• DocumentCode
    2929352
  • Title

    EEG-EMG coherence estimated using time-varying autoregressive models in movement-activated myoclonus in patients with progressive myoclonic epilepsies.

  • Author

    Panzica, Ferruccio ; Varotto, Giulia ; Canafoglia, Laura ; Sebastiano, Davide Rossi ; Visani, Elisa ; Franceschetti, Silvana

  • Author_Institution
    Dept. of Neurophysiol. & Diagnostic Epileptology, Fondazione IRCCS Ist. Neurologico C. Besta Milano, Milan, Italy
  • fYear
    2010
  • fDate
    Aug. 31 2010-Sept. 4 2010
  • Firstpage
    1642
  • Lastpage
    1645
  • Abstract
    We aimed this study at verifying the appropriateness of bivariate time-varying autoregressive models in detecting EEG-EMG relationships and identifying the characteristics of myoclonus-related EEG changes in patients with two forms of progressive myoclonus epilepsy (PME). Our results indicate that TVAR analysis was able to detect the presence of prominent peaks of EEG-EMG coherence between the EMG and contralateral frontocentral EEG derivation in all patients, revealing differences in time-frequency spectral profiles associated to the two different forms of PMEs, possibly correlated with the severity of myoclonus.
  • Keywords
    autoregressive processes; diseases; electroencephalography; electromyography; medical signal processing; neuromuscular stimulation; regression analysis; EEG-EMG coherence estimation; PME; TVAR analysis; bivariate time-varying autoregressive models; contralateral frontocentral EEG; movement activated myoclonus; myoclonus related EEG changes; progressive myoclonic epilepsies; time varying autoregressive models; Adaptation model; Brain models; Coherence; Electroencephalography; Electromyography; Muscles; Algorithms; Computer Simulation; Diagnosis, Computer-Assisted; Electroencephalography; Electromyography; Humans; Models, Biological; Models, Neurological; Movement; Myoclonic Epilepsies, Progressive; Regression Analysis; Reproducibility of Results; Sensitivity and Specificity;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
  • Conference_Location
    Buenos Aires
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4123-5
  • Type

    conf

  • DOI
    10.1109/IEMBS.2010.5626652
  • Filename
    5626652