Cargando…
Dynamical consequences of regional heterogeneity in the brain’s transcriptional landscape
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 h...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Association for the Advancement of Science
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8279501/ https://www.ncbi.nlm.nih.gov/pubmed/34261652 http://dx.doi.org/10.1126/sciadv.abf4752 |
_version_ | 1783722469657411584 |
---|---|
author | Deco, Gustavo Kringelbach, Morten L. Arnatkeviciute, Aurina Oldham, Stuart Sabaroedin, Kristina Rogasch, Nigel C. Aquino, Kevin M. Fornito, Alex |
author_facet | Deco, Gustavo Kringelbach, Morten L. Arnatkeviciute, Aurina Oldham, Stuart Sabaroedin, Kristina Rogasch, Nigel C. Aquino, Kevin M. Fornito, Alex |
author_sort | Deco, Gustavo |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-8279501 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | American Association for the Advancement of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-82795012021-07-16 Dynamical consequences of regional heterogeneity in the brain’s transcriptional landscape Deco, Gustavo Kringelbach, Morten L. Arnatkeviciute, Aurina Oldham, Stuart Sabaroedin, Kristina Rogasch, Nigel C. Aquino, Kevin M. Fornito, Alex Sci Adv Research Articles 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. American Association for the Advancement of Science 2021-07-14 /pmc/articles/PMC8279501/ /pubmed/34261652 http://dx.doi.org/10.1126/sciadv.abf4752 Text en Copyright © 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). https://creativecommons.org/licenses/by-nc/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution-NonCommercial license (https://creativecommons.org/licenses/by-nc/4.0/) , which permits use, distribution, and reproduction in any medium, so long as the resultant use is not for commercial advantage and provided the original work is properly cited. |
spellingShingle | Research Articles Deco, Gustavo Kringelbach, Morten L. Arnatkeviciute, Aurina Oldham, Stuart Sabaroedin, Kristina Rogasch, Nigel C. Aquino, Kevin M. Fornito, Alex Dynamical consequences of regional heterogeneity in the brain’s transcriptional landscape |
title | Dynamical consequences of regional heterogeneity in the brain’s transcriptional landscape |
title_full | Dynamical consequences of regional heterogeneity in the brain’s transcriptional landscape |
title_fullStr | Dynamical consequences of regional heterogeneity in the brain’s transcriptional landscape |
title_full_unstemmed | Dynamical consequences of regional heterogeneity in the brain’s transcriptional landscape |
title_short | Dynamical consequences of regional heterogeneity in the brain’s transcriptional landscape |
title_sort | dynamical consequences of regional heterogeneity in the brain’s transcriptional landscape |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8279501/ https://www.ncbi.nlm.nih.gov/pubmed/34261652 http://dx.doi.org/10.1126/sciadv.abf4752 |
work_keys_str_mv | AT decogustavo dynamicalconsequencesofregionalheterogeneityinthebrainstranscriptionallandscape AT kringelbachmortenl dynamicalconsequencesofregionalheterogeneityinthebrainstranscriptionallandscape AT arnatkeviciuteaurina dynamicalconsequencesofregionalheterogeneityinthebrainstranscriptionallandscape AT oldhamstuart dynamicalconsequencesofregionalheterogeneityinthebrainstranscriptionallandscape AT sabaroedinkristina dynamicalconsequencesofregionalheterogeneityinthebrainstranscriptionallandscape AT rogaschnigelc dynamicalconsequencesofregionalheterogeneityinthebrainstranscriptionallandscape AT aquinokevinm dynamicalconsequencesofregionalheterogeneityinthebrainstranscriptionallandscape AT fornitoalex dynamicalconsequencesofregionalheterogeneityinthebrainstranscriptionallandscape |