ArticleBrain : a journal of neurology2014
On the nature of seizure dynamics.
Article in Brain : a journal of neurology, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 328 papers.
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Who cites it
328 citing papers in PubMed, 794 citations in OpenAlex.
- Midline thalamic neurons show early hypersynchrony during absence seizures in mouse models.iScience · 2026Article
- From Computational Models to Clinical Decision-Making in Epilepsy: Bridging the Gap Between Theory and Practice.Brain topography · 2026Review
- Biophysically inspired mean-field model of neuronal populations driven by ion-exchange mechanisms.eLife · 2026Article
- Interpretable Machine Learning Identifies an Emergent Absence Seizure Mechanism.bioRxiv : the preprint server for biology · 2026Article
- Seizure recruitment properties are dependent upon dynamotype: A modeling study.PLoS computational biology · 2026Article
- The Free Energy Principle and Free Markets.Entropy (Basel, Switzerland) · 2026Article
- A minimal model of working memory in neural systems and neuromorphic circuits.Nature communications · 2026Article
- Neural population models for EEG: From Canonical models to alternative model structures.PLoS computational biology · 2026Article
- Unstable slow oscillations couple with epileptogenic fast-rhythm bistability in sleep-related epilepsy: A stereoelectroencephalographic study.Epilepsia · 2026Article
- Structural Eigenmodes of the Brain to Improve the Source Localization of EEG: Application to Epileptiform Activity.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Co-simulation framework combining a microscopically detailed point neuron model of the hippocampal CA1 region with the macroscopic high-resolution virtual brain model.Journal of computational neuroscience · 2026Article
- Article
- Review
- Stabilizing fractional dynamical networks suppresses epileptic seizures.Scientific reports · 2026Article
- Escape behaviors are transiently modulated after acutely induced epileptic seizures in larval zebrafish.Scientific reports · 2026Article
- Selective observation following betrayal shapes the social inference landscape.PLoS computational biology · 2026Article
- Passive neuromodulation: an energy-driven mechanism for closed-loop suppression of epileptic seizures.bioRxiv : the preprint server for biology · 2026Article
- Neurobehavioral Signatures of Epileptogenesis: Molecular Programs, Trait-like Phenotypes, and Translational Biomarkers Beyond Seizures.International journal of molecular sciences · 2026Review
- Computational modeling of seizure reconstruction and attenuation via model reference control.Scientific reports · 2026Article
- Artificial intelligence as a surrogate brain: bridging neural dynamical models and data.National science review · 2026Review
268 more citing papers are in PubMed but not listed here.
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Authors and funding
5 authors at 3 institutions in 2 countries.
Funding
Abstract
Seizures can occur spontaneously and in a recurrent manner, which defines epilepsy; or they can be induced in a normal brain under a variety of conditions in most neuronal networks and species from flies to humans. Such universality raises the possibility that invariant properties exist that characterize seizures under different physiological and pathological conditions. Here, we analysed seizure dynamics mathematically and established a taxonomy of seizures based on first principles. For the predominant seizure class we developed a generic model called Epileptor. As an experimental model system, we used ictal-like discharges induced in vitro in mouse hippocampi. We show that only five state variables linked by integral-differential equations are sufficient to describe the onset, time course and offset of ictal-like discharges as well as their recurrence. Two state variables are responsible for generating rapid discharges (fast time scale), two for spike and wave events (intermediate time scale) and one for the control of time course, including the alternation between 'normal' and ictal periods (slow time scale). We propose that normal and ictal activities coexist: a separatrix acts as a barrier (or seizure threshold) between these states. Seizure onset is reached upon the collision of normal brain trajectories with the separatrix. We show theoretically and experimentally how a system can be pushed toward seizure under a wide variety of conditions. Within our experimental model, the onset and offset of ictal-like discharges are well-defined mathematical events: a saddle-node and homoclinic bifurcation, respectively. These bifurcations necessitate a baseline shift at onset and a logarithmic scaling of interspike intervals at offset. These predictions were not only confirmed in our in vitro experiments, but also for focal seizures recorded in different syndromes, brain regions and species (humans and zebrafish). Finally, we identified several possible biophysical parameters contributing to the five state variables in our model system. We show that these parameters apply to specific experimental conditions and propose that there exists a wide array of possible biophysical mechanisms for seizure genesis, while preserving central invariant properties. Epileptor and the seizure taxonomy will guide future modeling and translational research by identifying universal rules governing the initiation and termination of seizures and predicting the conditions necessary for those transitions.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.