Dynamical consequences of regional heterogeneity in the brain’s transcriptional landscape
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- dc.contributor.author Deco, Gustavo
- dc.contributor.author Kringelbach, Morten L.
- dc.contributor.author Arnatkeviciute, Aurina
- dc.contributor.author Oldham, Stuart
- dc.contributor.author Sabaroedin, Kristina
- dc.contributor.author Rogasch, Nigel C.
- dc.contributor.author Aquino, Kevin
- dc.contributor.author Fornito, Alex
- dc.date.accessioned 2022-06-16T06:04:54Z
- dc.date.available 2022-06-16T06:04:54Z
- dc.date.issued 2021
- dc.description.abstract Brain regions vary in their molecular and cellular composition, but how this heterogeneity shapes neuronal dynamics is unclear. Here, we investigate the dynamical consequences of regional heterogeneity using a biophysical model of whole-brain functional magnetic resonance imaging (MRI) dynamics in humans. We show that models in which transcriptional variations in excitatory and inhibitory receptor (E:I) gene expression constrain regional heterogeneity more accurately reproduce the spatiotemporal structure of empirical functional connectivity estimates than do models constrained by global gene expression profiles or MRI-derived estimates of myeloarchitecture. We further show that regional transcriptional heterogeneity is essential for yielding both ignition-like dynamics, which are thought to support conscious processing, and a wide variance of regional-activity time scales, which supports a broad dynamical range. We thus identify a key role for E:I heterogeneity in generating complex neuronal dynamics and demonstrate the viability of using transcriptomic data to constrain models of large-scale brain function.
- dc.description.sponsorship G.D. is supported by a Spanish national research project (ref. PID2019-105772GB-I00 MCIU AEI) funded by the Spanish Ministry of Science, Innovation and Universities (MCIU), State Research Agency (AEI); HBP SGA3 Human Brain Project Specific Grant Agreement 3 (grant agreement no. 945539), funded by the EU H2020 FET Flagship programme; SGR Research Support Group support (ref. 2017 SGR 1545), funded by the Catalan Agency for Management of University and Research Grants (AGAUR); Neurotwin Digital twins for model-driven non-invasive electrical brain stimulation (grant agreement ID: 101017716) funded by the EU H2020 FET Proactive programme; euSNN European School of Network Neuroscience (grant agreement ID: 860563) funded by the EU H2020 MSCA-ITN Innovative Training Networks; CECH The Emerging Human Brain Cluster (Id. 001-P-001682) within the framework of the European Research Development Fund Operational Program of Catalonia 2014-2020; Brain-Connects: Brain Connectivity during Stroke Recovery and Rehabilitation (id. 201725.33) funded by the Fundacio La Marato TV3; Corticity, FLAG–ERA JTC 2017, (ref. PCI2018-092891) funded by the Spanish Ministry of Science, Innovation and Universities (MCIU), State Research Agency (AEI). M.L.K. is supported by Center for Music in the Brain, funded by the Danish National Research Foundation (DNRF117); and Centre for Eudaimonia and Human Flourishing, funded by the Pettit and Carlsberg Foundations. AF was supported by the Sylvia and Charles Viertel Charitable Foundation and National Health and Medical Research Council (ID: 3251549). This work was supported by the computational infrastructure provided by the MASSIVE HPC facility (www.massive.org.au).
- dc.format.mimetype application/pdf
- dc.identifier.citation Deco G, Kringelbach ML, Arnatkeviciute A, Oldham S,Sabaroedin K, Rogasch NC, Aquino KM, Fornito A. Dynamical consequences of regional heterogeneity in the brain’s transcriptional landscape. Sci Adv. 2021;7(29):eabf4752. DOI: 10.1126/sciadv.abf4752
- dc.identifier.doi http://doi.org/10.1126/sciadv.abf4752
- dc.identifier.issn 2375-2548
- dc.identifier.uri http://hdl.handle.net/10230/53502
- dc.language.iso eng
- dc.publisher American Association for the Advancement of Science (AAAS)
- dc.relation.ispartof Science Advances. 2021;7(29):eabf4752.
- dc.relation.projectID info:eu-repo/grantAgreement/ES/2PE/PID2019-105772GB-I00 MCIU AEI
- dc.relation.projectID info:eu-repo/grantAgreement/EC/H2020/945539
- dc.relation.projectID info:eu-repo/grantAgreement/EC/H2020/860563
- dc.rights © 2021 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution NonCommercial License 4.0 (CC BY-NC).
- dc.rights.accessRights info:eu-repo/semantics/openAccess
- dc.rights.uri https://creativecommons.org/licenses/by-nc/4.0
- dc.title Dynamical consequences of regional heterogeneity in the brain’s transcriptional landscape
- dc.type info:eu-repo/semantics/article
- dc.type.version info:eu-repo/semantics/publishedVersion