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Asymmetric high-order anatomical brain connectivity sculpts effective connectivity
Bridging the gap between symmetric, direct white matter brain connectivity and neural dynamics that are often asymmetric and polysynaptic may offer insights into brain architecture, but this remains an unresolved challenge in neuroscience. Here, we used the graph Laplacian matrix to simulate symmetr...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MIT Press
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7888488/ https://www.ncbi.nlm.nih.gov/pubmed/33615094 http://dx.doi.org/10.1162/netn_a_00150 |
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author | Sokolov, Arseny A. Zeidman, Peter Razi, Adeel Erb, Michael Ryvlin, Philippe Pavlova, Marina A. Friston, Karl J. |
author_facet | Sokolov, Arseny A. Zeidman, Peter Razi, Adeel Erb, Michael Ryvlin, Philippe Pavlova, Marina A. Friston, Karl J. |
author_sort | Sokolov, Arseny A. |
collection | PubMed |
description | Bridging the gap between symmetric, direct white matter brain connectivity and neural dynamics that are often asymmetric and polysynaptic may offer insights into brain architecture, but this remains an unresolved challenge in neuroscience. Here, we used the graph Laplacian matrix to simulate symmetric and asymmetric high-order diffusion processes akin to particles spreading through white matter pathways. The simulated indirect structural connectivity outperformed direct as well as absent anatomical information in sculpting effective connectivity, a measure of causal and directed brain dynamics. Crucially, an asymmetric diffusion process determined by the sensitivity of the network nodes to their afferents best predicted effective connectivity. The outcome is consistent with brain regions adapting to maintain their sensitivity to inputs within a dynamic range. Asymmetric network communication models offer a promising perspective for understanding the relationship between structural and functional brain connectomes, both in normalcy and neuropsychiatric conditions. |
format | Online Article Text |
id | pubmed-7888488 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MIT Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-78884882021-02-19 Asymmetric high-order anatomical brain connectivity sculpts effective connectivity Sokolov, Arseny A. Zeidman, Peter Razi, Adeel Erb, Michael Ryvlin, Philippe Pavlova, Marina A. Friston, Karl J. Netw Neurosci Research Articles Bridging the gap between symmetric, direct white matter brain connectivity and neural dynamics that are often asymmetric and polysynaptic may offer insights into brain architecture, but this remains an unresolved challenge in neuroscience. Here, we used the graph Laplacian matrix to simulate symmetric and asymmetric high-order diffusion processes akin to particles spreading through white matter pathways. The simulated indirect structural connectivity outperformed direct as well as absent anatomical information in sculpting effective connectivity, a measure of causal and directed brain dynamics. Crucially, an asymmetric diffusion process determined by the sensitivity of the network nodes to their afferents best predicted effective connectivity. The outcome is consistent with brain regions adapting to maintain their sensitivity to inputs within a dynamic range. Asymmetric network communication models offer a promising perspective for understanding the relationship between structural and functional brain connectomes, both in normalcy and neuropsychiatric conditions. MIT Press 2020-09-01 /pmc/articles/PMC7888488/ /pubmed/33615094 http://dx.doi.org/10.1162/netn_a_00150 Text en © 2020 Massachusetts Institute of Technology This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. For a full description of the license, please visit https://creativecommons.org/licenses/by/4.0/legalcode. |
spellingShingle | Research Articles Sokolov, Arseny A. Zeidman, Peter Razi, Adeel Erb, Michael Ryvlin, Philippe Pavlova, Marina A. Friston, Karl J. Asymmetric high-order anatomical brain connectivity sculpts effective connectivity |
title | Asymmetric high-order anatomical brain connectivity sculpts effective connectivity |
title_full | Asymmetric high-order anatomical brain connectivity sculpts effective connectivity |
title_fullStr | Asymmetric high-order anatomical brain connectivity sculpts effective connectivity |
title_full_unstemmed | Asymmetric high-order anatomical brain connectivity sculpts effective connectivity |
title_short | Asymmetric high-order anatomical brain connectivity sculpts effective connectivity |
title_sort | asymmetric high-order anatomical brain connectivity sculpts effective connectivity |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7888488/ https://www.ncbi.nlm.nih.gov/pubmed/33615094 http://dx.doi.org/10.1162/netn_a_00150 |
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