External drivers of BOLD signal’s non-stationarity
dc.contributor.author | Ashourvan, Arian | |
dc.contributor.author | Pequito, Sérgio | |
dc.contributor.author | Bertolero, Maxwell | |
dc.contributor.author | Kim, Jason Z. | |
dc.contributor.author | Bassett, Danielle S. | |
dc.contributor.author | Litt, Brian | |
dc.date.accessioned | 2023-01-27T17:05:21Z | |
dc.date.available | 2023-01-27T17:05:21Z | |
dc.date.issued | 2022-09-19 | |
dc.identifier.citation | Ashourvan A, Pequito S, Bertolero M, Kim JZ, Bassett DS, Litt B (2022) External drivers of BOLD signal’s non-stationarity. PLoS ONE 17(9): e0257580. https://doi.org/10.1371/journal.pone.0257580 | en_US |
dc.identifier.uri | http://hdl.handle.net/1808/33719 | |
dc.description.abstract | A fundamental challenge in neuroscience is to uncover the principles governing how the brain interacts with the external environment. However, assumptions about external stimuli fundamentally constrain current computational models. We show in silico that unknown external stimulation can produce error in the estimated linear time-invariant dynamical system. To address these limitations, we propose an approach to retrieve the external (unknown) input parameters and demonstrate that the estimated system parameters during external input quiescence uncover spatiotemporal profiles of external inputs over external stimulation periods more accurately. Finally, we unveil the expected (and unexpected) sensory and task-related extra-cortical input profiles using functional magnetic resonance imaging data acquired from 96 subjects (Human Connectome Project) during the resting-state and task scans. This dynamical systems model of the brain offers information on the structure and dimensionality of the BOLD signal’s external drivers and shines a light on the likely external sources contributing to the BOLD signal’s non-stationarity. Our findings show the role of exogenous inputs in the BOLD dynamics and highlight the importance of accounting for external inputs to unravel the brain’s time-varying functional dynamics. | en_US |
dc.publisher | Public Library of Science | en_US |
dc.rights | © 2022 Ashourvan et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. | en_US |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | en_US |
dc.title | External drivers of BOLD signal’s non-stationarity | en_US |
dc.type | Article | en_US |
kusw.kuauthor | Ashourvan, Arian | |
kusw.kudepartment | Psychology | en_US |
dc.identifier.doi | 10.1371/journal.pone.0257580 | en_US |
dc.identifier.orcid | https://orcid.org/0000-0002-1529-7041 | en_US |
dc.identifier.orcid | https://orcid.org/0000-0002-3970-4561 | en_US |
dc.identifier.orcid | https://orcid.org/0000-0002-6183-4493 | en_US |
kusw.oaversion | Scholarly/refereed, publisher version | en_US |
kusw.oapolicy | This item meets KU Open Access policy criteria. | en_US |
dc.rights.accessrights | openAccess | en_US |
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Except where otherwise noted, this item's license is described as: © 2022 Ashourvan et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.