• DocumentCode
    3176745
  • Title

    A model of stimulus induced epileptic spike-wave discharges

  • Author

    Taylor, Peter N. ; Baier, Gerold ; Cash, Sydney S. ; Dauwels, Justin ; Slotine, Jean-Jacques ; Yujiang Wang

  • Author_Institution
    Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
  • fYear
    2013
  • fDate
    16-19 April 2013
  • Firstpage
    53
  • Lastpage
    59
  • Abstract
    Recent clinical and experimental evidence suggests that the spike-wave discharges (SWD) of absence seizures result from local activity within a hyperexcitable cortical region with rapid generalization through thalamocortical networks. The cortical focus is said to react more strongly to stimulation than other areas. We seek to develop a model which is in agreement with these recent experimental findings and suggest a possible explanation. In this study we extend an existing neural field model of thalamocortical interaction to account for multiple cortical regions which are connected according connectivity inferred from a clinically diagnosed epileptic patient. We stimulate at different model electrodes and investigate the resulting seizure duration. We observe that stimulation of only a small subset (11%) of model electrodes can lead to the rapid generalisation of SWD via both corticocortical and thalamocortical pathways. We find that the resulting model dynamics (seizure duration) varies significantly dependent upon the nodes stimulated and the amplitude of the stimulus. Our model indicates that heterogeneities in corticocortical connectivity could serve as a possible reason for the cortical focus and provides a platform for in silico hypothesis generation in complement to in vivo hypothesis validation.
  • Keywords
    biomedical electrodes; electroencephalography; medical signal processing; neurophysiology; patient diagnosis; seizure; spatiotemporal phenomena; SWD generalisation; clinically diagnosed epileptic patient; cortical focus; corticocortical connectivity; corticocortical pathways; hyperexcitable cortical region; model dynamics; model electrodes; neural field model; seizure duration; silico hypothesis generation; stimulus induced epileptic spike-wave discharge model; thalamocortical interaction; thalamocortical networks; thalamocortical pathways; Brain modeling; Computational modeling; Electrodes; Electroencephalography; Mathematical model; Sociology; Statistics; Epilepsy EEG; Mathematical modelling; Spatiotemporal patterns; Spike-wave;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Intelligence, Cognitive Algorithms, Mind, and Brain (CCMB), 2013 IEEE Symposium on
  • Conference_Location
    Singapore
  • Type

    conf

  • DOI
    10.1109/CCMB.2013.6609165
  • Filename
    6609165