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Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU University Medical Center Amsterdam, the Netherlands Brain Waves Leiden, Lorentz Center 24-6-2009

Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

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Page 1: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

Synchronization and topology of ‘brain waves’ in epilepsy

C.J. StamDepartment of Clinical Neurophysiology

VU University Medical CenterAmsterdam, the Netherlands

Brain Waves

Leiden, Lorentz Center 24-6-2009

Page 2: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

Epileptic networks and EEG / MEG

Synchronization and ‘functional connectivity’

Principlesseizures

Network analysisPrinciplesSeizures

Conclusions

Page 3: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

A B

Synchronization:

‘Functional connectivity’

Excessive:seizures

Normal:‘fragile binding’

Diminished:Dysconnection /Cognitive dysfunction

How do distributed systems in the brain integrate theiractivity under normal and pathological conditions?

?

Page 4: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

Montez et al., Neuroimage 2006; 33 : 1117-1125.

Synchronization likelihood

Page 5: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU
Page 6: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

Hypersynchronous background rhythm‘desynchronous seizures’

Page 7: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

Seizures and synchronization:

Not all seizures are ‘hypersynchronous’Different frequency bands may display different patterns of synchronizationSpatial patterns of synchronization and desynchronization may be relevant

Le van Quyen et al., 2001

Page 8: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

Epileptic networks and EEG / MEG

Synchronization and functional connectivity

Principlesseizures

Network analysisPrinciplesseizures

Conclusions

Page 9: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

Felleman and van Essen 1991How do you analyse

Functional brain networks ?

Anatomy

Network theory

Page 10: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

A

D

E

B

C

F

: vertex : edge

Graph

Cp: Clustering coefficientLp: Pathlength

Page 11: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU
Page 12: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

Application of graph analysis to EEG:

C

Ldrempel

1 2

3 4

Page 13: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

Epileptic networks and EEG / MEG

Synchronization and functional connectivity

Principlesseizures

Network analysisPrinciplesSeizures

ModelsTLEAbsencesGlioma

Conclusions

Page 14: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

Small-world networks and epilepsy

Netoff et al 2004Hippocampal model Seizure activity corresponds with a small-world regimen of neurons

Percha et al 20052 dimensional lattice model of coupled neuronsAbrupt state transitions in SWN may be a mechanism of seizure development

Page 15: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU
Page 16: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU
Page 17: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

SWN and epilepsy ~ Methods

Ponten et al., Clin Neurophysiol 2007;118: 918-927.

Page 18: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

SWN and epilepsy ~ Results

BRD DRD ARD postictal

Cp Lp Cp Lp Cp Lp Cp Lp

1-48 Hz - - - - - - -

1-4 Hz - - - - -

4-8 Hz - - - - -

8-13 Hz - -

13-30 Hz - - - - - - - -

30-48 Hz - - - - - - - -

Page 19: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

SWN and epilepsy ~ Conclusions

During seizure activity the neuronal network changes in the direction of a small-world network

Interictal neuronal network has a more random configuration

Page 20: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

New hypothesis:-brain pathology is associated with network randomisation-random networks have higher synchronizability /

lower seizure threshold

Healthy Epilepsy

Seizure threshold

Page 21: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU
Page 22: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU
Page 23: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU
Page 24: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

Synchronization likelihood coherence

Network changes during absence seizures

pre ictal

ictal

Ponten et al. Exp Neurol 2009

Page 25: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU
Page 26: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

A

B C

D

L R

Bartolomei et al. Ann Neurol 2006; 59: 128-138

Page 27: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

theta

gamma

Changes of network measures in glioma patients:

C/<C-random> L/<L-random>

Page 28: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

Summary of network changes in glioma patients:-decrease of clustering coefficient C-decrease of pathlength L

Healthy controls have‘small-world’ brainnetworks

Patients have more‘random’ neworks:-relation to cognition?-lower threshold for seizures?

Page 29: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

Summary & Conclusions:

Synchronization / ‘functional connectivity’ are indices of functional interactions between brain regionsSeizures are accompanied by characteristic changes in synchronizationNetwork topology and seizures:

Ictal networks more ‘ordered’Interictal networks more ‘random’: lower seizure threshold?

Page 30: Synchronization and topology of ‘brain waves’ in epilepsy · Synchronization and topology of ‘brain waves’ in epilepsy C.J. Stam Department of Clinical Neurophysiology VU

Acknowledgements:

Clinical NeurophysiologyR.L.M. StrijersH.E. RonnerA. HillebrandS.C. PontenW. de Rijkelaboranten

NeurologyH.W. BerendseH. BosboomI. BosmaL. DouwJ.J. HeimansM. KleinJ. ReijneveldY.A.L. PijnenburgT. PostmaPh. ScheltensD. StoffersE. Wolters

MEG B.W. van DijkJ.C. de MunckF. BartolomeiT. MontezJ. VerbuntK. CoverI. Zuiderwijk

MOVEA. Daffertshofer

AbroadM Scheltens de BoerC. CalmelsR. FerriS. MicheloyannisG. NolteM. Breakspear