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Open AccessJournal ArticleDOI

Using NEURON for Reaction-Diffusion Modeling of Extracellular Dynamics.

TLDR
The creation of this NEURON interface provides a pathway for interoperability that can be used to automatically export this class of models into complex intracellular/extracellular simulations and future cross-simulator standardization.
Abstract
Development of credible clinically-relevant brain simulations has been slowed due to a focus on electrophysiology in computational neuroscience, neglecting the multiscale whole-tissue modeling approach used for simulation in most other organ systems. We have now begun to extend the NEURON simulation platform in this direction by adding extracellular modeling. The extracellular medium of neural tissue is an active medium of neuromodulators, ions, inflammatory cells, oxygen, NO and other gases, with additional physiological, pharmacological and pathological agents. These extracellular agents influence, and are influenced by, cellular electrophysiology, and cellular chemophysiology-the complex internal cellular milieu of second-messenger signaling and cascades. NEURON's extracellular reaction-diffusion is supported by an intuitive Python-based where/who/what command sequence, derived from that used for intracellular reaction diffusion, to support coarse-grained macroscopic extracellular models. This simulation specification separates the expression of the conceptual model and parameters from the underlying numerical methods. In the volume-averaging approach used, the macroscopic model of tissue is characterized by free volume fraction-the proportion of space in which species are able to diffuse, and tortuosity-the average increase in path length due to obstacles. These tissue characteristics can be defined within particular spatial regions, enabling the modeler to account for regional differences, due either to intrinsic organization, particularly gray vs. white matter, or to pathology such as edema. We illustrate simulation development using spreading depression, a pathological phenomenon thought to play roles in migraine, epilepsy and stroke. Simulation results were verified against analytic results and against the extracellular portion of the simulation run under FiPy. The creation of this NEURON interface provides a pathway for interoperability that can be used to automatically export this class of models into complex intracellular/extracellular simulations and future cross-simulator standardization.

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Citations
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Journal ArticleDOI

Modernizing the NEURON Simulator for Sustainability, Portability, and Performance

TL;DR: These efforts have led to a growing developer base, a simpler and more robust software distribution, a wider range of supported computer architectures, a better integration of NEURON with other scientific workflows, and substantially improved performance for the simulation of biophysical and biochemical models.
Journal ArticleDOI

28th Annual Computational Neuroscience Meeting: CNS*2019

Ingo Bojak, +1 more
TL;DR: A branching network model capable of capturing both the local On-Off dynamics and the global activity propagation is developed, and similar representations are observed in a simulated multi-layer neural network trained with back-propagation.
Journal ArticleDOI

An electrodiffusive neuron-extracellular-glia model for exploring the genesis of slow potentials in the brain.

TL;DR: The edNEG model as mentioned in this paper combines compartmental neuron modeling with an electrodiffusive framework for intra-and extracellular ion concentration dynamics in a local piece of neuro-glial brain tissue.
References
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Journal ArticleDOI

A paravascular pathway facilitates CSF flow through the brain parenchyma and the clearance of interstitial solutes, including amyloid β.

TL;DR: An anatomically distinct clearing system in the brain that serves a lymphatic-like function is described and may have relevance for understanding or treating neurodegenerative diseases that involve the mis-accumulation of soluble proteins, such as amyloid β in Alzheimer's disease.
Journal ArticleDOI

Sleep Drives Metabolite Clearance From the Adult Brain

TL;DR: It is reported that sleep has a critical function in ensuring metabolic homeostasis and convective fluxes of interstitial fluid increased the rate of β-amyloid clearance during sleep, suggesting the restorative function of sleep may be a consequence of the enhanced removal of potentially neurotoxic waste products that accumulate in the awake central nervous system.
Book

The NEURON Book

TL;DR: Covering details of NEURON's inner workings, and practical considerations specifying anatomical and biophysical properties to be represented in models, this book uses a problem-solving approach that includes many examples to challenge readers.
Journal ArticleDOI

Diffusion in brain extracellular space.

TL;DR: Experimental studies with the real-time iontophoresis method employing the cation tetramethylammonium in normal brain tissue improve the conception of ECS structure and the roles of glia and extracellular matrix in modulating the ECS microenvironment.
Journal ArticleDOI

The role of spreading depression, spreading depolarization and spreading ischemia in neurological disease

TL;DR: Therapies that target spreading depolarization or the inverse hemodynamic response may potentially treat neurological conditions such as aneurismal subarachnoid hemorrhage or traumatic brain injury.
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