• DocumentCode
    395164
  • Title

    Combining tomographic single subject, single trial activity into time-dependent grand-summaries of activated areas and functional connectivity

  • Author

    Ioannides, Andreas A.

  • Author_Institution
    Lab. for Human Brain Dynamics, Brain Sci. Inst., Saitama, Japan
  • Volume
    1
  • fYear
    2002
  • fDate
    18-22 Nov. 2002
  • Firstpage
    418
  • Abstract
    Standard statistical analysis and mutual information are employed to summarize the millisecond-by-millisecond single subject, single trial tomographic estimates of brain activity extracted from biomagnetic signals. The first approach (MFT-SPM) characterizes the spatial profile of significant activations at a particular latency in peristimulus time. The second grand-summary provide a time- and lag-dependent inventory of pair-wise interactions between brain areas. The analysis of median nerve stimulation data is used as an example to demonstrate the advantages and limitations of the grand summaries. Expected but also somewhat surprising, and hence easy to overlook, patterns emerge in the left and right hemisphere activations of each subject. These patterns dominate the grand-average summaries across subjects, leading to established results but also new insights. Finally, the amazing spatiotemporal accuracy achievable in MFT tomographic estimates of activity provides a warning that much and potentially valuable information is lost in the average and grand-average summaries.
  • Keywords
    biomedical MRI; information theory; magnetoencephalography; probability; statistical analysis; tomography; MFT-SPM; biomagnetic signals; brain activity; brain areas; functional connectivity; lag-dependent inventory; magnetic field tomography; median nerve stimulation data; mutual information; pair-wise interactions; peristimulus time; spatial profile; spatiotemporal accuracy; standard statistical analysis; time-dependent grand-summaries; time-dependent inventory; tomographic single subject single trial; Brain; Current density; Electroencephalography; Image reconstruction; Magnetic field measurement; Magnetic heads; Magnetic sensors; Scalp; Sensor systems; Tomography;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Information Processing, 2002. ICONIP '02. Proceedings of the 9th International Conference on
  • Print_ISBN
    981-04-7524-1
  • Type

    conf

  • DOI
    10.1109/ICONIP.2002.1202204
  • Filename
    1202204