Large scale brain models of epilepsy: dynamics meets connectomics

The brain is in a constant state of dynamic change, for example switching between cognitive and behavioural tasks, and between wakefulness and sleep. The brains of people with epilepsy have additional features to their dynamic repertoire, particularly the paroxysmal occurrence of seizures. Substantial effort over decades has produced a detailed description of many human epilepsies and of specific seizure types; in some instances there are known causes, sometimes highly specific such as single gene mutations, but the mechanisms of seizure onset and termination are not known. A large number of in vivo animal models and in vitro models based on animal tissues can generate seizures and seizure-like phenomena. Although in some instances there is much known about the mechanism of seizure onset and termination, across the range of models there is a bewildering range of mechanisms. There is a pressing need to bridge the gap between microscale mechanisms in experimental models and mechanisms of human epilepsies. Computational models of epilepsy have advanced rapidly, allowing dynamic mechanisms to be revealed in a computer model that can then be tested in biological systems. These models are typically simplified, leaving a need to scale up these models to the large scale brain networks in which seizures become manifest. The emerging science of connectomics provides an approach to understanding the large scale brain networks in which normal and abnormal brain functions operate. The stage is now set to couple dynamics with connectomics, to reveal the abnormal dynamics of brain networks which allow seizures to occur.

[1]  M. Ursino,et al.  Travelling waves and EEG patterns during epileptic seizure: analysis with an integrate-and-fire neural network. , 2006, Journal of theoretical biology.

[2]  Patrick Dupont,et al.  Correlations of interictal FDG-PET metabolism and ictal SPECT perfusion changes in human temporal lobe epilepsy with hippocampal sclerosis , 2006, NeuroImage.

[3]  Li Min Li,et al.  Voxel-based morphometry in patients with idiopathic generalized epilepsies , 2006, NeuroImage.

[4]  E Kobayashi,et al.  Medial temporal lobe atrophy in patients with refractory temporal lobe epilepsy , 2003, Journal of neurology, neurosurgery, and psychiatry.

[5]  Neda Bernasconi,et al.  Graph-theoretical analysis reveals disrupted small-world organization of cortical thickness correlation networks in temporal lobe epilepsy. , 2011, Cerebral cortex.

[6]  Christian Windischberger,et al.  Toward discovery science of human brain function , 2010, Proceedings of the National Academy of Sciences.

[7]  Demetrios N. Velis,et al.  Stimulation-based anticipation and control of state transitions in the epileptic brain , 2010, Epilepsy & Behavior.

[8]  Bertrand Devaux,et al.  Metabolic changes and electro-clinical patterns in mesio-temporal lobe epilepsy: a correlative study. , 2004, Brain : a journal of neurology.

[9]  John S. Duncan,et al.  Motor system hyperconnectivity in juvenile myoclonic epilepsy: a cognitive functional magnetic resonance imaging study , 2011, Brain : a journal of neurology.

[10]  Li M. Li,et al.  Structural abnormalities of the thalamus in juvenile myoclonic epilepsy , 2011, Epilepsy & Behavior.

[11]  D C Reutens,et al.  Dystonia, clinical lateralization, and regional blood flow changes in temporal lobe seizures , 1992, Neurology.

[12]  Pauly P. W. Ossenblok,et al.  Space–time network connectivity and cortical activations preceding spike wave discharges in human absence epilepsy: a MEG study , 2011, Medical & Biological Engineering & Computing.

[13]  Pierre Jallon,et al.  Subcortical Nuclei Volumetry in Idiopathic Generalized Epilepsy , 2005, Epilepsia.

[14]  Huafu Chen,et al.  Altered spontaneous neuronal activity of the default-mode network in mesial temporal lobe epilepsy , 2010, Brain Research.

[15]  Klaus Lehnertz,et al.  Evolving functional network properties and synchronizability during human epileptic seizures. , 2008, Chaos.

[16]  Eun Mi Lee,et al.  Relationship between hypometabolic patterns and ictal scalp EEG patterns in patients with unilateral hippocampal sclerosis: An FDG–PET study , 2009, Epilepsy Research.

[17]  William W Lytton,et al.  Tonic-Clonic Transitions in Computer Simulation , 2007, Journal of clinical neurophysiology : official publication of the American Electroencephalographic Society.

[18]  Klaus Lehnertz,et al.  Automated detection of a preseizure state based on a decrease in synchronization in intracranial electroencephalogram recordings from epilepsy patients. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[19]  John R. Terry,et al.  A unifying explanation of primary generalized seizures through nonlinear brain modeling and bifurcation analysis. , 2006, Cerebral cortex.

[20]  Olaf Sporns,et al.  Complex network measures of brain connectivity: Uses and interpretations , 2010, NeuroImage.

[21]  C. Stam,et al.  Indications for network regularization during absence seizures: Weighted and unweighted graph theoretical analyses , 2009, Experimental Neurology.

[22]  W. Liao,et al.  Impaired attention network in temporal lobe epilepsy: A resting FMRI study , 2009, Neuroscience Letters.

[23]  Jean Gotman,et al.  Structures involved at the time of temporal lobe spikes revealed by interindividual group analysis of EEG/fMRI data , 2009, Epilepsia.

[24]  D. Tucker,et al.  Are “Generalized” Seizures Truly Generalized? Evidence of Localized Mesial Frontal and Frontopolar Discharges in Absence , 2004, Epilepsia.

[25]  Evgenia Sitnikova,et al.  Global and focal aspects of absence epilepsy: The contribution of genetic models , 2006, Neuroscience & Biobehavioral Reviews.

[26]  G J Barker,et al.  Altered microstructural connectivity in juvenile myoclonic epilepsy , 2012, Neurology.

[27]  John S Duncan,et al.  The long-term outcome of adult epilepsy surgery, patterns of seizure remission, and relapse: a cohort study , 2011, The Lancet.

[28]  S. Charpier,et al.  Deep Layer Somatosensory Cortical Neurons Initiate Spike-and-Wave Discharges in a Genetic Model of Absence Seizures , 2007, The Journal of Neuroscience.

[29]  J. Gotman,et al.  Generalized epileptic discharges show thalamocortical activation and suspension of the default state of the brain. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[30]  Patrick Dupont,et al.  Dynamic perfusion patterns in temporal lobe epilepsy , 2009, European Journal of Nuclear Medicine and Molecular Imaging.

[31]  L. Lemieux,et al.  Combined EEG-fMRI and tractography to visualise propagation of epileptic activity , 2007, Journal of Neurology, Neurosurgery, and Psychiatry.

[32]  Edward T. Bullmore,et al.  Whole-brain anatomical networks: Does the choice of nodes matter? , 2010, NeuroImage.

[33]  M. Richardson,et al.  Epilepsy and the frontal lobes , 2012, Cortex.

[34]  Mark Richardson,et al.  Current themes in neuroimaging of epilepsy: Brain networks, dynamic phenomena, and clinical relevance , 2010, Clinical Neurophysiology.

[35]  Karl J. Friston Functional and effective connectivity in neuroimaging: A synthesis , 1994 .

[36]  G J Barker,et al.  Focal structural changes and cognitive dysfunction in juvenile myoclonic epilepsy , 2011, Neurology.

[37]  S. Rombouts,et al.  Consistent resting-state networks across healthy subjects , 2006, Proceedings of the National Academy of Sciences.

[38]  Hal Blumenfeld,et al.  From Molecules to Networks: Cortical/Subcortical Interactions in the Pathophysiology of Idiopathic Generalized Epilepsy , 2003, Epilepsia.

[39]  R. Traub Neocortical pyramidal cells: a model with dendritic calcium conductance reproduces repetitive firing and epileptic behavior , 1979, Brain Research.

[40]  A. Gutierrez-Galvez,et al.  Coherent oscillations as a neural code in a model of the olfactory system , 2003, Proceedings of the International Joint Conference on Neural Networks, 2003..

[41]  D. Contreras,et al.  Spike-wave complexes and fast components of cortically generated seizures. I. Role of neocortex and thalamus. , 1998, Journal of neurophysiology.

[42]  P. Chauvel,et al.  Decreased basal fMRI functional connectivity in epileptogenic networks and contralateral compensatory mechanisms , 2009, Human brain mapping.

[43]  Steven M. Pincus,et al.  Localization-related epilepsy exhibits significant connectivity away from the seizure-onset area , 2009, NeuroReport.

[44]  A. Destexhe Spike-and-Wave Oscillations Based on the Properties of GABAB Receptors , 1998, The Journal of Neuroscience.

[45]  R. Mattson,et al.  Proposal for revised classification of epilepsies and epileptic syndromes. Commission on Classification and Terminology of the International League Against Epilepsy. , 1989, Epilepsia.

[46]  Huafu Chen,et al.  Default mode network abnormalities in mesial temporal lobe epilepsy: A study combining fMRI and DTI , 2011, Human brain mapping.

[47]  John R. Terry,et al.  The dynamic evolution of focal‐onset epilepsies – combining theoretical and clinical observations , 2012, The European journal of neuroscience.

[48]  H. Laufs,et al.  Electroencephalography/functional MRI in human epilepsy: what it currently can and cannot do , 2007, Current opinion in neurology.

[49]  F. H. Lopes da Silva,et al.  Cortical Focus Drives Widespread Corticothalamic Networks during Spontaneous Absence Seizures in Rats , 2002, The Journal of Neuroscience.

[50]  A. Destexhe,et al.  Can GABAA conductances explain the fast oscillation frequency of absence seizures in rodents? , 1999, The European journal of neuroscience.

[51]  W. Lytton Computer modelling of epilepsy , 2008, Nature Reviews Neuroscience.

[52]  Neil Roberts,et al.  Quantitative MRI of the prefrontal cortex and executive function in patients with temporal lobe epilepsy , 2009, Epilepsy & Behavior.

[53]  M E J Newman,et al.  Finding and evaluating community structure in networks. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[54]  Timothy Edward John Behrens,et al.  Characterization and propagation of uncertainty in diffusion‐weighted MR imaging , 2003, Magnetic resonance in medicine.

[55]  Alan Connelly,et al.  Extra-hippocampal grey matter density abnormalities in paediatric mesial temporal sclerosis , 2005, NeuroImage.

[56]  D. Louis Collins,et al.  Whole-brain voxel-based statistical analysis of gray matter and white matter in temporal lobe epilepsy , 2004, NeuroImage.

[57]  Willem M Otte,et al.  A meta‐analysis of white matter changes in temporal lobe epilepsy as studied with diffusion tensor imaging , 2012, Epilepsia.

[58]  John R. Terry,et al.  Derivation and analysis of an ordinary differential equation mean-field model for studying clinically recorded epilepsy dynamics. , 2009, Physical review. E, Statistical, nonlinear, and soft matter physics.

[59]  D. McCormick,et al.  Cellular mechanisms of a synchronized oscillation in the thalamus. , 1993, Science.

[60]  C. Stam,et al.  Small-world networks and epilepsy: Graph theoretical analysis of intracerebrally recorded mesial temporal lobe seizures , 2007, Clinical Neurophysiology.

[61]  D. Velis,et al.  Long-Term Effects of Temporal Lobe Epilepsy on Local Neural Networks: A Graph Theoretical Analysis of Corticography Recordings , 2009, PloS one.

[62]  P. Kahane,et al.  SPM analysis of ictal–interictal SPECT in mesial temporal lobe epilepsy: Relationships between ictal semiology and perfusion changes , 2009, Epilepsy Research.

[63]  Graeme D. Jackson,et al.  Multi-site voxel-based morphometry: Methods and a feasibility demonstration with childhood absence epilepsy , 2008, NeuroImage.

[64]  R T Constable,et al.  Resting functional connectivity between the hemispheres in childhood absence epilepsy , 2011, Neurology.

[65]  Boris C. Bernhardt,et al.  Thalamo–cortical network pathology in idiopathic generalized epilepsy: Insights from MRI-based morphometric correlation analysis , 2009, NeuroImage.

[66]  Mark R. Bower,et al.  Synchrony in normal and focal epileptic brain: the seizure onset zone is functionally disconnected. , 2010, Journal of neurophysiology.

[67]  Gaby S Pell,et al.  Thalamic Atrophy in Childhood Absence Epilepsy , 2006, Epilepsia.

[68]  Stiliyan Kalitzin,et al.  Dynamical diseases of brain systems: different routes to epileptic seizures , 2003, IEEE Transactions on Biomedical Engineering.

[69]  F. H. Lopes da Silva,et al.  Evolving concepts on the pathophysiology of absence seizures: the cortical focus theory. , 2005, Archives of neurology.

[70]  R. Press,et al.  Proposal for Revised Clinical and ~lectro~nce~halo ~ra~hic Classification of Epileptic Seizures From the Commission on Classification and Terminology of the International League Against Epilepsy* , 1981 .

[71]  D. Arnold,et al.  Mesial temporal damage in temporal lobe epilepsy: a volumetric MRI study of the hippocampus, amygdala and parahippocampal region. , 2003, Brain : a journal of neurology.

[72]  M. Cook,et al.  Rhinal cortex asymmetries in patients with mesial temporal sclerosis , 2008, Seizure.

[73]  J. Bellanger,et al.  Interictal to Ictal Transition in Human Temporal Lobe Epilepsy: Insights From a Computational Model of Intracerebral EEG , 2005, Journal of clinical neurophysiology : official publication of the American Electroencephalographic Society.

[74]  Frank Marten,et al.  Characterising the dynamics of EEG waveforms as the path through parameter space of a neural mass model: Application to epilepsy seizure evolution , 2012, NeuroImage.

[75]  F. Wendling Computational models of epileptic activity: a bridge between observation and pathophysiological interpretation , 2008, Expert review of neurotherapeutics.

[76]  Dustin Scheinost,et al.  DTI abnormalities in anterior corpus callosum of rats with spike–wave epilepsy , 2009, NeuroImage.

[77]  O. Muzik,et al.  Metabolic Changes of Subcortical Structures in Intractable Focal Epilepsy , 2004, Epilepsia.

[78]  John R. Huguenard,et al.  Neurons that Fire Together Also Conspire Together: Is Normal Sleep Circuitry Hijacked to Generate Epilepsy? , 2009, Neuron.

[79]  O. Gruber,et al.  Evaluation of cognition, structural, and functional MRI in juvenile myoclonic epilepsy , 2009, Epilepsia.

[80]  Orrin Devinsky,et al.  Default mode network abnormalities in idiopathic generalized epilepsy , 2012, Epilepsy & Behavior.

[81]  Huafu Chen,et al.  Altered Functional Connectivity and Small-World in Mesial Temporal Lobe Epilepsy , 2010, PloS one.

[82]  Sun I. Kim,et al.  Regional grey matter abnormalities in juvenile myoclonic epilepsy: A voxel-based morphometry study , 2007, NeuroImage.

[83]  Olaf Sporns,et al.  The Human Connectome: A Structural Description of the Human Brain , 2005, PLoS Comput. Biol..

[84]  Edouard Hirsch,et al.  Correlation between PET and SISCOM in temporal lobe epilepsy. , 2002, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[85]  John R. Terry,et al.  Onset of polyspike complexes in a mean-field model of human electroencephalography and its application to absence epilepsy , 2009, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[86]  Edward T. Bullmore,et al.  SYSTEMS NEUROSCIENCE Original Research Article , 2009 .

[87]  Bruce Hermann,et al.  Thalamofrontal circuitry and executive dysfunction in recent‐onset juvenile myoclonic epilepsy , 2009, Epilepsia.

[88]  J. Gotman,et al.  fMRI activation during spike and wave discharges in idiopathic generalized epilepsy. , 2004, Brain : a journal of neurology.

[89]  Stephen M Smith,et al.  Correspondence of the brain's functional architecture during activation and rest , 2009, Proceedings of the National Academy of Sciences.

[90]  Alan C. Evans,et al.  Small-world anatomical networks in the human brain revealed by cortical thickness from MRI. , 2007, Cerebral cortex.

[91]  Q. Gong,et al.  Resting state basal ganglia network in idiopathic generalized epilepsy , 2012, Human brain mapping.

[92]  Huafu Chen,et al.  Altered functional-structural coupling of large-scale brain networks in idiopathic generalized epilepsy. , 2011, Brain : a journal of neurology.

[93]  I G Zubal,et al.  Clinical use of ictal SPECT in secondarily generalized tonic-clonic seizures. , 2009, Brain : a journal of neurology.

[94]  P Dupont,et al.  SPECT perfusion changes during complex partial seizures in patients with hippocampal sclerosis. , 2003, Brain : a journal of neurology.

[95]  Wei Liao,et al.  Altered resting state networks in epileptic patients with generalized tonic–clonic seizures , 2011, Brain Research.

[96]  O. Sporns,et al.  Complex brain networks: graph theoretical analysis of structural and functional systems , 2009, Nature Reviews Neuroscience.

[97]  Danielle S Bassett,et al.  Genetic Influences on Cost-Efficient Organization of Human Cortical Functional Networks , 2011, The Journal of Neuroscience.

[98]  J. H. Cross,et al.  Revised terminology and concepts for organization of seizures and epilepsies: Report of the ILAE Commission on Classification and Terminology, 2005–2009 , 2010, Epilepsia.

[99]  John G. Milton,et al.  Epilepsy as a dynamic disease: A tutorial of the past with an eye to the future , 2010, Epilepsy & Behavior.

[100]  M. Weiner,et al.  Voxel‐based Optimized Morphometry (VBM) of Gray and White Matter in Temporal Lobe Epilepsy (TLE) with and without Mesial Temporal Sclerosis , 2006, Epilepsia.

[101]  Timothy E. J. Behrens,et al.  Human connectomics , 2012, Current Opinion in Neurobiology.

[102]  F. L. D. Silva,et al.  Dynamics of non-convulsive epileptic phenomena modeled by a bistable neuronal network , 2004, Neuroscience.

[103]  Karl J. Friston,et al.  EEG–fMRI of idiopathic and secondarily generalized epilepsies , 2006, NeuroImage.

[104]  Li Min Li,et al.  MRI volumetry shows increased anterior thalamic volumes in patients with absence seizures , 2006, Epilepsy & Behavior.

[105]  John R. Terry,et al.  A phenomenological model of seizure initiation suggests network structure may explain seizure frequency in idiopathic generalised epilepsy , 2012, Journal of mathematical neuroscience.

[106]  J. Cowan,et al.  Excitatory and inhibitory interactions in localized populations of model neurons. , 1972, Biophysical journal.

[107]  Richard Burgess,et al.  A critical review of the different conceptual hypotheses framing human focal epilepsy. , 2004, Epileptic disorders : international epilepsy journal with videotape.

[108]  Olaf Sporns,et al.  MR connectomics: Principles and challenges , 2010, Journal of Neuroscience Methods.

[109]  Anthony B Waites,et al.  fMRI “deactivation” of the posterior cingulate during generalized spike and wave , 2003, NeuroImage.

[110]  H. Siebner,et al.  Simultaneous EEG‐fMRI in drug‐naive children with newly diagnosed absence epilepsy , 2008, Epilepsia.

[111]  Chris Rorden,et al.  Extrahippocampal gray matter loss and hippocampal deafferentation in patients with temporal lobe epilepsy , 2010, Epilepsia.

[112]  David Barton,et al.  Transitions to spike-wave oscillations and epileptic dynamics in a human cortico-thalamic mean-field model , 2009, Journal of Computational Neuroscience.

[113]  J. White,et al.  Epilepsy in Small-World Networks , 2004, The Journal of Neuroscience.

[114]  P. Ossenblok,et al.  Onset and propagation of spike and slow wave discharges in human absence epilepsy: A MEG study , 2009, Epilepsia.

[115]  J Martinerie,et al.  Functional modularity of background activities in normal and epileptic brain networks. , 2008, Physical review letters.

[116]  F. Woermann,et al.  Abnormal cerebral structure in juvenile myoclonic epilepsy demonstrated with voxel-based analysis of MRI. , 1999, Brain : a journal of neurology.

[117]  Karl J. Friston,et al.  Functional magnetic resonance imaging of human absence seizures , 2003, Annals of neurology.

[118]  John S. Duncan,et al.  Voxel-based diffusion tensor imaging in patients with mesial temporal lobe epilepsy and hippocampal sclerosis , 2008, NeuroImage.

[119]  Colin Studholme,et al.  Positive and negative network correlations in temporal lobe epilepsy. , 2004, Cerebral cortex.

[120]  S. Spencer Neural Networks in Human Epilepsy: Evidence of and Implications for Treatment , 2002, Epilepsia.

[121]  Commentary on “Stimulation-based anticipation and control of state transitions in the epileptic brain” by Kalitzin, Velis, and Lopes da Silva , 2010, Epilepsy & Behavior.

[122]  Karl J. Friston,et al.  Causal Hierarchy within the Thalamo-Cortical Network in Spike and Wave Discharges , 2009, PloS one.

[123]  J. Bellanger,et al.  Epileptic fast intracerebral EEG activity: evidence for spatial decorrelation at seizure onset. , 2003, Brain : a journal of neurology.

[124]  D. Leopold,et al.  Neuronal correlates of spontaneous fluctuations in fMRI signals in monkey visual cortex: Implications for functional connectivity at rest , 2008, Human brain mapping.

[125]  F. H. Lopes da Silva,et al.  Model of brain rhythmic activity , 1974, Kybernetik.

[126]  Mark Hereld,et al.  Propagation of Seizure-like Activity in a Model of Neocortex , 2007, Journal of clinical neurophysiology : official publication of the American Electroencephalographic Society.

[127]  J. Gotman,et al.  Cortical and thalamic fMRI responses in partial epilepsy with focal and bilateral synchronous spikes , 2006, Clinical Neurophysiology.

[128]  A. Kleinschmidt,et al.  Temporal lobe interictal epileptic discharges affect cerebral activity in “default mode” brain regions , 2006, Human brain mapping.

[129]  Seung Bong Hong,et al.  Cerebral perfusion changes in mesial temporal lobe epilepsy: SPM analysis of ictal and interictal SPECT , 2005, NeuroImage.

[130]  Jean Gotman,et al.  Negative BOLD responses to epileptic spikes , 2006, Human brain mapping.

[131]  P. Robinson,et al.  Dynamics of large-scale brain activity in normal arousal states and epileptic seizures. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[132]  W. Liao,et al.  Impaired perceptual networks in temporal lobe epilepsy revealed by resting fMRI , 2009, Journal of Neurology.

[133]  J. Pastor,et al.  Synchronization Clusters of Interictal Activity in the Lateral Temporal Cortex of Epileptic Patients: Intraoperative Electrocorticographic Analysis , 2008, Epilepsia.

[134]  Steven Knight,et al.  Integration of structural and functional magnetic resonance imaging in amyotrophic lateral sclerosis. , 2011, Brain : a journal of neurology.