Literature DB >> 26860437

A Mapping Between Structural and Functional Brain Networks.

Jil Meier1, Prejaas Tewarie2, Arjan Hillebrand3, Linda Douw4,5, Bob W van Dijk3, Steven M Stufflebeam5,6, Piet Van Mieghem1.   

Abstract

The relationship between structural and functional brain networks is still highly debated. Most previous studies have used a single functional imaging modality to analyze this relationship. In this work, we use multimodal data, from functional MRI, magnetoencephalography, and diffusion tensor imaging, and assume that there exists a mapping between the connectivity matrices of the resting-state functional and structural networks. We investigate this mapping employing group averaged as well as individual data. We indeed find a significantly high goodness of fit level for this structure-function mapping. Our analysis suggests that a functional connection is shaped by all walks up to the diameter in the structural network in both modality cases. When analyzing the inverse mapping, from function to structure, longer walks in the functional network also seem to possess minor influence on the structural connection strengths. Even though similar overall properties for the structure-function mapping are found for different functional modalities, our results indicate that the structure-function relationship is modality dependent.

Keywords:  DT1; MEG; brain networks; fMRI; functional connectivity; functional networks; matrix mapping; structural connectivity; structural networks

Mesh:

Year:  2016        PMID: 26860437      PMCID: PMC4939447          DOI: 10.1089/brain.2015.0408

Source DB:  PubMed          Journal:  Brain Connect        ISSN: 2158-0014


  33 in total

1.  Degeneracy and cognitive anatomy.

Authors:  Cathy J. Price; Karl J. Friston
Journal:  Trends Cogn Sci       Date:  2002-10-01       Impact factor: 20.229

2.  Interrelating anatomical, effective, and functional brain connectivity using propagators and neural field theory.

Authors:  P A Robinson
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2012-01-17

3.  Resting-brain functional connectivity predicted by analytic measures of network communication.

Authors:  Joaquín Goñi; Martijn P van den Heuvel; Andrea Avena-Koenigsberger; Nieves Velez de Mendizabal; Richard F Betzel; Alessandra Griffa; Patric Hagmann; Bernat Corominas-Murtra; Jean-Philippe Thiran; Olaf Sporns
Journal:  Proc Natl Acad Sci U S A       Date:  2013-12-30       Impact factor: 11.205

4.  Cortical surface-based analysis. II: Inflation, flattening, and a surface-based coordinate system.

Authors:  B Fischl; M I Sereno; A M Dale
Journal:  Neuroimage       Date:  1999-02       Impact factor: 6.556

5.  Investigating the electrophysiological basis of resting state networks using magnetoencephalography.

Authors:  Matthew J Brookes; Mark Woolrich; Henry Luckhoo; Darren Price; Joanne R Hale; Mary C Stephenson; Gareth R Barnes; Stephen M Smith; Peter G Morris
Journal:  Proc Natl Acad Sci U S A       Date:  2011-09-19       Impact factor: 11.205

6.  Determination of effective brain connectivity from functional connectivity with application to resting state connectivities.

Authors:  P A Robinson; S Sarkar; Grishma Mehta Pandejee; J A Henderson
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2014-07-30

Review 7.  Modern network science of neurological disorders.

Authors:  Cornelis J Stam
Journal:  Nat Rev Neurosci       Date:  2014-09-04       Impact factor: 34.870

8.  Identification of optimal structural connectivity using functional connectivity and neural modeling.

Authors:  Gustavo Deco; Anthony R McIntosh; Kelly Shen; R Matthew Hutchison; Ravi S Menon; Stefan Everling; Patric Hagmann; Viktor K Jirsa
Journal:  J Neurosci       Date:  2014-06-04       Impact factor: 6.167

9.  Feasibility of the homogeneous head model in the interpretation of neuromagnetic fields.

Authors:  M S Hämäläinen; J Sarvas
Journal:  Phys Med Biol       Date:  1987-01       Impact factor: 3.609

10.  Phase lag index: assessment of functional connectivity from multi channel EEG and MEG with diminished bias from common sources.

Authors:  Cornelis J Stam; Guido Nolte; Andreas Daffertshofer
Journal:  Hum Brain Mapp       Date:  2007-11       Impact factor: 5.038

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  35 in total

1.  Relationship between MEG global dynamic functional network connectivity measures and symptoms in schizophrenia.

Authors:  L Sanfratello; J M Houck; V D Calhoun
Journal:  Schizophr Res       Date:  2019-05-24       Impact factor: 4.939

2.  A Bayesian Double Fusion Model for Resting-State Brain Connectivity Using Joint Functional and Structural Data.

Authors:  Hakmook Kang; Hernando Ombao; Christopher Fonnesbeck; Zhaohua Ding; Victoria L Morgan
Journal:  Brain Connect       Date:  2017-04-24

3.  Unique Mapping of Structural and Functional Connectivity on Cognition.

Authors:  Joelle Zimmermann; John D Griffiths; Anthony R McIntosh
Journal:  J Neurosci       Date:  2018-09-24       Impact factor: 6.167

4.  Impaired rich club and increased local connectivity in children with traumatic brain injury: Local support for the rich?

Authors:  Helena Verhelst; Catharine Vander Linden; Toon De Pauw; Guy Vingerhoets; Karen Caeyenberghs
Journal:  Hum Brain Mapp       Date:  2018-03-12       Impact factor: 5.038

5.  Dynamic Functional Network Connectivity in Schizophrenia with Magnetoencephalography and Functional Magnetic Resonance Imaging: Do Different Timescales Tell a Different Story?

Authors:  Lori Sanfratello; Jon M Houck; Vince D Calhoun
Journal:  Brain Connect       Date:  2019-04

6.  Relationships between cortical myeloarchitecture and electrophysiological networks.

Authors:  Benjamin A E Hunt; Prejaas K Tewarie; Olivier E Mougin; Nicolas Geades; Derek K Jones; Krish D Singh; Peter G Morris; Penny A Gowland; Matthew J Brookes
Journal:  Proc Natl Acad Sci U S A       Date:  2016-11-08       Impact factor: 11.205

Review 7.  Graph Models of Pathology Spread in Alzheimer's Disease: An Alternative to Conventional Graph Theoretic Analysis.

Authors:  Ashish Raj
Journal:  Brain Connect       Date:  2021-05-25

8.  Integrating Multimodal and Longitudinal Neuroimaging Data with Multi-Source Network Representation Learning.

Authors:  Wen Zhang; B Blair Braden; Gustavo Miranda; Kai Shu; Suhang Wang; Huan Liu; Yalin Wang
Journal:  Neuroinformatics       Date:  2021-05-12

9.  Bayesian Optimisation of Large-Scale Biophysical Networks.

Authors:  J Hadida; S N Sotiropoulos; R G Abeysuriya; M W Woolrich; S Jbabdi
Journal:  Neuroimage       Date:  2018-03-06       Impact factor: 6.556

10.  Predicting MEG resting-state functional connectivity from microstructural information.

Authors:  Eirini Messaritaki; Sonya Foley; Simona Schiavi; Lorenzo Magazzini; Bethany Routley; Derek K Jones; Krish D Singh
Journal:  Netw Neurosci       Date:  2021-06-03
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