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Multivariate Granger causality unveils directed parietal to prefrontal cortex connectivity during task-free MRI
While a large body of research has focused on the study of functional brain “connectivity”, few investigators have focused on directionality of brain-brain interactions which, in spite of the mostly bidirectional anatomical substrates, cannot be assumed to be symmetrical. We employ a multivariate Gr...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5882904/ https://www.ncbi.nlm.nih.gov/pubmed/29615790 http://dx.doi.org/10.1038/s41598-018-23996-x |
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author | Duggento, Andrea Passamonti, Luca Valenza, Gaetano Barbieri, Riccardo Guerrisi, Maria Toschi, Nicola |
author_facet | Duggento, Andrea Passamonti, Luca Valenza, Gaetano Barbieri, Riccardo Guerrisi, Maria Toschi, Nicola |
author_sort | Duggento, Andrea |
collection | PubMed |
description | While a large body of research has focused on the study of functional brain “connectivity”, few investigators have focused on directionality of brain-brain interactions which, in spite of the mostly bidirectional anatomical substrates, cannot be assumed to be symmetrical. We employ a multivariate Granger Causality-based approach to estimating directed in-network interactions and quantify its advantages using extensive realistic synthetic BOLD data simulations to match Human Connectome Project (HCP) data specification. We then apply our framework to resting state functional MRI (rs-fMRI) data provided by the HCP to estimate the directed connectome of the human brain. We show that the functional interactions between parietal and prefrontal cortices commonly observed in rs-fMRI studies are not symmetrical, but consists of directional connectivity from parietal areas to prefrontal cortices rather than vice versa. These effects are localized within the same hemisphere and do not generalize to cross-hemispheric functional interactions. Our data are consistent with neurophysiological evidence that posterior parietal cortices involved in processing and integration of multi-sensory information modulate the function of more anterior prefrontal regions implicated in action control and goal-directed behaviour. The directionality of functional connectivity can provide an additional layer of information in interpreting rs-fMRI studies both in health and disease. |
format | Online Article Text |
id | pubmed-5882904 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-58829042018-04-09 Multivariate Granger causality unveils directed parietal to prefrontal cortex connectivity during task-free MRI Duggento, Andrea Passamonti, Luca Valenza, Gaetano Barbieri, Riccardo Guerrisi, Maria Toschi, Nicola Sci Rep Article While a large body of research has focused on the study of functional brain “connectivity”, few investigators have focused on directionality of brain-brain interactions which, in spite of the mostly bidirectional anatomical substrates, cannot be assumed to be symmetrical. We employ a multivariate Granger Causality-based approach to estimating directed in-network interactions and quantify its advantages using extensive realistic synthetic BOLD data simulations to match Human Connectome Project (HCP) data specification. We then apply our framework to resting state functional MRI (rs-fMRI) data provided by the HCP to estimate the directed connectome of the human brain. We show that the functional interactions between parietal and prefrontal cortices commonly observed in rs-fMRI studies are not symmetrical, but consists of directional connectivity from parietal areas to prefrontal cortices rather than vice versa. These effects are localized within the same hemisphere and do not generalize to cross-hemispheric functional interactions. Our data are consistent with neurophysiological evidence that posterior parietal cortices involved in processing and integration of multi-sensory information modulate the function of more anterior prefrontal regions implicated in action control and goal-directed behaviour. The directionality of functional connectivity can provide an additional layer of information in interpreting rs-fMRI studies both in health and disease. Nature Publishing Group UK 2018-04-03 /pmc/articles/PMC5882904/ /pubmed/29615790 http://dx.doi.org/10.1038/s41598-018-23996-x Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Duggento, Andrea Passamonti, Luca Valenza, Gaetano Barbieri, Riccardo Guerrisi, Maria Toschi, Nicola Multivariate Granger causality unveils directed parietal to prefrontal cortex connectivity during task-free MRI |
title | Multivariate Granger causality unveils directed parietal to prefrontal cortex connectivity during task-free MRI |
title_full | Multivariate Granger causality unveils directed parietal to prefrontal cortex connectivity during task-free MRI |
title_fullStr | Multivariate Granger causality unveils directed parietal to prefrontal cortex connectivity during task-free MRI |
title_full_unstemmed | Multivariate Granger causality unveils directed parietal to prefrontal cortex connectivity during task-free MRI |
title_short | Multivariate Granger causality unveils directed parietal to prefrontal cortex connectivity during task-free MRI |
title_sort | multivariate granger causality unveils directed parietal to prefrontal cortex connectivity during task-free mri |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5882904/ https://www.ncbi.nlm.nih.gov/pubmed/29615790 http://dx.doi.org/10.1038/s41598-018-23996-x |
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