Physiological and motion signatures in static and time-varying functional connectivity and their subject identifiability
Xifra-Porxas, Alba ORCID: 0000-0002-9023-2432, Kassinopoulos, Michalis and Mitsis, Georgios D (2021) Physiological and motion signatures in static and time-varying functional connectivity and their subject identifiability. eLife, 10:e62324. ISSN 2050-084X (Online) (doi:https://doi.org/10.7554/eLife.62324)
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33812 XIFRA-PORXAS_Physiological_And_Motion_Signatures_In_Static_And_Time-varying_Connectivity_(OA)_2021.pdf - Published Version Available under License Creative Commons Attribution. Download (3MB) | Preview |
Abstract
Human brain connectivity yields significant potential as a noninvasive biomarker. Several studies have used fMRI-based connectivity fingerprinting to characterize individual patterns of brain activity. However, it is not clear whether these patterns mainly reflect neural activity or the effect of physiological and motion processes. To answer this question, we capitalize on a large data sample from the Human Connectome Project and rigorously investigate the contribution of the aforementioned processes on functional connectivity (FC) and time-varying FC, as well as their contribution to subject identifiability. We find that head motion, as well as heart rate and breathing fluctuations, induce artifactual connectivity within distinct resting-state networks and that they correlate with recurrent patterns in time-varying FC. Even though the spatiotemporal signatures of these processes yield above-chance levels in subject identifiability, removing their effects at the preprocessing stage improves identifiability, suggesting a neural component underpinning the inter-individual differences in connectivity.
Item Type: | Article |
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Uncontrolled Keywords: | physiological processes, head motion, breathing motion, fMRI, functional connectivity, resting-state, fMRI artifacts |
Subjects: | B Philosophy. Psychology. Religion > BF Psychology |
Faculty / School / Research Centre / Research Group: | Faculty of Education, Health & Human Sciences Faculty of Education, Health & Human Sciences > School of Human Sciences (HUM) |
Last Modified: | 09 Sep 2021 13:39 |
URI: | http://gala.gre.ac.uk/id/eprint/33812 |
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