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
fDate :
Aug. 31 2010-Sept. 4 2010
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;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
Print_ISBN :
978-1-4244-4123-5
DOI :
10.1109/IEMBS.2010.5626652