Intrinsic Coupling Modes: Multiscale Interactions in Ongoing Brain Activity

Neuron

Volumn 80, Issue 4, 2013, Pages 867-886

  Engel, Andreas K ^a   Gerloff, Christian ^a   Hilgetag, Claus C ^a,b   Nolte, Guido ^a  

^a UNIVERSITY MEDICAL CENTER HAMBURG EPPENDORF   (Germany)

^b BOSTON UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BOLD SIGNAL; BRAIN FUNCTION; BRAIN NERVE CELL; CELL INTERACTION; ELECTROENCEPHALOGRAM; HUMAN; INTRINSIC COUPLING MODE; MENTAL PERFORMANCE; NERVOUS SYSTEM PARAMETERS; NEUROMODULATION; NEUROPHYSIOLOGY; NEUROTRANSMISSION; NONHUMAN; PARKINSON DISEASE; POSTERIOR CINGULATE; PRIORITY JOURNAL; PSYCHOPATHY; RESTING STATE NETWORK; REVIEW; SCHIZOPHRENIA;

BRAIN; COGNITION; COMPUTER SIMULATION; ELECTROENCEPHALOGRAPHY; ELECTROPHYSIOLOGICAL PROCESSES; HUMANS; MAGNETIC RESONANCE IMAGING; MODELS, NEUROLOGICAL;

EID: 84888022527     PISSN: 08966273     EISSN: 10974199     Source Type: Journal    
DOI: 10.1016/j.neuron.2013.09.038     Document Type: Review

References (192)

1. Albert N.B., Robertson E.M., Miall R.C. The resting human brain and motor learning. Curr. Biol. 2009, 19:1023-1027.
2. Alexander-Bloch A.F., Gogtay N., Meunier D., Birn R., Clasen L., Lalonde F., Lenroot R., Giedd J., Bullmore E.T. Disrupted modularity and local connectivity of brain functional networks in childhood-onset schizophrenia. Front. Syst. Neurosci. 2010, 4:147.
3. Alstott J., Breakspear M., Hagmann P., Cammoun L., Sporns O. Modeling the impact of lesions in the human brain. PLoS Comput. Biol. 2009, 5:e1000408.
4. Amzica F., Steriade M. Short- and long-range neuronal synchronization of the slow (< 1Hz) cortical oscillation. J.Neurophysiol. 1995, 73:20-38.
5. Arieli A., Sterkin A., Grinvald A., Aertsen A. Dynamics of ongoing activity: explanation of the large variability in evoked cortical responses. Science 1996, 273:1868-1871.
6. Arnal L.H., Giraud A.L. Cortical oscillations and sensory predictions. Trends Cogn. Sci. 2012, 16:390-398.
7. Babiloni C., Ferri R., Moretti D.V., Strambi A., Binetti G., Dal Forno G., Ferreri F., Lanuzza B., Bonato C., Nobili F., et al. Abnormal fronto-parietal coupling of brain rhythms in mild Alzheimer's disease: a multicentric EEG study. Eur. J. Neurosci. 2004, 19:2583-2590.
8. Bardouille T., Boe S. State-related changes in MEG functional connectivity reveal the task-positive sensorimotor network. PLoS ONE 2012, 7:e48682.
9. Battaglia D., Witt A., Wolf F., Geisel T. Dynamic effective connectivity of inter-areal brain circuits. PLoS Comput. Biol. 2012, 8:e1002438.
10. Baudrexel S., Witte T., Seifried C., von Wegner F., Beissner F., Klein J.C., Steinmetz H., Deichmann R., Roeper J., Hilker R. Resting state fMRI reveals increased subthalamic nucleus-motor cortex connectivity in Parkinson's disease. Neuroimage 2011, 55:1728-1738.
11. Bertschinger N., Natschläger T. Real-time computation at the edge of chaos in recurrent neural networks. Neural Comput. 2004, 16:1413-1436.
12. 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.
13. Brier M.R., Thomas J.B., Snyder A.Z., Benzinger T.L., Zhang D., Raichle M.E., Holtzman D.M., Morris J.C., Ances B.M. Loss of intranetwork and internetwork resting state functional connections with Alzheimer's disease progression. J.Neurosci. 2012, 32:8890-8899.
14. Brittain J.S., Probert-Smith P., Aziz T.Z., Brown P. Tremor suppression by rhythmic transcranial current stimulation. Curr. Biol. 2013, 23:436-440.
15. Brookes M.J., Woolrich M., Luckhoo H., Price D., Hale J.R., Stephenson M.C., Barnes G.R., Smith S.M., Morris P.G. Investigating the electrophysiological basis of resting state networks using magnetoencephalography. Proc. Natl. Acad. Sci. USA 2011, 108:16783-16788.
16. Brookes M.J., Woolrich M.W., Barnes G.R. Measuring functional connectivity in MEG: a multivariate approach insensitive to linear source leakage. Neuroimage 2012, 63:910-920.
17. Brown P. Oscillatory nature of human basal ganglia activity: relationship to the pathophysiology of Parkinson's disease. Mov. Disord. 2003, 18:357-363.
18. Brown P., Williams D. Basal ganglia local field potential activity: character and functional significance in the human. Clin. Neurophysiol. 2005, 116:2510-2519.
19. Broyd S.J., Demanuele C., Debener S., Helps S.K., James C.J., Sonuga-Barke E.J. Default-mode brain dysfunction in mental disorders: a systematic review. Neurosci. Biobehav. Rev. 2009, 33:279-296.
20. Buckner R.L., Krienen F.M., Yeo B.T.T. Opportunities and limitations of intrinsic functional connectivity MRI. Nat. Neurosci. 2013, 16:832-837.
21. Buehlmann A., Deco G. Optimal information transfer in the cortex through synchronization. PLoS Comput. Biol. 2010, 6:e1000934.
22. Bullmore E., Sporns O. Complex brain networks: graph theoretical analysis of structural and functional systems. Nat. Rev. Neurosci. 2009, 10:186-198.
23. Bullmore E., Sporns O. The economy of brain network organization. Nat. Rev. Neurosci. 2012, 13:336-349.
24. Cabral J., Hugues E., Sporns O., Deco G. Role of local network oscillations in resting-state functional connectivity. Neuroimage 2011, 57:130-139.
25. Cabral J., Hugues E., Kringelbach M.L., Deco G. Modeling the outcome of structural disconnection on resting-state functional connectivity. Neuroimage 2012, 62:1342-1353.
26. Carter A.R., Astafiev S.V., Lang C.E., Connor L.T., Rengachary J., Strube M.J., Pope D.L., Shulman G.L., Corbetta M. Resting interhemispheric functional magnetic resonance imaging connectivity predicts performance after stroke. Ann. Neurol. 2010, 67:365-375.
27. Carter A.R., Shulman G.L., Corbetta M. Why use a connectivity-based approach to study stroke and recovery of function?. Neuroimage 2012, 62:2271-2280.
28. Cole D.M., Smith S.M., Beckmann C.F. Advances and pitfalls inthe analysis and interpretation of resting-state FMRI data. Front. Syst. Neurosci. 2010, 4:8.
29. Cole D.M., Beckmann C.F., Oei N.Y., Both S., van Gerven J.M., Rombouts S.A. Differential and distributed effects of dopamine neuromodulations on resting-state network connectivity. Neuroimage 2013, 78:59-67.
30. Contreras D., Steriade M. Synchronization of low-frequency rhythms in corticothalamic networks. Neuroscience 1997, 76:11-24.
31. Corbetta M. Functional connectivity and neurological recovery. Dev. Psychobiol. 2012, 54:239-253.
32. Cover K.S., Vrenken H., Geurts J.J., van Oosten B.W., Jelles B., Polman C.H., Stam C.J., van Dijk B.W. Multiple sclerosis patients show a highly significant decrease in alpha band interhemispheric synchronization measured using MEG. Neuroimage 2006, 29:783-788.
33. Damoiseaux J.S., Greicius M.D. Greater than the sum of its parts: a review of studies combining structural connectivity and resting-state functional connectivity. Brain Struct. Funct. 2009, 213:525-533.
34. David O., Friston K.J. A neural mass model for MEG/EEG: coupling and neuronal dynamics. Neuroimage 2003, 20:1743-1755.
35. de Haan W., van der Flier W.M., Wang H., Van Mieghem P.F., Scheltens P., Stam C.J. Disruption of functional brain networks in Alzheimer's disease: what can we learn from graph spectral analysis of resting-state magnetoencephalography?. Brain Connect. 2012, 2:45-55.
36. de Pasquale F., Della Penna S., Snyder A.Z., Lewis C., Mantini D., Marzetti L., Belardinelli P., Ciancetta L., Pizzella V., Romani G.L., Corbetta M. Temporal dynamics of spontaneous MEG activity in brain networks. Proc. Natl. Acad. Sci. USA 2010, 107:6040-6045.
37. de Pasquale F., Della Penna S., Snyder A.Z., Marzetti L., Pizzella V., Romani G.L., Corbetta M. A cortical core for dynamic integration of functional networks in the resting human brain. Neuron 2012, 74:753-764.
38. Deco G., Corbetta M. The dynamical balance of the brain at rest. Neuroscientist 2011, 17:107-123.
39. Deco G., Jirsa V.K. Ongoing cortical activity at rest: criticality, multistability, and ghost attractors. J.Neurosci. 2012, 32:3366-3375.
40. Deco G., Thiele A. Attention: oscillations and neuropharmacology. Eur. J. Neurosci. 2009, 30:347-354.
41. Deco G., Jirsa V., McIntosh A.R., Sporns O., Kötter R. Key role of coupling, delay, and noise in resting brain fluctuations. Proc. Natl. Acad. Sci. USA 2009, 106:10302-10307.
42. Deco G., Jirsa V.K., McIntosh A.R. Emerging concepts for thedynamical organization of resting-state activity in the brain. Nat. Rev. Neurosci. 2011, 12:43-56.
43. Destexhe A., Contreras D., Steriade M. Spatiotemporal analysis of local field potentials and unit discharges in cat cerebral cortex during natural wake and sleep states. J.Neurosci. 1999, 19:4595-4608.
44. Diekelmann S., Born J. The memory function of sleep. Nat. Rev. Neurosci. 2010, 11:114-126.
45. Donner T.H., Sagi D., Bonneh Y.S., Heeger D.J. Retinotopic patterns of correlated fluctuations in visual cortex reflect the dynamics of spontaneous perceptual suppression. J.Neurosci. 2013, 33:2188-2198.
46. Dubovik S., Pignat J.M., Ptak R., Aboulafia T., Allet L., Gillabert N., Magnin C., Albert F., Momjian-Mayor I., Nahum L., et al. The behavioral significance of coherent resting-state oscillations after stroke. Neuroimage 2012, 61:249-257.
47. Dubovik S., Bouzerda-Wahlen A., Nahum L., Gold G., Schnider A., Guggisberg A.G. Adaptive reorganization of cortical networks in Alzheimer's disease. Clin. Neurophysiol. 2013, 124:35-43.
48. Engel A.K., Fries P. Beta-band oscillations-signalling the status quo?. Curr. Opin. Neurobiol. 2010, 20:156-165.
49. Engel A.K., König P., Kreiter A.K., Singer W. Interhemispheric synchronization of oscillatory neuronal responses in cat visual cortex. Science 1991, 252:1177-1179.
50. Engel A.K., Fries P., Singer W. Dynamic predictions: oscillations and synchrony in top-down processing. Nat. Rev. Neurosci. 2001, 2:704-716.
51. Faivre A., Rico A., Zaaraoui W., Crespy L., Reuter F., Wybrecht D., Soulier E., Malikova I., Confort-Gouny S., Cozzone P.J., et al. Assessing brain connectivity at rest is clinically relevant in early multiple sclerosis. Mult. Scler. 2012, 18:1251-1258.
52. Feldman D.E. The spike-timing dependence of plasticity. Neuron 2012, 75:556-571.
53. Fell J., Axmacher N. The role of phase synchronization in memory processes. Nat. Rev. Neurosci. 2011, 12:105-118.
54. Filippi M., Agosta F. Structural and functional network connectivity breakdown in Alzheimer's disease studied with magnetic resonance imaging techniques. J.Alzheimers Dis. 2011, 24:455-474.
55. Filippi M., Agosta F., Spinelli E.G., Rocca M.A. Imaging resting state brain function in multiple sclerosis. J.Neurol. 2013, 260:1709-1713.
56. Fornito A., Bullmore E.T. Connectomic intermediate phenotypes for psychiatric disorders. Front. Psychiatry 2012, 3:32.
57. Fornito A., Zalesky A., Pantelis C., Bullmore E.T. Schizophrenia, neuroimaging and connectomics. Neuroimage 2012, 62:2296-2314.
58. Foster D.J., Wilson M.A. Reverse replay of behavioural sequences in hippocampal place cells during the awake state. Nature 2006, 440:680-683.
59. Fox M.D., Greicius M. Clinical applications of resting state functional connectivity. Front. Syst. Neurosci. 2010, 4:19.
60. Fox M.D., Raichle M.E. Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nat. Rev. Neurosci. 2007, 8:700-711.
61. Fox M.D., Snyder A.Z., Vincent J.L., Corbetta M., Van Essen D.C., Raichle M.E. The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc. Natl. Acad. Sci. USA 2005, 102:9673-9678.
62. Fox M.D., Snyder A.Z., Zacks J.M., Raichle M.E. Coherent spontaneous activity accounts for trial-to-trial variability in human evoked brain responses. Nat. Neurosci. 2006, 9:23-25.
63. Fox M.D., Snyder A.Z., Vincent J.L., Raichle M.E. Intrinsic fluctuations within cortical systems account for intertrial variability in human behavior. Neuron 2007, 56:171-184.
64. Fries P. Neuronal gamma-band synchronization as a fundamental process in cortical computation. Annu. Rev. Neurosci. 2009, 32:209-224.
65. Fries P., Neuenschwander S., Engel A.K., Goebel R., Singer W. Rapid feature selective neuronal synchronization through correlated latency shifting. Nat. Neurosci. 2001, 4:194-200.
66. Friston K. A theory of cortical responses. Philos. Trans. R. Soc. Lond. B Biol. Sci. 2005, 360:815-836.
67. Friston K.J., Frith C.D. Schizophrenia: a disconnection syndrome?. Clin. Neurosci. 1995, 3:89-97.
68. Fukushima M., Saunders R.C., Leopold D.A., Mishkin M., Averbeck B.B. Spontaneous high-gamma band activity reflects functional organization of auditory cortex in the awake macaque. Neuron 2012, 74:899-910.
69. Gandal M.J., Edgar J.C., Klook K., Siegel S.J. Gamma synchrony: towards a translational biomarker for the treatment-resistant symptoms of schizophrenia. Neuropharmacology 2012, 62:1504-1518.
70. Gerloff C., Hallett M. Big news from small world networks after stroke. Brain 2010, 133:952-955.
71. Gerloff C., Bushara K., Sailer A., Wassermann E.M., Chen R., Matsuoka T., Waldvogel D., Wittenberg G.F., Ishii K., Cohen L.G., Hallett M. Multimodal imaging of brain reorganization in motor areas of the contralesionalhemisphere of well recovered patients after capsular stroke. Brain 2006, 129:791-808.
72. Ghosh A., Rho Y., McIntosh A.R., Kötter R., Jirsa V.K. Noise during rest enables the exploration of the brain's dynamic repertoire. PLoS Comput. Biol. 2008, 4:e1000196.
73. Grefkes C., Fink G.R. Disruption of motor network connectivity post-stroke and its noninvasive neuromodulation. Curr. Opin. Neurol. 2012, 25:670-675.
74. Greicius M.D., Supekar K., Menon V., Dougherty R.F. Resting-state functional connectivity reflects structural connectivity in the default mode network. Cereb. Cortex 2009, 19:72-78.
75. Groppa S., Bergmann T.O., Siems C., Mölle M., Marshall L., Siebner H.R. Slow-oscillatory transcranial direct current stimulation can induce bidirectional shifts in motor cortical excitability in awake humans. Neuroscience 2010, 166:1219-1225.
76. Hagmann P., Cammoun L., Gigandet X., Meuli R., Honey C.J., Wedeen V.J., Sporns O. Mapping the structural core of human cerebral cortex. PLoS Biol. 2008, 6:e159.
77. Haimovici A., Tagliazucchi E., Balenzuela P., Chialvo D.R. Brain organization into resting state networks emerges at criticality on a model of thehuman connectome. Phys. Rev. Lett. 2013, 110:178101.
78. Haller S., Kopel R., Jhooti P., Haas T., Scharnowski F., Lovblad K.O., Scheffler K., Van De Ville D. Dynamic reconfiguration of human brain functional networks through neurofeedback. Neuroimage 2013, 81:243-252.
79. Hanslmayr S., Aslan A., Staudigl T., Klimesch W., Herrmann C.S., Bäuml K.H. Prestimulus oscillations predict visual perception performance between and within subjects. Neuroimage 2007, 37:1465-1473.
80. Hardmeier M., Schoonheim M.M., Geurts J.J., Hillebrand A., Polman C.H., Barkhof F., Stam C.J. Cognitive dysfunction in early multiple sclerosis: altered centrality derived from resting-state functional connectivity using magneto-encephalography. PLoS ONE 2012, 7:e42087.
81. Hawellek D.J., Hipp J.F., Lewis C.M., Corbetta M., Engel A.K. Increased functional connectivity indicates the severity of cognitive impairment in multiple sclerosis. Proc. Natl. Acad. Sci. USA 2011, 108:19066-19071.
82. 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. USA 2008, 105:16039-16044.
83. He B.J., Zempel J.M., Snyder A.Z., Raichle M.E. The temporal structures and functional significance of scale-free brain activity. Neuron 2010, 66:353-369.
84. Herrmann C.S., Rach S., Neuling T., Strüber D. Transcranial alternating current stimulation: a review of the underlying mechanisms and modulation of cognitive processes. Front. Hum. Neurosci. 2013, 7:279.
85. Hillebrand A., Barnes G.R., Bosboom J.L., Berendse H.W., Stam C.J. Frequency-dependent functional connectivity within resting-state networks: an atlas-based MEG beamformer solution. Neuroimage 2012, 59:3909-3921.
86. Hinkley L.B., Vinogradov S., Guggisberg A.G., Fisher M., Findlay A.M., Nagarajan S.S. Clinical symptoms and alpha band resting-state functional connectivity imaging in patients with schizophrenia: implications for novel approaches to treatment. Biol. Psychiatry 2011, 70:1134-1142.
87. Hipp J.F., Engel A.K., Siegel M. Oscillatory synchronization in large-scale cortical networks predicts perception. Neuron 2011, 69:387-396.
88. Hipp J.F., Hawellek D.J., Corbetta M., Siegel M., Engel A.K. Large-scale cortical correlation structure of spontaneous oscillatory activity. Nat. Neurosci. 2012, 15:884-890.
89. Honey C.J., Kötter R., Breakspear M., Sporns O. Network structure of cerebral cortex shapes functional connectivity on multiple time scales. Proc. Natl. Acad. Sci. USA 2007, 104:10240-10245.
90. Honey C.J., Sporns O., Cammoun L., Gigandet X., Thiran J.P., Meuli R., Hagmann P. Predicting human resting-state functional connectivity from structural connectivity. Proc. Natl. Acad. Sci. USA 2009, 106:2035-2040.
91. Hutchison R.M., Everling S. Monkey in the middle: why non-human primates are needed to bridge the gap in resting-state investigations. Front. Neuroanat. 2012, 6:29.
92. Izhikevich E.M., Gally J.A., Edelman G.M. Spike-timing dynamics of neuronal groups. Cereb. Cortex 2004, 14:933-944.
93. Jann K., Kottlow M., Dierks T., Boesch C., Koenig T. Topographic electrophysiological signatures of fMRI resting state networks. PLoS ONE 2010, 5:e12945.
94. Jenkinson N., Kühn A.A., Brown P. γ oscillations in the human basal ganglia. Exp. Neurol. 2013, 245:72-76.
95. Jensen O., Colgin L.L. Cross-frequency coupling between neuronal oscillations. Trends Cogn. Sci. 2007, 11:267-269.
96. Jensen O., Bonnefond M., VanRullen R. An oscillatory mechanism for prioritizing salient unattended stimuli. Trends Cogn. Sci. 2012, 16:200-206.
97. Jerbi K., Vidal J.R., Ossandon T., Dalal S.S., Jung J., Hoffmann D., Minotti L., Bertrand O., Kahane P., Lachaux J.P. Exploring the electrophysiological correlates of the default-mode network with intracerebral EEG. Front. Syst. Neurosci. 2010, 4:27.
98. Kaiser M., Hilgetag C.C. Optimal hierarchical modular topologies for producing limited sustained activation of neural networks. Front. Neuroinform. 2010, 4:8.
99. Keller C.J., Bickel S., Honey C.J., Groppe D.M., Entz L., Craddock R.C., Lado F.A., Kelly C., Milham M., Mehta A.D. Neurophysiological investigation of spontaneous correlated and anticorrelated fluctuations of the BOLD signal. J.Neurosci. 2013, 33:6333-6342.
100. Kenet T., Bibitchkov D., Tsodyks M., Grinvald A., Arieli A. Spontaneously emerging cortical representations of visual attributes. Nature 2003, 425:954-956.
101. Kikuchi M., Hashimoto T., Nagasawa T., Hirosawa T., Minabe Y., Yoshimura M., Strik W., Dierks T., Koenig T. Frontal areas contribute to reduced global coordination of resting-state gamma activities in drug-naïve patients with schizophrenia. Schizophr. Res. 2011, 130:187-194.
102. Kinouchi O., Copelli M. Optimal dynamical range of excitable networks at criticality. Nat. Phys. 2006, 2:348-351.
103. Koenig T., Prichep L., Dierks T., Hubl D., Wahlund L.O., John E.R., Jelic V. Decreased EEG synchronization in Alzheimer's disease and mild cognitive impairment. Neurobiol. Aging 2005, 26:165-171.
104. König P., Schillen T.B. Stimulus-dependent assembly formation of oscillatory responses: I. Synchronization. Neural Comput. 1991, 3:155-166.
105. Koush Y., Rosa M.J., Robineau F., Heinen K., W Rieger S., Weiskopf N., Vuilleumier P., Van De Ville D., Scharnowski F. Connectivity-based neurofeedback: dynamic causal modeling for real-time fMRI. Neuroimage 2013, 81:422-430.
106. Kranczioch C., Debener S., Maye A., Engel A.K. Temporal dynamics of access to consciousness in the attentional blink. Neuroimage 2007, 37:947-955.
107. Kwak Y., Peltier S., Bohnen N.I., Müller M.L., Dayalu P., Seidler R.D. Altered resting state cortico-striatal connectivity in mild to moderate stage Parkinson's disease. Front. Syst. Neurosci. 2010, 4:143.
108. Lachaux J.P., Rodriguez E., Martinerie J., Varela F.J. Measuring phase synchrony in brain signals. Hum. Brain Mapp. 1999, 8:194-208.
109. Larson-Prior L.J., Power J.D., Vincent J.L., Nolan T.S., Coalson R.S., Zempel J., Snyder A.Z., Schlaggar B.L., Raichle M.E., Petersen S.E. Modulation of the brain's functional network architecture in the transition from wake to sleep. Prog. Brain Res. 2011, 193:277-294.
110. Laufs H. Endogenous brain oscillations and related networks detected by surface EEG-combined fMRI. Hum. Brain Mapp. 2008, 29:762-769.
111. Laufs H., Krakow K., Sterzer P., Eger E., Beyerle A., Salek-Haddadi A., Kleinschmidt A. Electroencephalographic signatures of attentional and cognitive default modes in spontaneous brain activity fluctuations at rest. Proc. Natl. Acad. Sci. USA 2003, 100:11053-11058.
112. 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.
113. Lewis C.M., Baldassarre A., Committeri G., Romani G.L., Corbetta M. Learning sculpts the spontaneous activity of the resting human brain. Proc. Natl. Acad. Sci. USA 2009, 106:17558-17563.
114. Linkenkaer-Hansen K., Nikouline V.V., Palva J.M., Ilmoniemi R.J. Long-range temporal correlations and scaling behavior in human brainoscillations. J.Neurosci. 2001, 21:1370-1377.
115. Linkenkaer-Hansen K., Nikulin V.V., Palva S., Ilmoniemi R.J., Palva J.M. Prestimulus oscillations enhance psychophysical performance in humans. J.Neurosci. 2004, 24:10186-10190.
116. Litvak V., Jha A., Eusebio A., Oostenveld R., Foltynie T., Limousin P., Zrinzo L., Hariz M.I., Friston K., Brown P. Resting oscillatory cortico-subthalamic connectivity in patients with Parkinson's disease. Brain 2011, 134:359-374.
117. Logothetis N.K., Pauls J., Augath M., Trinath T., Oeltermann A. Neurophysiological investigation of the basis of the fMRI signal. Nature 2001, 412:150-157.
118. Luczak A., Barthó P., Harris K.D. Spontaneous events outline therealm of possible sensory responses in neocortical populations. Neuron 2009, 62:413-425.
119. Lynall M.E., Bassett D.S., Kerwin R., McKenna P.J., Kitzbichler M., Muller U., Bullmore E. Functional connectivity and brain networks in schizophrenia. J.Neurosci. 2010, 30:9477-9487.
120. Magri C., Schridde U., Murayama Y., Panzeri S., Logothetis N.K. The amplitude and timing of the BOLD signal reflects the relationship between local field potential power at different frequencies. J.Neurosci. 2012, 32:1395-1407.
121. Marshall L., Helgadóttir H., Mölle M., Born J. Boosting slow oscillations during sleep potentiates memory. Nature 2006, 444:610-613.
122. Marzetti L., Della Penna S., Snyder A.Z., Pizzella V., Nolte G., de Pasquale F., Romani G.L., Corbetta M. Frequency specific interactions ofMEG resting state activity within and across brain networks as revealed by the multivariate interaction measure. Neuroimage 2013, 79:172-183.
123. Monto S., Palva S., Voipio J., Palva J.M. Very slow EEG fluctuations predict the dynamics of stimulus detection and oscillation amplitudes in humans. J.Neurosci. 2008, 28:8268-8272.
124. Munk M.H., Roelfsema P.R., König P., Engel A.K., Singer W. Role of reticular activation in the modulation of intracortical synchronization. Science 1996, 272:271-274.
125. Nir Y., Fisch L., Mukamel R., Gelbard-Sagiv H., Arieli A., Fried I., Malach R. Coupling between neuronal firing rate, gamma LFP, and BOLD fMRI is related to interneuronal correlations. Curr. Biol. 2007, 17:1275-1285.
126. Nir Y., Mukamel R., Dinstein I., Privman E., Harel M., Fisch L., Gelbard-Sagiv H., Kipervasser S., Andelman F., Neufeld M.Y., et al. Interhemispheric correlations of slow spontaneous neuronal fluctuations revealed in human sensory cortex. Nat. Neurosci. 2008, 11:1100-1108.
127. Nolte G., Bai O., Wheaton L., Mari Z., Vorbach S., Hallett M. Identifying true brain interaction from EEG data using the imaginary part of coherency. Clin. Neurophysiol. 2004, 115:2292-2307.
128. Pa J., Berry A.S., Compagnone M., Boccanfuso J., Greenhouse I., Rubens M.T., Johnson J.K., Gazzaley A. Cholinergic enhancement of functional networks in older adults with mild cognitive impairment. Ann. Neurol. 2013, 73:762-773.
129. Palva J.M., Palva S. Roles of multiscale brain activity fluctuations in shaping the variability and dynamics of psychophysical performance. Prog. Brain Res. 2011, 193:335-350.
130. Pan R.K., Sinha S. Modularity produces small-world networks with dynamical time-scale separation. Europhys. Lett. 2009, 85:68006.
131. Paulus W. Transcranial electrical stimulation (tES - tDCS; tRNS, tACS) methods. Neuropsychol. Rehabil. 2011, 21:602-617.
132. Pawlak V., Wickens J.R., Kirkwood A., Kerr J.N. Timing is not everything: neuromodulation opens the STDP gate. Front. Synaptic Neurosci. 2010, 2:146.
133. Pellegrino G., Tomasevic L., Tombini M., Assenza G., Bravi M., Sterzi S., Giacobbe V., Zollo L., Guglielmelli E., Cavallo G., et al. Inter-hemispheric coupling changes associate with motor improvements after robotic stroke rehabilitation. Restor. Neurol. Neurosci. 2012, 30:497-510.
134. Plenz D. The critical brain. Physics 2013, 6:47.
135. Plewnia C., Rilk A.J., Soekadar S.R., Arfeller C., Huber H.S., Sauseng P., Hummel F., Gerloff C. Enhancement of long-range EEG coherence by synchronous bifocal transcranial magnetic stimulation. Eur. J. Neurosci. 2008, 27:1577-1583.
136. Raichle M.E. Two views of brain function. Trends Cogn. Sci. 2010, 14:180-190.
137. Raichle M.E., MacLeod A.M., Snyder A.Z., Powers W.J., Gusnard D.A., Shulman G.L. A default mode of brain function. Proc. Natl. Acad. Sci. USA 2001, 98:676-682.
138. Riehle A., Grün S., Diesmann M., Aertsen A. Spike synchronization and rate modulation differentially involved in motor cortical function. Science 1997, 278:1950-1953.
139. Rocca M.A., Valsasina P., Martinelli V., Misci P., Falini A., Comi G., Filippi M. Large-scale neuronal network dysfunction in relapsing-remitting multiple sclerosis. Neurology 2012, 79:1449-1457.
140. Roelfsema P.R., König P., Engel A.K., Sireteanu R., Singer W. Reduced synchronization in the visual cortex of cats with strabismic amblyopia. Eur. J. Neurosci. 1994, 6:1645-1655.
141. Roelfsema P.R., Engel A.K., König P., Singer W. Visuomotor integration is associated with zero time-lag synchronization among cortical areas. Nature 1997, 385:157-161.
142. Roosendaal S.D., Schoonheim M.M., Hulst H.E., Sanz-Arigita E.J., Smith S.M., Geurts J.J., Barkhof F. Resting state networks change in clinically isolated syndrome. Brain 2010, 133:1612-1621.
143. Rose M., Büchel C. Neural coupling binds visual tokens to moving stimuli. J.Neurosci. 2005, 25:10101-10104.
144. Sacchet M.D., Mellinger J., Sitaram R., Braun C., Birbaumer N., Fetz E. Volitional control of neuromagnetic coherence. Front. Neurosci. 2012, 6:189.
145. Sanz-Arigita E.J., Schoonheim M.M., Damoiseaux J.S., Rombouts S.A., Maris E., Barkhof F., Scheltens P., Stam C.J. Loss of 'small-world' networks in Alzheimer's disease: graph analysis of FMRI resting-state functional connectivity. PLoS ONE 2010, 5:e13788.
146. Schnitzler A., Gross J. Normal and pathological oscillatory communication in the brain. Nat. Rev. Neurosci. 2005, 6:285-296.
147. Schölvinck M.L., Maier A., Ye F.Q., Duyn J.H., Leopold D.A. Neural basis of global resting-state fMRI activity. Proc. Natl. Acad. Sci. USA 2010, 107:10238-10243.
148. Schoonheim M.M., Geurts J.J., Landi D., Douw L., van der Meer M.L., Vrenken H., Polman C.H., Barkhof F., Stam C.J. Functional connectivity changes in multiple sclerosis patients: a graph analytical study of MEG resting state data. Hum. Brain Mapp. 2013, 34:52-61.
149. Schroeder C.E., Lakatos P. Low-frequency neuronal oscillations as instruments of sensory selection. Trends Neurosci. 2009, 32:9-18.
150. Schroeder C.E., Lakatos P., Kajikawa Y., Partan S., Puce A. Neuronal oscillations and visual amplification of speech. Trends Cogn. Sci. 2008, 12:106-113.
151. Schulz R., Gerloff C., Hummel F.C. Non-invasive brain stimulation in neurological diseases. Neuropharmacology 2013, 64:579-587.
152. Shew W.L., Plenz D. The functional benefits of criticality in the cortex. Neuroscientist 2013, 19:88-100.
153. 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.
154. Siegel M., Donner T.H., Engel A.K. Spectral fingerprints of large-scale neuronal interactions. Nat. Rev. Neurosci. 2012, 13:121-134.
155. Singer W. Neuronal synchrony: a versatile code for the definition of relations?. Neuron 1999, 24:49-65. 111-125.
156. Skudlarski P., Jagannathan K., Calhoun V.D., Hampson M., Skudlarska B.A., Pearlson G. Measuring brain connectivity: diffusion tensor imaging validates resting state temporal correlations. Neuroimage 2008, 43:554-561.
157. Smith S.M., Fox P.T., Miller K.L., Glahn D.C., Fox P.M., Mackay C.E., Filippini N., Watkins K.E., Toro R., Laird A.R., Beckmann C.F. Correspondence of the brain's functional architecture during activation and rest. Proc. Natl. Acad. Sci. USA 2009, 106:13040-13045.
158. 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.
159. Stam C.J., Nolte G., Daffertshofer A. Phase lag index: assessment of functional connectivity from multi channel EEG and MEG with diminished bias from common sources. Hum. Brain Mapp. 2007, 28:1178-1193.
160. Stam C.J., Jones B.F., Nolte G., Breakspear M., Scheltens P. Small-world networks and functional connectivity in Alzheimer's disease. Cereb. Cortex 2007, 17:92-99.
161. Stam C.J., Hillebrand A., Wang H., Van Mieghem P. Emergence of modular structure in a large-scale brain network with interactions between dynamics and connectivity. Front. Comput. Neurosci. 2010, 4:133.
162. Stein E., Bar-Gad I. β oscillations in the cortico-basal ganglia loop during parkinsonism. Exp. Neurol. 2013, 245:52-59.
163. Steriade M., Nuñez A., Amzica F. A novel slow (< 1Hz) oscillation of neocortical neurons invivo: depolarizing and hyperpolarizing components. J.Neurosci. 1993, 13:3252-3265.
164. Steriade M., Contreras D., Amzica F., Timofeev I. Synchronization of fast (30-40Hz) spontaneous oscillations in intrathalamic and thalamocortical networks. J.Neurosci. 1996, 16:2788-2808.
165. Steriade M., Amzica F., Contreras D. Synchronization of fast (30-40Hz) spontaneous cortical rhythms during brain activation. J.Neurosci. 1996, 16:392-417.
166. Stoffers D., Bosboom J.L., Wolters E.Ch., Stam C.J., Berendse H.W. Dopaminergic modulation of cortico-cortical functional connectivity in Parkinson's disease: an MEG study. Exp. Neurol. 2008, 213:191-195.
167. Strüber D., Rach S., Trautmann-Lengsfeld S.A., Engel A.K., Herrmann C.S. Antiphasic 40Hz oscillatory current stimulation affects bistable motion perception. Brain Topogr. 2013, 10.1007/s10548-013-0294-x.
168. Supekar K., Menon V., Rubin D., Musen M., Greicius M.D. Network analysis of intrinsic functional brain connectivity in Alzheimer's disease. PLoS Comput. Biol. 2008, 4:e1000100.
169. Supp G.G., Siegel M., Hipp J.F., Engel A.K. Cortical hypersynchrony predicts breakdown of sensory processing during loss of consciousness. Curr. Biol. 2011, 21:1988-1993.
170. Tagliazucchi E., von Wegner F., Morzelewski A., Brodbeck V., Laufs H. Dynamic BOLD functional connectivity in humans and its electrophysiological correlates. Front. Hum. Neurosci. 2012, 6:339.
171. Tagliazucchi E., Balenzuela P., Fraiman D., Chialvo D.R. Criticality in large-scale brain FMRI dynamics unveiled by a novel point process analysis. Front. Physiol. 2012, 3:15.
172. Tambini A., Ketz N., Davachi L. Enhanced brain correlations during rest are related to memory for recent experiences. Neuron 2010, 65:280-290.
173. Thut G., Miniussi C., Gross J. The functional importance of rhythmic activity in the brain. Curr. Biol. 2012, 22:R658-R663.
174. Uhlhaas P.J. Dysconnectivity, large-scale networks and neuronal dynamics in schizophrenia. Curr. Opin. Neurobiol. 2013, 23:283-290.
175. Uhlhaas P.J., Singer W. Neuronal dynamics and neuropsychiatric disorders: toward a translational paradigm for dysfunctional large-scale networks. Neuron 2012, 75:963-980.
176. Uhlhaas P.J., Roux F., Rodriguez E., Rotarska-Jagiela A., Singer W. Neural synchrony and the development of cortical networks. Trends Cogn. Sci. 2010, 14:72-80.
177. van den Heuvel M.P., Hulshoff Pol H.E. Exploring the brain network: a review on resting-state fMRI functional connectivity. Eur. Neuropsychopharmacol. 2010, 20:519-534.
178. van der Togt C., Spekreijse H., Supèr H. Neural responses in cat visual cortex reflect state changes in correlated activity. Eur. J. Neurosci. 2005, 22:465-475.
179. van Meer M.P., van der Marel K., Wang K., Otte W.M., El Bouazati S., Roeling T.A., Viergever M.A., Berkelbach van der Sprenkel J.W., Dijkhuizen R.M. Recovery of sensorimotor function after experimental stroke correlates with restoration of resting-state interhemispheric functional connectivity. J.Neurosci. 2010, 30:3964-3972.
180. Verschure P.F., König P. On the role of biophysical properties of cortical neurons in binding and segmentation of visual scenes. Neural Comput. 1999, 11:1113-1138.
181. Vincent J.L., Patel G.H., Fox M.D., Snyder A.Z., Baker J.T., Van Essen D.C., Zempel J.M., Snyder L.H., Corbetta M., Raichle M.E. Intrinsic functional architecture in the anaesthetized monkey brain. Nature 2007, 447:83-86.
182. Volgushev M., Chauvette S., Timofeev I. Long-range correlation of the membrane potential in neocortical neurons during slow oscillation. Prog. Brain Res. 2011, 193:181-199.
183. Wang L., Yu C., Chen H., Qin W., He Y., Fan F., Zhang Y., Wang M., Li K., Zang Y., et al. Dynamic functional reorganization of the motor execution network after stroke. Brain 2010, 133:1224-1238.
184. Wang S.J., Hilgetag C.C., Zhou C. Sustained activity in hierarchical modular neural networks: self-organized criticality and oscillations. Front. Comput. Neurosci. 2011, 5:30.
185. Wang L.E., Fink G.R., Diekhoff S., Rehme A.K., Eickhoff S.B., Grefkes C. Noradrenergic enhancement improves motor network connectivity in stroke patients. Ann. Neurol. 2011, 69:375-388.
186. Wang Z., Chen L.M., Négyessy L., Friedman R.M., Mishra A., Gore J.C., Roe A.W. The relationship of anatomical and functional connectivity to resting-state connectivity in primate somatosensory cortex. Neuron 2013, 78:1116-1126.
187. Weliky M. Correlated neuronal activity and visual cortical development. Neuron 2000, 27:427-430.
188. Westlake K.P., Hinkley L.B., Bucci M., Guggisberg A.G., Byl N., Findlay A.M., Henry R.G., Nagarajan S.S. Resting state α-band functional connectivity and recovery after stroke. Exp. Neurol. 2012, 237:160-169.
189. Womelsdorf T., Fries P., Mitra P.P., Desimone R. Gamma-band synchronization in visual cortex predicts speed of change detection. Nature 2006, 439:733-736.
190. Xu S., Jiang W., Poo M.M., Dan Y. Activity recall in a visual cortical ensemble. Nat. Neurosci. 2012, 15:449-455. S1-S2.
191. Yeo B.T., Krienen F.M., Sepulcre J., Sabuncu M.R., Lashkari D., Hollinshead M., Roffman J.L., Smoller J.W., Zöllei L., Polimeni J.R., et al. The organization of the human cerebral cortex estimated by intrinsic functional connectivity. J.Neurophysiol. 2011, 106:1125-1165.
192. Zhou C., Zemanová L., Zamora G., Hilgetag C.C., Kurths J. Hierarchical organization unveiled by functional connectivity in complex brain networks. Phys. Rev. Lett. 2006, 97:238103.