Multiscale topological properties of functional brain networks during motor imagery after stroke

被引:67
作者
Fallani, Fabrizio De Vico [1 ,2 ,3 ]
Pichiorri, Floriana [2 ]
Morone, Giovanni [2 ]
Molinari, Marco [4 ]
Babiloni, Fabio [3 ]
Cincotti, Febo [2 ]
Mattia, Donatella [2 ]
机构
[1] UPMC, INSERM, UMR S975, UMR7225,CNRS,CRICM,Brain & Spine Inst, Paris, France
[2] IRCCS Fdn Santa Lucia, Neuroelect Imaging & BCI Lab, I-00179 Rome, Italy
[3] Univ Roma La Sapienza, Dept Physiol & Pharmacol, I-00185 Rome, Italy
[4] IRCCS Fdn Santa Lucia, Expt Neurorehabil Lab, I-00179 Rome, Italy
关键词
Functional connectivity; Network theory; EEG; Motor imagery; Stroke; RESTING-STATE NETWORKS; SMALL-WORLD NETWORKS; CONTRALESIONAL HEMISPHERE; REORGANIZATION; CONNECTIVITY; ACTIVATION; MOVEMENT; HAND; MODULATION; RECOVERY;
D O I
10.1016/j.neuroimage.2013.06.039
中图分类号
Q189 [神经科学];
学科分类号
071006 [神经生物学];
摘要
In recent years, network analyses have been used to evaluate brain reorganization following stroke. However, many studies have often focused on single topological scales, leading to an incomplete model of how focal brain lesions affect multiple network properties simultaneously and how changes on smaller scales influence those on larger scales. In an EEG-based experiment on the performance of hand motor imagery (MI) in 20 patients with unilateral stroke, we observed that the anatomic lesion affects the functional brain network, on multiple levels. In the beta (13-30 Hz) frequency band, the MI of the affected hand (Ahand) elicited a significantly lower smallworldness and local efficiency (E-loc) versus the unaffected hand (Uhand). Notably, the abnormal reduction in E-loc significantly depended on the increase in interhemispheric connectivity, which was in turn determined primarily by the rise of regional connectivity in the parieto-occipital sites of the affected hemisphere. Further, in contrast to the Uhand MI, in which significantly high connectivity was observed for the contralateral sensorimotor regions of the unaffected hemisphere, the regions with increased connectivity during the Ahand MI lay in the frontal and parietal regions of the contralaterally affected hemisphere. Finally, the overall sensorimotor function of our patients, as measured by Fugl-Meyer Assessment (FMA) index, was significantly predicted by the connectivity of their affected hemisphere. These results improve on our understanding of stroke-induced alterations in functional brain networks. (C) 2013 Elsevier Inc. All rights reserved.
引用
收藏
页码:438 / 449
页数:12
相关论文
共 70 条
[1]
Hubs of brain functional networks are radically reorganized in comatose patients [J].
Achard, Sophie ;
Delon-Martin, Chantal ;
Vertes, Petra E. ;
Renard, Felix ;
Schenck, Maleka ;
Schneider, Francis ;
Heinrich, Christian ;
Kremer, Stephane ;
Bullmore, Edward T. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (50) :20608-20613
[2]
Modeling the Impact of Lesions in the Human Brain [J].
Alstott, Jeffrey ;
Breakspear, Michael ;
Hagmann, Patric ;
Cammoun, Leila ;
Sporns, Olaf .
PLOS COMPUTATIONAL BIOLOGY, 2009, 5 (06)
[3]
[Anonymous], 1999, Biostatistical Analysis
[4]
Human movement-related potentials vs desynchronization of EEG alpha rhythm: A high-resolution EEG study [J].
Babiloni, C ;
Carducci, F ;
Cincotti, F ;
Rossini, PM ;
Neuper, C ;
Pfurtscheller, G ;
Babiloni, F .
NEUROIMAGE, 1999, 10 (06) :658-665
[5]
Small-world brain networks [J].
Bassett, Danielle Smith ;
Bullmore, Edward T. .
NEUROSCIENTIST, 2006, 12 (06) :512-523
[6]
Parietofrontal integrity determines neural modulation associated with grasping imagery after stroke [J].
Buch, Ethan R. ;
Shanechi, Amirali Modir ;
Fourkas, Alissa D. ;
Weber, Cornelia ;
Birbaumer, Niels ;
Cohen, Leonardo G. .
BRAIN, 2012, 135 :596-614
[7]
The economy of brain network organization [J].
Bullmore, Edward T. ;
Sporns, Olaf .
NATURE REVIEWS NEUROSCIENCE, 2012, 13 (05) :336-349
[8]
Complex brain networks: graph theoretical analysis of structural and functional systems [J].
Bullmore, Edward T. ;
Sporns, Olaf .
NATURE REVIEWS NEUROSCIENCE, 2009, 10 (03) :186-198
[9]
Sequential activation brain mapping after subcortical stroked:: changes in hemispheric balance and recovery [J].
Calautti, C ;
Leroy, F ;
Guincestre, JY ;
Marié, RM ;
Baron, JC .
NEUROREPORT, 2001, 12 (18) :3883-3886
[10]
Editorial [J].
Compston, Alastair .
BRAIN, 2010, 133 :2835-2837