Multi-session statistics on beamformed MEG data.

Abstract:

:Beamforming has been widely adopted as a source reconstruction technique in the analysis of magnetoencephalography data. Most beamforming implementations incorporate a spatially-varying rescaling (which we term weights normalisation) to correct for the inherent depth bias in raw beamformer estimates. Here, we demonstrate that such rescaling can cause critical problems whenever analyses are performed over multiple sessions of separately beamformed data, for example when comparing effect sizes between different populations. Importantly, we show that the weights-normalised beamformer estimates of neural activity can even lead to a reversal in the inferred sign of the effect being measured. We instead recommend that no weights normalisation be carried out; any depth bias is instead accounted for in the calculation of multi-session (e.g. group) statistics. We demonstrate the severity of the weights normalisation confound with a 2-D simulation, and in real MEG data by performing a group statistical analysis to detect differences in alpha power in eyes-closed rest compared with continuous visual stimulation.

journal_name

Neuroimage

journal_title

NeuroImage

authors

Luckhoo HT,Brookes MJ,Woolrich MW

doi

10.1016/j.neuroimage.2013.12.026

subject

Has Abstract

pub_date

2014-07-15 00:00:00

pages

330-5

eissn

1053-8119

issn

1095-9572

pii

S1053-8119(13)01230-5

journal_volume

95

pub_type

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