Cross-frequency coupling in real and virtual brain networks

Frontiers in Computational Neuroscience

Volumn , Issue MAY, 2013, Pages

  Jirsa, Viktor ^a   Müller, Viktor ^b  

^a AIX MARSEILLE UNIVERSITÉ   (France)

^b MAX PLANCK INSTITUTE FOR HUMAN DEVELOPMENT   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

CROSSFREQUENCY COUPLINGS (CFC); ELECTROENCEPHALOGRAPHIC (EEG); EXPERIMENTAL DATUM; FUNCTIONAL INTEGRATION; LARGE-SCALE NETWORK; OSCILLATOR DYNAMICS; OSCILLATOR EQUATIONS; OSCILLATORY BEHAVIORS;

CHLOROFLUOROCARBONS; COUPLED CIRCUITS; DATA PROCESSING;

COMPLEX NETWORKS;

ADULT; AMPLITUDE MODULATION; ARTICLE; BRAIN FUNCTION; ELECTROENCEPHALOGRAPHY; FEMALE; FREQUENCY MODULATION; HUMAN; HUMAN EXPERIMENT; INFORMATION PROCESSING; MATHEMATICAL ANALYSIS; MATHEMATICAL COMPUTING; NERVE CELL NETWORK; OSCILLATION; OSCILLATORY POTENTIAL; PROCESS MODEL; RESTING STATE NETWORK; SPECTRAL SENSITIVITY; SPECTRUM; VIRTUAL REALITY;

EID: 84878306844     PISSN: 16625188     EISSN: None     Source Type: Journal    
DOI: 10.3389/fncom.2013.00078     Document Type: Article

References (98)

1. Adrian, E. D., and Matthews, B. H. C. (1934). The Berger rhythm: potential changes from the occipital lobes in man. Brain 57, 355-385. doi:10.1093/brain/awp324
2. Allefeld, C., Atmanspacher, H., and Wackermann, J. (2009). Mental states as macrostates emerging from brain electrical dynamics. Chaos 19(1), 15102. doi:10.1063/1.3072788
3. Allen, E. A., Liu, J., Kiehl, K. A., Gelernter, J., Pearlson, G. D., Perrone-Bizzozero, N. I., and Calhoun, V. D. (2011). Components of Cross-Frequency Modulation in Health and Disease. Front. Syst. Neurosci. 5, 1-16. doi:10.3389/fnsys.2011.00059
4. Assisi, C., Jirsa, V., and Kelso, J. (2005). Synchrony and Clustering in Heterogeneous Networks with Global Coupling and Parameter Dispersion. Phys. Rev. Lett. 94(1), 018106. doi:10.1103/PhysRevLett.94.018106
5. Axmacher, N., Cohen, M. X., Fell, J., Haupt, S., Dümpelmann, M., Elger, C. E., Schlaepfer, T. E., Lenartz, D., Sturm, V., and Ranganath, C. (2010a). Intracranial EEG correlates of expectancy and memory formation in the human hippocampus and nucleus accumbens. Neuron 65, 541-549.
6. Axmacher, N., Henseler, M. M., Jensen, O., Weinreich, I., Elger, C. E., and Fell, J. (2010b). Cross-frequency coupling supports multi-item working memory in the human hippocampus. Proc. Natl. Acad. Sci. U.S.A. 107(7), 3228-3233.
7. Bekisz, M., and Wrobel, A. (1999). Coupling of beta and gamma activity in cortico- thalamic system of cats attending to visual stimuli. Neuroreport 10, 3589-3594.
8. Belluscio, M. a, Mizuseki, K., Schmidt, R., Kempter, R., and Buzsáki, G. (2012). Cross-frequency phase-phase coupling between θ and γ oscillations in the hippocampus. J. Neurosci. 32(2), 423-35. doi:10.1523/JNEUROSCI.4122-11.2012
9. Birbaumer, N., Flor, H., Lutzenberger, W., and Elbert, T. (1995). Chaos and order in the human brain. Electroencephalogr. Clin. Neurophysiol. Suppl. 44, 450-459.
10. Biswal, B., Yetkin, F. Z., Haughton, V. M., and Hyde, J. S. (1995). Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn. Reson. Med., 34(4), 537-541.
11. Braitenberg, V., and Schüz, A. (1991). Anatomy of the cortex. Statistics and geometry. Berlin: Springer.
12. Breakspear, M., and Jirsa, V. (2007). Neuronal dynamics and brain connectivity, in Handbook of Brain Connectivity, eds. A. R. McIntosh, & V. K. Jirsa (Berlin: Springer), 3-64.
13. Brunel, N., and Wang, X.-J. (2003). What determines the frequency of fast network oscillations with irregular neural discharges? I. Synaptic dynamics and excitation-inhibition balance. J. Neurophysiol. 90(1), 415-30. doi:10.1152/jn.01095.2002
14. Bruns, A., and Eckhorn, R. (2004). Task-related coupling from high- to low-frequency signals among visual cortical areas in human subdural recordings. Int. J. Psychophysiol. 51(2), 97-116.
15. Bruns, A., Eckhorn, R., Jokeit, H., and Ebner, A. (2000). Amplitude envelope correlation detects coupling among incoherent brain signals. Neuroreport 11, 1509-1514.
16. Buzsaki, G. (2006). Rhythms of the Brain. New York: Oxford University Press.
17. Buzsáki, G., and Draguhn, A. (2004). Neuronal oscillations in cortical networks. Science 304, 1926-1929.
18. Canolty, R T, Edwards, E., Dalal, S. S., Soltani, M., Nagarajan, S. S., Kirsch, H. E., Berger, M. S., et al. (2006). High gamma power is phase-locked to theta oscillations in human neocortex. Science 313(5793), 1626-8. doi:10.1126/science.1128115
19. Canolty, Ryan T, Ganguly, K., Kennerley, S. W., Cadieu, C. F., Koepsell, K., Wallis, J. D., and Carmena, J. M. (2010). Oscillatory phase coupling coordinates anatomically dispersed functional cell assemblies. Proc. Natl. Acad. Sci. U.S.A. 107(40), 17356-17361.
20. Canolty, Ryan T, and Knight, R. T. (2010). The functional role of cross-frequency coupling. Trends Cogn. Sci. 14(11), 506-515.
21. Canuet, L., Ishii, R., Pascual-Marqui, R. D., Iwase, M., Kurimoto, R., Aoki, Y., Ikeda, S., et al. (2011). Resting-state EEG source localization and functional connectivity in schizophrenia-like psychosis of epilepsy. PloS one, 6(11), e27863. doi:10.1371/journal.pone.0027863
22. Cohen, M. X. (2008). Assessing transient cross-frequency coupling in EEG data. J. Neurosci. Methods 168(2), 494-499.
23. Cohen, M. X., Axmacher, N., Lenartz, D., Elger, C. E., Sturm, V., and Schlaepfer, T. E. (2009a). Good vibrations: cross-frequency coupling in the human nucleus accumbens during reward processing. J. Cog. Neurosci. 21(5), 875-889.
24. Cohen, M. X., Elger, C. E., and Fell, J. (2009b). Oscillatory activity and phase-amplitude coupling in the human medial frontal cortex during decision making. J. Cog. Neurosci. 21(2), 390-402.
25. Colgin, L. L., Denninger, T., Fyhn, M., Hafting, T., Bonnevie, T., Jensen, O., Moser, M.-B., et al. (2009). Frequency of gamma oscillations routes flow of information in the hippocampus. Nature 462, 353-357. doi:10.1038/nature08573
26. Damoiseaux, J. S., Rombouts, S. A. R. B., Barkhof, F., Scheltens, P., Stam, C. J., Smith, S. M., and Beckmann, C. F. (2006). Consistent resting-state networks across healthy subjects. Proc. Natl. Acad. Sci. U.S.A. 103(37), 13848-13853.
27. De Lange, F. P., Jensen, O., Bauer, M., and Toni, I. (2008). Interactions Between Posterior Gamma and Frontal Alpha/Beta Oscillations During Imagined Actions. Front. Hum. Neurosci. 2, 12
28. Deco, G., Jirsa, V., McIntosh, A. R., Sporns, O., and Kötter, R. (2009). Key role of coupling, delay, and noise in resting brain fluctuations. Proc. Natl. Acad. Sci. U.S.A. 106(25), 10302-10307.
29. Deco, G., Jirsa, V. K., Robinson, P. A., Breakspear, M., and Friston, K. J. (2008). The Dynamic Brain: From Spiking Neurons to Neural Masses and Cortical Fields. PLoS Comput. Biol. 4(8), 35.
30. Doesburg, S. M., Green, J. J., McDonald, J. J., and Ward, L. M. (2009). Rhythms of consciousness: binocular rivalry reveals large-scale oscillatory network dynamics mediating visual perception. PloS ONE, 4(7), e6142. doi:10.1371/journal.pone.0006142
31. Elbert, T., Ray, W. J., Kowalik, Z. J., Skinner, J. E., Graf, K. E., and Birbaumer, N. (1994). Chaos and physiology: deterministic chaos in excitable cell assemblies. Physiol. Rev. 74(1), 1-47.
32. Ghosh, A., Rho, Y., McIntosh, A. R., Kötter, R., and Jirsa, V. K. (2008). Cortical network dynamics with time delays reveals functional connectivity in the resting brain. Cog. Neurodyn. 2(2), 115-120.
33. Gratton, G., Coles, M. G., and Donchin, E. (1983). A new method for off-line removal of ocular artifact. Electroencephalogr. Clin. Neurophysiol. 55(4), 468-484.
34. Greicius, M. D., Krasnow, B., Reiss, A. L., and Menon, V. (2003). Functional connectivity in the resting brain: a network analysis of the default mode hypothesis. Proc. Natl. Acad. Sci. U.S.A. 100(1), 253-258.
35. Hagihira, S., Takashina, M., Mori, T., Mashimo, T., and Yoshiya, I. (2001). Practical Issues in Bispectral Analysis of Electroencephalographic Signals, Anesthesia and Analgesia, 966-970.
36. Harmony, T., Fernández, T., Silva, J., Bernal, J., Díaz-Comas, L., Reyes, A, Marosi, E., et al. (1996). EEG delta activity: an indicator of attention to internal processing during performance of mental tasks. Int. J. Psychophysiol. 24, 161-71.
37. Hebb, D. O. (1949). The organization of behavior: A neuropsychological theory. New York: Wiley.
38. Isler, J. R., Grieve, P. G., Czernochowski, D., Stark, R. I., and Friedman, D. (2008a). Cross-frequency phase coupling of brain rhythms during the orienting response. Brain Res. 1232, 163-172.
39. Isler, J. R., Grieve, P. G., Czernochowski, D., Stark, R. I., and Friedman, D. (2008b). Cross-frequency phase coupling of brain rhythms during the orienting response. Brain Res. 1232, 163-172.
40. Jensen, O, and Colgin, L. L. (2007). Cross-frequency coupling between neuronal oscillations. Trends Cogn. Sci., 11, 267-269.
41. Jensen, Ole, Gelfand, J., Kounios, J., and Lisman, J. E. (2002). Oscillations in the alpha band (9-12 Hz) increase with memory load during retention in a short-term memory task. Cereb. Cortex 12, 877-82.
42. Jensen, Ole, and Mazaheri, A. (2010). Shaping Functional Architecture by Oscillatory Alpha Activity: Gating by Inhibition. Front. Hum. Neurosci. 4(186), 8.
43. Jensen, O., Bonnefond, M., and VanRullen, R. (2012). An oscillatory mechanism for prioritizing salient unattended stimuli. Trends Cogn. Sci. 16, 200-6.
44. Jirsa, V. K. (2009). Neural field dynamics with local and global connectivity and time delay. Philos. Trans. A Math. Phys. Eng. Sci. 367(1891), 1131-43. doi:10.1098/rsta.2008.0260
45. Jirsa, V. K., and Stefanescu, R. A. (2011). Neural population modes capture biologically realistic large scale network dynamics. Bull. Math. Biol. 73(2), 325-43. doi:10.1007/s11538-010-9573-9
46. Kelso, J.A.S. (1995). Dynamic Patterns: the Self-Organization of Brain and Behavior. Cambridge, MA: MIT Press.
47. Kendrick, K. M., Zhan, Y., Fischer, H., Nicol, A. U., Zhang, X., and Feng, J. (2011). Learning alters theta amplitude, theta-gamma coupling and neuronal synchronization in inferotemporal cortex. BMC Neurosci. 12(1), 55. doi:10.1186/1471-2202-12-55
48. Klimesch, W. (1999). EEG alpha and theta oscillations reflect cognitive and memory performance: a review and. Brain Res. Rev. 29, 169-195.
49. Klimesch, Wolfgang, Freunberger, R., Sauseng, P., and Gruber, W. (2008). A short review of slow phase synchronization and memory: evidence for control processes in different memory systems? Brain Res. 1235, 31-44. doi:10.1016/j.brainres.2008.06.049
50. Klimesch, Wolfgang, Sauseng, P., and Hanslmayr, S. (2007). EEG alpha oscillations: the inhibition-timing hypothesis. Brain Res. Rev. 53(1), 63-88. doi:10.1016/j.brainresrev.2006.06.003
51. Kloeden, P.E., and Platen, E. (1992). Numerical Solution of Stochastic Differential Equations. Springer, Berlin.
52. Lakatos, P., Shah, A. S., Knuth, K. H., Ulbert, I., Karmos, G., and Schroeder, C. E. (2005a). An oscillatory hierarchy controlling neuronal excitability and stimulus processing in the auditory cortex. J. Neurophysiol. 94(3), 1904-1911. doi:10.1152/jn.00263.2005
53. Lakatos, P., Shah, A. S., Knuth, K. H., Ulbert, I., Karmos, G., and Schroeder, C. E. (2005b). An oscillatory hierarchy controlling neuronal excitability and stimulus processing in the auditory cortex. J. Neurophysiol. 94(3), 1904-1911. doi:10.1152/jn.00263.2005
54. Lashley, K. S. (1924). Studies of cerebral function in learning. VI. The theory that synaptic resistance is reduced by the passage of the nerve impulse. Psychol. Rev. 31, 369-375.
55. Lashley, K. S. (1931). Mass Action in Cerebral Function. Science 73, 245-254. doi:73/1888/245 [pii] 10.1126/science.73.1888.245
56. Mathewson, K. E., Lleras, A., Beck, D. M., Fabiani, M., Ro, T., and Gratton, G. (2011). Pulsed Out of Awareness: EEG Alpha Oscillations Represent a Pulsed-Inhibition of Ongoing Cortical Processing. Front. Psychol. 2, 15.
57. McEvoy, L. K., Pellouchoud, E., Smith, M. E., and Gevins, A. (2001). Neurophysiological signals of working memory in normal aging. Brain Res. Cogn. Brain Res. 11(3), 363-76.
58. McIntosh, AR., Kovacevic, N., Lippe, S., Garrett, D., Grady, C., and Jirsa, V. (2010). The development of a noisy brain. Arch. Ital. Biol. 148(3), 323-37.
59. Mehta, M. R., Lee, A. K., and Wilson, M. A. (2002). Role of experience and oscillations in transforming a rate code into a temporal code. Nature 417, 741-746.
60. Michel, C. M., Lehmann, D., Henggeler, B., and Brandeis, D. (1992). Localization of the sources of EEG delta, theta, alpha and beta frequency bands using the FFT dipole approximation. Electroencephalogr. Clin. Neurophysiol. 82, 38-44. doi: 10.1016/0013-4694(92)90180-P
61. Miller, A., Sleigh, J. W., Barnard, J., and Steyn-Ross, D. A. (2004). Does bispectral analysis of the electroencephalogram add anything but complexity? Br. J. Anaesth. 92(1), 8-13.
62. Monto, S., Palva, S., Voipio, J., and Palva, J. M. (2008). Very slow EEG fluctuations predict the dynamics of stimulus detection and oscillation amplitudes in humans. J.Neurosci. 28(33), 8268-8272.
63. Mormann, F., Fell, J., Axmacher, N., Weber, B., Lehnertz, K., Elger, C. E., and Fernández, G. (2005). Phase/amplitude reset and theta-gamma interaction in the human medial temporal lobe during a continuous word recognition memory task. Hippocampus 15(7), 890-900. doi:10.1002/hipo.20117
64. Müller, V., Birbaumer, N., Preissl, H., Braun, C., Mayer-Kress, G., and Lang, F. (2003a). Effects of hydration and hyperventilation on cortical complexity. Exp. Brain Res. 150(3), 341-355.
65. Müller, V., Preißl, H., Lutzenberger, W., and Birbaumer, N. (2003b). Komplexität und Hirndynamik, in Neurobiologie der Psychotherapie, ed. G. Schiepek (Stuttgart-NewYork: Schattauer), 58-79.
66. Müller, V., and Lindenberger, U. (2012). Lifespan differences in nonlinear dynamics during rest and auditory oddball performance. Dev. Sci. 15(4), 540-56. doi:10.1111/j.1467-7687.2012.01153.x
67. Osipova, D., Hermes, D., and Jensen, O. (2008). Gamma Power Is Phase-Locked to Posterior Alpha Activity. PLoS ONE, 3(12), 7.
68. Palva, J. M., Palva, S., and Kaila, K. (2005). Phase synchrony among neuronal oscillations in the human cortex. J. Neurosci. 25(15), 3962-3972.
69. Pfurtscheller, G. (2001). Functional brain imaging based on ERD/ERS. Vision Res. 41, 1257-1260.
70. Pfurtscheller, G., and Lopes da Silva, F. H. (1999). Event-related EEG/MEG synchronization and desynchronization: basic principles. Clin. Neurophysiol. 110(11), 1842-57.
71. Roehm, D., Schlesewsky, C. A. M., Bornkessel, I., Frisch, S., and Haider, H. (2004). Fractionating language comprehension via frequency characteristics of the human EEG. NeuroReport 15(3), 409-412.
72. Rosenblum, M., Pikovsky, A., and Kurths, J. (1996). Phase synchronization of chaotic oscillators. Phys. Rev. Lett. 76, 1804-1807.
73. Rosenblum, M., Pikovsky, A., Schafer, C., Tass, P., and Kurths, J. (1999). Phase Synchronization: From Theory to Data Analysis. NeuroInformatics and Neural Modelling, 4, 279-321.
74. Sauseng, P., Klimesch, W., Doppelmayr, M., Pecherstorfer, T., Freunberger, R., and Hanslmayr, S. (2005). EEG alpha synchronization and functional coupling during top-down processing in a working memory task. Hum. Brain Mapp. 26(2), 148-55. doi:10.1002/hbm.20150
75. Sauseng, P., Klimesch, W., Gruber, W. R., and Birbaumer, N. (2008). Cross-frequency phase synchronization: a brain mechanism of memory matching and attention. NeuroImage, 40(1), 308-317.
76. Schack, B, and Klimesch, W. (2002). Frequency characteristics of evoked and oscillatory electroencephalic activity in a human memory scanning task. Neurosci. Lett. 331(2), 107-10.
77. Schack, B, Klimesch, W., and Sauseng, P. (2005). Phase synchronization between theta and upper alpha oscillations in a working memory task. Int. J. Psychophysiol. 57(2), 105-14. doi:10.1016/j.ijpsycho.2005.03.016
78. Schack, B, Rappelsberger, P., Vath, N., Weiss, S., Möller, E., Griessbach, G., and Witte, H. (2001a). EEG frequency and phase coupling during human information processing. Methods Inf. Med. 40(2), 106-111.
79. Schack, B, Vath, N., Petsche, H., Geissler, H. G., and Moller, E. (2002). Phase-coupling of theta-gamma EEG rhythms during short-term memory processing. Int. J. Psychophysiol. 44(2), 143-163.
80. Schack, B., and Weiss, S. (2005). Quantification of phase synchronization phenomena and their importance for verbal memory processes. Biol. Cybern. 92(4), 275-287.
81. Schack, B, Witte, H., Helbig, M., Schelenz, C., and Specht, M. (2001b). Time-variant non-linear phase-coupling analysis of EEG burst patterns in sedated patients during electroencephalic burst suppression period. Clin. Neurophysiol. 112(8), 1388-1399.
82. Sigl, J. C., and Chamoun, N. G. (1994). An introduction to bispectral analysis for the electroencephalogram. J. Clin. Monit. 10(6), 392-404.
83. Stefanescu, R. a, and Jirsa, V. K. (2008). A low dimensional description of globally coupled heterogeneous neural networks of excitatory and inhibitory neurons. PLoS Comput. Biol. 4(11), e1000219. doi:10.1371/journal.pcbi.1000219
84. Stefanescu, R., and Jirsa, V. (2011). Reduced representations of heterogeneous mixed neural networks with synaptic coupling. Phys. Rev. E 83(2), 026204. doi:10.1103/PhysRevE.83.026204
85. Steriade, M., and Timofeev, I. (2003). Neuronal plasticity in thalamocortical networks during sleep and waking oscillations. Neuron, 37(4), 563-576.
86. Strogatz, S. H. (1994). Nonlinear Dynamics And Chaos: with applications to physics, biology, chemistry, and engineering. New York: Perseus Books Publishing.
87. Tass, P., Rosenblum, M. G., Weule, J., Kurths, J., Pikovsky, A., Volkmann, J., Schnitzler, A., et al. (1998). Detection of n:m Phase Locking from Noisy Data: Application to Magnetoencephalography. Phys. Rev. Lett. 81(15), 3291-3294. doi:10.1103/PhysRevLett.81.3291
88. Tort, A. B. L., Komorowski, R., Eichenbaum, H., and Kopell, N. (2010). Measuring phase-amplitude coupling between neuronal oscillations of different frequencies. J. Neurophysiol. 104(2), 1195-1210.
89. Tort, A. B. L., Komorowski, R. W., Manns, J. R., Kopell, N. J., and Eichenbaum, H. (2009). Theta-gamma coupling increases during the learning of item-context associations. Proc. Natl. Acad. Sci. U.S.A. 106, 20942-20947.
90. Tort, A. B. L., Kramer, M. A., Thorn, C., Gibson, D. J., Kubota, Y., Graybiel, A. M., and Kopell, N. J. (2008). Dynamic cross-frequency couplings of local field potential oscillations in rat striatum and hippocampus during performance of a T-maze task. Proc. Natl. Acad. Sci. U.S.A. 105, 20517-20522.
91. Tsuno, N., Shigeta, M., Hyoki, K., Kinoshita, T., Ushijima, S., Faber, P. L., and Lehmann, D. (2002). Spatial organization of EEG activity from alertness to sleep stage 2 in old and younger subjects. J. Sleep Res. 11(1), 43-51.
92. Vanhatalo, S., Palva, J. M., Holmes, M. D., Miller, J. W., Voipio, J., and Kaila, K. (2004). Infraslow oscillations modulate excitability and interictal epileptic activity in the human cortex during sleep. Proc. Natl. Acad. Sci. U.S.A. 101, 5053-5057.
93. Varela, F. J., Lachaux, J.-P., Rodriguez, E., and Martinerie, J. (2001). The brainweb: phase large-scale integration. Nat. Rev. Neurosci. 2, 229-239. doi:10.1038/35067550
94. Venables, N. C., Bernat, E. M., and Sponheim, S. R. (2009). Genetic and disorder-specific aspects of resting state EEG abnormalities in schizophrenia. Schizophr. Bull. 35(4), 826-39. doi:10.1093/schbul/sbn021
95. Voytek, B., Canolty, R. T., Shestyuk, A., Crone, N. E., Parvizi, J., and Knight, R. T. (2010). Shifts in Gamma Phase-Amplitude Coupling Frequency from Theta to Alpha Over Posterior Cortex During Visual Tasks. Front. Hum. Neurosci. 4, 9.
96. Wacker, M., Putsche, P., and Witte, H. (2010). Time-variant analysis of linear and non-linear phase couplings of and between frequency components of EEG burst patterns in full-term newborns. Conference Proceedings of the International Conference of IEEE Engineering in Medicine and Biology Society, 2010, 1706-1709.
97. Witte, H, Schack, B., Helbig, M., Putsche, P., Schelenz, C., Schmidt, K., and Specht, M. (2000). Quantification of transient quadratic phase couplings within EEG burst patterns in sedated patients during electroencephalic burst-suppression period. J. Physiol. Paris 94, 427-434.
98. Witte, Herbert, Putsche, P., Hemmelmann, C., Schelenz, C., and Leistritz, L. (2008). Analysis and modeling of time-variant amplitude-frequency couplings of and between oscillations of EEG bursts. Biol. Cybern. 99, 139-157.