Evaluation of confound regression strategies for the mitigation of micromovement artifact in studies of dynamic resting-state functional connectivity and multilayer network modularity

Network Neuroscience
David M Lydon-StaleyDanielle S Bassett

Abstract

Dynamic functional connectivity reflects the spatiotemporal organization of spontaneous brain activity in health and disease. Dynamic functional connectivity may be susceptible to artifacts induced by participant motion. This report provides a systematic evaluation of 12 commonly used participant-level confound regression strategies designed to mitigate the effects of micromovements in a sample of 393 youths (ages 8-22 years). Each strategy was evaluated according to a number of benchmarks, including (a) the residual association between participant motion and edge dispersion, (b) distance-dependent effects of motion on edge dispersion, (c) the degree to which functional subnetworks could be identified by multilayer modularity maximization, and (d) measures of module reconfiguration, including node flexibility and node promiscuity. Results indicate variability in the effectiveness of the evaluated pipelines across benchmarks. Methods that included global signal regression were the most consistently effective de-noising strategies.

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Citations

Jul 15, 2020·Journal of Neural Engineering·Bianca De BlasiIlaria Boscolo Galazzo
Aug 29, 2020·Human Brain Mapping·Brigitta MalagurskiLutz Jäncke
Feb 12, 2020·Network Neuroscience·Daniel J LurieVince D Calhoun
Dec 19, 2020·NeuroImage·Andrea I LuppiEmmanuel A Stamatakis
Jan 29, 2021·Addiction Biology·David M Lydon-StaleyStephen J Wilson
May 24, 2021·Neurobiology of Disease·Mangor Pedersen, Andrew Zalesky
May 16, 2021·Journal of Affective Disorders·Danqing HuangYicheng Long
Aug 28, 2021·Journal of Child Psychology and Psychiatry, and Allied Disciplines·Jaclyn S KirshenbaumIan H Gotlib
Jan 9, 2022·Cerebral Cortex·Gránit KastratiKarin B Jensen

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Methods Mentioned

BETA
PCA

Software Mentioned

wmLOCAL
wmMEAN
R
fMRI
FSL
MoTrack
FIX
ICA
DESPIKE
36P

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