Graph theoretical analysis of structural and functional connectivity MRI in normal and pathological brain networks

被引:223
作者
Guye, Maxime [1 ,3 ,4 ]
Bettus, Gaelle [1 ,2 ,3 ]
Bartolomei, Fabrice [2 ,3 ,4 ]
Cozzone, Patrick J. [1 ,3 ,4 ]
机构
[1] Fac Med Marseille, CRMBM, CNRS, UMR 6612, F-13385 Marseille 05, France
[2] INSERM, Lab Neurophysiol & Neuropsychol, U751, F-13258 Marseille, France
[3] Univ Aix Marseille 2, F-13284 Marseille 07, France
[4] Assistance Publ Hop Marseille, Marseille, France
关键词
Graph theory; Networks; Small-world; Structural connectivity; Functional connectivity; Tractography; Resting-state fMRI; TEMPORAL-LOBE EPILEPSY; SMALL-WORLD NETWORKS; DIFFUSION-WEIGHTED MRI; WHITE-MATTER; CORTICAL THICKNESS; LOW-FREQUENCY; DEFAULT MODE; MULTIPLE-SCLEROSIS; SCALE-FREE; ORGANIZATION;
D O I
10.1007/s10334-010-0205-z
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Graph theoretical analysis of structural and functional connectivity MRI data (ie. diffusion tractography or cortical volume correlation and resting-state or task-related (effective) fMRI, respectively) has provided new measures of human brain organization in vivo. The most striking discovery is that the whole-brain network exhibits "small-world" properties shared with many other complex systems (social, technological, information, biological). This topology allows a high efficiency at different spatial and temporal scale with a very low wiring and energy cost. Its modular organization also allows for a high level of adaptation. In addition, degree distribution of brain networks demonstrates highly connected hubs that are crucial for the whole-network functioning. Many of these hubs have been identified in regions previously defined as belonging to the default-mode network (potentially explaining the high basal metabolism of this network) and the attentional networks. This could explain the crucial role of these hub regions in physiology (task-related fMRI data) as well as in pathophysiology. Indeed, such topological definition provides a reliable framework for predicting behavioral consequences of focal or multifocal lesions such as stroke, tumors or multiple sclerosis. It also brings new insights into a better understanding of pathophysiology of many neurological or psychiatric diseases affecting specific local or global brain networks such as epilepsy, Alzheimer's disease or schizophrenia. Graph theoretical analysis of connectivity MRI data provides an outstanding framework to merge anatomical and functional data in order to better understand brain pathologies.
引用
收藏
页码:409 / 421
页数:13
相关论文
共 125 条
[1]   A resilient, low-frequency, small-world human brain functional network with highly connected association cortical hubs [J].
Achard, S ;
Salvador, R ;
Whitcher, B ;
Suckling, J ;
Bullmore, ET .
JOURNAL OF NEUROSCIENCE, 2006, 26 (01) :63-72
[2]   Efficiency and cost of economical brain functional networks [J].
Achard, Sophie ;
Bullmore, Edward T. .
PLOS COMPUTATIONAL BIOLOGY, 2007, 3 (02) :174-183
[3]  
Adamic LA, 1999, LECT NOTES COMPUT SC, V1696, P443
[4]   Consequences of hippocampal damage across the autobiographical memory network in left temporal lobe epilepsy [J].
Addis, Donna Rose ;
Moscovitch, Morris ;
McAndrews, Mary Pat .
BRAIN, 2007, 130 :2327-2342
[5]  
Ahmadi M, 2009, AJNR AM J NEURORADIO
[6]   Error and attack tolerance of complex networks [J].
Albert, R ;
Jeong, H ;
Barabási, AL .
NATURE, 2000, 406 (6794) :378-382
[7]   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)
[8]   Impaired consciousness during temporal lobe seizures is related to increased long-distance corticalsubcortical synchronization [J].
Arthuis, Marie ;
Valton, Luc ;
Regis, Jean ;
Chauvel, Patrick ;
Wendling, Fabrice ;
Naccache, Lionel ;
Bernard, Christophe ;
Bartolomei, Fabrice .
BRAIN, 2009, 132 :2091-2101
[9]   Functional MRI study of PASAT in normal subjects [J].
Audoin, B ;
Ibarrola, D ;
Duong, MVA ;
Pelletier, J ;
Confort-Gouny, S ;
Malikova, I ;
Ali-Chérif, A ;
Cozzone, PJ ;
Ranjeva, JP .
MAGNETIC RESONANCE MATERIALS IN PHYSICS BIOLOGY AND MEDICINE, 2005, 18 (02) :96-102
[10]   Structure of WM bundles constituting the working memory system in early multiple sclerosis:: A quantitative DTI tractography study [J].
Audoin, Bertrand ;
Guye, Maxime ;
Reuter, Francoise ;
Duong, My-Van Au ;
Confort-Gouny, Sylviane ;
Malikova, Irina ;
Soulier, Elisabeth ;
Viout, Patrick ;
Cherif, Andre Ali ;
Cozzone, Patrick J. ;
Pelletier, Jean ;
Ranjeva, Jean-Philippe .
NEUROIMAGE, 2007, 36 (04) :1324-1330