Modélisation des réponses calciques de réseaux d'astrocytes : Relations entre topologie et dynamiques

Over the last 20 years, astrocytes, a hitherto under-investigated type of brain cells, have gradually rose to prominence owing to multiple experimental discoveries. In contrast with neurons, these cells do not propagate electrical signals but communicate instead through changes in their intracellular calcium concentration. Recent discoveries indicate that, far from being isolated cells, astrocytes respond to neuronal activity and, although this is still controversial, seem to modulate synaptic transmission through the release of `gliotransmitter' molecules (in reference to neurotransmitters). Like neurons, astrocyte are organized in networks and communicate their calcium activity by intercellular diffusion of second messengers, forming intercellular calcium waves. Two networks, one of neurons and the other of astrocytes, thus coexist in the brain; while neuronal networks have been the subject of intense experimental and theoretical investigations, astrocyte networks have been much less investigated. Notably, it was only discovered recently that astrocyte network topology could be more complex than what the hitherto dominant view held (astrocytes organized in a syncytium deprived of any topological specificities). The work presented in this thesis is mainly related to the effect that different network topologies could have on astrocyte calcium signaling. The mechanisms that drive calcium signaling in astrocytes are, at both subcellular and intercellular levels, still not completely understood. Even in the best documented case of astrocyte somatic response to neuronal stimulation, the precise characteristic required from the stimulation to elicit an astrocytic response are still unknown. Similarly, the mechanisms governing intercellular calcium wave propagation in astrocyte networks are not fully known; notably, the effects of the recently documented network heterogeneity on calcium wave propagation have not been investigated. Finally, at the subcellular level, astrocytes display an extremely ramified and complex morphology that also hosts calcium activity. The work presented in this thesis make use of modeling and simulation in order to determine the possible effects of astrocyte network organization on their calcium signaling. We propose that astrocyte network topology: (1) controls single-cell responses to neuronal stimulation; (2) drives the propagation of intercellular calcium waves by favoring it when networks are weakly coupled; (3) can determine the appearance of stochastic resonance phenomena; (4) can be modulated by neuronal activity.Pendant les 20 dernières années, les astrocytes, un type de cellules cérébrales ayant été jusque là relativement ignoré des neuroscientifiques, ont peu à peu gagné en notoriété grâce à de multiples découvertes. Contrairement aux neurones, ces cellules ne transmettent pas de signaux électriques mais communiquent par des changements intracellulaires de leurs concentrations en calcium. Des découvertes récentes semblent indiquer que, loin d'agir en autarcie, les astrocytes répondent à l'activité neuronale et sembleraient, bien que cela soit plus débattu, moduler la transmission synaptique par le relargage de molécules spécifiques appelées `gliotransmetteurs' (en référence aux neurotransmetteurs). Comme les neurones, les astrocytes forment des réseaux et communiquent leur activité calcique par diffusion d'un astrocyte à l'autre, formant ainsi de véritables vagues de calcium intercellulaires. Deux réseaux, de neuronnes et d'astrocytes, cohabitent ainsi dans le cerveau ; mais, alors que les réseaux de neuronnes ont fait l'objet de recherches expérimentales et théoriques, les réseaux d'astrocytes restent encore mal connus. Ainsi, il n'a été découvert que très récement que la topologie de ces réseaux pourrait s'averer plus complexe que la vision qui dominait jusqu'alors : celle d'un syncitium astrocytaire dépourvu de spécificités topologiques. Les travaux présentés dans cette thèse portent principalement sur l'effet que ces différentes topologies pourraient avoir sur la signalisation calcique astrocytaire. En effet, autant au niveau subcellulaire qu'inter-cellulaire, les mécanismes gouvernant l'activité calcique des astrocytes restent mals connus. Même dans le cas le plus documenté de la réponse somatique des astrocytes à une stimulation neuronale, les caractéristiques précises que la stimulation doit avoir pour évoquer une réponse des astrocytes sont inconnues. Il en est de même pour la transmission de vagues de calcium dans des réseaux d'astrocytes : on ignore encore les possibles effets de la complexité récemment documentée des réseaux d'astrocytes sur la propagation de ces vagues. Enfin, au niveau subcelulaire, les astrocytes possèdent une morphologie ramifiée extrèmement complexe qui possède elle-même une activité calcique. Les travaux présentés dans cette thèse utilisent des outils de modélisation et de simulation afin de déterminer les répercussions que l'organisation en réseaux des astrocytes pourrait avoir sur leurs dynamiques calciques. En résumé, nous proposons que la topologie des réseaux d'astrocytes a (1) des répercussion au niveau cellulaire, modulant la réponse des astrocytes à des stimulations neuronales ; (2) contrôle la propagation de vagues de calcium inter-astrocytaire en la favorisant lorsque les réseau sont peu couplés ; (3) joue un rôle important dans l’apparition de phénomènes de résonance stochastique

STEPS 4.0: Fast and memory-efficient molecular simulations of neurons at the nanoscale

Recent advances in computational neuroscience have demonstrated the usefulness and importance of stochastic, spatial reaction-diffusion simulations. However, ever increasing model complexity renders traditional serial solvers, as well as naive parallel implementations, inadequate. This paper introduces a new generation of the STochastic Engine for Pathway Simulation (STEPS) project (http://steps.sourceforge.net/), denominated STEPS 4.0, and its core components which have been designed for improved scalability, performance, and memory efficiency. STEPS 4.0 aims to enable novel scientific studies of macroscopic systems such as whole cells while capturing their nanoscale details. This class of models is out of reach for serial solvers due to the vast quantity of computation in such detailed models, and also out of reach for naive parallel solvers due to the large memory footprint. Based on a distributed mesh solution, we introduce a new parallel stochastic reaction-diffusion solver and a deterministic membrane potential solver in STEPS 4.0. The distributed mesh, together with improved data layout and algorithm designs, significantly reduces the memory footprint of parallel simulations in STEPS 4.0. This enables massively parallel simulations on modern HPC clusters and overcomes the limitations of the previous parallel STEPS implementation. Current and future improvements to the solver are not sustainable without following proper software engineering principles. For this reason, we also give an overview of how the STEPS codebase and the development environment have been updated to follow modern software development practices. We benchmark performance improvement and memory footprint on three published models with different complexities, from a simple spatial stochastic reaction-diffusion model, to a more complex one that is coupled to a deterministic membrane potential solver to simulate the calcium burst activity of a Purkinje neuron. Simulation results of these models suggest that the new solution dramatically reduces the per-core memory consumption by more than a factor of 30, while maintaining similar or better performance and scalability

Modeling calcium responses in astrocyte networks : Relationships between topology and dynamics

Pendant les 20 dernières années, les astrocytes, un type de cellules cérébrales ayant été jusque là relativement ignoré des neuroscientifiques, ont peu à peu gagné en notoriété grâce à de multiples découvertes. Contrairement aux neurones, ces cellules ne transmettent pas de signaux électriques mais communiquent par des changements intracellulaires de leurs concentrations en calcium. Des découvertes récentes semblent indiquer que, loin d'agir en autarcie, les astrocytes répondent à l'activité neuronale et sembleraient, bien que cela soit plus débattu, moduler la transmission synaptique par le relargage de molécules spécifiques appelées `gliotransmetteurs' (en référence aux neurotransmetteurs). Comme les neurones, les astrocytes forment des réseaux et communiquent leur activité calcique par diffusion d'un astrocyte à l'autre, formant ainsi de véritables vagues de calcium intercellulaires. Deux réseaux, de neuronnes et d'astrocytes, cohabitent ainsi dans le cerveau ; mais, alors que les réseaux de neuronnes ont fait l'objet de recherches expérimentales et théoriques, les réseaux d'astrocytes restent encore mal connus. Ainsi, il n'a été découvert que très récement que la topologie de ces réseaux pourrait s'averer plus complexe que la vision qui dominait jusqu'alors : celle d'un syncitium astrocytaire dépourvu de spécificités topologiques. Les travaux présentés dans cette thèse portent principalement sur l'effet que ces différentes topologies pourraient avoir sur la signalisation calcique astrocytaire. En effet, autant au niveau subcellulaire qu'inter-cellulaire, les mécanismes gouvernant l'activité calcique des astrocytes restent mals connus. Même dans le cas le plus documenté de la réponse somatique des astrocytes à une stimulation neuronale, les caractéristiques précises que la stimulation doit avoir pour évoquer une réponse des astrocytes sont inconnues. Il en est de même pour la transmission de vagues de calcium dans des réseaux d'astrocytes : on ignore encore les possibles effets de la complexité récemment documentée des réseaux d'astrocytes sur la propagation de ces vagues. Enfin, au niveau subcelulaire, les astrocytes possèdent une morphologie ramifiée extrèmement complexe qui possède elle-même une activité calcique. Les travaux présentés dans cette thèse utilisent des outils de modélisation et de simulation afin de déterminer les répercussions que l'organisation en réseaux des astrocytes pourrait avoir sur leurs dynamiques calciques. En résumé, nous proposons que la topologie des réseaux d'astrocytes a (1) des répercussion au niveau cellulaire, modulant la réponse des astrocytes à des stimulations neuronales ; (2) contrôle la propagation de vagues de calcium inter-astrocytaire en la favorisant lorsque les réseau sont peu couplés ; (3) joue un rôle important dans l’apparition de phénomènes de résonance stochastique.Over the last 20 years, astrocytes, a hitherto under-investigated type of brain cells, have gradually rose to prominence owing to multiple experimental discoveries. In contrast with neurons, these cells do not propagate electrical signals but communicate instead through changes in their intracellular calcium concentration. Recent discoveries indicate that, far from being isolated cells, astrocytes respond to neuronal activity and, although this is still controversial, seem to modulate synaptic transmission through the release of `gliotransmitter' molecules (in reference to neurotransmitters). Like neurons, astrocyte are organized in networks and communicate their calcium activity by intercellular diffusion of second messengers, forming intercellular calcium waves. Two networks, one of neurons and the other of astrocytes, thus coexist in the brain; while neuronal networks have been the subject of intense experimental and theoretical investigations, astrocyte networks have been much less investigated. Notably, it was only discovered recently that astrocyte network topology could be more complex than what the hitherto dominant view held (astrocytes organized in a syncytium deprived of any topological specificities). The work presented in this thesis is mainly related to the effect that different network topologies could have on astrocyte calcium signaling. The mechanisms that drive calcium signaling in astrocytes are, at both subcellular and intercellular levels, still not completely understood. Even in the best documented case of astrocyte somatic response to neuronal stimulation, the precise characteristic required from the stimulation to elicit an astrocytic response are still unknown. Similarly, the mechanisms governing intercellular calcium wave propagation in astrocyte networks are not fully known; notably, the effects of the recently documented network heterogeneity on calcium wave propagation have not been investigated. Finally, at the subcellular level, astrocytes display an extremely ramified and complex morphology that also hosts calcium activity. The work presented in this thesis make use of modeling and simulation in order to determine the possible effects of astrocyte network organization on their calcium signaling. We propose that astrocyte network topology: (1) controls single-cell responses to neuronal stimulation; (2) drives the propagation of intercellular calcium waves by favoring it when networks are weakly coupled; (3) can determine the appearance of stochastic resonance phenomena; (4) can be modulated by neuronal activity

Modélisation des réponses calciques de réseaux d'astrocytes : Relations entre topologie et dynamiques

Over the last 20 years, astrocytes, a hitherto under-investigated type of brain cells, have gradually rose to prominence owing to multiple experimental discoveries. In contrast with neurons, these cells do not propagate electrical signals but communicate instead through changes in their intracellular calcium concentration. Recent discoveries indicate that, far from being isolated cells, astrocytes respond to neuronal activity and, although this is still controversial, seem to modulate synaptic transmission through the release of `gliotransmitter' molecules (in reference to neurotransmitters). Like neurons, astrocyte are organized in networks and communicate their calcium activity by intercellular diffusion of second messengers, forming intercellular calcium waves. Two networks, one of neurons and the other of astrocytes, thus coexist in the brain; while neuronal networks have been the subject of intense experimental and theoretical investigations, astrocyte networks have been much less investigated. Notably, it was only discovered recently that astrocyte network topology could be more complex than what the hitherto dominant view held (astrocytes organized in a syncytium deprived of any topological specificities). The work presented in this thesis is mainly related to the effect that different network topologies could have on astrocyte calcium signaling. The mechanisms that drive calcium signaling in astrocytes are, at both subcellular and intercellular levels, still not completely understood. Even in the best documented case of astrocyte somatic response to neuronal stimulation, the precise characteristic required from the stimulation to elicit an astrocytic response are still unknown. Similarly, the mechanisms governing intercellular calcium wave propagation in astrocyte networks are not fully known; notably, the effects of the recently documented network heterogeneity on calcium wave propagation have not been investigated. Finally, at the subcellular level, astrocytes display an extremely ramified and complex morphology that also hosts calcium activity. The work presented in this thesis make use of modeling and simulation in order to determine the possible effects of astrocyte network organization on their calcium signaling. We propose that astrocyte network topology: (1) controls single-cell responses to neuronal stimulation; (2) drives the propagation of intercellular calcium waves by favoring it when networks are weakly coupled; (3) can determine the appearance of stochastic resonance phenomena; (4) can be modulated by neuronal activity.Pendant les 20 dernières années, les astrocytes, un type de cellules cérébrales ayant été jusque là relativement ignoré des neuroscientifiques, ont peu à peu gagné en notoriété grâce à de multiples découvertes. Contrairement aux neurones, ces cellules ne transmettent pas de signaux électriques mais communiquent par des changements intracellulaires de leurs concentrations en calcium. Des découvertes récentes semblent indiquer que, loin d'agir en autarcie, les astrocytes répondent à l'activité neuronale et sembleraient, bien que cela soit plus débattu, moduler la transmission synaptique par le relargage de molécules spécifiques appelées `gliotransmetteurs' (en référence aux neurotransmetteurs). Comme les neurones, les astrocytes forment des réseaux et communiquent leur activité calcique par diffusion d'un astrocyte à l'autre, formant ainsi de véritables vagues de calcium intercellulaires. Deux réseaux, de neuronnes et d'astrocytes, cohabitent ainsi dans le cerveau ; mais, alors que les réseaux de neuronnes ont fait l'objet de recherches expérimentales et théoriques, les réseaux d'astrocytes restent encore mal connus. Ainsi, il n'a été découvert que très récement que la topologie de ces réseaux pourrait s'averer plus complexe que la vision qui dominait jusqu'alors : celle d'un syncitium astrocytaire dépourvu de spécificités topologiques. Les travaux présentés dans cette thèse portent principalement sur l'effet que ces différentes topologies pourraient avoir sur la signalisation calcique astrocytaire. En effet, autant au niveau subcellulaire qu'inter-cellulaire, les mécanismes gouvernant l'activité calcique des astrocytes restent mals connus. Même dans le cas le plus documenté de la réponse somatique des astrocytes à une stimulation neuronale, les caractéristiques précises que la stimulation doit avoir pour évoquer une réponse des astrocytes sont inconnues. Il en est de même pour la transmission de vagues de calcium dans des réseaux d'astrocytes : on ignore encore les possibles effets de la complexité récemment documentée des réseaux d'astrocytes sur la propagation de ces vagues. Enfin, au niveau subcelulaire, les astrocytes possèdent une morphologie ramifiée extrèmement complexe qui possède elle-même une activité calcique. Les travaux présentés dans cette thèse utilisent des outils de modélisation et de simulation afin de déterminer les répercussions que l'organisation en réseaux des astrocytes pourrait avoir sur leurs dynamiques calciques. En résumé, nous proposons que la topologie des réseaux d'astrocytes a (1) des répercussion au niveau cellulaire, modulant la réponse des astrocytes à des stimulations neuronales ; (2) contrôle la propagation de vagues de calcium inter-astrocytaire en la favorisant lorsque les réseau sont peu couplés ; (3) joue un rôle important dans l’apparition de phénomènes de résonance stochastique

The topology of astrocyte networks controls the propagation of intercellular calcium waves

International audienceIn recent years, astrocytes, one of the main types of glial cells, have been suggested to be active players in neuronal communication. While previously considered to form syncytia with little or no spatial organization, emerging experimental evidence suggests that astrocytes could actually organize into real networks coupled by gap junction channels, with complex topologies that may depend on the brain region. Intercellular calcium waves (ICW) are considered the main pathway for cell-to-cell signaling in these networks. However, it is still not understood why the extent of these ICW depends on the brain region or the experimental protocol considered. To investigate the hypothesis that this variability could actually be linked to the heterogeneous properties of astrocyte networks we studied ICW propagation in biophysically realistic models of three-dimensional astrocyte networks (Figure 1) keeping constant both biophysical properties and spatial distribution of the cells while varying network topology according to different topological schemes (Figure 1D). Numerical simulations revealed that mere changes in network topology could indeed control the extent of ICWs from regenerative ICWs that roughly span the whole network (Figure 1A), to very restricted ones which activate only few tens of astrocytes (Figure 1C). Remarkably, ICW propagation was favored by sparse connectivity (i.e low mean degree) and restriction of cell connections to short distances (i.e large mean-shortest path). Networks with fewer gap junction couplings and stronger distance restrictions on couplings (Figure 1E, top left quadrant) supported much larger ICWs than either strongly coupled networks or networks comprising long distance couplings (Figure 1E, bottom right quadrant). Our results provide experimentally testable hypotheses to explain several experimental observations and theoretical support to the hypothesis of a functional role for the gap junction couplings in astrocyte networks. In particular, dynamic control of the topology of gap-junction couplings by neuronal activity suggests a novel type of neuron-glia communication

Sparse short-distance connections enhance calcium wave propagation in a 3D model of astrocyte networks

International audienceTraditionally, astrocytes have been considered to couple via gap-junctions into a syncytium with only rudimentary spatial organization. However, this view is challenged by growing experimental evidence that astrocytes organise as a proper gap-junction mediated network with more complex region-dependent properties. On the other hand, the propagation range of intercellular calcium waves (ICW) within astrocyte populations is as well highly variable, depending on the brain region considered. This suggests that the variability of the topology of gap-junction couplings could play a role in the variability of the ICW propagation range. Since this hypothesis is very difficult to investigate with current experimental approaches, we explore it here using a biophysically realistic model of three-dimensional astrocyte networks in which we varied the topology of the astrocyte network, while keeping intracellular properties and spatial cell distribution and density constant. Computer simulations of the model suggest that changing the topology of the network is indeed sufficient to reproduce the distinct ranges of ICW propagation reported experimentally. Unexpectedly, our simulations also predict that sparse connectivity and restriction of gap-junction couplings to short distances should favor propagation while long-distance or dense connectivity should impair it. Altogether, our results provide support to recent experimental findings that point towards a significant functional role of the organization of gap-junction couplings into proper astroglial networks. Dynamic control of this topology by neurons and signaling molecules could thus constitute a new type of regulation of neuron-glia and glia-glia interactions

The remarkable effect of network topology on calcium wave propagation in astrocyte networks

International audienceOver the past two decades, our understanding of intercellular communication between glia has fundamentally switched from the idea of a syncytium to the recognition that glial cells might in fact organize as networks. In particular, astrocytes, the main type of glial cells in the cortex, can propagate calcium signals from one cell to the other through gap junctions. The reported speed and extent of propagation of these intercellular calcium signals however can largely vary. Of course, this variability in the propagation patterns may reflect different intracellular properties (biochemical, signaling). But experimental evidence also suggests that the way astrocytes connect to each other in the network (topology) varies depending on the brain region. Such different topologies may already bring forth, by themselves, different modes of intercellular calcium propagation. Here, we explore this possibility using a biophysically realistic model of large (i.e. >1000 cells) tridimensional astrocyte networks. In our networks, each astrocyte houses an individual model for intracellular calcium and IP3 dynamics and exchanges IP3 with connected astrocytes through gap junctions. Intensive numerical simulations of the model for different network connectivities revealed that the major classes of observed propagations can be emulated by a mere variation of the connection topology (i.e. keeping intracellular parameters unchanged). In particular our study indicates that calcium wave propagation is favored when the connections between astrocytes are mainly restricted to small inter-cell distances. This result is significant since, at constant number of cell-cell connections, space-constrained topologies exhibit large mean-shortest path. As a consequence, we obtain the non-trivial result that propagation is improved when the mean-shortest path of the network is large. Altogether, our findings provide theoretical support to the experimental observation that the spatial arrangement of astrocyte networks in the brain could bear some level of organization with deep implications on the regulation of network activity

Lo schermo invitante.

Sulla relazione fra cinema e cultura del cibo