How reliable are MEG resting-state connectivity metrics?

被引:296
作者
Colclough, G. L. [1 ,2 ,3 ]
Woolrich, M. W. [1 ,2 ]
Tewarie, P. K. [4 ]
Brookes, M. J. [4 ]
Quinn, A. J. [1 ]
Smith, S. M. [2 ]
机构
[1] Univ Oxford, Oxford Ctr Human Brain Act OHBA, Oxford, England
[2] Univ Oxford, Ctr Funct Magnet Resonance Imaging Brain FMRIB, Oxford, England
[3] Univ Oxford, Dept Engn Sci, Parks Rd, Oxford OX1 3PJ, England
[4] Univ Nottingham, Sch Phys & Astron, Sir Peter Mansfield Magnet Resonance Ctr, Univ Pk, Nottingham NG7 2RD, England
基金
英国医学研究理事会;
关键词
MEG; Source leakage; Magnetic field spread; Functional connectivity; Network analysis; Connectome; GRAPH-THEORETICAL ANALYSIS; HUMAN CONNECTOME PROJECT; FUNCTIONAL CONNECTIVITY; PHASE-SYNCHRONIZATION; VOLUME-CONDUCTION; BRAIN; NETWORKS; EEG; INFORMATION; DYNAMICS;
D O I
10.1016/j.neuroimage.2016.05.070
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
MEG offers dynamic and spectral resolution for resting-state connectivity which is unavailable in fMRI. However, there are a wide range of available network estimation methods for MEG, and little in the way of existing guidance on which ones to employ. In this technical note, we investigate the extent to which many popular measures of stationary connectivity are suitable for use in resting-state MEG, localising magnetic sources with a scalar beamformer. We use as empirical criteria that network measures for individual subjects should be repeatable, and that group-level connectivity estimation shows good reproducibility. Using publically-available data from the Human Connectome Project, we test the reliability of 12 network estimation techniques against these criteria. We find that the impact of magnetic field spread or spatial leakage artefact is profound, creates a major confound for many connectivity measures, and can artificially inflate measures of consistency. Among those robust to this effect, we find poor test-retest reliability in phase-or coherence-based metrics such as the phase lag index or the imaginary part of coherency. The most consistent methods for stationary connectivity estimation over all of our tests are simple amplitude envelope correlation and partial correlation measures. (C) 2016 The Authors. Published by Elsevier Inc.
引用
收藏
页码:284 / 293
页数:10
相关论文
共 58 条
[1]   Comparison of different cortical connectivity estimators for high-resolution EEG recordings [J].
Astolfi, Laura ;
Cincotti, Febo ;
Mattia, Donatella ;
Marciani, M. Grazia ;
Baccala, Luiz A. ;
Fallani, Fabrizio de Vico ;
Salinari, Serenella ;
Ursino, Mauro ;
Zavaglia, Melissa ;
Ding, Lei ;
Edgar, J. Christopher ;
Miller, Gregory A. ;
He, Bin ;
Babiloni, Fabio .
HUMAN BRAIN MAPPING, 2007, 28 (02) :143-157
[2]   A note on the phase locking value and its properties [J].
Aydore, Sergul ;
Pantazis, Dimitrios ;
Leahy, Richard M. .
NEUROIMAGE, 2013, 74 :231-244
[3]   Partial directed coherence:: a new concept in neural structure determination [J].
Baccalá, LA ;
Sameshima, K .
BIOLOGICAL CYBERNETICS, 2001, 84 (06) :463-474
[4]   Fast transient networks in spontaneous human brain activity [J].
Baker, Adam P. ;
Brookes, Matthew J. ;
Rezek, Iead A. ;
Smith, Stephen M. ;
Behrens, Timothy ;
Smith, Penny J. Probert ;
Woolrich, Mark .
ELIFE, 2014, 3
[5]   Measuring functional connectivity in MEG: A multivariate approach insensitive to linear source leakage [J].
Brookes, M. J. ;
Woolrich, M. W. ;
Barnes, G. R. .
NEUROIMAGE, 2012, 63 (02) :910-920
[6]   Beamformer reconstruction of correlated sources using a modified source model [J].
Brookes, Matthew J. ;
Stevenson, Claire M. ;
Barnes, Gareth R. ;
Hillebrand, Arjan ;
Simpson, Michael. I. G. ;
Francis, Susan T. ;
Morris, Peter G. .
NEUROIMAGE, 2007, 34 (04) :1454-1465
[7]   Measuring temporal, spectral and spatial changes in electrophysiological brain network connectivity [J].
Brookes, Matthew J. ;
O'Neill, George C. ;
Hall, Emma L. ;
Woolrich, Mark W. ;
Baker, Adam ;
Corner, Sofia Palazzo ;
Robson, Sian E. ;
Morris, Peter G. ;
Barnes, Gareth R. .
NEUROIMAGE, 2014, 91 :282-299
[8]   Investigating the electrophysiological basis of resting state networks using magnetoencephalography [J].
Brookes, Matthew J. ;
Woolrich, Mark ;
Luckhoo, Henry ;
Price, Darren ;
Hale, Joanne R. ;
Stephenson, Mary C. ;
Barnes, Gareth R. ;
Smith, Stephen M. ;
Morris, Peter G. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2011, 108 (40) :16783-16788
[9]   A symmetric multivariate leakage correction for MEG connectomes [J].
Colclough, G. L. ;
Brookes, M. J. ;
Smith, S. M. ;
Woolrich, M. W. .
NEUROIMAGE, 2015, 117 :439-448
[10]   Modified beamformers for coherent source region suppression [J].
Dalal, Sarang S. ;
Sekihara, Kensuke ;
Nagarajan, Srikantan S. .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2006, 53 (07) :1357-1363