Large-scale spontaneous fluctuations and correlations in brain electrical activity observed with magnetoencephalography

NeuroImage

Volumn 51, Issue 1, 2010, Pages 102-111

  Liu, Zhongming ^a,b   Fukunaga, Masaki ^a,b   de Zwart, Jacco A ^a,b   Duyn, Jeff H ^a,b  

^a LFMI   (United States)

^b NATIONAL INSTITUTES OF HEALTH   (United States)

Author keywords

Band limited power; Coherence; Correlation; Functional connectivity; Magnetoencephalography; Resting state

Indexed keywords

ADULT; ARTICLE; ARTIFACT REDUCTION; BRAIN FUNCTION; CONTROLLED STUDY; CORRELATION ANALYSIS; ELECTROENCEPHALOGRAPHY; EYE MOVEMENT; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HEMISPHERE; HUMAN; HUMAN EXPERIMENT; MAGNETOENCEPHALOGRAPHY; MALE; MATHEMATICAL ANALYSIS; NERVOUS SYSTEM ELECTROPHYSIOLOGY; NORMAL HUMAN; PRIORITY JOURNAL; REST; SIGNAL PROCESSING; SLEEP; WAKEFULNESS;

ADULT; BRAIN; BRAIN MAPPING; CORTICAL SYNCHRONIZATION; FEMALE; FUNCTIONAL LATERALITY; HUMANS; MAGNETOENCEPHALOGRAPHY; MALE; PERIODICITY; REST; SIGNAL PROCESSING, COMPUTER-ASSISTED; SLEEP; TIME FACTORS; VISUAL PERCEPTION; WAKEFULNESS;

EID: 77950544458     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2010.01.092     Document Type: Article

References (48)

1. Anderson J.S. Origin of synchronized low-frequency blood oxygen level-dependent fluctuations in the primary visual cortex. AJNR Am. J. Neuroradiol. 2008, 29:1722-1729.
2. Babiloni F., Cincotti F., Babiloni C., Carducci F., Mattia D., Astolfi L., Basilisco A., Rossini P.M., Ding L., Ni Y., Cheng J., Christine K., Sweeney J., He B. Estimation of the cortical functional connectivity with the multimodal integration of high-resolution EEG and fMRI data by directed transfer function. NeuroImage 2005, 24:118-131.
3. Baillet S., Mosher J.C., Leahy R.M. Electromagnetic brain mapping. IEEE Sig. Proc. Mag. 2001, 18:14-30.
4. Bandettini P.A., Wong E.C., Hinks R.S., Tikofsky R.S., Hyde J.S. Time course EPI of human brain function during task activation. Magn. Reson. Med. 1992, 25:390-397.
5. Bastiaansen M.C.M., Knosche T.R. Tangential derivative mapping of axial MEG applied to event-related desynchronization research. Clin. Neurophysiol. 2000, 111:1300-1305.
6. Bassett D.S., Bullmore E.T., Meyer-Lindenberg A., Apud J.A., Weinberger D.R., Coppola R. Cognitive fitness of cost-efficient brain functional networks. Proc. Natl. Acad. Sci. U. S. A. 2009, 106:11747-11752.
7. Birn R.M., Diamond J.B., Smith M.A., Bandettini P.A. Separating respiratory-variation-related fluctuations from neuronal-activity-related fluctuations in fMRI. NeuroImage 2006, 31:1536-1548.
8. Biswal B., Yetkin F.Z., Haughton V.M., Hyde J.S. Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn. Reson. Med. 1995, 34:537-541.
9. Cordes D., Haughton V.M., Arfanakis K., Wendt G.J., Turski P.A., Moritz C.H., Quigley M.A., Meyerand M.E. Mapping functionally related regions of brain with functional connectivity MR imaging. AJNR Am. J. Neuroradiol. 2000, 21:1636-1644.
10. Dale A.M., Liu A.K., Fischl B.R., Buckner R.L., Belliveau J.W., Lewine J.D., Halgren E. Dynamic statistical parametric mapping: combining fMRI and MEG for high-resolution imaging of cortical activity. Neuron 2000, 26:55-67.
11. Delorme A., Makeig S. EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J. Neurosci. Methods 2004, 134:9-21.
12. Drew P.J., Duyn J.H., Golanov E., Kleinfeld D. Finding coherence in spontaneous oscillations. Nat. Neurosci. 2008, 11:991-993.
13. Fox M.D., Raichle M.E. Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nat. Rev. Neurosci. 2007, 8:700-711.
14. Fox M.D., Corbetta M., Snyder A.Z., Vincent J.L., Raichle M.E. Spontaneous neuronal activity distinguishes human dorsal and ventral attention systems. Proc. Natl. Acad. Sci. U. S. A. 2006, 103:10046-10051.
15. Fox M.D., Zhang D., Snyder A.Z., Raichle M.E. The global signal and observed anticorrelated resting state brain networks. J. Neurophysiol. 2009, 101:3270-3283.
16. Greicius M.D., Krasnow B., Reiss A.L., Menon V. Functional connectivity in the resting brain: a network analysis of the default mode hypothesis. Proc. Natl. Acad. Sci. U. S. A. 2003, 100:253-258.
17. Hämäläinen M.S., Hari R., Ilmoniemi R.J., Knuutila J., Lounasmaa O.V. Magnetoencephalography-theory, instrumentation, and applications to noninvasive studies of the working human brain. Rev. Mod. Phys. 1993, 65:413-497.
18. Hampson M., Peterson B.S., Skudlarski P., Gatenby J.C., Gore J.C. Detection of functional connectivity using temporal correlations in MR images. Hum. Brain. Mapp. 2002, 15:247-262.
19. He B. Brain electrical source imaging: scalp laplacian mapping and cortical imaging. Crit. Rev. Biomed. Eng. 1999, 27:149-188.
20. He B.J., Snyder A.Z., Zempel J.M., Smyth M.D., Raichle M.E. Electrophysiological correlates of the brain's intrinsic large-scale functional architecture. Proc. Natl. Acad. Sci. U. S. A. 2008, 105:16039-16044.
21. Horovitz S.G., Fukunaga M., de Zwart J.A., van Gelderen P., Fulton S.C., Balkin T.J., Duyn J.H. Low frequency BOLD fluctuations during resting wakefulness and light sleep: a simultaneous EEG-fMRI study. Hum. Brain. Mapp. 2008, 29:671-682.
22. Horovitz S.G., Braun A.R., Carr W.S., Picchioni D., Balkin T.J., Fukunaga M., Duyn J.H. Decoupling of the brain's default mode network during deep sleep. Proc. Natl. Acad. Sci. U. S. A. 2009, 106:11376-11381.
23. Kopell N., Ermentrout G.B., Whittington M.A., Traub R.D. Gamma rhythms and beta rhythms have different synchronization properties. Proc. Natl. Acad. Sci. U. S. A. 2000, 97:1867-1872.
24. Kwong K.K., Belliveau J.W., Chesler D.A., Goldberg I.E., Weisskoff R.M., Poncelet B.P., Kennedy D.N., Hoppel B.E., Cohen M.S., Turner R., et al. Dynamic magnetic resonance imaging of human brain activity during primary sensory stimulation. Proc. Natl. Acad. Sci. U. S. A. 1992, 89:5675-5679.
25. Lachaux J.P., Rodriguez E., Martinerie J., Varela F.J. Measuring phase synchrony in brain signals. Hum. Brain. Mapp. 1999, 8:194-208.
26. Leopold D.A., Murayama Y., Logothetis N.K. Very slow activity fluctuations in monkey visual cortex: implications for functional brain imaging. Cereb. Cortex 2003, 13:422-433.
27. Lin F.H., Witzel T., Hamalainen M.S., Dale A.M., Belliveau J.W., Stufflebeam S.M. Spectral spatiotemporal imaging of cortical oscillations and interactions in the human brain. NeuroImage 2004, 23:582-595.
28. Linkenkaer-Hansen K., Nikouline V.V., Palva J.M., Ilmoniemi R.J. Long-range temporal correlations and scaling behavior in human brain oscillations. J. Neurosci. 2001, 21:1370-1377.
29. Lowe M.J., Mock B.J., Sorenson J.A. Functional connectivity in single and multislice echoplanar imaging using resting-state fluctuations. NeuroImage 1998, 7:119-132.
30. Lu H., Zuo Y., Gu H., Waltz J.A., Zhan W., Scholl C.A., Rea W., Yang Y., Stein E.A. Synchronized delta oscillations correlate with the resting-state functional MRI signal. Proc. Natl. Acad. Sci. U. S. A. 2007, 104:18265-18269.
31. Mantini D., Perrucci M.G., Del Gratta C., Romani G.L., Corbetta M. Electrophysiological signatures of resting state networks in the human brain. Proc. Natl. Acad. Sci. U. S. A. 2007, 104:13170-13175.
32. Mitra P., Bokil H. Observed Brain Dynamics 2008, Oxford Univ. Press.
33. Montez T., Poil S., Jones B.F., Manshanden I., Verbunt J.P.A., van Dijk B.W., Brussaard A.B., van Ooyen A., Stam C.J., Scheltens P., Linkenkaer-Hansen K. Altered temporal correlations in parietal alpha and prefrontal theta oscillations in early-stage Alzheimer disease. Proc. Natl. Acad. Sci. U. S. A. 2009, 106:1614-1619.
34. Murphy K., Birn R.M., Handwerker D.A., Jones T.B., Bandettini P.A. The impact of global signal regression on resting state correlations: are anti-correlated networks introduced?. NeuroImage 2009, 44:893-905.
35. Nikouline V.V., Linkenkaer-Hansen K., Huttunen J., Ilmoniemi R.J. Interhemispheric phase synchrony and amplitude correlation of spontaneous beta oscillations in human subjects: a magnetoencephalographic study. NeuroReport 2001, 12:2487-2491.
36. Nir Y., Mukamel R., Dinstein I., Privman E., Harel M., Fisch L., Gelbard-Sagiv H., Kipervasser S., Andelman F., Neufeld M.Y., Kramer U., Arieli A., Fried I., Malach R. Interhemispheric correlations of slow spontaneous neuronal fluctuations revealed in human sensory cortex. Nat. Neurosci. 2008, 11:1100-1108.
37. Nunez P.L., Srinivasan R., Westdorp A.F., Wijesinghe R.S., Tucker D.M., Silberstein R.B., Cadusch P.J. EEG coherency. I: Statistics, reference electrode, volume conduction, Laplacians, cortical imaging, and interpretation at multiple scales. Electroencephalogr. Clin. Neurophysiol. 1997, 103:499-515.
38. 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. 1992, 89:5951-5955.
39. Percival D.B., Walden A.T. Spectral Analysis for Physical Applications: Multitaper and Conventional Univariate Techniques 1993, 1993. Cambridge Univ. Press, Cambridge.
40. Salvador R., Suckling J., Coleman M.R., Pickard J.D., Menon D., Bullmore E. Neurophysiological architecture of functional magnetic resonance images of human brain. Cereb. Cortex. 2005, 15:1332-1342.
41. Shmuel A., Leopold D.A. Neuronal correlates of spontaneous fluctuations in fMRI signals in monkey visual cortex: Implications for functional connectivity at rest. Hum. Brain. Mapp. 2008, 29:751-761.
42. Shmueli K., van Gelderen P., de Zwart J.A., Horovitz S.G., Fukunaga M., Jansma J.M., Duyn J.H. Low-frequency fluctuations in the cardiac rate as a source of variance in the resting-state fMRI BOLD signal. NeuroImage 2007, 38:306-320.
43. Simon N.R., Manshanden I., Lopes da Silva F.H. A MEG study of sleep. Brain Res. 2000, 860:64-76.
44. Sirotin Y.B., Das A. Anticipatory haemodynamic signals in sensory cortex not predicted by local neuronal activity. Nature 2009, 457:475-479.
45. Smith M.A., Kohn A. Spatial and temporal scales of neuronal correlation in primary visual cortex. J. Neurosci. 2008, 28:12591-12603.
46. Stam C.J., Jones B.F., Manshanden I., van Cappellen van Walsum A.M., Montez T., Verbunt J.P., de Munck J.C., van Dijk B.W., Berendse H.W., Scheltens P. Magnetoencephalographic evaluation of resting-state functional connectivity in Alzheimer's disease. NeuroImage 2006, 32:1335-1344.
47. Stark D.E., Margulies D.S., Shehzad Z.E., Reiss P., Kelly A.M., Uddin L.Q., Gee D.G., Roy A.K., Banich M.T., Castellanos F.X., Milham M.P. Regional variation in interhemispheric coordination of intrinsic hemodynamic fluctuations. J. Neurosci. 2008, 28:13754-13764.
48. Toga A.W., Thompson P.M. Mapping brain asymmetry. Nat. Rev. Neurosci. 2003, 4:37-48.