Multivariate reconstruction of functional networks from cortical sources dynamics in MEG/EEG

IEEE Transactions on Biomedical Engineering

Volumn 55, Issue 8, 2008, Pages 2074-2086

  Dossevi, Anael ^a,b   Cosmelli, Diego ^c   Garnero, Line ^a   Ammari, Habib ^d  

^a CNRS   (France)

^b CENTRE DE MATHÉMATIQUES APPLIQUÉES   (France)

^c PONTIFICIA UNIVERSIDAD CATÓLICA DE CHILE   (Chile)

^d INSTITUT LANGEVIN   (France)

Author keywords

Correlation; Electroencephalography (EEG); Functional networks; Magnetoencephalography (MEG); Multivariate analysis; Singular value decomposition (SVD)

Indexed keywords

BRAIN MAPPING; CORRELATION METHODS; ELECTROENCEPHALOGRAPHY; ELECTROPHYSIOLOGY; INVERSE PROBLEMS; MAGNETOENCEPHALOGRAPHY; MULTIVARIANT ANALYSIS;

CORRELATED SOURCES; COUPLING COEFFICIENT; DIFFERENT TIME WINDOWS; EXPERIMENTAL CONDITIONS; FUNCTIONAL NETWORK; LINEAR RELATIONSHIPS; MULTI VARIATE ANALYSIS; VISUAL-STIMULATION TASK;

SINGULAR VALUE DECOMPOSITION;

ARTICLE; ARTIFICIAL NEURAL NETWORK; BIOSENSOR; CORRELATION ANALYSIS; DATA ANALYSIS; ELECTROENCEPHALOGRAM; MAGNETOENCEPHALOGRAPHY; MATHEMATICAL ANALYSIS; MULTIVARIATE ANALYSIS; TASK PERFORMANCE; VALIDITY; VISUAL STIMULATION;

EID: 47649102134     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2008.919140     Document Type: Article

References (46)

1. K. J. Friston, "Beyond phrenology: What can neuroimaging tell us about distributed circuitry?," Annu. Rev. Neurosci., vol. 25, pp. 221-250, 2002.
2. F. Varela, J. P. Lachaux, E. Rodriguez, and J. Martinerie, "The brainweb: Phase synchronization and large-scale integration," Nat. Rev. Neurosci., vol. 2, no. 4, pp. 229-239, 2001.
3. F. van der Velde and M. de Kamps, "Neural blackboard architectures of combinatorial structures in cognition," Behav. Brain Sci., vol. 29, pp. 37-70, 2006 (discussion 70-108).
4. A. L. Roskies, "The binding problem," Neuron, vol. 24, pp. 7-9, 111-125, 1999.
5. K. J. Friston, "Functional and effective connectivity in neuroimaging: A synthesis," Human Brain Mapping, vol. 2, pp. 56-78, 1994.
6. B. Horwitz, M. A. Tagamets, and A. R. McIntosh, "Neural modeling, functional brain imaging, and cognition," Trends Cognitive Sci., vol. 3, pp. 91-98, 1999.
7. N. Kopell, G. B. Ermentrout, M. A. Whittington, and R. D. Traub, "Gamma rhythms and beta rhythms have different synchronization properties," in Proc. Nat. Acad. Sci. United States Amer., 2000, vol. 97, pp. 1867-1872.
8. J. Lachaux, E. Rodriguez, J. Martinerie, and F. Varela, "Measuring phase synchrony in brain signals," Human Brain Mapping, vol. 8, pp. 194-208, 1999.
9. V. Benignus, "Estimation of the coherence spectrum and its confidence interval using the fast fourier transform," IEEE Trans. Audio Electroacous., vol. AU-17, no. 2, pp. 145-150, Jun. 1969.
10. A. Bruns, "Fourier-, Hilbert- and wavelet-based signal analysis: Are they really different approaches?," J. Neurosci. Methods, vol. 137, pp. 321-332, 2004.
11. D. Halliday, J. Rosenberg, A. Amjad, P. Breeze, B. Conway, and S. Farmer, "A framework for the analysis of mixed time series/point process data-theory and application to the study of physiological tremor, single motor unit discharges and electromyograms," Prog. Biophys. Mol. Biol., vol. 64, pp. 237-278, 1995.
12. J. Gross, J. Kujala, M. Hamalainen, L. Timmermann, A. Schnitzler, and R. Salmelin, "Dynamic imaging of coherent sources: Studying neural interactions in the human brain," PNAS, vol. 98, pp. 694-699, 2001.
13. F. Varela, "Resonant cell assemblies: A new approach to cognitive functions and neural synchrony," Biol. Res., vol. 28, no. 1, pp. 81-95, 1995.
14. E. Rodriguez, N. George, J.-P. Lachaux, J. Martinerie, B. Renault, and F. Varela, "Perception's shadow: Long-distance synchronization of human brain activity," Nature, vol. 397, no. 6718, pp. 430-433, Feb. 1999.
15. S. Weiss and P. Rappelsberger, "Long-range EEG synchronization during word encoding correlates with successful memory performance," Cognitive Brain Res., vol. 9, pp. 299-312, 2000.
16. P. Nunez and R. Srinivasan, Electric Fields of the Brain: The Neurophysics of EEG, 2nd ed. London, U.K.: Oxford Univ. Press, 2006.
17. O. David, L. Garnero, D. Cosmelli, and F. Varela, "Estimation of neural dynamics from MEG/EEG cortical current densitymaps: Application to the reconstruction of largescale cortical synchrony," IEEE Trans. Biomed. Eng., vol. 49, no. 9, pp. 975-987, Sep. 2002.
18. O. David, D. Cosmelli, and L. Garnero, "A multitrial analysis for revealing significant cortico-cortical networks in mangetoencephalography and electroencephalography," Neuroimage, vol. 20, no. 1, pp. 186-201, 2003.
19. D. Cosmelli, O. David, J. P. Lachaux, J. Martinerie, L. Garnero, B. Renault, and F. Varela, "Waves of consciousness: Ongoing cortical patterns during binocular rivalry," Neuroimage, vol. 23, pp. 128-140, 2004.
20. B. Biswal, F. Z. Yetkin, V. M. Haughton, and J. S. Hyde, "Functional connectivity in the motor cortex of resting human brain using echo-planar MRI," Magn. Res. Med., vol. 34, pp. 537-541, 1995.
21. L. Astolfi, F. Cincotti, C. Babiloni, F. Carducci, A. Basilisco, P. M. Rossini, S. Salinari, D. Mattia, S. Cerutti, D. B. Dayan, L. Ding, Y. Ni, B. He, and F. Babiloni, "Estimation of the cortical connectivity by high-resolution EEG and structural equation modeling: Simulations and application to finger tapping data," IEEE Trans. Biomed. Eng., vol. 52, no. 5, pp. 757-768, May 2005.
22. F. H. Lin FH, T. Witzel, M. S. Hamlinen, A. M. Dale, J. W. Belliveau, and S. M. Stufflebeam, "Spectral spatiotemporal imaging of cortical oscillations and interactions in the human brain," NeuroImage, vol. 23, pp. 582-595, 2004.
23. R. P. P. P. Grasman, H. M. Huizenga, L. J. Waldorp, K. B. E. Bocker, and P. C. M. Molenaar, "Frequency domain simultaneous source and source coherence estimation with an application to MEG," IEEE Trans. Biomed. Eng., vol. 51, no. 1, pp. 45-55, Jan. 2004.
24. M. Le Van Quyen, J. Foucher, J. P. Lachaux, E. Rodriguez, A. Lutz, J. Martinerie, and F. Varela, "Comparison of Hilbert transform and wavelet methods for the analysis of neuronal synchrony," J. Neurosci. Methods, vol. 111, pp. 83-98, 2001.
25. M. P. Dubuisson and A. K. Jain, "A modified Hausdorff distance for object matching," in Proc. Int. Conf. Pattern Recog., Jerusalem, Israël, 1994, pp. 566-568.
26. E. M. Glaser and D. S. Ruchkin, Principles of Neurobiological Signal Analysis, vol. V. New York, San Francisco, London: Academic, 1976, pp. 265-268.
27. B. A. Wandell, "Computational neuroimaging of human visual cortex," Annu. Rev. Neurosci., vol. 22, pp. 145-73, 1999.
28. M. H. Grosbras, A. Laird, and T. Paus, "Human cortical regions involved in gaze production, attention shifts and gaze perception: A brain imaging meta-analysis," Human Brain Mapping, vol. 25, pp. 140-154, 2005.
29. W. A. Cobb, H. B. Morton, and G. Ettlinger, "Cerebral potentials evoked by pattern reversal and their suppression in visual rivalry," Nature, vol. 216, pp. 1123-1125, 1967.
30. K. Nakayama and M. Mackeben, "Steady state visual evoked potentials in the alert primate," Vision Res., vol. 22, pp. 1261-1271, 1982.
31. R. B. Tootell, J. D. Mendola, N. K. Hadjikhani, P. J. Ledden, A. K. Liu, J. B. Reppas, M. I. Sereno, and A. M. Dale, "Functional analysis of V3A and related areas in human visual cortex," J. Neurosci., vol. 17, pp. 7060-7078, 1997.
32. D. C. Van Essen and H. A. Drury, "Structural and functional analyses of human cerebral cortex using a surface-based atlas," J. Neurosci., vol. 17, pp. 7079-7102, 1997.
33. J. Vrba and S. E. Robinson, "Differences between synthetic aperture magnetometry (SAM) and linear beamformers," in Proc. Biomag, 2000, pp. 681-684.
34. R. G. de P. Menendez, M. M. Murray, C. M. Michel, R. Martuzzi, and S. L. G. Andino, "Electrical neuroimaging based on biophysical constraints," Neuroimage, vol. 21, no. 2, pp. 527-539, 2004.
35. S. Baillet, J. C. Mosher, and M. Leahy, "Electromagnetic brain mapping," IEEE Signal Process. Mag., vol. 18, no. 6, pp. 14-30, Nov. 2001.
36. C. Hilgetag, G. Burns, M. O'Neill, J. Scannell, and M. Young, "Anatomical connectivity defines the organization of clusters of cortical areas in the macaque monkey and the cat," Philos. Trans. R. Soc. Lond. B. Biol. Sci., vol. 355, pp. 91-110, 2000.
37. E. Basar, C. Basar-Eroglu, S. Karakas, and M. Schurmann, "Gamma, alpha, delta, and theta oscillations govern cognitive processes," Int. J. Psychophysiol., vol. 39, pp. 241-248, 2001.
38. S. A. Hillyard and M. Kutas, "Electrophysiology of cognitive processing," Annu. Rev. Psychol., vol. 34, pp. 33-61, 1983.
39. M. A. Goodale and A. D. Milner, "Separate visual pathways for perception and action," Trends Neurosci., vol. 15, pp. 20-25, 1992.
40. A. D. Milner and M. A. Goodale, "Visual pathways to perception and action," Progress Brain Res., vol. 95, pp. 317-337, 1993.
41. L. Petit, S. Dubois, N. Tzourio, S. Dejardin, F. Crivello, C. Michel, O. Etard, P. Denise, A. Roucoux, and B. Mazoyer, "PET study of the human foveal fixation system," Human Brain Mapping, vol. 8, pp. 28-43, 1999.
42. D. R. Gitelman, T. B. Parrish, K. J. Friston, and M. M. Mesulam, "Functional anatomy of visual search: Regional segregations within the frontal eye fields and effective connectivity of the superior colliculus," Neuroimage, vol. 15, pp. 970-982, 2002.
43. S. Shipp, "The brain circuitry of attention," Trends Cognitive Sci., vol. 8, pp. 223-230, 2004.
44. R. J. Krauzlis and C. D. Carello, "Going for the goal," Nature Neurosci., vol. 6, pp. 332-333, 2003.
45. M. Corbetta and G. L. Shulman, "Control of goal-directed and stimulus-driven attention in the brain," Nature Rev. Neurosci., vol. 3, pp. 201-215, 2002.
46. J. Müller-Gerking, G. Pfurtscheller, and H. Flybjerg, "Designing optimal spatial filters for single-trial EEG classification in a movement task," Clin. Neurophysiol., vol. 110, pp. 787-798, 1999.