s et trĂšs peu d’activitĂ©s synaptiques sont observĂ©es. Tout d'abord, afin de mieux comprendre les Ă©tudes prĂ©sentĂ©es dans ce manuscrit, une introduction gĂ©nĂ©rale couvrant l'architecture du systĂšme thalamocortical et ses fonctions est prĂ©sentĂ©e. Celle-ci comprend une description des Ă©tats de vigilance, suivie d'une description des rythmes prĂ©sents dans le systĂšme thalamocortical au cours du sommeil Ă  ondes lentes, puis par une description des diffĂ©rents mĂ©canismes de plasticitĂ© synaptique, et enfin, deux hypothĂšses sur la façon dont le sommeil peut affecter la consolidation de la mĂ©moire sont prĂ©sentĂ©es. Puis, trois Ă©tudes sont prĂ©sentĂ©es et ont Ă©tĂ© conçues pour caractĂ©riser les propriĂ©tĂ©s de l'oscillation lente du sommeil Ă  ondes lentes. Dans la premiĂšre Ă©tude (chapitre II), nous avons montrĂ© que les pĂ©riodes d'activitĂ© (et de silence) se produisent de façon presque synchrone dans des neurones qui ont jusqu'Ă  12 mm de distance. Nous avons montrĂ© que l'activitĂ© Ă©tait initiĂ©e en un point focal et se propageait rapidement Ă  des sites corticaux voisins. Étonnamment, le dĂ©clenchement des Ă©tats silencieux Ă©tait encore plus synchronisĂ© que le dĂ©clenchement des Ă©tats actifs. L'hypothĂšse de travail pour la deuxiĂšme Ă©tude (chapitre III) Ă©tait que les Ă©tats actifs sont gĂ©nĂ©rĂ©s par une sommation de relĂąches spontanĂ©es de mĂ©diateurs. Utilisant diffĂ©rents enregistrements Ă  la fois chez des animaux anesthĂ©siĂ©s et chez d’autres non-anesthĂ©siĂ©s, nous avons montrĂ© qu’aucune dĂ©charge neuronale ne se produit dans le nĂ©ocortex pendant les Ă©tats silencieux du sommeil Ă  ondes lentes, mais certaines activitĂ©s synaptiques peuvent ii ĂȘtre observĂ©es avant le dĂ©but des Ă©tats actifs, ce qui Ă©tait en accord avec notre hypothĂšse. Nous avons Ă©galement montrĂ© que les neurones de la couche V Ă©taient les premiers Ă  entrer dans l’état actif pour la majoritĂ© des cycles, mais ce serait ainsi uniquement pour des raisons probabilistes; ces cellules Ă©tant Ă©quipĂ©es du plus grand nombre de contacts synaptiques parmi les neurones corticaux. Nous avons Ă©galement montrĂ© que le sommeil Ă  ondes lentes et l’anesthĂ©sie Ă  la kĂ©tamine-xylazine prĂ©sentent de nombreuses similitudes. Ayant utilisĂ© une combinaison d'enregistrements chez des animaux anesthĂ©siĂ©s Ă  la kĂ©tamine-xylazine et chez des animaux non-anesthĂ©siĂ©s, et parce que l'anesthĂ©sie Ă  la kĂ©tamine-xylazine est largement utilisĂ©e comme un modĂšle de sommeil Ă  ondes lentes, nous avons effectuĂ© des mesures quantitatives des diffĂ©rences entre les deux groupes d'enregistrements (chapitre IV). Nous avons trouvĂ© que l'oscillation lente Ă©tait beaucoup plus rythmique sous anesthĂ©sie et elle Ă©tait aussi plus cohĂ©rente entre des sites d’enregistrements distants en comparaison aux enregistrements de sommeil naturel. Sous anesthĂ©sie, les ondes lentes avaient Ă©galement une amplitude plus grande et une durĂ©e plus longue par rapport au sommeil Ă  ondes lentes. Toutefois, les ondes fuseaux (spindles) et gamma Ă©taient Ă©galement affectĂ©es par l'anesthĂ©sie. Dans l'Ă©tude suivante (Chapitre V), nous avons investiguĂ© le rĂŽle du sommeil Ă  ondes lentes dans la formation de la plasticitĂ© Ă  long terme dans le systĂšme thalamocortical. À l’aide de stimulations prĂ©-thalamiques de la voie somatosensorielle ascendante (fibres du lemnisque mĂ©dial) chez des animaux non-anesthĂ©siĂ©s, nous avons montrĂ© que le potentiel Ă©voquĂ© enregistrĂ© dans le cortex somatosensoriel Ă©tait augmentĂ© dans une pĂ©riode d’éveil suivant un Ă©pisode de sommeil Ă  ondes lentes par rapport Ă  l’épisode d’éveil prĂ©cĂ©dent et cette augmentation Ă©tait de longue durĂ©e. Nous avons Ă©galement montrĂ© que le sommeil paradoxal ne jouait pas un rĂŽle important dans cette augmentation d'amplitude des rĂ©ponses Ă©voquĂ©es. À l’aide d'enregistrements in vitro en mode cellule-entiĂšre, nous avons caractĂ©risĂ© le mĂ©canisme derriĂšre cette augmentation et ce mĂ©canisme est compatible avec la forme classique de potentiation Ă  long terme, car il nĂ©cessitait une activation Ă  la fois les rĂ©cepteurs NMDA et des rĂ©cepteurs AMPA, ainsi que la prĂ©sence de calcium dans le neurone post-synaptique. iii La derniĂšre Ă©tude incluse dans cette thĂšse (chapitre VI) a Ă©tĂ© conçue pour caractĂ©riser un possible mĂ©canisme physiologique de blocage sensoriel thalamique survenant pendant le sommeil. Les ondes fuseaux sont caractĂ©risĂ©es par la prĂ©sence de potentiels d’action calcique Ă  seuil bas et le calcium joue un rĂŽle essentiel dans la transmission synaptique. En utilisant plusieurs techniques expĂ©rimentales, nous avons vĂ©rifiĂ© l'hypothĂšse que ces potentiels d’action calciques pourraient causer un appauvrissement local de calcium dans l'espace extracellulaire ce qui affecterait la transmission synaptique. Nous avons montrĂ© que les canaux calciques responsables des potentiels d’action calciques Ă©taient localisĂ©s aux synapses et que, de fait, une diminution locale de la concentration extracellulaire de calcium se produit au cours d’un potentiel d’action calcique Ă  seuil bas spontanĂ© ou provoquĂ©, ce qui Ă©tait suffisant pour nuire Ă  la transmission synaptique. Nous concluons que l'oscillation lente est initiĂ©e en un point focal et se propage ensuite aux aires corticales voisines de façon presque synchrone, mĂȘme pour des cellules sĂ©parĂ©es par jusqu'Ă  12 mm de distance. Les Ă©tats actifs de cette oscillation proviennent d’une sommation de relĂąches spontanĂ©es de neuromĂ©diateurs (indĂ©pendantes des potentiels d’action) et cette sommation peut survenir dans tous neurones corticaux. Cependant, l’état actif est gĂ©nĂ©rĂ© plus souvent dans les neurones pyramidaux de couche V simplement pour des raisons probabilistes. Les deux types d’expĂ©riences (kĂ©tamine-xylazine et sommeil Ă  ondes lentes) ont montrĂ© plusieurs propriĂ©tĂ©s similaires, mais aussi quelques diffĂ©rences quantitatives. Nous concluons Ă©galement que l'oscillation lente joue un rĂŽle essentiel dans l'induction de plasticitĂ© Ă  long terme qui contribue trĂšs probablement Ă  la consolidation de la mĂ©moire. Les ondes fuseaux, un autre type d’ondes prĂ©sentes pendant le sommeil Ă  ondes lentes, contribuent au blocage thalamique de l'information sensorielle.Sleep is known to mediate several major functions in the brain and among them are the gating of sensory information during sleep and the sleep-related improvement in memory consolidation. Slow-wave sleep in particular is thought to be critical for both of these processes. However, their physiological mechanisms are unknown. Also, the electrophysiological hallmark of slow-wave sleep is the presence of large amplitude slow waves in the cortical local field potential and the alternation of periods of intense synaptic activity in which cortical neurons are depolarized and fire action potentials and periods of silence in which no firing occurs, cortical neurons are hyperpolarized, and very little synaptic activities are observed. First, in order to better understand the studies presented in this manuscript, a general introduction covering the thalamocortical system architecture and function is presented, which includes a description of the states of vigilance, followed by a description of the rhythms present in the thalamocortical system during slow-wave sleep, then by a description of the mechanisms of synaptic plasticity, and finally two hypotheses about how sleep might affect the consolidation of memory are presented. Then, three studies are presented and were designed to characterize the properties of the sleep slow oscillation. In the first study (Chapter II), we showed that periods of activity (and silence) occur almost synchronously in neurons that are separated by up to 12 mm. The activity was initiated in a focal point and rapidly propagated to neighboring sites. Surprisingly, the onsets of silent states were even more synchronous than onsets of active states. The working hypothesis for the second study (Chapter III) was that active states are generated by a summation of spontaneous mediator releases. Using different recordings in both anesthetized and non-anesthetized animals, we showed that no neuronal firing occurs in the neocortex during silent states of slow-wave sleep but some synaptic activities might be observed prior to the onset of active states, which was in agreement with our hypothesis. We also showed that layer V neurons were leading the onset of active states in most of the cycles but this would be due to probabilistic reasons; these cells being equipped with the most numerous synaptic contacts among cortical neurons. We also showed that slow-wave sleep and ketamine-xylazine shares many similarities. v Having used a combination of recordings in ketamine-xylazine anesthetized and non-anesthetized animals, and because ketamine-xylazine anesthesia is extensively used as a model of slow-wave sleep, we made quantitative measurements of the differences between the two groups of recordings (Chapter IV). We found that the slow oscillation was much more rhythmic under anesthesia and it was also more coherent between distant sites as compared to recordings during slow-wave sleep. Under anesthesia, slow waves were also of larger amplitude and had a longer duration as compared to slow-wave sleep. However, spindles and gamma were also affected by the anesthesia. In the following study (Chapter V), we investigated the role of slow-wave sleep in the formation of long-term plasticity in the thalamocortical system. Using pre-thalamic stimulations of the ascending somatosensory pathway (medial lemniscus fibers) in non-anesthetized animals, we showed that evoked potential recorded in the somatosensory cortex were enhanced in a wake period following a slow-wave sleep episode as compared to the previous wake episode and this enhancement was long-lasting. We also showed that rapid eye movement sleep did not play a significant role in this enhancement of response amplitude. Using whole-cell recordings in vitro, we characterized the mechanism behind this enhancement and it was compatible with the classical form of long-term potentiation, because it required an activation of both NMDA and AMPA receptors as well as the presence of calcium in the postsynaptic neuron. The last study included in this thesis (Chapter VI) was designed to characterise a possible physiological mechanism of thalamic sensory gating occurring during sleep. Spindles are characterized by the presence of low-threshold calcium spikes and calcium plays a critical role in the synaptic transmission. Using several experimental techniques, we verified the hypothesis that these calcium spikes would cause a local depletion of calcium in the extracellular space which would impair synaptic transmission. We showed that calcium channels responsible for calcium spikes were co-localized with synapses and that indeed, local extracellular calcium depletion occurred during spontaneous or induced low-threshold calcium spike, which was sufficient to impair synaptic transmission. We conclude that slow oscillation originate at a focal point and then propagate to neighboring cortical areas being almost synchronous even in cells located up to 12 mm vi apart. Active states of this oscillation originate from a summation of spike-independent mediator releases that might occur in any cortical neurons, but happens more often in layer V pyramidal neurons simply due to probabilistic reasons. Both experiments in ketamine-xylazine anesthesia and non-anesthetized animals showed several similar properties, but also some quantitative differences. We also conclude that slow oscillation plays a critical role in the induction of long-term plasticity, which very likely contributes to memory consolidation. Spindles, another oscillation present in slow-wave sleep, contribute to the thalamic gating of information
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