An integrative MEG-fMRI study of the primary somatosensory cortex using cross-modal correspondence analysis

NeuroImage

Volumn 22, Issue 1, 2004, Pages 120-133

  Schulz, Matthias ^a,b   Chau, Wilkin ^a   Graham, Simon J ^b,c   McIntosh, Anthony R ^b   Ross, Bernhard ^a,b   Ishii, Ryouhei ^b   Pantev, Christo ^a,b  

^a UNIVERSITY HOSPITAL MÜNSTER   (Germany)

^b UNIVERSITY OF TORONTO   (Canada)

^c SUNNYBROOK RESEARCH INSTITUTE   (Canada)

Author keywords

Functional magnetic resonance imaging; Magnetoencephalography; Multimodal neuroimaging; Somatosensory cortex

Indexed keywords

ADULT; ARTICLE; CELL POPULATION; CONTROLLED STUDY; CORRESPONDENCE ANALYSIS; DIPOLE; ELECTROENCEPHALOGRAM; EVALUATION; FEMALE; FREQUENCY ANALYZER; HUMAN; HUMAN EXPERIMENT; MAGNETOENCEPHALOGRAPHY; MALE; NERVE CELL; NEUROIMAGING; NORMAL HUMAN; NUCLEAR MAGNETIC RESONANCE IMAGING; PRIORITY JOURNAL; SOMATOSENSORY CORTEX; STATISTICAL ANALYSIS;

ADULT; ALGORITHMS; DATA INTERPRETATION, STATISTICAL; FEMALE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MAGNETOENCEPHALOGRAPHY; MALE; OXYGEN; SOMATOSENSORY CORTEX;

EID: 1942456813     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2003.10.049     Document Type: Article

References (99)

1. Allison T., McCarthy G., Wood C.C., Williamson P.D., Spencer D.D. Human cortical potentials evoked by stimulation of the median nerve. II. Cytoarchitectonic areas generating long-latency activity. J. Neurophysiol. 62:1989;711-722.
2. Arthurs O.J., Williams E.J., Carpenter T.A., Pickard J.D., Boniface S.J. Linear coupling between functional magnetic resonance imaging and evoked potential amplitude in human somatosensory cortex. Neuroscience. 101:2000;803-806.
3. Bandettini P.A., Jesmanowicz A., Wong E.C., Hyde J.S. Processing strategies for time-course data sets in functional MRI of the human brain. Magn. Reson. Med. 30:1993;161-173.
4. Beisteiner R., Erdler M., Teichtmeister C., Diemling M., Moser E., Edward V., Deecke L. Magnetoencephalography may help to improve functional MRI brain mapping. Eur. J. Neurosci. 9:1997;1072-1077.
5. Belmonte M., Yurgelun-Todd D. Permutation testing made practical for functional magnetic resonance image analysis. IEEE Trans. Med. Imag. 20:2001;243-248.
6. Blamire A.M., Ogawa S., Ugurbil K., Rothman D., McCarthy G., Ellermann J.M., Hyder F., Rattner Z., Shulman R.G. Dynamic mapping of the human visual cortex by high-speed magnetic resonance imaging. Proc. Natl. Acad. Sci. U. S. A. 89:1992;11069-11073.
7. Burock M.A., Buckner R.L., Woldorff M.G., Rosen B.R., Dale A.M. Randomized event-related experimental designs allow for extremely rapid presentation rates using functional MRI. NeuroReport. 9:1998;3735-3739.
8. Burton H., Sinclair R.J. Attending to and remembering tactile stimuli: a review of brain imaging data and single-neuron responses. J. Clin. Neurophysiol. 17:2000;575-591.
9. Bushara K.O., Wheat J.M., Khan A., Mock B.J., Turski P.A., Sorenson J., Brooks B.R. Multiple tactile maps in the human cerebellum. NeuroReport. 12:2001;2483-2486.
10. Buxton R.B., Wong E.C., Frank L.R. Dynamics of blood flow and oxygenation changes during brain activation: the balloon model. Magn. Reson. Med. 39:1998;855-864.
11. Chau W., Ishii R., Ross B., McIntosh A.R., Pantev C. Group Analysis for the Synthetic Aperture Magnetometry (SAM) Data. Biomag. 2002.
12. Creutzfeldt O.D. Cortex Cerebri. 1995;Oxford Univ. Press, Oxford.
13. Curio G., Mackert B.M., Burghoff M., Koetitz R., Abraham-Fuchs K., Harer W. Localization of evoked neuromagnetic 600 Hz activity in the cerebral somatosensory system. Electroencephalogr. Clin. Neurophysiol. 91:1994;483-487.
14. Davis K.D., Kwan C.L., Crawley A.P., Mikulis D.J. Functional MRI study of thalamic and cortical activations evoked by cutaneous heat, cold, and tactile stimuli. J. Neurophysiol. 80:1998;1533-1546.
15. Dettmers C., Connelly A., Stephan K.M., Turner R., Friston K.J., Frackowiak R.S., Gadian D.G. Quantitative comparison of functional magnetic resonance imaging with positron emission tomography using a force-related paradigm. NeuroImage. 4:1996;201-209.
16. Diesch E., Preissl H., Haerle M., Schaller H.E., Birbaumer N. Multiple frequency steady-state evoked magnetic field mapping of digit representation in primary somatosensory cortex. Somatosens. Motor Res. 18:2001;10-18.
17. Disbrow E., Roberts T., Krubitzer L. Somatotopic organization of cortical fields in the lateral sulcus of Homo sapiens: evidence for SII and PV. J. Comp. Neurol. 418:2000;1-21.
18. Disbrow E.A., Slutsky D.A., Roberts T.P., Krubitzer L.A. Functional MRI at 1.5 tesla: a comparison of the blood oxygenation level-dependent signal and electrophysiology. Proc. Natl. Acad. Sci. U. S. A. 97:2000;9718-9723.
19. Disbrow E., Roberts T., Poeppel D., Krubitzer L. Evidence for interhemispheric processing of inputs from the hands in human S2 and PV. J. Neurophysiol. 85:2001;2236-2244.
20. Dubowitz D.J., Chen D.Y., Atkinson D.J., Grieve K.L., Gillikin B., Bradley W.G. Jr., Andersen R.A. Functional magnetic resonance imaging in macaque cortex. NeuroReport. 9:1998;2213-2218.
21. Efron B., Tibshiran R. An Introduction to the Bootstrap. 1993;Chapman and Hall, London.
22. Forss N., Hari R., Salmelin R., Ahonen A., Hamalainen M., Kajola M., Knuutila J., Simola J. Activation of the human posterior parietal cortex by median nerve stimulation. Exp. Brain Res. 99:1994;309-315.
23. Forss N., Merlet I., Vanni S., Hamalainen M., Mauguiere F., Hari R. Activation of human mesial cortex during somatosensory target detection task. Brain Res. 734:1996;229-235.
24. Forss N., Narici L., Hari R. Sustained activation of the human SII cortices by stimulus trains. NeuroImage. 13:2001;497-501.
25. Fransson P., Kruger G., Merboldt K.D., Frahm J. Temporal and spatial MRI responses to subsecond visual activation. Magn. Reson. Imag. 17:1999;1-7.
26. Friston K.J., Holmes A.P., Worsley K.J., Poline J.B., Frith C.D., Frackowiak R.S. Statistical parametric maps in functional imaging: a general linear approach. Hum. Brain Mapp. 2:1995;189-210.
27. Friston K.J., Mechelli A., Turner R., Price C.J. Nonlinear responses in fMRI: the Balloon model, Volterra kernels, and other hemodynamics. NeuroImage. 12:2000;466-477.
28. Fuchs M., Wagner M., Kohler T., Wischmann H.A. Linear and nonlinear current density reconstructions. J. Clin. Neurophysiol. 16:1999;267-295.
29. Gallen C.C., Schwartz B., Rieke K., Pantev C., Sobel D., Hirschkoff E., Bloom F.E. Intrasubject reliability and validity of somatosensory source localization using a large array biomagnetometer. Electroencephalogr. Clin. Neurophysiol. 90:1994;145-156.
30. Gallen C.C., Schwartz B.J., Bucholz R.D., Malik G., Barkley G.L., Smith J., Tung H., Copeland B., Bruno L., Assam S.et al. Presurgical localization of functional cortex using magnetic source imaging. J. Neurosurg. 82:1995;988-994.
31. Glover G.H., Lai S. Self-navigated spiral fMRI: interleaved versus single-shot. Magn. Reson. Med. 39:1998;361-368.
32. Goldring S., Aras E., Weber P.C. Comparative study of sensory input to motor cortex in animals and man. Electroencephalogr. Clin. Neurophysiol. 29:1970;537-550.
33. Hamalainen H. Magnetoencephalography: theory, instrumentation, and applications to noninvasive studies of the working human brain. Rev. Mod. Phys. 65:1993;413-497.
34. Hamalainen M.S., Ilmoniemi R.J. Interpreting magnetic fields of the brain: minimum norm estimates. Med. Biol. Eng. Comput. 32:1994;35-42.
35. Hari R., Forss N. Magnetoencephalography in the study of human somatosensory cortical processing. Philos. Trans. - R. Soc. Lond., B Biol. Sci. 354:1999;1145-1154.
36. Hari R., Aittoniemi K., Jarvinen M.L., Katila T., Varpula T. Auditory evoked transient and sustained magnetic fields of the human brain. Localization of neural generators. Exp. Brain Res. 40:1980;237-240.
37. Hari R., Reinikainen K., Kaukoranta E., Hamalainen M., Ilmoniemi R., Penttinen A., Salminen J., Teszner D. Somatosensory evoked cerebral magnetic fields from SI and SII in man. Electroencephalogr. Clin. Neurophysiol. 57:1984;254-263.
38. Hari R., Karhu J., Hamalainen M., Knuutila J., Salonen O., Sams M., Vilkman V. Functional organization of the human first and second somatosensory cortices: a neuromagnetic study. Eur. J. Neurosci. 5:1993;724-734.
39. Harrison R.V., Harel N., Panesar J., Mount R.J. Blood capillary distribution correlates with hemodynamic-based functional imaging in cerebral cortex. Cereb. Cortex. 12:2002;225-233.
40. Hashimoto I., Mashiko T., Imada T. High-frequency magnetic signals in the human somatosensory cortex. Electroencephalogr. Clin. Neurophysiol., Suppl. 47:1996;67-80.
41. Haueisen J., Schack B., Meier T., Curio G., Okada Y. Multiplicity in the high-frequency signals during the short-latency somatosensory evoked cortical activity in humans. Clin. Neurophysiol. 112:2001;1316-1325.
42. Helmholtz, H., 1853. Ueber einige gesetze der vertheilung elektrischer strome in korperlichen leitern, mit anwendung auf die thierischelektrischen versuche. Ann. Phys. Chem. 89, 211-233, 353-377.
43. Hirata M., Kato A., Taniguchi M., Ninomiya H., Cheyne D., Robinson S.E., Maruno M., Kumura E., Ishii R., Hirabuki N., Nakamura H., Yoshimine T. Frequency-dependent spatial distribution of human somatosensory evoked neuromagnetic fields. Neurosci. Lett. 318:2002;73-76.
44. Inoue T., Shimizu H., Nakasato N., Kumabe T., Yoshimoto T. Accuracy and limitation of functional magnetic resonance imaging for identification of the central sulcus: comparison with magnetoencephalography in patients with brain tumors. NeuroImage. 10:1999;738-748.
45. Jack C.R. Jr., Thompson R.M., Butts R.K., Sharbrough F.W., Kelly P.J., Hanson D.P., Riederer S.J., Ehman R.L., Hangiandreou N.J., Cascino G.D. Sensory motor cortex: correlation of presurgical mapping with functional MR imaging and invasive cortical mapping. Radiology. 190:1994;85-92.
46. Kakigi R., Hoshiyama M., Shimojo M., Naka D., Yamasaki H., Watanabe S., Xiang J., Maeda K., Lam K., Itomi K., Nakamura A. The somatosensory evoked magnetic fields. Prog. Neurobiol. 61:2000;495-523.
47. Kober H., Nimsky C., Moller M., Hastreiter P., Fahlbusch R., Ganslandt O. Correlation of sensorimotor activation with functional magnetic resonance imaging and magnetoencephalography in presurgical functional imaging: a spatial analysis. NeuroImage. 14:2001;1214-1228.
48. Korvenoja A., Wikstrom H., Huttunen J., Virtanan J., Laine P., Aronen H.J., Seppalainen A.M., Ilmoniemi R.J. Activation of ipsilateral primary sensorimotor cortex by median nerve stimulation. NeuroReport. 6:1995;2589-2593.
49. Korvenoja A., Huttunen J., Salli E., Pohjonen H., Martinkauppi S., Palva J.M., Lauronen L., Virtanen J., Ilmoniemi R.J., Aronen H.J. Activation of multiple cortical areas in response to somatosensory stimulation: combined magnetoencephalographic and functional magnetic resonance imaging. Hum. Brain Mapp. 8:1999;13-27.
50. Krings T., Buchbinder B.R., Butler W.E., Chiappa K.H., Jiang H.J., Cosgrove G.R., Rosen B.R. Functional magnetic resonance imaging and transcranial magnetic stimulation: complementary approaches in the evaluation of cortical motor function. Neurology. 48:1997;1406-1416.
51. Kurth R., Villringer K., Mackert B.M., Schwiemann J., Braun J., Curio G., Villringer A., Wolf K.J. fMRI assessment of somatotopy in human Brodmann area 3b by electrical finger stimulation. NeuroReport. 9:1998;207-212.
52. Kurth R., Villringer K., Curio G., Wolf K.J., Krause T., Repenthin J., Schwiemann J., Deuchert M., Villringer A. fMRI shows multiple somatotopic digit representations in human primary somatosensory cortex. NeuroReport. 11:2000;1487-1491.
53. Lin W., Kuppusamy K., Haacke E.M., Burton H. Functional MRI in human somatosensory cortex activated by touching textured surfaces. J. Magn. Reson. Imag. 6:1996;565-572.
54. Logothetis N.K., Guggenberger H., Peled S., Pauls J. Functional imaging of the monkey brain. Nat. Neurosci. 2:1999;555-562.
55. Logothetis N.K., Pauls J., Augath M., Trinath T., Oeltermann A. Neurophysiological investigation of the basis of the fMRI signal. Nature. 412:2001;150-157.
56. Makela J.P., Kirveskari E., Seppa M., Hamalainen M., Forss N., Avikainen S., Salonen O., Salenius S., Kovala T., Randell T., Jaaskelainen J., Hari R. Three-dimensional integration of brain anatomy and function to facilitate intraoperative navigation around the sensorimotor strip. Hum. Brain Mapp. 12:2001;180-192.
57. Maldjian J.A., Gottschalk A., Patel R.S., Detre J.A., Alsop D.C. The sensory somatotopic map of the human hand demonstrated at 4 Tesla. NeuroImage. 10:1999;55-62.
58. Matsuura K., Okabe Y. A robust reconstruction of sparse biomagnetic sources. IEEE Trans. Biomed. Eng. 44:1997;720-726.
59. Menon R.S., Luknowsky D.C., Gati J.S. Mental chronometry using latency resolved functional MRI. Proc. Natl. Acad. Sci. U. S. A. 95:1998;10902-10907.
60. Moore C.I., Stern C.E., Corkin S., Fischl B., Gray A.C., Rosen B.R., Dale A.M. Segregation of somatosensory activation in the human rolandic cortex using fMRI. J. Neurophysiol. 84:2000;558-569.
61. Morioka T., Mizushima A., Yamamoto T., Tobimatsu S., Matsumoto S., Hasuo K., Fujii K., Fukui M. Functional mapping of the sensorimotor cortex: combined use of magnetoencephalography, functional MRI, and motor evoked potentials. Neuroradiology. 37:1995;526-530.
62. Mosher J.C., Leahy R.M. Recursive MUSIC: a framework for EEG and MEG source localization. IEEE Trans. Biomed. Eng. 45:1998;1342-1354.
63. Mueller W.M., Yetkin F.Z., Hammeke T.A., Morris G.L. III, Swanson S.J., Reichert K., Cox R., Haughton V.M. Functional magnetic resonance imaging mapping of the motor cortex in patients with cerebral tumors. Neurosurgery. 39:1996;515-520. (discussion 520-521).
64. Nakamura A., Yamada T., Goto A., Kato T., Ito K., Abe Y., Kachi T., Kakigi R. Somatosensory homunculus as drawn by MEG. NeuroImage. 7:1998;377-386.
65. Narici L., Forss N., Jousmaki V., Peresson M., Hari R. Evidence for a 7- to 9-Hz "sigma" rhythm in the human SII cortex. NeuroImage. 13:2001;662-668.
66. Ogawa S., Lee T.M. Magnetic resonance imaging of blood vessels at high fields: in vivo and in vitro measurements and image simulation. Magn. Reson. Med. 16:1990;9-18.
67. Ogawa S., Lee T.M., Kay A.R., Tank D.W. Brain magnetic resonance imaging with contrast dependent on blood oxygenation. Proc. Natl. Acad. Sci. U. S. A. 87:1990;9868-9872.
68. Ogawa S., Lee T.M., Nayak A.S., Glynn P. Oxygenation-sensitive contrast in magnetic resonance image of rodent brain at high magnetic fields. Magn. Reson. Med. 14:1990;68-78.
69. Ogawa S., Tank D.W., Menon R., Ellermann J.M., Kim S.G., Merkle H., Ugurbil K. Intrinsic signal changes accompanying sensory stimulation: functional brain mapping with magnetic resonance imaging. Proc. Natl. Acad. Sci. U. S. A. 89:1992;5951-5955.
70. Oldfield R.C. The assessment and analysis of handedness: the Edinburgh inventory. Neuropsychologia. 9:1971;97-113.
71. Pantev C., Gallen C., Hampson S., Buchanan S., Sobel D. Reproducibility and validity of neuromagnetic source localization using a large array biomagnetometer. Am. J. EEG Technol. 31:1991;83-101.
72. Pardo J.V., Wood T.D., Costello P.A., Pardo P.J., Lee J.T. PET study of the localization and laterality of lingual somatosensory processing in humans. Neurosci. Lett. 234:1997;23-26.
73. Phillips J.W., Leahy R.M., Mosher J.C. MEG-based imaging of focal neuronal current sources. IEEE Trans. Med. Imag. 16:1997;338-348.
74. Pollok B., Moll M., Schmitz F., Muller K., Schnitzler A. Rapid mapping of finger representations in human primary somatosensory cortex applying neuromagnetic steady-state responses. NeuroReport. 13:2002;235-238.
75. Polonara G., Fabri M., Manzoni T., Salvolini U. Localization of the first and second somatosensory areas in the human cerebral cortex with functional MR imaging. AJNR Am. J. Neuroradiol. 20:1999;199-205.
76. Puce A., Constable R.T., Luby M.L., McCarthy G., Nobre A.C., Spencer D.D., Gore J.C., Allison T. Functional magnetic resonance imaging of sensory and motor cortex: comparison with electrophysiological localization. J. Neurosurg. 83:1995;262-270.
77. Roberts T.P., Rowley H.A. Mapping of the sensorimotor cortex: functional MR and magnetic source imaging. AJNR Am. J. Neuroradiol. 18:1997;871-880.
78. Roberts T., Rowley H., Kucharczyk J. Applications of magnetic source imaging to presurgical brain mapping. Neuroimaging Clin. N. Am. 5:1995;251-266.
79. Roberts T.P., Zusman E., McDermott M., Barbaro N., Rowley H.A. Correlation of functional magnetic source imaging with intraoperative cortical stimulation in neurosurgical patients. J. Image Guid. Surg. 1:1995;339-347.
80. Robinson S.E., Vrba J. Functional neuroimaging by Synthetic Aperture Magnetometry (SAM). Biomag. 1998.
81. Rosen B.R., Buckner R.L., Dale A.M. Event-related functional MRI: past, present, and future. Proc. Natl. Acad. Sci. U. S. A. 95:1998;773-780.
82. Roux F.E., Ibarrola D., Tremoulet M., Lazorthes Y., Henry P., Sol J.C., Berry I. Methodological and technical issues for integrating functional magnetic resonance imaging data in a neuronavigational system. Neurosurgery. 49:2001;1145-1156. (discussion 1156-1157).
83. Scannell J.W., Young M.P. Neuronal population activity and functional imaging. Proc. R. Soc. Lond., B Biol. Sci. 266:1999;875-881.
84. Scherg M., von Cramon D. A new interpretation of the generators of BAEP waves I-V: results of a spatio-temporal dipole model. Electroencephalogr. Clin. Neurophysiol. 62:1985;290-299.
85. Scherg M., Ebersole J.S. Models of brain sources. Brain Topogr. 5:1993;419-423.
86. Scherg M., Bast T., Berg P. Multiple source analysis of interictal spikes: goals, requirements, and clinical value. J. Clin. Neurophysiol. 16:1999;214-224.
87. Stefanacci L., Reber P., Costanza J., Wong E., Buxton R., Zola S., Squire L., Albright T. fMRI of monkey visual cortex. Neuron. 20:1998;1051-1057.
88. Stippich C., Freitag P., Kassubek J., Soros P., Kamada K., Kober H., Scheffler K., Hopfengartner R., Bilecen D., Radu E.W., Vieth J.B. Motor, somatosensory and auditory cortex localization by fMRI and MEG. NeuroReport. 9:1998;1953-1957.
89. Stippich C., Hofmann R., Kapfer D., Hempel E., Heiland S., Jansen O., Sartor K. Somatotopic mapping of the human primary somatosensory cortex by fully automated tactile stimulation using functional magnetic resonance imaging. Neurosci. Lett. 277:1999;25-28.
90. Suk J., Ribary U., Cappell J., Yamamoto T., Llinas R. Anatomical localization revealed by MEG recordings of the human somatosensory system. Electroencephalogr. Clin. Neurophysiol. 78:1991;185-196.
91. Tesche C.D. MEG imaging of neuronal population dynamics in the human thalamus. Electroencephalogr. Clin. Neurophysiol., Suppl. 47:1996;81-90.
92. Tesche C.D., Karhu J. Somatosensory evoked magnetic fields arising from sources in the human cerebellum. Brain Res. 744:1997;23-31.
93. Uutela K., Hamalainen M., Somersalo E. Visualization of magnetoencephalographic data using minimum current estimates. NeuroImage. 10:1999;173-180.
94. Van Veen B.D., van Drongelen W., Yuchtman M., Suzuki A. Localization of brain electrical activity via linearly constrained minimum variance spatial filtering. IEEE Trans. Biomed. Eng. 44:1997;867-880.
95. Vrba J., Anderson G., Betts K., Burbank M.B., Cheung T., Cheyne D., Fife A.A. 151-Channel whole-cortex MEG system for seated or supine positions. Biomag. 1998.
96. Widrow B., Stearns S. Beamformers with superresolution: adaptive signal processing. Adaptive Signal Processing. 1985;445-455 Prentice-Hall, Inc. Englewood Cliffs.
97. Williamson S.J., Kaufman L. Biomagnetism. J. Magn. Magn. Mater. 22:1981;129-201.
98. Yetkin F.Z., Mueller W.M., Morris G.L., McAuliffe T.L., Ulmer J.L., Cox R.W., Daniels D.L., Haughton V.M. Functional MR activation correlated with intraoperative cortical mapping. AJNR Am. J. Neuroradiol. 18:1997;1311-1315.
99. Yousry T., Schmid U.D., Schmidt D., Heiss D., Jassoy A., Eisner W., Reulen H.J., Reiser M. The motor hand area. Noninvasive detection with functional MRI and surgical validation with cortical stimulation. Radiologe. 35:1995;252-255.