EEG/MEG source imaging: Methods, challenges, and open issues

Computational Intelligence and Neuroscience

Volumn 2009, Issue , 2009, Pages

  Wendel, Katrina ^a   Väisänen, Outi ^a   Malmivuo, Jaakko ^a   Gencer, Nevzat G ^b   Vanrumste, Bart ^c,d   Durka, Piotr ^e   Magjarević, Ratko ^f   Supek, Selma ^g   Pascu, Mihail Lucian ^h   Fontenelle, Hugues ⁱ   Grave De Peralta Menendez, Rolando ^j,k  

^a TAMPERE UNIVERSITY OF TECHNOLOGY   (Finland)

^b MIDDLE EAST TECHNICAL UNIVERSITY   (Turkey)

^c UNIVERSITY OF LEUVEN   (Belgium)

^d Thomas More University College   (Belgium)

^e UNIVERSITY OF WARSAW   (Poland)

^f UNIVERSITY OF ZAGREB   (Croatia)

^g UNIVERSITY OF ZAGREB   (Croatia)

^h NATIONAL INSTITUTE FOR LASER   (Romania)

ⁱ UNIVERSITY OF PATRAS   (Greece)

^j GENEVA UNIVERSITY HOSPITALS   (Switzerland)

^k UNIVERSITY OF BARCELONA   (Spain)

more..

Author keywords

[No Author keywords available]

Indexed keywords

EID: 68949136740     PISSN: 16875265     EISSN: 16875273     Source Type: Journal    
DOI: 10.1155/2009/656092     Document Type: Article

References (90)

1. Venes D., Tabers Cyclopedic Medical Dictionary 2005 20th Philadelphia, Pa, USA F. A. Davis Company
2. Dale A. M., Sereno M. I., Improved localization of cortical activity by combining EEG and MEG with MRI cortical surface reconstruction: a linear approach Journal of Cognitive Neuroscience 1993 5 2 162 176
3. Grave de Peralta Menendez R., Gonzalez Andino S. L., Lutkenhoner B., Figures of merit to compare distributed linear inverse solutions Brain Topography 1996 9 2 117 124
4. Leal A. J. R., Dias A. I., Vieira J. P., Analysis of the EEG dynamics of epileptic activity in gelastic seizures using decomposition in independent components Clinical Neurophysiology 2006 117 7 1595 1601
5. Anderer P., Kloesch G., Gruber G., Low-resolution brain electromagnetic tomography revealed simultaneously active frontal and parietal sleep spindle sources in the human cortex Neuroscience 2001 103 3 581 592
6. Durka P., Matysiak A., Montes E. M., Sosa P. V., Blinowska K. J., Multichannel matching pursuit and EEG inverse solutions Journal of Neuroscience Methods 2005 148 1 49 59
7. Davila C. E., Srebro R., Subspace averaging of steady-state visual evoked potentials IEEE Transactions on Biomedical Engineering 2000 47 6 720 728
8. Bai O., Nakamura M., Nagamine T., Shibasaki H., Parametric modeling of somatosensory evoked potentials using discrete cosine transform IEEE Transactions on Biomedical Engineering 2001 48 11 1347 1351
9. Picton T. W., Handbook of Electroencephalography and Clinical Neurophysiology: Human Event-Related Potentials 1988 Amsterdam, The Netherlands Elsevier
10. Jansen B. H., Agarwal G., Hegde A., Boutros N. N., Phase synchronization of the ongoing EEG and auditory EP generation Clinical Neurophysiology 2003 114 1 79 85
11. Rush S., Driscoll D. A., EEG electrode sensitivityan application of reciprocity IEEE Transactions on Biomedical Engineering 1969 16 1 15 22
12. Roth B. J., Balish M., Gorbach A., Sato S., How well does a three-sphere model predict positions of dipoles in a realistically shaped head? Electroencephalography and Clinical Neurophysiology 1993 87 4 175 184
13. Crouzeix A., Yvert B., Bertrand O., Pernier J., An evaluation of dipole reconstruction accuracy with spherical and realistic head models in MEG Clinical Neurophysiology 1999 110 12 2176 2188
14. Cuffin B. N., EEG localization accuracy improvements using realistically shaped head models IEEE Transactions on Biomedical Engineering 1996 43 3 299 303
15. Hamalainen M. S., Sarvas J., Realistic conductivity geometry model of the human head for interpretation of neuromagnetic data IEEE Transactions on Biomedical Engineering 1989 36 2 165 171
16. Wendel K., Narra N. G., Hannula M., Kauppinen P., Malmivuo J., The influence of CSF on EEG sensitivity distributions of multilayered head models IEEE Transactions on Biomedical Engineering 2008 55 4 1454 1456
17. Wendel K., Osadebey M., Malmivuo J., Incorporating anthropometric and craniometric data into realistically-shaped volume conductor head models Proceedings of the 11th World Congress on Medical Physics and Biomedical Engineering September 2009 Munich, Germany
18. Haueisen J., Ramon C., Eiselt M., Brauer H., Nowak H., Influence of tissue resistivities on neuromagnetic fields and electric potentials studied with a finite element model of the head IEEE Transactions on Biomedical Engineering 1997 44 8 727 735
19. Schwan H. P., Nastuk W. L., Determination of biological impedances Physical Techniques in Biological Research 1963 New York, NY, USA Academic Press
20. Gabriel C., Gabriel S., Corthout E., The dielectric properties of biological tissuesI: literature survey Physics in Medicine and Biology 1996 41 11 2231 2249
21. Geddes L. A., Baker L. E., The specific resistance of biological materiala compendium of data for the biomedical engineer and physiologist Medical Biological Engineering 1967 5 3 271 293
22. Radich B. M., Buckley K. M., EEG dipole localization bounds and MAP algorithms for head models with parameter uncertainties IEEE Transactions on Biomedical Engineering 1995 42 3 233 241
23. van den Broek S. P., Reinders F., Donderwinkel M., Peters M. J., Volume conduction effects in EEG and MEG Electroencephalography and Clinical Neurophysiology 1998 106 6 522 534
24. Huiskamp G., Vroeijenstijn M., van Dijk R., Wieneke G., van Huffelen A. C., The need for correct realistic geometry in the inverse EEG problem IEEE Transactions on Biomedical Engineering 1999 46 11 1281 1287
25. Vanrumste B., Van Hoey G., Van de Walle R., DHav M., Lemahieu I., Boon P., Dipole location errors in electroencephalogram source analyssis due to volume conductor model errors Medical and Biological Engineering and Computing 2000 38 5 528 534
26. Gencer N. G., Acar C. E., Sensitivity of EEG and MEG measurements to tissue conductivity Physics in Medicine and Biology 2004 49 5 701 717
27. Ollikainen J. O., Vauhkonen M., Karjalainen P. A., Kaipio J. P., Effects of local skull inhomogeneities on EEG source estimation Medical Engineering and Physics 1999 21 3 143 154
28. Hoekema R., Wieneke G. H., Leijten F. S. S., Measurement of the conductivity of skull, temporarily removed during epilepsy surgery Brain Topography 2003 16 1 29 38
29. Wendel K., Malmivuo J., Correlation between live and post mortem skull conductivity measurements Proceedings of Annual International Conference of the IEEE Engineering in Medicine and Biology Society 2006 1 4285 4288
30. Michel C. M., Lantz G., Spinelli L., Grave de Peralta Menendez R., Landis T., Seeck M., 128-channel EEG source imaging in epilepsy: clinical yield and localization precision Journal of Clinical Neurophysiology 2004 21 2 71 83
31. Gonzalez Andino S. L., Grave de Peralta Menendez R., Khateb A., Landis T., Pegna A. J., Electrophysiological correlates of affective blindsight NeuroImage 2009 44 2 581 589
32. Moore K. L., Dalley A. F., Clinically Oriented Anatomy 2005 5th Philadelphia, Pa, USA Lippincott Williams Wilkins
33. Oostendorp T. F., Delbeke J., Stegeman D. F., The conductivity of the human skull: results of in vivo and in vitro measurements IEEE Transactions on Biomedical Engineering 2000 47 11 1487 1492
34. Kosterich J. D., Foster K. R., Pollack S. R., Dielectric permittivity and electrical conductivity of fluid saturated bone IEEE Transactions on Biomedical Engineering 1983 30 2 81 86
35. Kosterich J. D., Foster K. R., Pollack S. R., Dielectric properties of fluid-saturated bone. The effect of variation in conductivity of immersion fluid IEEE Transactions on Biomedical Engineering 1984 31 4 369 374
36. Goncalves S. I., de Munck J. C., Verbunt J. P. A., Bijma F., Heethaar R. M., da Silva F. L., In vivo measurement of the brain and skull resistivities using an EIT-based method and realistic models for the head IEEE Transactions on Biomedical Engineering 2003 50 6 754 767
37. Griffiths H., Stewart W. R., Cough W., Magnetic induction tomography. A measuring system for biological tissues Annals of the New York Academy of Sciences 1999 873 335 345
38. Gencer N. G., Tek M. N., Electrical conductivity imaging via contactless measurements IEEE Transactions on Medical Imaging 1999 18 7 617 627
39. Zhang N., Electrical Impedance Tomography Based on Current Density Imaging 1992 Toronto, Canada University of Toronto
40. Ider Y. Z., Onart S., Lionheart W. R. B., Uniqueness and reconstruction in magnetic resonance-electrical impedance tomography (MR-EIT) Physiological Measurement 2003 24 2 591 604
41. Gevins A., Leong H., Smith M. E., Le J., Du R., Mapping cognitive brain function with modern high-resolution electroencephalography Trends in Neurosciences 1995 18 10 429 436
42. Gevins A., Le J., Leong H., McEvoy L. K., Smith M. E., Deblurring Journal of Clinical Neurophysiology 1999 16 3 204 213
43. Babiloni F., Cincotti F., Carducci F., Rossini P. M., Babiloni C., Spatial enhancement of EEG data by surface Laplacian estimation: the use of magnetic resonance imaging-based head models Clinical Neurophysiology 2001 112 5 724 727
44. Michel C. M., Murray M. M., Lantz G., Gonzalez S., Spinelli L., Grave de Peralta Menendez R., EEG source imaging Clinical Neurophysiology 2004 115 10 2195 2222
45. Gevins A., Brickett P., Costales B., Le J., Reutter B., Beyond topographic mapping: towards functional-anatomical imaging with 124-channel EEGs and 3-D MRIs Brain Topography 1990 3 1 53 64
46. Srinivasan R., Nunez P. L., Tucker D. M., Silberstein R. B., Cadusch P. J., Spatial sampling and filtering of EEG with spline laplacians to estimate cortical potentials Brain Topography 1996 8 4 355 366
47. Babiloni F., Babiloni C., Carducci F., High resolution EEG: a new model-dependent spatial deblurring method using a realistically-shaped MR-constructed subjects head model Electroencephalography and Clinical Neurophysiology 1997 102 2 69 80
48. Ryynanen O. R. M., Hyttinen J. A. K., Malmivuo J., Effect of measurement noise and electrode density on the spatial resolution of cortical potential distribution with different resistivity values for the skull IEEE Transactions on Biomedical Engineering 2006 53 9 1851 1858
49. Srinivasan R., Tucker D. M., Murias M., Estimating the spatial Nyquist of the human EEG Behavior Research Methods, Instruments, Computers 1998 30 1 8 19
50. Wang Y., He B., A computer simulation study of cortical imaging from scalp potentials IEEE Transactions on Biomedical Engineering 1998 45 6 724 735
51. Berman A., Plemmons R., Nonnegative Matrices in the Mathematical Sciences 1994 Philadelphia, Pa, USA SIAM
52. Press W. H., Teukolsky S. A., Vetterling W. T., Flannery B. P., Numerical Recipes in C 1995 Cambridge, UK Cambridge University Press
53. Ruge J. W., Stben K., McCormick S. F., Algebraic multigrid (AMG) Multigrid Methods 1987 3 Philadelphia, Pa, USA SIAM 73 130 Frontiers in Applied Mathematics
54. Briggs W. L., Henson V. E., McCormick S. F., A Multigrid Tutorial 2000 Philadelphia, Pa, USA SIAM
55. Barnard A. C. L., Duck I. M., Lynn M. S., The application of electromagnetic theory to electrocardiographyI: derivation of the integral equations Biophysics Journal 1967 7 443 462
56. Akalin-Acar Z., Gencer N. G., An advanced boundary element method (BEM) implementation for the forward problem of electromagnetic source imaging Physics in Medicine and Biology 2004 49 21 5011 5028
57. Ataseven Y., Akalin-Acar Z., Acar C. E., Gencer N. G., Parallel implementation of the accelerated BEM approach for EMSI of the human brain Medical and Biological Engineering and Computing 2008 46 7 671 679
58. Gonzalez Andino S. L., Grave de Peralta Menendez R., Biscay R., Jimenez J. C., Pascual R. D., Lemagne J., Projective methods for the magnetic direct problem Advances in Biomagnetism 1989 New York, NY, USA
59. Datta B. N., Numerical Linear Algebra and Applications 1995 Pacific Grove, Calif, USA Brooks/Cole
60. Briggs W. L., A Multigrid Tutorial 1987 Philadelphia, Pa, USA SIAM
61. Hoekema R., Venner K., Struijk J. J., Holsheimer J., Multigrid solution of the potential field in modeling electrical nerve stimulation Computers and Biomedical Research 1998 31 5 348 362
62. Laarne P., Hyttinen J., Dodel S., Malmivuo J., Eskola H., Accuracy of two dipolar inverse algorithms applying reciprocity for forward calculation Computers and Biomedical Research 2000 33 3 172 185
63. Saad Y., Iterative Methods for Sparse Linear Systems 2003 2nd Philadelphia, Pa, USA SIAM
64. Neilson L. A., Kovalyov M., Koles Z. J., A computationally efficient method for accurately solving the EEG forward problem in a finely discretized head model Clinical Neurophysiology 2005 116 10 2302 2314
65. Thompson J. F., Soni B. K., Weatherrill N. P., Handbook of Grid Generation 1998 Boca Raton, Fla, USA CRC Press
66. Ottosen N., Peterson H., Introduction to the Finite Element Method 1992 Englewood Cliffs, NJ, USA Prentice-Hall
67. Saleheen H. I., Kwong T., New finite difference formulations for general inhomogeneous anisotropic bioelectric problems IEEE Transactions on Biomedical Engineering 1997 44 9 800 809
68. Plonsey R., The nature of sources of bioelectric and biomagnetic fields Biophysical Journal 1982 39 3 309 312
69. Hamalainen M., Ilmoniemi R. J., Sarvas J., Hario H., Interdependence of information conveyed by the magnetoencephalogram and the electroencephalogram Theory and Applications of Inverse Problems 1988 New York, NY, USA John Wiley Sons
70. Malmivuo J., Suihko V., Eskola H., Sensitivity distributions of EEG and MEG measurements IEEE Transactions on Biomedical Engineering 1997 44 3 196 208
71. Malmivuo J., Suihko V. E., Effect of skull resistivity on the spatial resolutions of EEG and MEG IEEE Transactions on Biomedical Engineering 2004 51 7 1276 1280
72. Liu A. K., Dale A. M., Belliveau J. W., Monte Carlo simulation studies of EEG and MEG localization accuracy Human Brain Mapping 2002 16 1 47 62
73. Waldert S., Preissl H., Demandt E., Hand movement direction decoded from MEG and EEG Journal of Neuroscience 2008 28 4 1000 1008
74. Hamalainen M., Hari R., Ilmoniemi R. J., Knuutila J., Lounasmaa O. V., Magnetoencephalographytheory, instrumentation, and applications to noninvasive studies of the working human brain Reviews of Modern Physics 1993 65 2 413 497
75. Grave de Peralta Menendez R., Gonzalez-Andino S. L., A critical analysis of linear inverse solutions to the neuroelectromagnetic inverse problem IEEE Transactions on Biomedical Engineering 1998 45 4 440 448
76. Supek S., Aine C. J., Simulation studies of multiple dipole neuromagnetic source localization: model order and limits of source resolution IEEE Transactions on Biomedical Engineering 1993 40 6 529 540
77. Supek S., Aine C. J., Spatio-temporal modeling of neuromagnetic dataI: multi-source location versus time-course estimation accuracy Human Brain Mapping 1997 5 3 139 153
78. Hamalainen M. S., Ilmoniemi R. J., Interpreting magnetic fields of the brain: minimum norm estimates Medical and Biological Engineering and Computing 1994 32 1 35 42
79. Hauk O., Keep it simple: a case for using classical minimum norm estimation in the analysis of EEG and MEG data NeuroImage 2004 21 4 1612 1621
80. Scherg M., Von Cramon D., Evoked dipole source potentials of the human auditory cortex Electroencephalography and Clinical Neurophysiology 1986 65 5 344 360
81. Scherg M., Picton T. W., Separation and identification of event-related potential components by brain electric source analysis Electroencephalography and Clinical Neurophysiology. Supplement 1991 42 24 37
82. Babiloni F., Babiloni C., Locche L., Cincotti F., Rossini P. M., Carducci F., High-resolution electro-encephalogram: source estimates of Laplacian-transformed somatosensory-evoked potentials using a realistic subject head model constructed from magnetic resonance images Medical and Biological Engineering and Computing 2000 38 5 512 519
83. Capon J., High resolution frequency-wavenumber Proceedings of the IEEE 1969 57 8 1408 1418
84. Backus G. E., Gilbert J. F., The resolving power of gross earth data Geophysical Journal of the Royal Astronomical Society 1968 16 169 205
85. Sekihara K., Nagarajan S. S., Poeppel D., Marantz A., Performance of an MEG adaptive-beamformer technique in the presence of correlated neural activities: effects on signal intensity and time-course estimates IEEE Transactions on Biomedical Engineering 2002 49 12 I 1534 1546
86. Lutkenhoner B., Grave de Peralta Menendez R., The resolution-field concept Electroencephalography and Clinical Neurophysiology 1997 102 4 326 334
87. Grave de Peralta Menendez R., Murray M. M., Michel C. M., Martuzzi R., Gonzalez Andino S. L., Electrical neuroimaging based on biophysical constraints NeuroImage 2004 21 2 527 539
88. Logothetis N. K., Wandell B. A., Interpreting the BOLD signal Annual Review of Physiology 2004 66 735 769
89. Gonzalez Andino S. L., Grave de Peralta Menendez R., Khateb A., Pegna A. J., Thut G., Landis T., A glimpse into your vision Human Brain Mapping 2007 28 7 614 624
90. Gonzalez Andino S. L., Michel C. M., Thut G., Landis T., Grave de Peralta Menendez R., Prediction of response speed by anticipatory high-frequency (gamma band) oscillations in the human brain Human Brain Mapping 2005 24 1 50 58