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Integrating neuroinformatics tools in TheVirtualBrain
TheVirtualBrain (TVB) is a neuroinformatics Python package representing the convergence of clinical, systems, and theoretical neuroscience in the analysis, visualization and modeling of neural and neuroimaging dynamics. TVB is composed of a flexible simulator for neural dynamics measured across scal...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4001068/ https://www.ncbi.nlm.nih.gov/pubmed/24795617 http://dx.doi.org/10.3389/fninf.2014.00036 |
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author | Woodman, M. Marmaduke Pezard, Laurent Domide, Lia Knock, Stuart A. Sanz-Leon, Paula Mersmann, Jochen McIntosh, Anthony R. Jirsa, Viktor |
author_facet | Woodman, M. Marmaduke Pezard, Laurent Domide, Lia Knock, Stuart A. Sanz-Leon, Paula Mersmann, Jochen McIntosh, Anthony R. Jirsa, Viktor |
author_sort | Woodman, M. Marmaduke |
collection | PubMed |
description | TheVirtualBrain (TVB) is a neuroinformatics Python package representing the convergence of clinical, systems, and theoretical neuroscience in the analysis, visualization and modeling of neural and neuroimaging dynamics. TVB is composed of a flexible simulator for neural dynamics measured across scales from local populations to large-scale dynamics measured by electroencephalography (EEG), magnetoencephalography (MEG) and functional magnetic resonance imaging (fMRI), and core analytic and visualization functions, all accessible through a web browser user interface. A datatype system modeling neuroscientific data ties together these pieces with persistent data storage, based on a combination of SQL and HDF5. These datatypes combine with adapters allowing TVB to integrate other algorithms or computational systems. TVB provides infrastructure for multiple projects and multiple users, possibly participating under multiple roles. For example, a clinician might import patient data to identify several potential lesion points in the patient's connectome. A modeler, working on the same project, tests these points for viability through whole brain simulation, based on the patient's connectome, and subsequent analysis of dynamical features. TVB also drives research forward: the simulator itself represents the culmination of several simulation frameworks in the modeling literature. The availability of the numerical methods, set of neural mass models and forward solutions allows for the construction of a wide range of brain-scale simulation scenarios. This paper briefly outlines the history and motivation for TVB, describing the framework and simulator, giving usage examples in the web UI and Python scripting. |
format | Online Article Text |
id | pubmed-4001068 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-40010682014-05-02 Integrating neuroinformatics tools in TheVirtualBrain Woodman, M. Marmaduke Pezard, Laurent Domide, Lia Knock, Stuart A. Sanz-Leon, Paula Mersmann, Jochen McIntosh, Anthony R. Jirsa, Viktor Front Neuroinform Neuroscience TheVirtualBrain (TVB) is a neuroinformatics Python package representing the convergence of clinical, systems, and theoretical neuroscience in the analysis, visualization and modeling of neural and neuroimaging dynamics. TVB is composed of a flexible simulator for neural dynamics measured across scales from local populations to large-scale dynamics measured by electroencephalography (EEG), magnetoencephalography (MEG) and functional magnetic resonance imaging (fMRI), and core analytic and visualization functions, all accessible through a web browser user interface. A datatype system modeling neuroscientific data ties together these pieces with persistent data storage, based on a combination of SQL and HDF5. These datatypes combine with adapters allowing TVB to integrate other algorithms or computational systems. TVB provides infrastructure for multiple projects and multiple users, possibly participating under multiple roles. For example, a clinician might import patient data to identify several potential lesion points in the patient's connectome. A modeler, working on the same project, tests these points for viability through whole brain simulation, based on the patient's connectome, and subsequent analysis of dynamical features. TVB also drives research forward: the simulator itself represents the culmination of several simulation frameworks in the modeling literature. The availability of the numerical methods, set of neural mass models and forward solutions allows for the construction of a wide range of brain-scale simulation scenarios. This paper briefly outlines the history and motivation for TVB, describing the framework and simulator, giving usage examples in the web UI and Python scripting. Frontiers Media S.A. 2014-04-22 /pmc/articles/PMC4001068/ /pubmed/24795617 http://dx.doi.org/10.3389/fninf.2014.00036 Text en Copyright © 2014 Woodman, Pezard, Domide, Knock, Sanz-Leon, Mersmann, McIntosh and Jirsa. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Woodman, M. Marmaduke Pezard, Laurent Domide, Lia Knock, Stuart A. Sanz-Leon, Paula Mersmann, Jochen McIntosh, Anthony R. Jirsa, Viktor Integrating neuroinformatics tools in TheVirtualBrain |
title | Integrating neuroinformatics tools in TheVirtualBrain |
title_full | Integrating neuroinformatics tools in TheVirtualBrain |
title_fullStr | Integrating neuroinformatics tools in TheVirtualBrain |
title_full_unstemmed | Integrating neuroinformatics tools in TheVirtualBrain |
title_short | Integrating neuroinformatics tools in TheVirtualBrain |
title_sort | integrating neuroinformatics tools in thevirtualbrain |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4001068/ https://www.ncbi.nlm.nih.gov/pubmed/24795617 http://dx.doi.org/10.3389/fninf.2014.00036 |
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