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Macroscale coupling between structural and effective connectivity in the mouse brain

How the emergent functional connectivity (FC) relates to the underlying anatomy (structural connectivity, SC) is one of the biggest questions of modern neuroscience. At the macro-scale level, no one-to-one correspondence between structural and functional links seems to exist. And we posit that to be...

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Autores principales: Benozzo, Danilo, Baron, Giorgia, Coletta, Ludovico, Chiuso, Alessandro, Gozzi, Alessandro, Bertoldo, Alessandra
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9980133/
https://www.ncbi.nlm.nih.gov/pubmed/36865122
http://dx.doi.org/10.1101/2023.02.22.529400
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author Benozzo, Danilo
Baron, Giorgia
Coletta, Ludovico
Chiuso, Alessandro
Gozzi, Alessandro
Bertoldo, Alessandra
author_facet Benozzo, Danilo
Baron, Giorgia
Coletta, Ludovico
Chiuso, Alessandro
Gozzi, Alessandro
Bertoldo, Alessandra
author_sort Benozzo, Danilo
collection PubMed
description How the emergent functional connectivity (FC) relates to the underlying anatomy (structural connectivity, SC) is one of the biggest questions of modern neuroscience. At the macro-scale level, no one-to-one correspondence between structural and functional links seems to exist. And we posit that to better understand their coupling, two key aspects should be taken into account: the directionality of the structural connectome and the limitations of describing network functions in terms of FC. Here, we employed an accurate directed SC of the mouse brain obtained by means of viral tracers, and related it with single-subject effective connectivity (EC) matrices computed by applying a recently developed DCM to whole-brain resting-state fMRI data. We analyzed how SC deviates from EC and quantified their couplings by conditioning both on the strongest SC links and EC links. We found that when conditioning on the strongest EC links, the obtained coupling follows the unimodal-transmodal functional hierarchy. Whereas the reverse is not true, as there are strong SC links within high-order cortical areas with no corresponding strong EC links. This mismatch is even more clear across networks. Only the connections within sensory motor networks align both in terms of effective and structural strength.
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spelling pubmed-99801332023-03-03 Macroscale coupling between structural and effective connectivity in the mouse brain Benozzo, Danilo Baron, Giorgia Coletta, Ludovico Chiuso, Alessandro Gozzi, Alessandro Bertoldo, Alessandra bioRxiv Article How the emergent functional connectivity (FC) relates to the underlying anatomy (structural connectivity, SC) is one of the biggest questions of modern neuroscience. At the macro-scale level, no one-to-one correspondence between structural and functional links seems to exist. And we posit that to better understand their coupling, two key aspects should be taken into account: the directionality of the structural connectome and the limitations of describing network functions in terms of FC. Here, we employed an accurate directed SC of the mouse brain obtained by means of viral tracers, and related it with single-subject effective connectivity (EC) matrices computed by applying a recently developed DCM to whole-brain resting-state fMRI data. We analyzed how SC deviates from EC and quantified their couplings by conditioning both on the strongest SC links and EC links. We found that when conditioning on the strongest EC links, the obtained coupling follows the unimodal-transmodal functional hierarchy. Whereas the reverse is not true, as there are strong SC links within high-order cortical areas with no corresponding strong EC links. This mismatch is even more clear across networks. Only the connections within sensory motor networks align both in terms of effective and structural strength. Cold Spring Harbor Laboratory 2023-02-27 /pmc/articles/PMC9980133/ /pubmed/36865122 http://dx.doi.org/10.1101/2023.02.22.529400 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator.
spellingShingle Article
Benozzo, Danilo
Baron, Giorgia
Coletta, Ludovico
Chiuso, Alessandro
Gozzi, Alessandro
Bertoldo, Alessandra
Macroscale coupling between structural and effective connectivity in the mouse brain
title Macroscale coupling between structural and effective connectivity in the mouse brain
title_full Macroscale coupling between structural and effective connectivity in the mouse brain
title_fullStr Macroscale coupling between structural and effective connectivity in the mouse brain
title_full_unstemmed Macroscale coupling between structural and effective connectivity in the mouse brain
title_short Macroscale coupling between structural and effective connectivity in the mouse brain
title_sort macroscale coupling between structural and effective connectivity in the mouse brain
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9980133/
https://www.ncbi.nlm.nih.gov/pubmed/36865122
http://dx.doi.org/10.1101/2023.02.22.529400
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