• DocumentCode
    1487512
  • Title

    Quantifying Time-Varying Multiunit Neural Activity Using Entropy-Based Measures

  • Author

    Choi, Young-Seok ; Koenig, Matthew A. ; Jia, Xiaofeng ; Thakor, Nitish V.

  • Author_Institution
    Sch. of Med., Dept. of Biomed. Eng., Johns Hopkins Univ., Baltimore, MD, USA
  • Volume
    57
  • Issue
    11
  • fYear
    2010
  • Firstpage
    2771
  • Lastpage
    2777
  • Abstract
    Modern microelectrode arrays make it possible to simultaneously record population neural activity. However, methods to analyze multiunit activity (MUA), which reflects the aggregate spiking activity of a population of neurons, have remained underdeveloped in comparison to those used for studying single unit activity (SUA). In scenarios where SUA is hard to record and maintain or is not representative of brain´s response, MUA is informative in deciphering the brain´s complex time-varying response to stimuli or to clinical insults. Here, we present two quantitative methods of analysis of the time-varying dynamics of MUA without spike detection. These methods are based on the multiresolution discrete wavelet transform (DWT) of an envelope of MUA (eMUA) followed by information theoretic measures: multiresolution entropy (MRE) and the multiresolution Kullback-Leibler distance (MRKLD). We test the proposed quantifiers on both simulated and experimental MUA recorded from rodent cortex in an experimental model of global hypoxic-ischemic brain injury. First, our results validate the use of the eMUA as an alternative to detecting and analyzing transient and complex spike activity. Second, the MRE and MRKLD are shown to respond to dynamic changes due to the brain´s response to global injury and to identify the transient changes in the MUA.
  • Keywords
    brain; discrete wavelet transforms; diseases; electroencephalography; entropy; information theory; injuries; neurophysiology; EEG; aggregate spiking activity; brain complex time-varying response; brain response; hypoxic-ischemic brain injury; information theoretic measures; microelectrode arrays; multiresolution Kullback-Leibler distance; multiresolution discrete wavelet transform; multiresolution entropy; single unit activity; time-varying multiunit neural activity; Brain injury; Kullback–Leibler distance (KLD); Shannon entropy; cardiac arrest (CA); discrete wavelet transform (DWT); envelope; multiresolution; multiunit activity (MUA);
  • fLanguage
    English
  • Journal_Title
    Biomedical Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9294
  • Type

    jour

  • DOI
    10.1109/TBME.2010.2049266
  • Filename
    5462875