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Rule-Based Model Specification with Applications to Motoneuron Dendritic ProcessingShapiro, Nicholas Pabon 05 July 2006 (has links)
With the recent discoveries of phenomena such as plateau potentials, bistability, and synaptic amplification the focus of motoneuron research has been directed to the dendritic processes giving rise to these latent behaviors. The common consensus is that the mechanism behind bistability (an L-type calcium channel generating a persistent inward current, PIC; Schwindt and Crill 1980, Hounsgaard and Kiehn 1985, 1989) is also responsible for the amplification of synaptic input in motoneurons. However, modeling studies utilizing only calcium-based PICs (Powers 1993, Booth et al. 1997, Elbasinouy et al. 2005) have been unable to reproduce the high degree of synaptic amplification observed in experimental preparations (Prather et al. 2001, Lee et al. 2003, Hultborn et al. 2003). The present work examines a theoretical amplification mechanism (electrotonic compression), based on a sodium PIC of dendritic origin, which acts to supplement the synaptic amplification due to the calcium PIC. The current goal is to test the "goodness-of-fit" of electrotonic compression with established mechanisms and behaviors. The findings of this modeling study support the concept of a dendritic sodium PIC which acts to reduce the attenuation of synaptic currents enroute to the motoneuron soma. Furthermore, it is suggested that the ratiometric expression of ion channels giving rise to this mechanism takes the form of a distribution "rule" applied ubiquitously across the dendritic tree, while the plateau-producing L-type calcium channels undergo a more discretized or regional distribution.
This study demonstrates the power inherent to the controlled expansion of morphological complexity in an already complex model. While modeling studies are suitable testbeds for the evaluation of theoretical and/or experimentally intractable facets of physiology, great care and consideration should be given to the specification of models with high dimensionality. With the continual progression of our knowledge-base and computational capabilities, we can expect that more and more empirical observations will find their way into models of increasing complexity wherein the layers of embedded hypotheses are frequently implicit. It is therefore imperative that the neural modeling discipline adopt more rigorous methodologies to both accommodate and rein-in this growing complexity.
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Estudo por simulação computacional de modelos de motoneurônios com dendrito ativo em resposta a entradas sinápticas. / A computer simulation study of motoneuron models with active dendrites in response to synaptic inputs.Elias, Leonardo Abdala 01 February 2010 (has links)
Modelos matemáticos de motoneurônios têm sido desenvolvidos para auxiliar na compreensão dos fenômenos que envolvem o sistema neuromuscular. Entretanto, a maioria dos modelos já desenvolvidos baseou-se na premissa de que a árvore dendrítica tem um comportamento passivo, o que ocorre em animais anestesiados, mas pode não ocorrer durante o comportamento motor normal de um animal intacto. Experimentos com animais descerebrados, em que as vias monoaminérgicas encontravam-se ativas, mostraram que os motoneurônios podem apresentar comportamentos mais complexos decorrentes da presença de condutâncias iônicas voltagem-dependentes que se situam nos dendritos e são responsáveis pela gênese de uma corrente de entrada persistente. Nesse sentido, um primeiro objetivo deste trabalho foi o de desenvolver novos modelos matemáticos de motoneurônios de diferentes tipos (i.e. dos tipos S, FR e FF), computacionalmente eficientes e contendo em seus compartimentos dendríticos uma condutância de cálcio do tipo L, de forma que os fenômenos de biestabilidade, potencial platô e amplificação da corrente sináptica efetiva possam ser gerados. Um segundo objetivo foi o de verificar como a presença da condutância iônica ativa no dendrito influencia o comportamento motoneuronal quando o mesmo está sujeito a entradas sinápticas de diferentes tipos. Os novos modelos foram parametrizados baseando-se em dados da literatura experimental para motoneurônios de gatos descerebrados e validados segundo os protocolos experimentais básicos que permitem caracterizar cada tipo de modelo como sendo totalmente ou parcialmente biestável. As entradas sinápticas foram simuladas por processos pontuais de Poisson e os trens de potenciais de ação dos motoneurônios foram analisados. Uma modulação senoidal da intensidade do processo pontual foi usada para estimar as respostas em frequência de cada modelo. Observou-se que, funcionalmente, a presença da condutância iônica dendrítica pode favorecer a ação do motoneurônio durante tarefas posturais, pois, uma vez ativada, a corrente de entrada persistente eleva a excitabilidade motoneuronal tornando os disparos mais regulares, além de prover uma alta sensibilidade dos modelos a entradas sinápticas de baixa frequência, correspondentes às oscilações observadas durante a manutenção da postura ereta quieta. / Mathematical models of motoneurons have been developed as an aid to the understanding of phenomena involving the neuromuscular system, but most of these models have been based on the hypothesis of a passive dendritic tree. This holds for anesthetized animals but not necessarily during normal motor behavior of the intact animal. Experiments with decerebrate animals in which the monoaminergic tracts were maintained intact have shown that more complex behaviors may emerge in motoneurons due to dendritic voltage-gated ionic conductances, which are responsible for a persistent inward current. Therefore, the first aim of this work was to develop computationally-efficient new motoneuron models of different types (i.e. type S, FR and FF) that include a dendritic L-type calcium conductance so that bistability, plateau potential and enhancement of effective synaptic current may be generated. The second aim of this research was to evaluate the effects of the active dendritic ionic conductance on the input-output mapping of presynaptic to postsynaptic spike trains. The new models were parameterized based on data reported in experimental literature on the decerebrate cat preparation, and they were validated using appropriate protocols for either fully or partially bistable dynamics. The synaptic inputs were simulated by Poisson point processes and the output spike trains were analyzed. Sinusoidal modulation of the point process intensity was used for the estimation of each models frequency response. The results suggested that an active dendritic ionic conductance in motoneurons has a functional role during postural tasks, because, when activated, the persistent inward current enhances the motoneuronal excitability, reducing the variability of interspike intervals, and focusing the sensitivity of the models to low frequency inputs that correspond to the low-frequency oscillations that typically occur during quiet standing posture.
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Estudo por simulação computacional de modelos de motoneurônios com dendrito ativo em resposta a entradas sinápticas. / A computer simulation study of motoneuron models with active dendrites in response to synaptic inputs.Leonardo Abdala Elias 01 February 2010 (has links)
Modelos matemáticos de motoneurônios têm sido desenvolvidos para auxiliar na compreensão dos fenômenos que envolvem o sistema neuromuscular. Entretanto, a maioria dos modelos já desenvolvidos baseou-se na premissa de que a árvore dendrítica tem um comportamento passivo, o que ocorre em animais anestesiados, mas pode não ocorrer durante o comportamento motor normal de um animal intacto. Experimentos com animais descerebrados, em que as vias monoaminérgicas encontravam-se ativas, mostraram que os motoneurônios podem apresentar comportamentos mais complexos decorrentes da presença de condutâncias iônicas voltagem-dependentes que se situam nos dendritos e são responsáveis pela gênese de uma corrente de entrada persistente. Nesse sentido, um primeiro objetivo deste trabalho foi o de desenvolver novos modelos matemáticos de motoneurônios de diferentes tipos (i.e. dos tipos S, FR e FF), computacionalmente eficientes e contendo em seus compartimentos dendríticos uma condutância de cálcio do tipo L, de forma que os fenômenos de biestabilidade, potencial platô e amplificação da corrente sináptica efetiva possam ser gerados. Um segundo objetivo foi o de verificar como a presença da condutância iônica ativa no dendrito influencia o comportamento motoneuronal quando o mesmo está sujeito a entradas sinápticas de diferentes tipos. Os novos modelos foram parametrizados baseando-se em dados da literatura experimental para motoneurônios de gatos descerebrados e validados segundo os protocolos experimentais básicos que permitem caracterizar cada tipo de modelo como sendo totalmente ou parcialmente biestável. As entradas sinápticas foram simuladas por processos pontuais de Poisson e os trens de potenciais de ação dos motoneurônios foram analisados. Uma modulação senoidal da intensidade do processo pontual foi usada para estimar as respostas em frequência de cada modelo. Observou-se que, funcionalmente, a presença da condutância iônica dendrítica pode favorecer a ação do motoneurônio durante tarefas posturais, pois, uma vez ativada, a corrente de entrada persistente eleva a excitabilidade motoneuronal tornando os disparos mais regulares, além de prover uma alta sensibilidade dos modelos a entradas sinápticas de baixa frequência, correspondentes às oscilações observadas durante a manutenção da postura ereta quieta. / Mathematical models of motoneurons have been developed as an aid to the understanding of phenomena involving the neuromuscular system, but most of these models have been based on the hypothesis of a passive dendritic tree. This holds for anesthetized animals but not necessarily during normal motor behavior of the intact animal. Experiments with decerebrate animals in which the monoaminergic tracts were maintained intact have shown that more complex behaviors may emerge in motoneurons due to dendritic voltage-gated ionic conductances, which are responsible for a persistent inward current. Therefore, the first aim of this work was to develop computationally-efficient new motoneuron models of different types (i.e. type S, FR and FF) that include a dendritic L-type calcium conductance so that bistability, plateau potential and enhancement of effective synaptic current may be generated. The second aim of this research was to evaluate the effects of the active dendritic ionic conductance on the input-output mapping of presynaptic to postsynaptic spike trains. The new models were parameterized based on data reported in experimental literature on the decerebrate cat preparation, and they were validated using appropriate protocols for either fully or partially bistable dynamics. The synaptic inputs were simulated by Poisson point processes and the output spike trains were analyzed. Sinusoidal modulation of the point process intensity was used for the estimation of each models frequency response. The results suggested that an active dendritic ionic conductance in motoneurons has a functional role during postural tasks, because, when activated, the persistent inward current enhances the motoneuronal excitability, reducing the variability of interspike intervals, and focusing the sensitivity of the models to low frequency inputs that correspond to the low-frequency oscillations that typically occur during quiet standing posture.
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Comparison Of The Rural Atmosphere Aerosol Compositions At Different Parts Of TurkeyDogan, Guray 01 January 2005 (has links) (PDF)
Long term data generated at four rural stations are compared to determine similarities and differences in aerosol compositions and factors contributing to observed differences at different regions in Turkey. The stations used in this study are located at Mediterranean coast (20 km to the west of Antalya city), Black Sea coast (20 km to the east of Amasra town), Central Anatolia (Ç / ubuk, Ankara) and Northeastern part of the Anatolian Plateau (at Mt. Uludag). Data used in comparisons were generated in previous studies. However, some re-analysis of data were also performed / (1) to improve the similarities of the parameters compared and (2) to be able to apply recently-developed methodologies to data sets.
Data from Mediterranean and Black Sea stations were identical in terms of parameters measured and were suitable for extensive comparison. However, fewer parameters were measured at Ç / ubuk and Uludag stations, which limited the comparisons involving these two stations. Comparison included levels of major ions and elements, short-term and seasonal variations in concentrations, background (baseline) concentrations of elements, flow climatology of regions, correlations between elements, potential source areas affecting regions, and source types affecting chemical composition of particles.
Comparison of levels of measured parameters in four regions showed that there are some differences in concentrations that arise from differences in the local characteristics of the sampling points. For example very high concentrations of elements such as Na and Cl in the Mediterranean region is attributed to closer proximity of the Antalya station to coast and not a general feature of the Mediterranean aerosol. There are also significant regional differences in the concentrations of measured elements and ions as well. Concentrations of anthropogenic elements are very similar at two coastal stations (Antalya and Amasra), but they are approximately a factor of two smaller at the two stations that are located on the Anatolian Plateau. This difference between coastal and high altitude plateau stations, which is common to all anthropogenic species, is attributed to different source regions and transport mechanisms influencing coastal regions and Anatolian Plateau.
Some statistically significant differences were also observed in the temporal variations of elements and ions measured in different stations. The elements with crustal origin showed similar seasonal pattern at all stations, with higher concentrations in summer and lower concentrations in winter. This difference between summer and winter is attributed to suppression of re-suspension of crustal aerosol from wet or ice-covered surface soil in winter. Concentrations of anthropogenic elements, on the other hand, did not show a statistically significant seasonal trend at Amasra, Ç / ubuk and Uludag stations, but they have higher concentrations during summer months at the Antalya station. This difference between Mediterranean aerosol and aerosol at the Central and Northern Turkey is due to influence of more local sources on Ç / ubuk, Amasra and Uludag stations and domination of more distant source in determining aerosol composition at the Mediterranean region. A similar conclusion of strong influence of local sources on chemical composition of particles at the Central Anatolia was also suggested by the comparison of baseline concentrations in each station.
General features in flow climatology (residence times of upper atmospheric air masses) in each region are found to be similar with more frequent flow from W, WNW, NW and NNW wind sectors. Since these are the sectors that include high emitting countries in Eastern and Western Europe and Russia, transport from these sectors are expected to bring pollution from both distant European countries and more local Balkan countries and western parts of Turkey.
Flow climatology in stations showed small, but statistically significant, differences between summer and winter seasons. These variations suggested that the station at the Central Anatolia and Black Sea (Ç / ubuk Amasra and Uludag stations) are affected from sources located at the Western Europe in winter season and from sources located at the Eastern Europe in summer. Mediterranean aerosol, on the other hand, are affected from sources at the Western Europe and do not show any seasonal differences. This variation in flow climatology between summer and winter seasons (and lack of variation at the Mediterranean station) is supported by the seasonal variation (and lack of variation at the Mediterranean station) in SO42-/NO3- ratio measured at the stations.
Potential source contribution function (PSCF) values are calculated for selected elements and ions in each station. Statistical significance of calculated PSCF values is tested using bootstrapping technique. Results showed that specific grids at Russia and at Balkan countries are common source regions affecting concentrations of anthropogenic elements at all four regions in Turkey. However, each station is also affected from specific source regions as well. Aerosol composition at the Anatolian Plateau are affected from sources closer to the sampling points whereas Mediterranean and Black Sea aerosol are affected from source regions that farther away from the receptors. It should be noted that the same conclusion is also reached in comparison of seasonal patterns and baseline concentrations at these stations.
Types of sources affecting aerosol composition at Black Sea, Mediterranean and Central Anatolia are also compared. Source types affecting atmospheric composition in these regions were calculated using positive matrix factorization (PMF). The results showed that aerosol at the Black Sea, Central Anatolia and Mediterranean atmosphere consists of 8, 6 and 7 components, respectively. Two of these components, namely a crustal component and a long-range transport component are common in all three stations. The chemical compositions of these common components are shown to the same within 95% statistical significance interval. Three factors, namely a fertilizer factor, which is highly enriched in NH4+ ion, a sea salt component and an arsenic factor are common in the Mediterranean and Black Sea aerosol but not observed at the Central Anatolia. Other factors found in the regions are specific for that region.
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Subthreshold Oscillations and Persistent Activity Modulate Spike Output in the Rodent Dentate GyrusAnderson, Ross William 09 February 2015 (has links)
No description available.
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Les mécanismes synaptiques et intrinsèques qui sous-tendent l’activité des cellules réticulospinales (RS) en réponse à une stimulation sensorielle de type cutané chez la lamproieFénelon, Karine 11 1900 (has links)
Chez diverses espèces animales, les informations sensorielles peuvent
déclencher la locomotion. Ceci nécessite l’intégration des informations sensorielles
par le système nerveux central. Chez la lamproie, les réseaux locomoteurs spinaux
sont activés et contrôlés par les cellules réticulospinales (RS), système descendant le
plus important. Ces cellules reçoivent des informations variées provenant notamment
de la périphérie. Une fois activées par une brève stimulation cutanée d’intensité
suffisante, les cellules RS produisent des dépolarisations soutenues de durées variées
impliquant des propriétés intrinsèques calcium-dépendantes et associées à l’induction
de la nage de fuite. Au cours de ce doctorat, nous avons voulu savoir si les afférences
synaptiques ont une influence sur la durée des dépolarisations soutenues et si
l’ensemble des cellules RS partagent des propriétés d’intégration similaires,
impliquant possiblement les réserves de calcium internes. Dans un premier temps,
nous montrons pour la première fois qu’en plus de dépendre des propriétés
intrinsèques des cellules réticulospinales, les dépolarisations soutenues dépendent des
afférences excitatrices glutamatergiques, incluant les afférences spinales, pour
perdurer pendant de longues périodes de temps. Les afférences cutanées ne
participent pas au maintien des dépolarisations soutenues et les afférences inhibitrices
glycinergique et GABAergiques ne sont pas suffisantes pour les arrêter. Dans un
deuxième temps, nous montrons que suite à une stimulation cutanée, l’ensemble des
cellules RS localisées dans les quatre noyaux réticulés possèdent un patron
d’activation similaire et elles peuvent toutes produire des dépolarisations soutenues
dont le maintien ne dépend pas des réserves de calcium internes. Enfin, les résultats obtenus durant ce doctorat ont permis de mieux comprendre les mécanismes
cellulaires par lesquels l’ensemble des cellules RS intègrent une brève information
sensorielle et la transforment en une réponse soutenue associée à une commande
motrice. / In various animal species, sensory information can initiate locomotion. This
relies on the integration of sensory inputs by the central nervous system. In lampreys,
the spinal locomotor networks are activated and controlled by the reticulospinal cells
(RS) which constitute the main descending system. In turn, RS cells receive
information coming from various synaptic inputs such as the sensory afferents. Once
activated by a brief cutaneous stimulation of sufficient strength, RS cells display
sustained depolarizations of various durations that rely on calcium-dependant
intrinsic properties and lead to the onset of escape swimming. During the course of
this Ph.D, we aimed at determining whether synaptic inputs can modulate the
duration of the sustained depolarizations and if the different populations of RS cells
share the same integrative properties, possibly involving the internal calcium stores.
First, our results show for the first time that excitatory glutamatergic inputs, including
ascending spinal feedback, contribute to prolong the sustained depolarizations for
long periods of time. Cutaneous inputs do not contribute to maintain the sustained
depolarizations and inhibitory glycinergic and GABAergic inputs are not sufficient to
stop them. Second, we show that in response to cutaneous stimulation, the RS located
in the four reticular nuclei display a similar activation pattern and can all produce
sustained depolarizations which do not depend on internal calcium release to be
maintained. Finally, the results obtained during this Ph.D allowed us to better
understand the cellular mechanisms by which the RS cells integrate and transform a
brief sensory information into a sustained response associated with a motor
command.
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Les mécanismes synaptiques et intrinsèques qui sous-tendent l’activité des cellules réticulospinales (RS) en réponse à une stimulation sensorielle de type cutané chez la lamproieFénelon, Karine 11 1900 (has links)
Chez diverses espèces animales, les informations sensorielles peuvent
déclencher la locomotion. Ceci nécessite l’intégration des informations sensorielles
par le système nerveux central. Chez la lamproie, les réseaux locomoteurs spinaux
sont activés et contrôlés par les cellules réticulospinales (RS), système descendant le
plus important. Ces cellules reçoivent des informations variées provenant notamment
de la périphérie. Une fois activées par une brève stimulation cutanée d’intensité
suffisante, les cellules RS produisent des dépolarisations soutenues de durées variées
impliquant des propriétés intrinsèques calcium-dépendantes et associées à l’induction
de la nage de fuite. Au cours de ce doctorat, nous avons voulu savoir si les afférences
synaptiques ont une influence sur la durée des dépolarisations soutenues et si
l’ensemble des cellules RS partagent des propriétés d’intégration similaires,
impliquant possiblement les réserves de calcium internes. Dans un premier temps,
nous montrons pour la première fois qu’en plus de dépendre des propriétés
intrinsèques des cellules réticulospinales, les dépolarisations soutenues dépendent des
afférences excitatrices glutamatergiques, incluant les afférences spinales, pour
perdurer pendant de longues périodes de temps. Les afférences cutanées ne
participent pas au maintien des dépolarisations soutenues et les afférences inhibitrices
glycinergique et GABAergiques ne sont pas suffisantes pour les arrêter. Dans un
deuxième temps, nous montrons que suite à une stimulation cutanée, l’ensemble des
cellules RS localisées dans les quatre noyaux réticulés possèdent un patron
d’activation similaire et elles peuvent toutes produire des dépolarisations soutenues
dont le maintien ne dépend pas des réserves de calcium internes. Enfin, les résultats obtenus durant ce doctorat ont permis de mieux comprendre les mécanismes
cellulaires par lesquels l’ensemble des cellules RS intègrent une brève information
sensorielle et la transforment en une réponse soutenue associée à une commande
motrice. / In various animal species, sensory information can initiate locomotion. This
relies on the integration of sensory inputs by the central nervous system. In lampreys,
the spinal locomotor networks are activated and controlled by the reticulospinal cells
(RS) which constitute the main descending system. In turn, RS cells receive
information coming from various synaptic inputs such as the sensory afferents. Once
activated by a brief cutaneous stimulation of sufficient strength, RS cells display
sustained depolarizations of various durations that rely on calcium-dependant
intrinsic properties and lead to the onset of escape swimming. During the course of
this Ph.D, we aimed at determining whether synaptic inputs can modulate the
duration of the sustained depolarizations and if the different populations of RS cells
share the same integrative properties, possibly involving the internal calcium stores.
First, our results show for the first time that excitatory glutamatergic inputs, including
ascending spinal feedback, contribute to prolong the sustained depolarizations for
long periods of time. Cutaneous inputs do not contribute to maintain the sustained
depolarizations and inhibitory glycinergic and GABAergic inputs are not sufficient to
stop them. Second, we show that in response to cutaneous stimulation, the RS located
in the four reticular nuclei display a similar activation pattern and can all produce
sustained depolarizations which do not depend on internal calcium release to be
maintained. Finally, the results obtained during this Ph.D allowed us to better
understand the cellular mechanisms by which the RS cells integrate and transform a
brief sensory information into a sustained response associated with a motor
command.
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