MEG Network Differences between Low- and High-Grade Glioma Related to Epilepsy and Cognition

被引:84
作者
van Dellen, Edwin [1 ]
Douw, Linda [1 ]
Hillebrand, Arjan
Ris-Hilgersom, Irene H. M.
Schoonheim, Menno M.
Baayen, Johannes C.
Hamer, Philip C. De Witt
Velis, Demetrios N.
Klein, Martin
Heimans, Jan J. [1 ]
Stam, Cornelis J.
Reijneveld, Jaap C. [1 ]
机构
[1] Vrije Univ Amsterdam, Med Ctr, Dept Neurol, Amsterdam, Netherlands
来源
PLOS ONE | 2012年 / 7卷 / 11期
关键词
GRAPH-THEORETICAL ANALYSIS; DISTURBED FUNCTIONAL CONNECTIVITY; BRAIN-TUMOR PATIENTS; SMALL-WORLD NETWORKS; COMPLEX NETWORKS; SYNCHRONIZATION; DYNAMICS;
D O I
10.1371/journal.pone.0050122
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Objective: To reveal possible differences in whole brain topology of epileptic glioma patients, being low-grade glioma (LGG) and high-grade glioma (HGG) patients. We studied functional networks in these patients and compared them to those in epilepsy patients with non-glial lesions (NGL) and healthy controls. Finally, we related network characteristics to seizure frequency and cognitive performance within patient groups. Methods: We constructed functional networks from pre-surgical resting-state magnetoencephalography (MEG) recordings of 13 LGG patients, 12 HGG patients, 10 NGL patients, and 36 healthy controls. Normalized clustering coefficient and average shortest path length as well as modular structure and network synchronizability were computed for each group. Cognitive performance was assessed in a subset of 11 LGG and 10 HGG patients. Results: LGG patients showed decreased network synchronizability and decreased global integration compared to healthy controls in the theta frequency range (4-8 Hz), similar to NGL patients. HGG patients' networks did not significantly differ from those in controls. Network characteristics correlated with clinical presentation regarding seizure frequency in LGG patients, and with poorer cognitive performance in both LGG and HGG glioma patients. Conclusion: Lesion histology partly determines differences in functional networks in glioma patients suffering from epilepsy. We suggest that differences between LGG and HGG patients' networks are explained by differences in plasticity, guided by the particular lesional growth pattern. Interestingly, decreased synchronizability and decreased global integration in the theta band seem to make LGG and NGL patients more prone to the occurrence of seizures and cognitive decline.
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页数:11
相关论文
共 53 条
[31]   Age-related changes in modular organization of human brain functional networks [J].
Meunier, David ;
Achard, Sophie ;
Morcom, Alexa ;
Bullmore, Edward T. .
NEUROIMAGE, 2009, 44 (03) :715-723
[32]   Small-world networks and disturbed functional connectivity in schizophrenia [J].
Micheloyannis, Sifis ;
Pachou, Ellie ;
Stam, Cornelis Jan ;
Breakspear, Michael ;
Bitsios, Panagiotis ;
Vourkas, Michael ;
Erimaki, Sophia ;
Zervakis, Michael .
SCHIZOPHRENIA RESEARCH, 2006, 87 (1-3) :60-66
[33]   Nonrandom connectivity of the epileptic dentate gyrus predicts a major role for neuronal hubs in seizures [J].
Morgan, Robert J. ;
Soltesz, Ivan .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (16) :6179-6184
[34]   Synchronization clusters of interictal activity in the lateral temporal cortex of epileptic patients: Intraoperative electrocorticographic analysis [J].
Ortega, Guillermo J. ;
Menendez de la Prida, Liset ;
Sola, Rafael G. ;
Pastor, Jesus .
EPILEPSIA, 2008, 49 (02) :269-280
[35]   Small-world networks and epilepsy: Graph theoretical analysis of intracerebrally recorded mesial temporal lobe seizures [J].
Ponten, S. C. ;
Bartolomei, F. ;
Stam, C. J. .
CLINICAL NEUROPHYSIOLOGY, 2007, 118 (04) :918-927
[36]  
Ponten SC, 2009, EXP NEUROL
[37]   The application of graph theoretical analysis to complex networks in the brain [J].
Reijneveld, Jaap C. ;
Ponten, Sophie C. ;
Berendse, Henk W. ;
Stam, Cornelis J. .
CLINICAL NEUROPHYSIOLOGY, 2007, 118 (11) :2317-2331
[38]  
Reijneveld JC, 2011, BRAIN
[39]   Evolving functional network properties and synchronizability during human epileptic seizures [J].
Schindler, Kaspar A. ;
Bialonski, Stephan ;
Horstmann, Marie-Therese ;
Elger, Christian E. ;
Lehnertz, Klaus .
CHAOS, 2008, 18 (03)
[40]   Endophenotypes in a Dynamically Connected Brain [J].
Smit, D. J. A. ;
Boersma, M. ;
van Beijsterveldt, C. E. M. ;
Posthuma, D. ;
Boomsma, D. I. ;
Stam, C. J. ;
de Geus, E. J. C. .
BEHAVIOR GENETICS, 2010, 40 (02) :167-177