Functional connectivity and oscillatory neuronal activity in the resting human brain

Neuroscience

Volumn 240, Issue , 2013, Pages 297-309

  Ganzetti, M ^a,b   Mantini, D ^a,b  

^a ETH ZURICH   (Switzerland)

^b UNIVERSITY OF OXFORD   (United Kingdom)

Author keywords

Brain network; Brain rhythm; Multimodal imaging; Neuronal synchronization; Oscillatory activity; Resting state

Indexed keywords

ALPHA RHYTHM; BETA RHYTHM; BOLD SIGNAL; BRAIN ELECTROPHYSIOLOGY; BRAIN FUNCTION; BRAIN NERVE CELL; BRAIN REGION; CELL ACTIVITY; CELL INTERACTION; CELL SYNCHRONIZATION; ELECTROENCEPHALOGRAM; FREQUENCY MODULATION; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HEMODYNAMICS; HUMAN; MAGNETOENCEPHALOGRAPHY; NERVE CELL MEMBRANE STEADY POTENTIAL; NERVE CELL NETWORK; NEUROIMAGING; OSCILLATION; PRIORITY JOURNAL; REVIEW; SIGNAL DETECTION;

BIOLOGICAL CLOCKS; BRAIN; BRAIN MAPPING; HUMANS; MENTAL PROCESSES; MODELS, NEUROLOGICAL; NEURONS; PERCEPTION; REST;

EID: 84876730023     PISSN: 03064522     EISSN: 18737544     Source Type: Journal    
DOI: 10.1016/j.neuroscience.2013.02.032     Document Type: Review

References (101)

1. Allen EA, Damaraju E, Plis SM, Erhardt EB, Eichele T, Calhoun VD (2012) Tracking whole-brain connectivity dynamics in the resting state. Cereb Cortex, doi:10.1093/cercor/bhs352.
2. Baldassarre A., Lewis C.M., Committeri G., Snyder A.Z., Romani G.L., Corbetta M. Individual variability in functional connectivity predicts performance of a perceptual task. Proc Natl Acad Sci U S A 2012, 109:3516-3521.
3. Barry R.J., Clarke A.R., Johnstone S.J., Magee C.A., Rushby J.A. EEG differences between eyes-closed and eyes-open resting conditions. Clin Neurophysiol 2007, 118:2765-2773.
4. Beckmann C.F., De Luca M., Devlin J.T., Smith S.M. Investigations into resting-state connectivity using independent component analysis. Philos Trans R Soc Lond B Biol Sci 2005, 360:1001-1013.
5. 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.
6. Breakspear M., Stam C.J. Dynamics of a neural system with a multiscale architecture. Philos Trans R Soc Lond B Biol Sci 2005, 360:1051-1074.
7. Bressler S.L., Kelso J.A. Cortical coordination dynamics and cognition. Trends Cogn Sci 2001, 5:26-36.
8. Bressler S.L., Menon V. Large-scale brain networks in cognition: emerging methods and principles. Trends Cogn Sci 2010, 14:277-290.
9. Brewer J.A., Worhunsky P.D., Gray J.R., Tang Y.Y., Weber J., Kober H. Meditation experience is associated with differences in default mode network activity and connectivity. Proc Natl Acad Sci U S A 2011, 108:20254-20259.
10. Britz J., Van D.V., Michel C.M. BOLD correlates of EEG topography reveal rapid resting-state network dynamics. Neuroimage 2010, 52:1162-1170.
11. 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 U S A 2011, 108:16783-16788.
12. Buckner R.L. Event-related fMRI and the hemodynamic response. Hum Brain Mapp 1998, 6:373-377.
13. Buckner R.L., Andrews-Hanna J.R., Schacter D.L. The brain's default network: anatomy, function, and relevance to disease. Ann N Y Acad Sci 2008, 1124:1-38.
14. Bullmore E., Sporns O. The economy of brain network organization. Nat Rev Neurosci 2012, 13:336-349.
15. Buzsaki G., Draguhn A. Neuronal oscillations in cortical networks. Science 2004, 304:1926-1929.
16. Calhoun V.D., Kiehl K.A., Pearlson G.D. Modulation of temporally coherent brain networks estimated using ICA at rest and during cognitive tasks. Hum Brain Mapp 2008, 29:828-838.
17. 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.
18. Corbetta M. Functional connectivity and neurological recovery. Dev Psychobiol 2012, 54:239-253.
19. 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.
20. Damoiseaux J.S., Rombouts S.A., Barkhof F., Scheltens P., Stam C.J., Smith S.M., Beckmann C.F. Consistent resting-state networks across healthy subjects. Proc Natl Acad Sci U S A 2006, 103:13848-13853.
21. 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 U S A 2010, 107:6040-6045.
22. 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.
23. Deco G., Corbetta M. The dynamical balance of the brain at rest. Neuroscientist 2011, 17:107-123.
24. Dosenbach N.U., Fair D.A., Miezin F.M., Cohen A.L., Wenger K.K., Dosenbach R.A., Fox M.D., Snyder A.Z., Vincent J.L., Raichle M.E., Schlaggar B.L., Petersen S.E. Distinct brain networks for adaptive and stable task control in humans. Proc Natl Acad Sci U S A 2007, 104:11073-11078.
25. Ebisch S.J., Gallese V., Willems R.M., Mantini D., Groen W.B., Romani G.L., Buitelaar J.K., Bekkering H. Altered intrinsic functional connectivity of anterior and posterior insula regions in high-functioning participants with autism spectrum disorder. Hum Brain Mapp 2011, 32:1013-1028.
26. Ekman M., Derrfuss J., Tittgemeyer M., Fiebach C.J. Predicting errors from reconfiguration patterns in human brain networks. Proc Natl Acad Sci U S A 2012, 109:16714-16719.
27. Engel A.K., Fries P. Beta-band oscillations-signalling the status quo?. Curr Opin Neurobiol 2010, 20:156-165.
28. Engel A.K., Fries P., Singer W. Dynamic predictions: oscillations and synchrony in top-down processing. Nat Rev Neurosci 2001, 2:704-716.
29. Erwin C.W., Gerber C.J. Electroencephalography. Prog Neurol Psychiatry 1972, 27:163-182.
30. Fell J., Ludowig E., Staresina B.P., Wagner T., Kranz T., Elger C.E., Axmacher N. Medial temporal theta/alpha power enhancement precedes successful memory encoding: evidence based on intracranial EEG. J Neurosci 2011, 31:5392-5397.
31. Fox M.D., Raichle M.E. Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nat Rev Neurosci 2007, 8:700-711.
32. Fox M.D., Snyder A.Z., Vincent J.L., Corbetta M., Van E.D.C., Raichle M.E. The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc Natl Acad Sci U S A 2005, 102:9673-9678.
33. 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.
34. 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.
35. Freeman W.J. Ndn, volume transmission, and self-organization in brain dynamics. J Integr Neurosci 2005, 4:407-421.
36. Freeman W.J., Holmes M.D., Burke B.C., Vanhatalo S. Spatial spectra of scalp EEG and EMG from awake humans. Clin Neurophysiol 2003, 114:1053-1068.
37. Fries P. A mechanism for cognitive dynamics: neuronal communication through neuronal coherence. Trends Cogn Sci 2005, 9:474-480.
38. Fries P., Scheeringa R., Oostenveld R. Finding gamma. Neuron 2008, 58:303-305.
39. Friston K. Beyond phrenology: what can neuroimaging tell us about distributed circuitry?. Annu Rev Neurosci 2002, 25:221-250.
40. Friston K.J. Functional and effective connectivity: a review. Brain Connect 2011, 1:13-36.
41. Gillebert CR, Mantini D (2012) Functional connectivity in the normal and injured brain. Neuroscientist, doi:10.1177/1073858412463168.
42. Gloor P. Hans Berger and the discovery of the electroencephalogram. Electroencephalogr Clin Neurophysiol Suppl 1969, 28:21-36.
43. Goldman R.I., Stern J.M., Engel J., Cohen M.S. Simultaneous EEG and fMRI of the alpha rhythm. Neuroreport 2002, 13:2487-2492.
44. 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.
45. Gross J., Kujala J., Hamalainen M., Timmermann L., Schnitzler A., Salmelin R. Dynamic imaging of coherent sources: Studying neural interactions in the human brain. Proc Natl Acad Sci U S A 2001, 98:694-699.
46. 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.
47. 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.
48. Hampson M., Driesen N.R., Skudlarski P., Gore J.C., Constable R.T. Brain connectivity related to working memory performance. J Neurosci 2006, 26:13338-13343.
49. Hampson M., Tokoglu F., Sun Z., Schafer R.J., Skudlarski P., Gore J.C., Constable R.T. Connectivity-behavior analysis reveals that functional connectivity between left BA39 and Broca's area varies with reading ability. Neuroimage 2006, 31:513-519.
50. Hartmann T., Schulz H., Weisz N. Probing of brain states in real-time: introducing the console environment. Front Psychol 2011, 2:36.
51. 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.
52. Heeger D.J., Ress D. What does fMRI tell us about neuronal activity?. Nat Rev Neurosci 2002, 3:142-151.
53. Hipp J.F., Engel A.K., Siegel M. Oscillatory synchronization in large-scale cortical networks predicts perception. Neuron 2011, 69:387-396.
54. 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(6):884-890.
55. Honey C.J., Kotter R., Breakspear M., Sporns O. Network structure of cerebral cortex shapes functional connectivity on multiple time scales. Proc Natl Acad Sci U S A 2007, 104:10240-10245.
56. Jensen O., Kaiser J., Lachaux J.P. Human gamma-frequency oscillations associated with attention and memory. Trends Neurosci 2007, 30:317-324.
57. Johansen-Berg H., Rushworth M.F. Using diffusion imaging to study human connectional anatomy. AnnuRevNeurosci 2009, 32:75-94.
58. Jones S.R., Pinto D.J., Kaper T.J., Kopell N. Alpha-frequency rhythms desynchronize over long cortical distances: a modeling study. J Comput Neurosci 2000, 9:271-291.
59. Kanwisher N. Functional specificity in the human brain: a window into the functional architecture of the mind. Proc Natl Acad Sci U S A 2010, 107:11163-11170.
60. 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.
61. Kramer M.A., Eden U.T., Lepage K.Q., Kolaczyk E.D., Bianchi M.T., Cash S.S. Emergence of persistent networks in long-term intracranial EEG recordings. J Neurosci 2011, 31:15757-15767.
62. Laufs H. Endogenous brain oscillations and related networks detected by surface EEG-combined fMRI. Hum Brain Mapp 2008, 29:762-769.
63. 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 U S A 2003, 100:11053-11058.
64. Laufs H., Holt J.L., Elfont R., Krams M., Paul J.S., Krakow K., Kleinschmidt A. Where the BOLD signal goes when alpha EEG leaves. Neuroimage 2006, 31:1408-1418.
65. 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 U S A 2009, 106:17558-17563.
66. Liljestrom M., Kujala J., Jensen O., Salmelin R. Neuromagnetic localization of rhythmic activity in the human brain: a comparison of three methods. Neuroimage 2005, 25:734-745.
67. Lindquist M.A., Meng Loh J., Atlas L.Y., Wager T.D. Modeling the hemodynamic response function in fMRI: efficiency, bias and mis-modeling. Neuroimage 2009, 45:S187-S198.
68. Liu Z., Fukunaga M., de Zwart J.A., Duyn J.H. Large-scale spontaneous fluctuations and correlations in brain electrical activity observed with magnetoencephalography. Neuroimage 2010, 51:102-111.
69. 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.
70. Mantini D., Vanduffel W. Emerging roles of the brain's default network. Neuroscientist 2013, 19(1):76-87.
71. 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.
72. Mantini D., Della Penna S., Marzetti L., de P.F., Pizzella V, Corbetta M A signal-processing pipeline for magnetoencephalography resting-state networks. Brain Connect 2011, 1:49-59.
73. Martuzzi R., Ramani R., Qiu M., Rajeevan N., Constable R.T. Functional connectivity and alterations in baseline brain state in humans. Neuroimage 2010, 49:823-834.
74. Niedermeyer E. Alpha rhythms as physiological and abnormal phenomena. Int J Psychophysiol 1997, 26:31-49.
75. 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.
76. Palva S., Palva J.M. Discovering oscillatory interaction networks with M/EEG: challenges and breakthroughs. Trends Cogn Sci 2012, 16:219-230.
77. Pfurtscheller G., Lopes da Silva F.H. Event-related EEG/MEG synchronization and desynchronization: basic principles. Clin Neurophysiol 1999, 110:1842-1857.
78. Pockett S., Holmes M.D. Intracranial EEG power spectra and phase synchrony during consciousness and unconsciousness. Conscious Cogn 2009, 18:1049-1055.
79. Raichle M.E. The restless brain. Brain Connect 2011, 1:3-12.
80. Roopun A.K., Kramer M.A., Carracedo L.M., Kaiser M., Davies C.H., Traub R.D., Kopell N.J., Whittington M.A. Temporal interactions between cortical rhythms. Front Neurosci 2008, 2:145-154.
81. Salmelin R., Hari R. Characterization of spontaneous MEG rhythms in healthy adults. Electroencephalogr Clin Neurophysiol 1994, 91:237-248.
82. Seeley W.W., Menon V., Schatzberg A.F., Keller J., Glover G.H., Kenna H., Reiss A.L., Greicius M.D. Dissociable intrinsic connectivity networks for salience processing and executive control. J Neurosci 2007, 27:2349-2356.
83. Siegel M., Donner T.H., Oostenveld R., Fries P., Engel A.K. Neuronal synchronization along the dorsal visual pathway reflects the focus of spatial attention. Neuron 2008, 60:709-719.
84. 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 U S A 2009, 106:13040-13045.
85. Sporns O., Tononi G., Kotter R. The human connectome: a structural description of the human brain. PLoS Comput Biol 2005, 1:e42.
86. Stam C.J. Nonlinear dynamical analysis of EEG and MEG: review of an emerging field. Clin Neurophysiol 2005, 116:2266-2301.
87. Steriade M. Grouping of brain rhythms in corticothalamic systems. Neuroscience 2006, 137:1087-1106.
88. Tononi G. An information integration theory of consciousness. BMC Neurosci 2004, 5:42.
89. Tononi G., Edelman G.M. Consciousness and the integration of information in the brain. Adv Neurol 1998, 77:245-279. discussion 279-280.
90. Van De Ville D., Britz J., Michel C.M. EEG microstate sequences in healthy humans at rest reveal scale-free dynamics. Proc Natl Acad Sci U S A 2010, 107:18179-18184.
91. van den Heuvel M.P., Mandl R.C., Kahn R.S., Hulshoff Pol H.E. Functionally linked resting-state networks reflect the underlying structural connectivity architecture of the human brain. Hum Brain Mapp 2009, 30:3127-3141.
92. van den Heuvel M.P., Stam C.J., Kahn R.S., Hulshoff Pol H.E. Efficiency of functional brain networks and intellectual performance. J Neurosci 2009, 29:7619-7624.
93. Van Der Werf J., Jensen O., Fries P., Medendorp W.P. Neuronal synchronization in human posterior parietal cortex during reach planning. J Neurosci 2010, 30:1402-1412.
94. Van Dijk K.R., Hedden T., Venkataraman A., Evans K.C., Lazar S.W., Buckner R.L. Intrinsic functional connectivity as a tool for human connectomics: theory, properties, and optimization. J Neurophysiol 2010, 103:297-321.
95. Vanhaudenhuyse A., Noirhomme Q., Tshibanda L.J., Bruno M.A., Boveroux P., Schnakers C., Soddu A., Perlbarg V., Ledoux D., Brichant J.F., Moonen G., Maquet P., Greicius M.D., Laureys S., Boly M. Default network connectivity reflects the level of consciousness in non-communicative brain-damaged patients. Brain 2010, 133:161-171.
96. Varela F., Lachaux J.P., Rodriguez E., Martinerie J. The brainweb: phase synchronization and large-scale integration. Nat Rev Neurosci 2001, 2:229-239.
97. Vidal J.R., Freyermuth S., Jerbi K., Hamame C.M., Ossandon T., Bertrand O., Minotti L., Kahane P., Berthoz A., Lachaux J.P. Long-distance amplitude correlations in the high gamma band reveal segregation and integration within the reading network. J Neurosci 2012, 32:6421-6434.
98. Vincent J.L., Kahn I., Snyder A.Z., Raichle M.E., Buckner R.L. Evidence for a frontoparietal control system revealed by intrinsic functional connectivity. J Neurophysiol 2008, 100:3328-3342.
99. Yuan H., Zotev V., Phillips R., Drevets W.C., Bodurka J. Spatiotemporal dynamics of the brain at rest-exploring EEG microstates as electrophysiological signatures of BOLD resting state networks. Neuroimage 2012, 60:2062-2072.
100. Zang Y.F., He Y., Zhu C.Z., Cao Q.J., Sui M.Q., Liang M., Tian L.X., Jiang T.Z., Wang Y.F. Altered baseline brain activity in children with ADHD revealed by resting-state functional MRI. Brain Dev 2007, 29:83-91.
101. Zou Q.H., Zhu C.Z., Yang Y., Zuo X.N., Long X.Y., Cao Q.J., Wang Y.F., Zang Y.F. An improved approach to detection of amplitude of low-frequency fluctuation (ALFF) for resting-state fMRI: fractional ALFF. J Neurosci Methods 2008, 172:137-141.