Computational Neuroscience in Epilepsy

Contributors

Foreword

Rise of the Machines – On the Threshold of a New Era in Epilepsy Research

Introduction: Applications and Emerging Concepts of Computational

Neuroscience in Epilepsy Research

Part I Computational Modeling Techniques and Databases in Epilepsy Research


1 Simulation of Large Networks: Technique and Progress


2 The Neuron Simulation Environment in Epilepsy Research


3 The CoCoDat Database: Systematically Organizing and Selecting Quantitative Data on Single Neurons and Microcircuitry


4 Validating Models of Epilepsy


5 Using NeuroConstruct to Develop and Modify Biologically Detailed 3D Neuronal Network Models in Health and Disease


6 Computational Neuroanatomy of the Rat Hippocampus: Implications and Applications to Epilepsy

Part II Epilepsy and Altered Network Topology


7 Modeling Circuit Alterations in Epilepsy: A Focus on Mossy Cell Loss and Mossy Fiber Sprouting in the Dentate Gyrus


8 Functional Consequences of Transformed Network Topology in Hippocampal Sclerosis


9 Multiple-Scale Hierarchical Connectivity of Cortical Networks Limits the Spread of Activity

Part III Destabilization of Neuronal Networks


10 Computer Simulations of Sodium Channel Mutations that Cause Generalized Epilepsy with Febrile Seizures Plus


11 Gain Modulation and Stability in Neural Networks


12 Neocortical Epileptiform Activity in Neuronal Models with Biophysically Realistic Ion Channels


13 Corticothalamic Feedback: A Key to Explain Absence Seizures


14 Mechanisms of Graded Persistent Activity: Implications for Epilepsy


15 Small Networks, Large Networks, Experiment and Theory – Can We Bring Them Together with Oscillations, Heterogeneity and Inhibition?

Part IV Homeostasis and Epilepsy


16 Stability and Plasticity in Neuronal and Network Dynamics


17 Homeostatic Plasticity and Post-Traumatic Epileptogenesis

Part V Mechanisms of Synchronization


18 Synchronization in Hybrid Neuronal Networks


19 Complex Synaptic Dynamics of GABAergic Networks of the Hippocampus


20 Experimental and Theoretical Analyses of Synchrony in Feedforward Networks


21 Modulation of Synchrony by Interneurons: Insights from Attentional Modulation of Responses in the Visual Cortex

Part VI Interictal to Ictal Transitions


22 Cellular and Network Mechanisms of Oscillations Preceding and Perhaps Initiating Epileptic Discharges


23 Transition to Ictal Activity in Temporal Lobe Epilepsy: Insights from Macroscopic Models


24 Unified Modeling and Analysis of Primary Generalized Seizures


25 A Neuronal Network Model of Corticothalamic Oscillations: The Emergence of Epileptiform Absence Seizures


26 Extracellular Potassium Dynamics and Epileptogenesis


27 Slow Waves Associated with Seizure Activity

Part VII Seizure Dynamics


28 Dynamics of Epileptic Seizures during Evolution and Propagation


29 Are Correlation Dimension and Lyapunov Exponents Useful Tools for Prediction of Epileptic Seizures?


30 Towards a Dynamics of Seizure Mechanics

Part VIII Towards Computer-Aided Therapy


31 Principles and Practice of Computer-Aided Drug Design as Applied to the Discovery of Antiepileptic Agents


32 Computation Applied to Clinical Epilepsy and Antiepileptic Devices


33 Microelectrode-based Epilepsy Therapy: A Hybrid Neural Prosthesis Incorporating Seizure Prediction and Intervention with Biomimetic Maintenance of Normal Hippocampal Function

Index