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Individual structural features constrain the mouse functional connectome

Whole brain dynamics intuitively depend upon the internal wiring of the brain; but to which extent the individual structural connectome constrains the corresponding functional connectome is unknown, even though its importance is uncontested. After acquiring structural data from individual mice, we v...

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Autores principales: Melozzi, Francesca, Bergmann, Eyal, Harris, Julie A., Kahn, Itamar, Jirsa, Viktor, Bernard, Christophe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6936369/
https://www.ncbi.nlm.nih.gov/pubmed/31826956
http://dx.doi.org/10.1073/pnas.1906694116
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author Melozzi, Francesca
Bergmann, Eyal
Harris, Julie A.
Kahn, Itamar
Jirsa, Viktor
Bernard, Christophe
author_facet Melozzi, Francesca
Bergmann, Eyal
Harris, Julie A.
Kahn, Itamar
Jirsa, Viktor
Bernard, Christophe
author_sort Melozzi, Francesca
collection PubMed
description Whole brain dynamics intuitively depend upon the internal wiring of the brain; but to which extent the individual structural connectome constrains the corresponding functional connectome is unknown, even though its importance is uncontested. After acquiring structural data from individual mice, we virtualized their brain networks and simulated in silico functional MRI data. Theoretical results were validated against empirical awake functional MRI data obtained from the same mice. We demonstrate that individual structural connectomes predict the functional organization of individual brains. Using a virtual mouse brain derived from the Allen Mouse Brain Connectivity Atlas, we further show that the dominant predictors of individual structure–function relations are the asymmetry and the weights of the structural links. Model predictions were validated experimentally using tracer injections, identifying which missing connections (not measurable with diffusion MRI) are important for whole brain dynamics in the mouse. Individual variations thus define a specific structural fingerprint with direct impact upon the functional organization of individual brains, a key feature for personalized medicine.
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spelling pubmed-69363692019-12-31 Individual structural features constrain the mouse functional connectome Melozzi, Francesca Bergmann, Eyal Harris, Julie A. Kahn, Itamar Jirsa, Viktor Bernard, Christophe Proc Natl Acad Sci U S A PNAS Plus Whole brain dynamics intuitively depend upon the internal wiring of the brain; but to which extent the individual structural connectome constrains the corresponding functional connectome is unknown, even though its importance is uncontested. After acquiring structural data from individual mice, we virtualized their brain networks and simulated in silico functional MRI data. Theoretical results were validated against empirical awake functional MRI data obtained from the same mice. We demonstrate that individual structural connectomes predict the functional organization of individual brains. Using a virtual mouse brain derived from the Allen Mouse Brain Connectivity Atlas, we further show that the dominant predictors of individual structure–function relations are the asymmetry and the weights of the structural links. Model predictions were validated experimentally using tracer injections, identifying which missing connections (not measurable with diffusion MRI) are important for whole brain dynamics in the mouse. Individual variations thus define a specific structural fingerprint with direct impact upon the functional organization of individual brains, a key feature for personalized medicine. National Academy of Sciences 2019-12-26 2019-12-11 /pmc/articles/PMC6936369/ /pubmed/31826956 http://dx.doi.org/10.1073/pnas.1906694116 Text en Copyright © 2019 the Author(s). Published by PNAS. http://creativecommons.org/licenses/by/4.0/ This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY) (http://creativecommons.org/licenses/by/4.0/) .
spellingShingle PNAS Plus
Melozzi, Francesca
Bergmann, Eyal
Harris, Julie A.
Kahn, Itamar
Jirsa, Viktor
Bernard, Christophe
Individual structural features constrain the mouse functional connectome
title Individual structural features constrain the mouse functional connectome
title_full Individual structural features constrain the mouse functional connectome
title_fullStr Individual structural features constrain the mouse functional connectome
title_full_unstemmed Individual structural features constrain the mouse functional connectome
title_short Individual structural features constrain the mouse functional connectome
title_sort individual structural features constrain the mouse functional connectome
topic PNAS Plus
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6936369/
https://www.ncbi.nlm.nih.gov/pubmed/31826956
http://dx.doi.org/10.1073/pnas.1906694116
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