Skip to main content
Erschienen in: Neuroinformatics 1/2014

01.01.2014 | Original Article

A Neuroinformatics of Brain Modeling and its Implementation in the Brain Operation Database BODB

verfasst von: Michael A. Arbib, Anon Plangprasopchok, James Bonaiuto, Robert E. Schuler

Erschienen in: Neuroinformatics | Ausgabe 1/2014

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

We present principles for an integrated neuroinformatics framework which makes explicit how models are grounded on empirical evidence, explain (or not) existing empirical results and make testable predictions. The new ontological framework makes explicit how models bring together structural, functional, and related empirical observations. We emphasize schematics of the model’s operation linked to summaries of empirical data (SEDs) used in both the design and testing of the model, with tests comparing SEDs to summaries of simulation results (SSRs) from the model. We stress the importance of protocols for models as well as experiments. We complement the structural ontology of nested brain structures with a functional ontology of Brain Operating Principles (BOPs) for observed neural function and an ontological framework for grounding models in empirical data. We present an implementation of this ontological framework in the Brain Operation Database (BODB), an environment in which modelers and experimentalists can work together by making use of their shared empirical data, models and expertise.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Literatur
Zurück zum Zitat Arbib, M. A., & Bischoff-Grethe, A. (2001). Summary databases and model repositories. In M. A. Arbib & J. S. Grethe (Eds.), Computing the brain: A guide to neuroinformatics (pp. 287–96). San Diego: Academic Press.CrossRef Arbib, M. A., & Bischoff-Grethe, A. (2001). Summary databases and model repositories. In M. A. Arbib & J. S. Grethe (Eds.), Computing the brain: A guide to neuroinformatics (pp. 287–96). San Diego: Academic Press.CrossRef
Zurück zum Zitat Ashburner, M., Mungall, C. J., & Lewis, S. E. (2003). Ontologies for biologists: a community model for the annotation of genomic data. Cold Spring Harbor symposia on quantitative biology, 68, 227–235.PubMedCrossRef Ashburner, M., Mungall, C. J., & Lewis, S. E. (2003). Ontologies for biologists: a community model for the annotation of genomic data. Cold Spring Harbor symposia on quantitative biology, 68, 227–235.PubMedCrossRef
Zurück zum Zitat Bonaiuto, J., Rosta, E., & Arbib, M. (2007). Extending the mirror neuron system model, I. Biological cybernetics, 96, 9–38.PubMedCrossRef Bonaiuto, J., Rosta, E., & Arbib, M. (2007). Extending the mirror neuron system model, I. Biological cybernetics, 96, 9–38.PubMedCrossRef
Zurück zum Zitat Bota, M., & Arbib, M. A. (2004). Integrating databases and expert systems for the analysis of brain structures: connections, similarities, and homologies. Neuroinformatics, 2, 19–58.PubMedCrossRef Bota, M., & Arbib, M. A. (2004). Integrating databases and expert systems for the analysis of brain structures: connections, similarities, and homologies. Neuroinformatics, 2, 19–58.PubMedCrossRef
Zurück zum Zitat Bota, M., Dong, H.-W., & Swanson, L. (2005). Brain architecture management system. Neuroinformatics, 3, 15–47.PubMedCrossRef Bota, M., Dong, H.-W., & Swanson, L. (2005). Brain architecture management system. Neuroinformatics, 3, 15–47.PubMedCrossRef
Zurück zum Zitat Brinkman, R. R., Courtot, M., Derom, D., Fostel, J. M., He, Y., et al. (2010). Modeling biomedical experimental processes with OBI. Journal of biomedical semantics, 1(Suppl 1), S7.PubMedCentralPubMedCrossRef Brinkman, R. R., Courtot, M., Derom, D., Fostel, J. M., He, Y., et al. (2010). Modeling biomedical experimental processes with OBI. Journal of biomedical semantics, 1(Suppl 1), S7.PubMedCentralPubMedCrossRef
Zurück zum Zitat Bug, W. J., Ascoli, G. A., Grethe, J. S., Gupta, A., Fennema-Notestine, C., et al. (2008). The NIFSTD and BIRNLex vocabularies: building comprehensive ontologies for neuroscience. Neuroinformatics, 6, 175–194.PubMedCentralPubMedCrossRef Bug, W. J., Ascoli, G. A., Grethe, J. S., Gupta, A., Fennema-Notestine, C., et al. (2008). The NIFSTD and BIRNLex vocabularies: building comprehensive ontologies for neuroscience. Neuroinformatics, 6, 175–194.PubMedCentralPubMedCrossRef
Zurück zum Zitat Campbell, K. E., Oliver, D. E., & Shortliffe, E. H. (1997). The unified medical language system toward a collaborative approach for solving terminologic problems. Journal of the American Medical Informatics Association, 5, 12–16.CrossRef Campbell, K. E., Oliver, D. E., & Shortliffe, E. H. (1997). The unified medical language system toward a collaborative approach for solving terminologic problems. Journal of the American Medical Informatics Association, 5, 12–16.CrossRef
Zurück zum Zitat Chau, W., & McIntosh, A. R. (2005). The Talairach coordinate of a point in the MNI space: how to interpret it. NeuroImage, 25, 408–416.PubMedCrossRef Chau, W., & McIntosh, A. R. (2005). The Talairach coordinate of a point in the MNI space: how to interpret it. NeuroImage, 25, 408–416.PubMedCrossRef
Zurück zum Zitat Dashti, A., Ghandeharizadeh, S., Stone, J., Swanson, L., & Thompson, R. F. (1997). Database challenges and solutions in neuroscientific applications. NeuroImage, 5, 97–115.PubMedCrossRef Dashti, A., Ghandeharizadeh, S., Stone, J., Swanson, L., & Thompson, R. F. (1997). Database challenges and solutions in neuroscientific applications. NeuroImage, 5, 97–115.PubMedCrossRef
Zurück zum Zitat Dashti, A., Burns, G. A. P. C., Simmons, D., Swanson, L. W., Ghandeharizadeh, S., et al. (2001). The neuroanatomical rat brain viewer (NeuARt). In M. A. Arbib & J. S. Grethe (Eds.), Computing the brain: A guide to neuroinformatics (pp. 189–201). San Diego: Academic Press.CrossRef Dashti, A., Burns, G. A. P. C., Simmons, D., Swanson, L. W., Ghandeharizadeh, S., et al. (2001). The neuroanatomical rat brain viewer (NeuARt). In M. A. Arbib & J. S. Grethe (Eds.), Computing the brain: A guide to neuroinformatics (pp. 189–201). San Diego: Academic Press.CrossRef
Zurück zum Zitat Demiris, Y., & Hayes, G. (2002). Imitation as a dual-route process featuring predictive and learning components: A biologically-plausible computational model. In K. Dautenhahn & C. Nehaniv (Eds.), Imitation in animals and artifacts. Cambridge: MIT Press. Demiris, Y., & Hayes, G. (2002). Imitation as a dual-route process featuring predictive and learning components: A biologically-plausible computational model. In K. Dautenhahn & C. Nehaniv (Eds.), Imitation in animals and artifacts. Cambridge: MIT Press.
Zurück zum Zitat Demiris, Y., & Khadhouri, B. (2006). Hierarchical attentive multiple models for execution and recognition of actions. Robotics and Autonomous Systems, 54, 361–369.CrossRef Demiris, Y., & Khadhouri, B. (2006). Hierarchical attentive multiple models for execution and recognition of actions. Robotics and Autonomous Systems, 54, 361–369.CrossRef
Zurück zum Zitat Demiris, Y., Aziz-Zadeh, L. A., Bonaiuto, J. J. (2013). Information processing in the mirror neuron system in primates and machines. Neuroinformatics. Demiris, Y., Aziz-Zadeh, L. A., Bonaiuto, J. J. (2013). Information processing in the mirror neuron system in primates and machines. Neuroinformatics.
Zurück zum Zitat Ellson, J., Gansner, E., Koutsofios, L., North, S., & Woodhull, G. (2002). Graphviz — open source graph drawing tools. Lecture Notes in Computer Science, 2265, 483–484.CrossRef Ellson, J., Gansner, E., Koutsofios, L., North, S., & Woodhull, G. (2002). Graphviz — open source graph drawing tools. Lecture Notes in Computer Science, 2265, 483–484.CrossRef
Zurück zum Zitat Erlhagen, W., Mukovskiy, A., & Bicho, E. (2006). A dynamic model for action understanding and goal-directed imitation. Brain Research, 1083, 174–188.PubMedCrossRef Erlhagen, W., Mukovskiy, A., & Bicho, E. (2006). A dynamic model for action understanding and goal-directed imitation. Brain Research, 1083, 174–188.PubMedCrossRef
Zurück zum Zitat Evans, A. C., Collins, D. L., Milner, B. (1992). An MRI-based stereotactic atlas from 250 young normal subjects. Journal Society for Neuroscience Abstract: 408. Evans, A. C., Collins, D. L., Milner, B. (1992). An MRI-based stereotactic atlas from 250 young normal subjects. Journal Society for Neuroscience Abstract: 408.
Zurück zum Zitat Evans, A. C., Collins, D. L., Mills, S. R., Brown, E. D., Kelly, R. L., Peters, T. M. (1993) Nuclear Science Symposium and Medical Imaging Conference, 1993., 1993 I.E. Conference Record. 1813–17 vol. 3. Evans, A. C., Collins, D. L., Mills, S. R., Brown, E. D., Kelly, R. L., Peters, T. M. (1993) Nuclear Science Symposium and Medical Imaging Conference, 1993., 1993 I.E. Conference Record. 1813–17 vol. 3.
Zurück zum Zitat Fagg, A. H., & Arbib, M. A. (1998). Modeling parietal-premotor interactions in primate control of grasping. Neural Networks, 11, 1277–1303.PubMedCrossRef Fagg, A. H., & Arbib, M. A. (1998). Modeling parietal-premotor interactions in primate control of grasping. Neural Networks, 11, 1277–1303.PubMedCrossRef
Zurück zum Zitat Gleeson, P., Crook, S., Cannon, R. C., Hines, M. L., Billings, G. O., et al. (2010). NeuroML: a language for describing data driven models of neurons and networks with a high degree of biological detail. PLoS Computational Biology, 6, e1000815.PubMedCentralPubMedCrossRef Gleeson, P., Crook, S., Cannon, R. C., Hines, M. L., Billings, G. O., et al. (2010). NeuroML: a language for describing data driven models of neurons and networks with a high degree of biological detail. PLoS Computational Biology, 6, e1000815.PubMedCentralPubMedCrossRef
Zurück zum Zitat Gleeson, P., Piasini, E., Crook, S., Cannon, R., Steuber, V., et al. (2012). The Open Source Brain Initiative: enabling collaborative modelling in computational neuroscience. BMC Neuroscience, 13, 1–2.CrossRef Gleeson, P., Piasini, E., Crook, S., Cannon, R., Steuber, V., et al. (2012). The Open Source Brain Initiative: enabling collaborative modelling in computational neuroscience. BMC Neuroscience, 13, 1–2.CrossRef
Zurück zum Zitat Gupta, A., Ludäscher, B., Grethe, J. S., & Martone, M. E. (2003). Towards a formalization of disease-specific ontologies for neuroinformatics. Neural Networks, 16, 1277–1292.PubMedCrossRef Gupta, A., Ludäscher, B., Grethe, J. S., & Martone, M. E. (2003). Towards a formalization of disease-specific ontologies for neuroinformatics. Neural Networks, 16, 1277–1292.PubMedCrossRef
Zurück zum Zitat Gupta, A., Bug, W., Marenco, L., Qian, X., Condit, C., et al. (2008). Federated access to heterogeneous information resources in the Neuroscience Information Framework (NIF). Neuroinformatics, 6, 205–217.PubMedCentralPubMedCrossRef Gupta, A., Bug, W., Marenco, L., Qian, X., Condit, C., et al. (2008). Federated access to heterogeneous information resources in the Neuroscience Information Framework (NIF). Neuroinformatics, 6, 205–217.PubMedCentralPubMedCrossRef
Zurück zum Zitat Humphreys, B. L., Lindberg, D. A. B., Schoolman, H. M., & Barnett, G. O. (1998). The unified medical language system: an informatics research collaboration. Journal of the American Medical Informatics Association, 5, 1–11.PubMedCentralPubMedCrossRef Humphreys, B. L., Lindberg, D. A. B., Schoolman, H. M., & Barnett, G. O. (1998). The unified medical language system: an informatics research collaboration. Journal of the American Medical Informatics Association, 5, 1–11.PubMedCentralPubMedCrossRef
Zurück zum Zitat Imam, F. T., Larson, S. D., Bandrowski, A., Grethe, J. S., Gupta, A., & Martone, M. E. (2012). Development and use of ontologies inside the neuroscience information framework: a practical approach. Frontiers in Genetics, 3, 111.PubMedCentralPubMedCrossRef Imam, F. T., Larson, S. D., Bandrowski, A., Grethe, J. S., Gupta, A., & Martone, M. E. (2012). Development and use of ontologies inside the neuroscience information framework: a practical approach. Frontiers in Genetics, 3, 111.PubMedCentralPubMedCrossRef
Zurück zum Zitat Kotter, R. (2004). Online retrieval, processing, and visualization of primate connectivity data from the CoCoMac database. Neuroinformatics, 2, 127–144.PubMedCrossRef Kotter, R. (2004). Online retrieval, processing, and visualization of primate connectivity data from the CoCoMac database. Neuroinformatics, 2, 127–144.PubMedCrossRef
Zurück zum Zitat Laird, A. R., Lancaster, J. L., & Fox, P. T. (2005). BrainMap: the social evolution of a human brain mapping database. Neuroinformatics, 3, 65–78.PubMedCrossRef Laird, A. R., Lancaster, J. L., & Fox, P. T. (2005). BrainMap: the social evolution of a human brain mapping database. Neuroinformatics, 3, 65–78.PubMedCrossRef
Zurück zum Zitat Lancaster, J., Summerlin, J., Rainey, L., Freitas, C., & Fox, P. (1997). The talairach daemon: a database server for talairach atlas labels. NeuroImage, 5, S633. Lancaster, J., Summerlin, J., Rainey, L., Freitas, C., & Fox, P. (1997). The talairach daemon: a database server for talairach atlas labels. NeuroImage, 5, S633.
Zurück zum Zitat Malone, J., Holloway, E., Adamusiak, T., Kapushesky, M., Zheng, J., et al. (2010). Modeling sample variables with an experimental factor ontology. Bioinformatics (Oxford, England), 26, 1112–1118.CrossRef Malone, J., Holloway, E., Adamusiak, T., Kapushesky, M., Zheng, J., et al. (2010). Modeling sample variables with an experimental factor ontology. Bioinformatics (Oxford, England), 26, 1112–1118.CrossRef
Zurück zum Zitat Nielsen, F., & Hansen, L. (2000). VDE2000 - visualization development environments (pp. 76–81). New Jersey, USA: Princeton. Nielsen, F., & Hansen, L. (2000). VDE2000 - visualization development environments (pp. 76–81). New Jersey, USA: Princeton.
Zurück zum Zitat Nordlie, E., Gewaltig, M. O., & Plesser, H. E. (2009). Towards reproducible descriptions of neuronal network models. PLoS Computational Biology, 5, e1000456.PubMedCentralPubMedCrossRef Nordlie, E., Gewaltig, M. O., & Plesser, H. E. (2009). Towards reproducible descriptions of neuronal network models. PLoS Computational Biology, 5, e1000456.PubMedCentralPubMedCrossRef
Zurück zum Zitat Oztop, E., & Arbib, M. A. (2002). Schema design and implementation of the grasp-related mirror neuron system. Biological Cybernetics, 87, 116–140.PubMedCrossRef Oztop, E., & Arbib, M. A. (2002). Schema design and implementation of the grasp-related mirror neuron system. Biological Cybernetics, 87, 116–140.PubMedCrossRef
Zurück zum Zitat Paxinos, G., & Watson, C. (2009). Brain navigator. Boston, MA, USA: Elsevier. Paxinos, G., & Watson, C. (2009). Brain navigator. Boston, MA, USA: Elsevier.
Zurück zum Zitat Poldrack, R., Kittur, A., Kalar, D., Miller, E., Seppa, C., et al. (2011). The cognitive atlas: toward a knowledge foundation for cognitive neuroscience. Frontiers in neuroinformatics, 5, 17.PubMedCentralPubMedCrossRef Poldrack, R., Kittur, A., Kalar, D., Miller, E., Seppa, C., et al. (2011). The cognitive atlas: toward a knowledge foundation for cognitive neuroscience. Frontiers in neuroinformatics, 5, 17.PubMedCentralPubMedCrossRef
Zurück zum Zitat Russ, T. A., Ramakrishnan, C., Hovy, E. H., Bota, M., & Burns, G. A. P. C. (2011). Knowledge engineering tools for reasoning with scientific observations and interpretations: a neural connectivity use case. BMC bioinformatics, 12, 351.PubMedCentralPubMedCrossRef Russ, T. A., Ramakrishnan, C., Hovy, E. H., Bota, M., & Burns, G. A. P. C. (2011). Knowledge engineering tools for reasoning with scientific observations and interpretations: a neural connectivity use case. BMC bioinformatics, 12, 351.PubMedCentralPubMedCrossRef
Zurück zum Zitat Shahabi, C., Dashti, A., Burns, G. A. P. C., Ghandeharizadeh, S., Swanson, L. (1999). Visualization of Spatial Neuroanatomical Data. Proceedings of the 3rd international conference on visual information systems. Shahabi, C., Dashti, A., Burns, G. A. P. C., Ghandeharizadeh, S., Swanson, L. (1999). Visualization of Spatial Neuroanatomical Data. Proceedings of the 3rd international conference on visual information systems.
Zurück zum Zitat Smith, B., Ashburner, M., Rosse, C., Bard, J., Bug, W., et al. (2007). The OBO Foundry: coordinated evolution of ontologies to support biomedical data integration. Nature Biotechnology, 25, 1251–1255.PubMedCentralPubMedCrossRef Smith, B., Ashburner, M., Rosse, C., Bard, J., Bug, W., et al. (2007). The OBO Foundry: coordinated evolution of ontologies to support biomedical data integration. Nature Biotechnology, 25, 1251–1255.PubMedCentralPubMedCrossRef
Zurück zum Zitat Soldatova, L. N., & King, R. D. (2006). An ontology of scientific experiments. Journal of the Royal Society, Interface/the Royal Society, 3, 795–803.PubMedCentralPubMedCrossRef Soldatova, L. N., & King, R. D. (2006). An ontology of scientific experiments. Journal of the Royal Society, Interface/the Royal Society, 3, 795–803.PubMedCentralPubMedCrossRef
Zurück zum Zitat Swanson, L. (2003). Brain maps, structure of the rat brain (3rd ed.). San Diego, CA: Academic. Swanson, L. (2003). Brain maps, structure of the rat brain (3rd ed.). San Diego, CA: Academic.
Zurück zum Zitat Talairach, J., & Tournoux, P. (1988). Co-planar stereotaxic atlas of the human brain. New York: Thieme. Talairach, J., & Tournoux, P. (1988). Co-planar stereotaxic atlas of the human brain. New York: Thieme.
Zurück zum Zitat Teeters, J. L., Harris, K. D., Millman, K. J., Olshausen, B. A., & Sommer, F. T. (2008). Data sharing for computational neuroscience. Neuroinformatics, 6, 47–55.PubMedCrossRef Teeters, J. L., Harris, K. D., Millman, K. J., Olshausen, B. A., & Sommer, F. T. (2008). Data sharing for computational neuroscience. Neuroinformatics, 6, 47–55.PubMedCrossRef
Zurück zum Zitat Völkel, M., Krötzsch, M., Vrandecic, D., Haller, H., Studer, R. (2006). Semantic Wikipedia. Proceedings of the 15th international conference on World Wide Web WWW 06 5: 585–94. Völkel, M., Krötzsch, M., Vrandecic, D., Haller, H., Studer, R. (2006). Semantic Wikipedia. Proceedings of the 15th international conference on World Wide Web WWW 06 5: 585–94.
Metadaten
Titel
A Neuroinformatics of Brain Modeling and its Implementation in the Brain Operation Database BODB
verfasst von
Michael A. Arbib
Anon Plangprasopchok
James Bonaiuto
Robert E. Schuler
Publikationsdatum
01.01.2014
Verlag
Springer US
Erschienen in
Neuroinformatics / Ausgabe 1/2014
Print ISSN: 1539-2791
Elektronische ISSN: 1559-0089
DOI
https://doi.org/10.1007/s12021-013-9209-y

Weitere Artikel der Ausgabe 1/2014

Neuroinformatics 1/2014 Zur Ausgabe

Premium Partner