Statistical maps for EEG dipolar source localization

IEEE Transactions on Biomedical Engineering

Volumn 52, Issue 3, 2005, Pages 401-413

  Bénar, Christian G ^a   Gunn, Roger N ^a   Grova, Christophe ^a   Champagne, Benoît ^b   Gotman, Jean ^a  

^a MCGILL UNIVERSITY   (Canada)

^b MCGILL UNIVERSITY   (Canada)

Author keywords

Bootstrap resampling; Dipole modeling; EEG MEG source analysis; Electroencephalography; Inverse problems; Model selection; Source scanning; Statistical map

Indexed keywords

BRAIN; COMPUTER SIMULATION; DISEASES; MAGNETIC RESONANCE IMAGING; MAPS; PROBABILITY DENSITY FUNCTION; STATISTICAL METHODS;

DIPOLAR SOURCES; FUNCTIONAL MAGNETIC RESONANCE IMAGING (MRI); SOURCE LOCALIZATION; STATISTICAL MAPS;

ELECTROENCEPHALOGRAPHY;

ARTICLE; BRAIN MAPPING; DATA ANALYSIS; DIPOLE; ELECTROENCEPHALOGRAM; EPILEPSY; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; LORETA METHOD; MUSIC METHOD; SIMULATION; STATISTICAL ANALYSIS;

BRAIN; BRAIN MAPPING; COMPUTER GRAPHICS; COMPUTER SIMULATION; DATA INTERPRETATION, STATISTICAL; DIAGNOSIS, COMPUTER-ASSISTED; ELECTROENCEPHALOGRAPHY; EPILEPSIES, PARTIAL; HUMANS; MODELS, NEUROLOGICAL; MODELS, STATISTICAL; USER-COMPUTER INTERFACE;

EID: 14844333322     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2004.841263     Document Type: Article

References (51)

1. S. Baillet, J. Riera, G. Marin, J. Mangin, J. Aubert, and L. Garnero, "Evaluation of inverse methods and head models for EEG source localization using a human skull phantom," Phys. Med. Biol., vol. 46, pp. 77-96, 2001.
2. M. Wax and I. Ziskind, "On unique localization of multiple sources by passive sensor arrays," IEEE Trans. Acoust., Speech, Signal Process., vol. 37, no. 7, pp. 996-1000, Jul. 1989.
3. R. Srinivasan, P. L. Nunez, D. M. Tucker, R. B. Silberstein, and P. J. Cadusch, "Spatial sampling and filtering of EEG with spline laplacians to estimate cortical potentials," Brain Topogr., vol. 8, no. 4, pp. 355-366, 1996.
4. C. Bénar and J. Gotman, "Non-uniform spatial sampling in EEG source analysis," in Proc. 23rd Int. Conf. IEEE-EMBS, vol. 1, Oct. 2001, pp. 903-905.
5. A. El Badia and T. Ha-Duong, "An inverse source problem in potential analysis," Inverse Prob., vol. 16, pp. 651-663, 2000.
6. M. Brazier, "A study of the electric fields at the surface of the head," Electroencephalogr. Clin. Neurophysiol., vol. 2, pp. 38-52, 1949.
7. J. de Munck, B. van Dijk, and H. Spekreijse, "Mathematical dipoles are adequate to describe realistic generators of human brain activity," IEEE Trans. Biomed. Eng., vol. 35, no. 11, pp. 960-966, Nov. 1998.
8. B. N. Cuffin, "EEG dipole source localization," IEEE Eng. Med. Biol. Mag., vol. 17, no. 5, pp. 118-122, Sep./Oct. 1998.
9. J. Mosher, M. Spencer, R. Leahy, and P. Lewis, "Error bounds for EEG and MEG dipole source localization," Electroenct-phalogr. Clin. Neurophysiol., vol. 86, no. 5, pp. 303-321, 1993.
10. B. Radich and K. Buckley, "EEG dipole localization bounds and MAP algorithms for head models with parameter uncertainties," IEEE Trans. Biomed. Eng., vol. 42, no. 3, pp. 233-241, Mar. 1995.
11. C. Muravchik and A. Nehorai, "EEG/MEG error bounds for a static dipole source with a realistic head model," IEEE Signal Process. Mag., vol. 49, no. 3, pp. 470-484, Mar. 2001.
12. K. Kobayashi, H. Yoshinaga, M. Oka, Y. Ohtsuka, and J. Gotman, "A simulation study of the error in dipole source localization for EEG spikes with a realistic head model," Clin. Neurophysiol., vol. 114, no. 6, pp. 1069-1078, 2003.
13. B. N. Cuffin, D. L. Schomer, J. R. Ives, and H. Blume, "Experimental tests of EEG source localization accuracy in realistically shaped head models," Clin. Neurophysiol., vol. 112, no. 12, pp. 2288-2292, Dec. 2001.
14. S. Supek and C. J. Aine, "Simulation studies of multiple dipole neuromagnetic source localization: Model order and limits of source resolution," IEEE Trans. Biomed. Eng., vol. 40, no. 6, pp. 529-540, Jun. 1993.
15. L. J. Waldorp, H. M. Huizenga, R. P. Grasman, K. B. Bocker, J. C. de Munck, and P. C. Molenaar, "Model selection in electromagnetic source analysis with an application to VEFs," IEEE Trans. Biomed. Eng., vol. 49, no. 10, pp. 1121-1129, Oct. 2002.
16. I. Joliffe, Principal Component Analysis. New York: Springer-Verlag, 1986.
17. J. Mosher, P. Lewis, and R. M. Leahy, "Multiple dipole modeling and localization from spatio-temporal MEG data," IEEE Trans. Biomed. Eng., vol. 39, no. 6, pp. 541-557, Jun. 1992.
18. -, "Recursive MUSIC: A framework for EEG and MEG source localization," IEEE Trans. Biomed. Eng., vol. 45, no. 11, pp. 1342-1354, Nov. 1998.
19. K. Sekihara, S. Nagarajan, D. Poeppel, A. Marantz, and Y. Miyashita, "Reconstructing spatio-temporal activities of neural sources using an MEG vector beamformer technique," IEEE Trans. Biomed. Eng., vol. 48, no. 7, pp. 760-771, Jul. 2001.
20. K. Sekihara, S. Nagarajan, D. Poeppel, and A. Marantz, "Performance of an MEG adaptive-beamformer technique in the presence of correlated neural activities: Effects on signal intensity and time-course estimates," IEEE Trans. Biomed. Eng., pt. 2, vol. 49, no. 12, pp. 1534-46, Dec. 2002.
21. A. Dale and M. Sereno, "Improved localization of cortical activity by combining EEG and MEG with MRI cortical surface reconstruction: A linear approach," J. Cogn. Neurosci., vol. 5, pp. 162-176, 1993.
22. M. Hämäläinen and R. Ilmoniemi, "Interpreting magnetic fields of the brain: Minimum norm estimates," Med. Biol. Eng. Comput., vol. 32, no. 1, pp. 35-42, 1994.
23. R. Pascual-Marqui, C. Michel, and D. Lehmann, "Low resolution electromagnetic tomography: A new method for localizing electrical activity in the brain," Int J. Psychophys., vol. 18, pp. 49-65, 1994.
24. A. Liu, J. Belliveau, and A. Dale, "Spatiotemporal imaging of human brain activity using functional MRI constrained magnetoencephalography data: Monte Carlo simulations," Proc. Nat. Acad. Sci., vol. 95, no. 15, pp. 8945-8950, 1998.
25. N. Trujillo-Barreto, E. Martinez-Montes, L. Melie-Garcia, and P. Valdes-Sosa. (2001) A symmetrical bayesian model for fMRI and EEG/MEG neuroimage fusion. Int. J. Bioelectromagn. [Online], vol (1). Available: http://ee.tut.fi/rgi/ijbeni/volume3/number1/ valdesosa/index.htm
26. C. Clarke, "Probabilistic methods in a biomagnetic inverse problem," Inverse Prob., vol. 5, no. 6, pp. 999-1012, 1989.
27. D. Schmidt, J. George, and C. Wood, "Bayesian inference applied to the electromagnetic inverse problem," Hum. Brain Mapp., vol. 7, no. 3, pp. 195-212, 1999.
28. W. E. Kineses, C. Braun, S. Kaiser, W. Grodd, H. Ackermann, and K. Mathiak, "Reconstruction of extended cortical sources for EEG and MEG based on a Monte-Carlo-Markov-chairi estimator," Hum. Brain Mapp., vol. 18, no. 2, pp. 100-110, 2003.
29. G. R. Barnes and A. Hillebrand, "Statistical flattening of MEG beam-former images," Human Brain Mapping, vol. 18, no. 1, pp. 1-12, 2003.
30. M. Scherg and D. von Cramon, "Evoked dipole source potentials of the human auditory cortex," Electroencephalogr. Clin. Neurophysiol., vol. 65, no. 5, pp. 344-360, 1986.
31. A. Dogandžić and A. Nehorai, "EEG dipole source localization," IEEE Trans. Signal Process., vol. 48, no. 1, pp. 13-25, Jan. 2000.
32. S. Baillet and L. Garnero, "A bayesian approach to introducing anatomo-functional priors in the EEG/MEG inverse problem," IEEE Trans. Biomed. Eng., vol. 44, no. 5, pp. 374-385, May 1997.
33. M. S. Srivastava, Methods of Multivariate Statistics. New York: Wiley, 2002.
34. R. Beucker and H. A. Schlitt, "A study of the electric fields at the surface of the head," Brain Topogr., vol. 10, pp. 168-169, 1997.
35. J. C. de Munck, H. M. Huizenga, L. J. Waldorp, and R. M. Heethaar, "Estimating stationary dipoles from MEG/EEG data contaminated with spatially and temporally correlated background noise," IEEE Trans. Signal Process., vol. 50, no. 7, pp. 1554-1564, Jul. 2000.
36. K. Sekihara, D. Poeppel, A. Marantz, H. Koizumi, and Y. Miyashita, "MEG spatio-temporal analysis using a covariance matrix calculated from nonaveraged multiple-epoch data," IEEE Trans. Biomed. Eng., vol. 46, no. 5, pp. 515-521, May 1999.
37. B. Lutkenhoner, "Dipole source localization by means of maximum likelihood estimation I. Theory and simulations," Electroencephalogr. Clin. Neurophysiol., vol. 106, no. 4, pp. 314-321, 1998.
38. H. Huizenga, J. de Munck, L. Waldorp, and R. Grasman, "Spatiotemporal EEG/MEG source analysis based on a parametric noise covariance model," IEEE Trans. Biomed. Eng., vol. 49, no. 6, pp. 533-539, Jun. 2002.
39. B. A. Cohen and A. J. Sances, "Stationarity of the human electroencephalogram," Med. Biol. Eng. Comput., vol. 15, no. 5, pp. 513-518, 1977.
40. B. Efron and R. Tibishirani, An Introduction to Bootstrap. New York: Chapman & Hall, 1993.
41. M. Hämäläinen and J. Sarvas, "Realistic conductivity geometry model of the human head for interpretation of neuromagnetic data," IEEE Trans. Biomed. Eng., vol. 36, no. 2, pp. 165-171, Feb. 1989.
42. J. de Munck, P. Vijn, and F. L. da Silva, "A random dipole model for spontaneous brain activity," IEEE Trans. Biomed. Eng., vol. 39, no. 8, pp. 791-804, Aug. 1992.
43. C. Bénar, Y. Aghakhani, Y. Wang, A. Izenberg, A. Al-Asmi, F. Dubeau, and J. Gotman, "Quality of EEG in simultaneous EEG-fMRI for epilepsy," Clin. Neurophysiol., vol. 114, no. 3, pp. 569-580, 2003.
44. 2, t, and F fields," Adv. Appl. Prob., vol. 31, pp. 577-593, 1999.
45. R. Turner, "How much cortex can a vein drain? Downstream dilution of activation-related cerebral blood oxyge"nation changes," Neuroimage, vol. 16, no. 4, pp. 1062-1067, 2002.
46. P. Nunez and R. Silberstein, "On the relationship of synaptic activity to macroscopic measurements: Does co-registration of EEG with fMRI make sense?" Brain Topogr., vol. 13, no. 2, pp. 79-96, 2000.
47. A. Dale, A. Liu, B. Fischl, R. Buckner, J. Belliveau, J. Lewine, and E. Halgren, "Dynamic statistical parametric mapping: Combining fMRI and MEG for high-resolution imaging of cortical activity," Neuron, vol. 26, pp. 55-67, 2000.
48. R. Pascual-Marqui, "Standardized low resolution brain electromagnetic tomography (sLORETA): Technical details," Methods Find Exp. Clin. Pharmacol. , vol. 24, no. Suppl. D, pp. 5-12, 2002.
49. D. Pantazis, T. Nichols, S. Baillet, and R. M. Leahy, "Spatiotemporal localization of significant activation in MEG using permutation tests," in Proc. Conf. Information Processing in Medical Imaging, Jul. 2003.
50. K. Worsley, S. Marrett, P. Neelin, A. Vandal, K. Friston, and A. Evans, "A unified statistical approach for determining significant signals in images of cerebral activation," Hum. Brain Mapp., vol. 4, pp. 58-73, 1996.
51. L. Gavit, S. Baillet, J. F. Mangin, J. Pescatore, and L. Garnero, "A multiresolution framework to MEG/EEG source imaging," IEEE Trans. Biomed. Eng., vol. 48, no. 10, pp. 1080-1087, Oct. 2001.