event-related synthetic aperture magnetometry (samerf)

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Event-related Synthetic Aperture Magnetometry (SAMerf)

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Event-related Synthetic Aperture Magnetometry (SAMerf). Outline. Review of traditional SAM Introduction to SAMerf Cheyne et al. motor experiment Sliding window SAMerf. Review of traditional SAM. Estimates equivalent current dipole source power within specified frequency bands - PowerPoint PPT Presentation

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Page 1: Event-related Synthetic Aperture Magnetometry (SAMerf)

Event-related Synthetic Aperture Magnetometry

(SAMerf)

Page 2: Event-related Synthetic Aperture Magnetometry (SAMerf)

Outline

• Review of traditional SAM

• Introduction to SAMerf

• Cheyne et al. motor experiment

• Sliding window SAMerf

Page 3: Event-related Synthetic Aperture Magnetometry (SAMerf)

Review of traditional SAM

• Estimates equivalent current dipole source power within specified frequency bands

• Based on sensor covariance in time windows

• Uses optimal spatial filters to estimate source power on a grid of voxels

Page 4: Event-related Synthetic Aperture Magnetometry (SAMerf)

SAM analysis of an n-back working memory task

Page 5: Event-related Synthetic Aperture Magnetometry (SAMerf)

How do we increase temporal resolution?

• Sliding window SAM– Calculate SAM images for small overlapping

time windows

• Virtual channels– Use the SAM spatial filters to estimate time

series

Page 6: Event-related Synthetic Aperture Magnetometry (SAMerf)

Virtual Channels

Page 7: Event-related Synthetic Aperture Magnetometry (SAMerf)

How can we increase signal-to-noise in a virtual channel?

• Average - either in the temporal or frequency domain

• Averaging in time will produce an evoked response (and ignore induced activity)

Page 8: Event-related Synthetic Aperture Magnetometry (SAMerf)

Introduction to SAMerf

• Traditional SAM is performed on time windows and frequency bands of interest

• Virtual channels are created for each voxel

• The virtual channels are averaged to generate an event-related response (ERF)

• Amplitudes of the ERFs at small time windows are used to produce 3D maps

Page 9: Event-related Synthetic Aperture Magnetometry (SAMerf)

Cheyne et al. motor experimentSpatiotemporal mapping of cortical activity accompanying voluntary movements using an event-related beamforming approach

Douglas Cheyne, Leyla Bakhtazad, William Gaetz

Neuromagnetic Imaging Laboratory, Hospital for Sick Children Research Institute, Toronto, Ontario, Canada

Hum Brain Mapp. 2006 Mar;27(3):213-29.

Page 10: Event-related Synthetic Aperture Magnetometry (SAMerf)

SAMerf processing stream

Page 11: Event-related Synthetic Aperture Magnetometry (SAMerf)

Movement-related fields

Page 12: Event-related Synthetic Aperture Magnetometry (SAMerf)

Single subject

Page 13: Event-related Synthetic Aperture Magnetometry (SAMerf)

Mean of 8 subjects

Page 14: Event-related Synthetic Aperture Magnetometry (SAMerf)

Sliding window SAMerf

• Activity is averaged over a small time window

• The averaging window is slid to observe temporal changes

• Good for increasing signal-to-noise and characterizing high frequency bursts

Page 15: Event-related Synthetic Aperture Magnetometry (SAMerf)

Low frequency component High frequency component

5 Clicks – 250ms ISI 4-6 seconds between click trains

Stimuli

Five Click Auditory Experiment

Page 16: Event-related Synthetic Aperture Magnetometry (SAMerf)

Time-Frequency analysis using the Stockwell Transform

Page 17: Event-related Synthetic Aperture Magnetometry (SAMerf)

Sliding window SAM with 50ms windows and 25ms steps Gamma-band: 25-50Hz

left

right

Page 18: Event-related Synthetic Aperture Magnetometry (SAMerf)

Right IFG

Page 19: Event-related Synthetic Aperture Magnetometry (SAMerf)

Summary

• Use traditional SAM to find power changes in frequency bands

• Use SAMerf to localize evoked fields and phase-locked activity

Page 20: Event-related Synthetic Aperture Magnetometry (SAMerf)

Thanks!