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Heritability of human “directed” functional connectome

INTRODUCTION: The functional connectivity patterns in the brain are highly heritable; however, it is unclear how genetic factors influence the directionality of such “information flows.” Studying the “directionality” of the brain functional connectivity and assessing how heritability modulates it ca...

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Autores principales: Bianco, Maria Giovanna, Duggento, Andrea, Nigro, Salvatore, Conti, Allegra, Toschi, Nicola, Passamonti, Luca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10175995/
https://www.ncbi.nlm.nih.gov/pubmed/36989125
http://dx.doi.org/10.1002/brb3.2839
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author Bianco, Maria Giovanna
Duggento, Andrea
Nigro, Salvatore
Conti, Allegra
Toschi, Nicola
Passamonti, Luca
author_facet Bianco, Maria Giovanna
Duggento, Andrea
Nigro, Salvatore
Conti, Allegra
Toschi, Nicola
Passamonti, Luca
author_sort Bianco, Maria Giovanna
collection PubMed
description INTRODUCTION: The functional connectivity patterns in the brain are highly heritable; however, it is unclear how genetic factors influence the directionality of such “information flows.” Studying the “directionality” of the brain functional connectivity and assessing how heritability modulates it can improve our understanding of the human connectome. METHODS: Here, we investigated the heritability of “directed” functional connections using a state‐space formulation of Granger causality (GC), in conjunction with blind deconvolution methods accounting for local variability in the hemodynamic response function. Such GC implementation is ideal to explore the directionality of functional interactions across a large number of networks. Resting‐state functional magnetic resonance imaging data were drawn from the Human Connectome Project (total n = 898 participants). To add robustness to our findings, the dataset was randomly split into a “discovery” and a “replication” sample (each with n = 449 participants). The two cohorts were carefully matched in terms of demographic variables and other confounding factors (e.g., education). The effect of shared environment was also modeled. RESULTS: The parieto‐ and prefronto‐cerebellar, parieto‐prefrontal, and posterior‐cingulate to hippocampus connections showed the highest and most replicable heritability effects with little influence by shared environment. In contrast, shared environmental factors significantly affected the visuo‐parietal and sensory‐motor directed connectivity. CONCLUSION: We suggest a robust role of heritability in influencing the directed connectivity of some cortico‐subcortical circuits implicated in cognition. Further studies, for example using task‐based fMRI and GC, are warranted to confirm the asymmetric effects of genetic factors on the functional connectivity within cognitive networks and their role in supporting executive functions and learning.
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spelling pubmed-101759952023-05-13 Heritability of human “directed” functional connectome Bianco, Maria Giovanna Duggento, Andrea Nigro, Salvatore Conti, Allegra Toschi, Nicola Passamonti, Luca Brain Behav Original Articles INTRODUCTION: The functional connectivity patterns in the brain are highly heritable; however, it is unclear how genetic factors influence the directionality of such “information flows.” Studying the “directionality” of the brain functional connectivity and assessing how heritability modulates it can improve our understanding of the human connectome. METHODS: Here, we investigated the heritability of “directed” functional connections using a state‐space formulation of Granger causality (GC), in conjunction with blind deconvolution methods accounting for local variability in the hemodynamic response function. Such GC implementation is ideal to explore the directionality of functional interactions across a large number of networks. Resting‐state functional magnetic resonance imaging data were drawn from the Human Connectome Project (total n = 898 participants). To add robustness to our findings, the dataset was randomly split into a “discovery” and a “replication” sample (each with n = 449 participants). The two cohorts were carefully matched in terms of demographic variables and other confounding factors (e.g., education). The effect of shared environment was also modeled. RESULTS: The parieto‐ and prefronto‐cerebellar, parieto‐prefrontal, and posterior‐cingulate to hippocampus connections showed the highest and most replicable heritability effects with little influence by shared environment. In contrast, shared environmental factors significantly affected the visuo‐parietal and sensory‐motor directed connectivity. CONCLUSION: We suggest a robust role of heritability in influencing the directed connectivity of some cortico‐subcortical circuits implicated in cognition. Further studies, for example using task‐based fMRI and GC, are warranted to confirm the asymmetric effects of genetic factors on the functional connectivity within cognitive networks and their role in supporting executive functions and learning. John Wiley and Sons Inc. 2023-03-29 /pmc/articles/PMC10175995/ /pubmed/36989125 http://dx.doi.org/10.1002/brb3.2839 Text en © 2022 The Authors. Brain and Behavior published by Wiley Periodicals LLC. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Articles
Bianco, Maria Giovanna
Duggento, Andrea
Nigro, Salvatore
Conti, Allegra
Toschi, Nicola
Passamonti, Luca
Heritability of human “directed” functional connectome
title Heritability of human “directed” functional connectome
title_full Heritability of human “directed” functional connectome
title_fullStr Heritability of human “directed” functional connectome
title_full_unstemmed Heritability of human “directed” functional connectome
title_short Heritability of human “directed” functional connectome
title_sort heritability of human “directed” functional connectome
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10175995/
https://www.ncbi.nlm.nih.gov/pubmed/36989125
http://dx.doi.org/10.1002/brb3.2839
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