Structural degree predicts functional network connectivity: A multimodal resting-state fMRI and MEG study

被引:95
作者
Tewarie, P. [1 ]
Hillebrand, A. [2 ,3 ]
van Dellen, E. [2 ,3 ,4 ,5 ,6 ]
Schoonheim, M. M. [7 ]
Barkhof, F. [8 ]
Polman, C. H. [1 ]
Beaulieu, C. [9 ]
Gong, G. [10 ]
van Dijk, B. W. [2 ,3 ,11 ]
Stam, C. J. [2 ,3 ]
机构
[1] Vrije Univ Amsterdam Med Ctr, Dept Neurol, NL-1007 MB Amsterdam, Netherlands
[2] Vrije Univ Amsterdam Med Ctr, Dept Clin Neurophysiol, NL-1007 MB Amsterdam, Netherlands
[3] Vrije Univ Amsterdam Med Ctr, Magnetoencephalog Ctr, NL-1007 MB Amsterdam, Netherlands
[4] Univ Med Ctr, Alzheimer Ctr, Amsterdam, Netherlands
[5] Univ Med Ctr, Dept Neurol, Amsterdam, Netherlands
[6] Univ Med Ctr Utrech4, Dept Psychiat, Utrecht, Netherlands
[7] Vrije Univ Amsterdam Med Ctr, Dept Anat & Neurosci, Amsterdam, Netherlands
[8] Vrije Univ Amsterdam Med Ctr, Dept Radiol & Nucl Med, NL-1007 MB Amsterdam, Netherlands
[9] Univ Alberta, Dept Biomed Engn, Edmonton, AB, Canada
[10] Beijing Normal Univ, Sch Brain & Cognit Sci, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
[11] Vrije Univ Amsterdam Med Ctr, Dept Phys & Med Technol, NL-1007 MB Amsterdam, Netherlands
关键词
Structural networks; Functional networks; Functional connectivity; fMRI; MEG; Neural mass; Degree product; Euclidean distance; GRAPH-THEORETICAL ANALYSIS; COMPLEX BRAIN NETWORKS; ANATOMICAL CONNECTIVITY; CORTICAL NETWORKS; HIGH-RESOLUTION; ALPHA-RHYTHM; ORGANIZATION; MRI; EEG; MAGNETOENCEPHALOGRAPHY;
D O I
10.1016/j.neuroimage.2014.04.038
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Communication between neuronal populations in the human brain is characterized by complex functional interactions across time and space. Recent studies have demonstrated that these functional interactions depend on the underlying structural connections at an aggregate level. Multiple imaging modalities can be used to investigate the relation between the structural connections between brain regions and their functional interactions at multiple timescales. We investigated if consistent modality-independent functional interactions take place between brain regions, and whether these can be accounted for by underlying structural properties. We used functional MRI (fMRI) and magnetoencephalography (MEG) recordings from a population of healthy adults together with a previously described structural network A high overlap in resting-state functional networks was found in fMRI and especially alpha band MEG recordings. This overlap was characterized by a strongly interconnected functional core network in temporo-posterior brain regions. Anatomically realistically coupled neural mass models revealed that this strongly interconnected functional network emerges near the threshold for global synchronization. Most importantly, this functional core network could be explained by a trade-off between the product of the degrees of structurally-connected regions and the Euclidean distance between them. For both fMRI and MEG, the product of the degrees of connected regions was the most important predictor for functional network connectivity. Therefore, irrespective of the modality, these results indicate that a functional core network in the human brain is especially shaped by communication between high degree nodes of the structural network. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:296 / 307
页数:12
相关论文
共 75 条
[61]  
Tewarie P., 2013, FUNCTIONAL IN PRESS
[62]   Cognitive and Clinical Dysfunction, Altered MEG Resting-State Networks and Thalamic Atrophy in Multiple Sclerosis [J].
Tewarie, Prejaas ;
Schoonheim, Menno M. ;
Stam, Cornelis J. ;
van der Meer, Marieke L. ;
van Dijk, Bob W. ;
Barkhof, Frederik ;
Polman, Chris H. ;
Hillebrand, Arjan .
PLOS ONE, 2013, 8 (07)
[63]   Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain [J].
Tzourio-Mazoyer, N ;
Landeau, B ;
Papathanassiou, D ;
Crivello, F ;
Etard, O ;
Delcroix, N ;
Mazoyer, B ;
Joliot, M .
NEUROIMAGE, 2002, 15 (01) :273-289
[64]   Local polymorphic delta activity in cortical lesions causes global decreases in functional connectivity [J].
van Dellen, E. ;
Hillebrand, A. ;
Douw, L. ;
Heimans, J. J. ;
Reijneveld, J. C. ;
Stam, C. J. .
NEUROIMAGE, 2013, 83 :524-532
[65]   Rich-Club Organization of the Human Connectome [J].
van den Heuvel, Martijn P. ;
Sporns, Olaf .
JOURNAL OF NEUROSCIENCE, 2011, 31 (44) :15775-15786
[66]   Functionally Linked Resting-State Networks Reflect the Underlying Structural Connectivity Architecture of the Human Brain [J].
van den Heuvel, Martijn P. ;
Mandl, Rene C. W. ;
Kahn, Rene S. ;
Pol, Hilleke E. Hulshoff .
HUMAN BRAIN MAPPING, 2009, 30 (10) :3127-3141
[67]   Cognition in MS correlates with resting-state oscillatory brain activity: An explorative MEG source-space study [J].
Van der Meer, M. L. ;
Tewarie, P. ;
Schoonheim, M. M. ;
Douw, L. ;
Barkhof, F. ;
Polman, C. H. ;
Stam, C. J. ;
Hillebrand, A. .
NEUROIMAGE-CLINICAL, 2013, 2 :727-734
[68]   Simple models of human brain functional networks [J].
Vertes, Petra E. ;
Alexander-Bloch, Aaron F. ;
Gogtay, Nitin ;
Giedd, Jay N. ;
Rapoport, Judith L. ;
Bullmore, Edward T. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (15) :5868-5873
[69]  
Vrba J A.G.B.K., 1999, 151 CHANNEL WHOLE CO
[70]   Comparison of the effect of volume conduction on EEG coherence with the effect of field spread on MEG coherence [J].
Winter, William R. ;
Nunez, Paul L. ;
Ding, Jian ;
Srinivasan, Ramesh .
STATISTICS IN MEDICINE, 2007, 26 (21) :3946-3957