The oscillating brain: Complex and reliable

NeuroImage

Volumn 49, Issue 2, 2010, Pages 1432-1445

  Zuo, Xi Nian ^a   Di Martino, Adriana ^a   Kelly, Clare ^a   Shehzad, Zarrar E ^a   Gee, Dylan G ^a   Klein, Donald F ^a,b,d   Castellanos, F Xavier ^a,b   Biswal, Bharat B ^b,c   Milham, Michael P ^a  

^a NEW YORK UNIVERSITY CHILD STUDY CENTER   (United States)

^b NATHAN S KLINE INSTITUTE FOR PSYCHIATRIC RESEARCH   (United States)

^c RUTGERS NEW JERSEY MEDICAL SCHOOL   (United States)

^d Columbia University ^*  (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; AMPLITUDE MODULATION; ANIMAL EXPERIMENT; ARTICLE; BASAL GANGLION; BRAIN ELECTROPHYSIOLOGY; BRAIN FUNCTION; BRAIN REGION; CONTROLLED STUDY; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; GRAY MATTER; HUMAN; HUMAN EXPERIMENT; LOW FREQUENCY NOISE; MALE; MESENCEPHALON; NONHUMAN; NORMAL HUMAN; OSCILLATORY POTENTIAL; PRIORITY JOURNAL; RAT; TEST RETEST RELIABILITY; WAKEFULNESS; WHITE MATTER;

BRAIN; BRAIN MAPPING; FEMALE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MALE; NERVE FIBERS, MYELINATED; NERVE FIBERS, UNMYELINATED; PERIODICITY; REPRODUCIBILITY OF RESULTS; REST; TIME FACTORS; YOUNG ADULT;

EID: 70749139251     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2009.09.037     Document Type: Article

References (93)

1. Anderson J.S. Origin of synchronized low-frequency blood oxygen level-dependent fluctuations in the primary visual cortex. Am. J. Neuroradiol. 29 (2008) 1722-1729
2. Arndt S., Cohen G., Alliger R.J., Swayze II V.W., and Andreasen N.C. Problems with ratio and proportion measures of imaged cerebral structures. Psychiatry Res. 40 (1991) 79-89
3. Balduzzi D., Riedner B.A., and Tononi G. A BOLD window into brain waves. Proc. Natl. Acad. Sci. U. S. A. 105 (2008) 15641-15642
4. Bianciardi M., Fukunaga M., van Gelderen P., Horovitz S.G., de Zwart J.A., Shmueli K., and Duyn J.H. Sources of functional magnetic resonance imaging signal fluctuations in the human brain at rest: a 7 T study. Magn. Reson. Imaging 27 (2009) 1019-1029
5. Birn R.M., Diamond J.B., Smith M.A., and Bandettini P.A. Separating respiratory-variation-related fluctuations from neuronal-activity-related fluctuations in fMRI. Neuroimage 31 (2006) 1536-1548
6. Birn R.M., Murphy K., and Bandettini P.A. The effect of respiration variations on independent component analysis results of resting state functional connectivity. Hum. Brain Mapp. 29 (2008) 740-750
7. Biswal B., Yetkin F.Z., Haughton V.M., and Hyde J.S. Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn. Reson. Med. 34 (1995) 537-541
8. Biswal B., Hudetz A.G., Yetkin F.Z., Haughton V.M., and Hyde J.S. Hypercapnia reversibly suppresses low-frequency fluctuations in the human motor cortex during rest using echo-planar MRI. J. Cereb. Blood Flow Metab. 17 (1997) 301-308
9. Bland J.M., and Altman D.G. Measurement error and correlation coefficients. BMJ 313 (1996) 41-42
10. Broyd S.J., Demanuele C., Debener S., Helps S.K., James C.J., and Sonuga-Barke E.J. Default-mode brain dysfunction in mental disorders: a systematic review. Neurosci. Biobehav. Rev. 33 (2009) 279-296
11. Buckner R.L., and Vincent J.L. Unrest at rest: default activity and spontaneous network correlations. Neuroimage 37 (2007) 1091-1096 discussion 1097-1099.
12. Bullmore E., Fadili J., Maxim V., Sendur L., Whitcher B., Suckling J., Brammer M., and Breakspear M. Wavelets and functional magnetic resonance imaging of the human brain. Neuroimage 23 Suppl. 1 (2004) S234-249
13. Bush G., Valera E.M., and Seidman L.J. Functional neuroimaging of attention-deficit/hyperactivity disorder: a review and suggested future directions. Biol. Psychiatry 57 (2005) 1273-1284
14. Buzsáki G., and Draguhn A. Neuronal oscillations in cortical networks. Science 304 (2004) 1926-1929
15. Castellanos F.X., and Tannock R. Neuroscience of attention-deficit/hyperactivity disorder: the search for endophenotypes. Nat. Rev. Neurosci. 3 (2002) 617-628
16. Chang C., Cunningham J.P., and Glover G.H. Influence of heart rate on the BOLD signal: the cardiac response function. Neuroimage 44 (2009) 857-869
17. Chen G., Popa L.S., Wang X., Gao W., Barnes J., Hendrix C.M., Hess E.J., and Ebner T.J. Low-frequency oscillations in the cerebellar cortex of the tottering mouse. J. Neurophysiol. 101 (2009) 234-245
18. Cordes D., Haughton V.M., Arfanakis K., Carew J.D., Turski P.A., Moritz C.H., Quigley M.A., and Meyerand M.E. Frequencies contributing to functional connectivity in the cerebral cortex in "resting-state" data. AJNR Am. J. Neuroradiol. 22 (2001) 1326-1333
19. Dagli M.S., Ingeholm J.E., and Haxby J.V. Localization of cardiac-induced signal change in fMRI. Neuroimage 9 (1999) 407-415
20. De Luca M., Beckmann C.F., De Stefano N., Matthews P.M., and Smith S.M. fMRI resting state networks define distinct modes of long-distance interactions in the human brain. Neuroimage 29 (2006) 1359-1367
21. Demanuele C., James C.J., and Sonuga-Barke E.J. Distinguishing low frequency oscillations within the 1/f spectral behaviour of electromagnetic brain signals. Behav. Brain Funct. 3 (2007) 62
22. Deuker L., Bullmore E.T., Smith M., Christensen S., Nathan P.J., Rockstroh B., and Bassett D.S. Reproducibility of graph metrics of human brain functional networks. Neuroimage 47 (2009) 1460-1468
23. Di Martino A., Ghaffari M., Curchack J., Reiss P., Hyde C., Vannucci M., Petkova E., Klein D.F., and Castellanos F.X. Decomposing intra-subject variability in children with attention-deficit/hyperactivity disorder. Biol. Psychiatry 64 (2008) 607-614
24. Di Martino A., Scheres A., Margulies D.S., Kelly A.M., Uddin L.Q., Shehzad Z., Biswal B., Walters J.R., Castellanos F.X., and Milham M.P. Functional connectivity of human striatum: a resting state FMRI study. Cereb. Cortex 18 (2008) 2735-2747
25. Di Martino A., Shehzad Z., Kelly A.M.C., Roy Krain A., Gee D., Uddin L., Gotimer K., Klein D.F., Castellanos F.X., and Milham M.P. Relationship between cingulo-insular functional connectivity and autistic traits in neurotypical adults. Am. J. of. Psychiatry 166 (2009) 891-899
26. Duff E.P., Johnston L.A., Xiong J., Fox P.T., Mareels I., and Egan G.F. The power of spectral density analysis for mapping endogenous BOLD signal fluctuations. Hum. Brain Mapp. 29 (2008) 778-790
27. Fox M.D., and Raichle M.E. Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nat. Rev. Neurosci. 8 (2007) 700-711
28. Fox M.D., Snyder A.Z., Vincent J.L., and Raichle M.E. Intrinsic fluctuations within cortical systems account for intertrial variability in human behavior. Neuron 56 (2007) 171-184
29. Fox M.D., Zhang D., Snyder A.Z., and Raichle M.E. The global signal and observed anticorrelated resting state brain networks. J. Neurophysiol. 101 (2009) 3270-3283
30. Fransson P. How default is the default mode of brain function? Further evidence from intrinsic BOLD signal fluctuations. Neuropsychologia 44 (2006) 2836-2845
31. Fukunaga M., Horovitz S.G., de Zwart J.A., van Gelderen P., Balkin T.J., Braun A.R., and Duyn J.H. Metabolic origin of BOLD signal fluctuations in the absence of stimuli. J. Cereb. Blood Flow Metab. 28 (2008) 1377-1387
32. Ghosh A., Rho Y., McIntosh A.R., Kotter R., and Jirsa V.K. Noise during rest enables the exploration of the brain's dynamic repertoire. PLoS Comput. Biol. 4 (2008) e1000196
33. Greicius M. Resting-state functional connectivity in neuropsychiatric disorders. Curr. Opin. Neurol. 21 (2008) 424-430
34. Greicius M.D., Supekar K., Menon V., and Dougherty R.F. Resting-state functional connectivity reflects structural connectivity in the default mode network. Cereb. Cortex 19 (2009) 72-78
35. Gusnard D.A., and Raichle M.E. Searching for a baseline: functional imaging and the resting human brain. Nat. Rev. Neurosci. 2 (2001) 685-694
36. Hagmann P., Cammoun L., Gigandet X., Meuli R., Honey C.J., Wedeen V.J., and Sporns O. Mapping the structural core of human cerebral cortex. PLoS Biol. e159 (2008) 6
37. Hampson M., Driesen N.R., Skudlarski P., Gore J.C., and Constable R.T. Brain connectivity related to working memory performance. J. Neurosci. 26 (2006) 13338-13343
38. He B.J., Snyder A.Z., Zempel J.M., Smyth M.D., and Raichle M.E. Electrophysiological correlates of the brain's intrinsic large-scale functional architecture. Proc. Natl. Acad. Sci. U. S. A. 105 (2008) 16039-16044
39. He Y., Wang J., Wang L., Chen Z.J., Yan C., Yang H., Tang H., Zhu C., Gong Q., Zang Y., and Evans A.C. Uncovering intrinsic modular organization of spontaneous brain activity in humans. PLoS ONE 4 (2009) e5226
40. Hesselmann G., Kell C.A., Eger E., and Kleinschmidt A. Spontaneous local variations in ongoing neural activity bias perceptual decisions. Proc. Natl. Acad. Sci. U. S. A. 105 (2008) 10984-10989
41. Honey C.J., Sporns O., Cammoun L., Gigandet X., Thiran J.P., Meuli R., and Hagmann P. Predicting human resting-state functional connectivity from structural connectivity. Proc. Natl. Acad. Sci. U. S. A. 106 (2009) 2035-2040
42. Horovitz S.G., Fukunaga M., de Zwart J.A., van Gelderen P., Fulton S.C., Balkin T.J., and Duyn J.H. Low frequency BOLD fluctuations during resting wakefulness and light sleep: a simultaneous EEG-fMRI study. Hum. Brain Mapp. 29 (2008) 671-682
43. Hutchison W.D., Dostrovsky J.O., Walters J.R., Courtemanche R., Boraud T., Goldberg J., and Brown P. Neuronal oscillations in the basal ganglia and movement disorders: evidence from whole animal and human recordings. J. Neurosci. 24 (2004) 9240-9243
44. Jezzard P., LeBihan D., Cuenod C., Pannier L., Prinster A., and Turner R. An investigation of the contribution of physiological noise in human functional MRI studies at 1.5 Tesla and 4 Tesla. Proceedings of the 12th Annual Meeting of SMRM, New York (1993) 1392
45. Julien C. The enigma of Mayer waves: Facts and models. Cardiovasc. Res. 70 (2006) 12-21
46. Kannurpatti S.S., and Biswal B.B. Detection and scaling of task-induced fMRI-BOLD response using resting state fluctuations. Neuroimage 40 (2008) 1567-1574
47. Kelly A.M., Uddin L.Q., Biswal B.B., Castellanos F.X., and Milham M.P. Competition between functional brain networks mediates behavioral variability. Neuroimage 39 (2008) 527-537
48. Kennedy D.N., Lange N., Makris N., Bates J., Meyer J., and Caviness Jr. V.S. Gyri of the human neocortex: an MRI-based analysis of volume and variance. Cereb. Cortex 8 (1998) 372-384
49. Kiviniemi V., Jauhiainen J., Tervonen O., Paakko E., Oikarinen J., Vainionpaa V., Rantala H., and Biswal B. Slow vasomotor fluctuation in fMRI of anesthetized child brain. Magn. Reson. Med. 44 (2000) 373-378
50. Kiviniemi V., Kantola J.H., Jauhiainen J., Hyvarinen A., and Tervonen O. Independent component analysis of nondeterministic fMRI signal sources. Neuroimage 19 (2003) 253-260
51. Kiviniemi V.J., Haanpaa H., Kantola J.H., Jauhiainen J., Vainionpaa V., Alahuhta S., and Tervonen O. Midazolam sedation increases fluctuation and synchrony of the resting brain BOLD signal. Magn. Reson. Imaging 23 (2005) 531-537
52. Knyazev G.G. Motivation, emotion, and their inhibitory control mirrored in brain oscillations. Neurosci. Biobehav. Rev. 31 (2007) 377-395
53. Legendre P. Species associations: The Kendall coefficient of concordance revisited. J. Agric. Biol. Environ. Stat. 10 (2005) 226-245
54. Leopold D.A., Murayama Y., and Logothetis N.K. Very slow activity fluctuations in monkey visual cortex: implications for functional brain imaging. Cereb. Cortex 13 (2003) 422-433
55. Lu H., Zuo Y., Gu H., Waltz J.A., Zhan W., Scholl C.A., Rea W., Yang Y., and Stein E.A. Synchronized delta oscillations correlate with the resting-state functional MRI signal. Proc. Natl. Acad. Sci. U. S. A. 104 (2007) 18265-18269
56. Makris N., Meyer J.W., Bates J.F., Yeterian E.H., Kennedy D.N., and Caviness V.S. MRI-Based topographic parcellation of human cerebral white matter and nuclei: II. Rationale and applications with systematics of cerebral connectivity. Neuroimage 9 (1999) 18-45
57. Mantini D., Perrucci M.G., Del Gratta C., Romani G.L., and Corbetta M. Electrophysiological signatures of resting state networks in the human brain. Proc. Natl. Acad. Sci. U. S. A. 104 (2007) 13170-13175
58. Margulies D.S., Kelly A.M., Uddin L.Q., Biswal B.B., Castellanos F.X., and Milham M.P. Mapping the functional connectivity of anterior cingulate cortex. Neuroimage 37 (2007) 579-588
59. Maxim V., Sendur L., Fadili J., Suckling J., Gould R., Howard R., and Bullmore E. Fractional Gaussian noise, functional MRI and Alzheimer's disease. Neuroimage 25 (2005) 141-158
60. McAvoy M., Larson-Prior L., Nolan T.S., Vaishnavi S.N., Raichle M.E., and d'Avossa G. Resting states affect spontaneous BOLD oscillations in sensory and paralimbic cortex. J. Neurophysiol. 100 (2008) 922-931
61. Monto S., Palva S., Voipio J., and Palva J.M. Very slow EEG fluctuations predict the dynamics of stimulus detection and oscillation amplitudes in humans. J. Neurosci. 28 (2008) 8268-8272
62. Murphy K., Birn R.M., Handwerker D.A., Jones T.B., and Bandettini P.A. The impact of global signal regression on resting state correlations: are anti-correlated networks introduced?. Neuroimage 44 (2009) 893-905
63. Penttonen M. Natural logarithmic relationship between brain oscillators. Thalamus and Related Systems 2 (2003) 145-152
64. Petridou, N., Schäfer, A., Gowland, P., Bowtell, R., 2009. Phase vs. magnitude information in functional magnetic resonance imaging time series: toward understanding the noise. Magn. Reson. Imaging. 27, 1046-1057.
65. Picchioni D., Fukunaga M., Carr W.S., Braun A.R., Balkin T.J., Duyn J.H., and Horovitz S.G. fMRI differences between early and late stage-1 sleep. Neurosci. Lett. 441 (2008) 81-85
66. Raichle M.E. A brief history of human brain mapping. Trends Neurosci. 32 (2009) 118-126
67. Raichle M.E., and Mintun M.A. Brain work and brain imaging. Annu. Rev. Neurosci. 29 (2006) 449-476
68. Raichle M.E., MacLeod A.M., Snyder A.Z., Powers W.J., Gusnard D.A., and Shulman G.L. A default mode of brain function. Proc. Natl. Acad. Sci. U. S. A. 98 (2001) 676-682
69. Ruskin D.N., Bergstrom D.A., Kaneoke Y., Patel B.N., Twery M.J., and Walters J.R. Multisecond oscillations in firing rate in the basal ganglia: robust modulation by dopamine receptor activation and anesthesia. J. Neurophysiol. 81 (1999) 2046-2055
70. Ruskin D.N., Bergstrom D.A., Mastropietro C.W., Twery M.J., and Walters J.R. Dopamine agonist-mediated rotation in rats with unilateral nigrostriatal lesions is not dependent on net inhibitions of rate in basal ganglia output nuclei. Neuroscience 91 (1999) 935-946
71. Ruskin D.N., Bergstrom D.A., Shenker A., Freeman L.E., Baek D., and Walters J.R. Drugs used in the treatment of attention-deficit/hyperactivity disorder affect postsynaptic firing rate and oscillation without preferential dopamine autoreceptor action. Biol. Psychiatry 49 (2001) 340-350
72. Salvador R., Achard S., and Bullmore E. Frequency-Dependent Functional Connectivity Analysis of fMRI Data in Fourier and Wavelet Domains. Handbook of Brain Connectivity (2007), Springer, Berlin / Heidelberg 379-401
73. Salvador R., Martinez A., Pomarol-Clotet E., Gomar J., Vila F., Sarro S., Capdevila A., and Bullmore E. A simple view of the brain through a frequency-specific functional connectivity measure. Neuroimage 39 (2008) 279-289
74. Seeley W.W., Crawford R.K., Zhou J., Miller B.L., and Greicius M.D. Neurodegenerative diseases target large-scale human brain networks. Neuron 62 (2009) 42-52
75. Shehzad, Z., Kelly, A.M., Reiss, P.T., Gee, D.G., Gotimer, K., Uddin, L.Q., Lee, S.H., Margulies, D.S., Roy, A.K., Biswal, B.B., Petkova, E., Castellanos, F.X., Milham, M.P., 2009. The Resting Brain: Unconstrained yet Reliable. Cereb. Cortex 19, 2209-2229.
76. Shmueli K., van Gelderen P., de Zwart J.A., Horovitz S.G., Fukunaga M., Jansma J.M., and Duyn J.H. Low-frequency fluctuations in the cardiac rate as a source of variance in the resting-state fMRI BOLD signal. Neuroimage 38 (2007) 306-320
77. Shrout P.E., and Fleiss J.L. Intraclass correlations: uses in assessing rater reliability. Psychol. Bull. 86 (1979) 420-428
78. Suckling J., Wink A.M., Bernard F.A., Barnes A., and Bullmore E. Endogenous multifractal brain dynamics are modulated by age, cholinergic blockade and cognitive performance. J. Neurosci. Methods 174 (2008) 292-300
79. Uitert G.C.V. Reduction of leakage and increase of resolution in power spectral density and coherence functions. Nucl. Instrum. Methods 157 (1978) 583-589
80. van Buuren, M., Gladwin, T.E., Zandbelt, B.B., van den Heuvel, M., Ramsey, N.F., Kahn, R.S., Vink, M., 2009. Cardiorespiratory effects on default-mode network activity as measured with fMRI. Hum. Brain. Mapp. 30, 3031-3042.
81. van den Heuvel, M.P., Mandl, R.C., Kahn, R.S., Hulshoff Pol, H.E., 2009. Functionally linked resting-state networks reflect the underlying structural connectivity architecture of the human brain. Hum. Brain. Mapp. 30, 3127-3141.
82. van Vugt M.K., Sederberg P.B., and Kahana M.J. Comparison of spectral analysis methods for characterizing brain oscillations. J. Neurosci. Methods 162 (2007) 49-63
83. Vanhatalo S., Palva J.M., Holmes M.D., Miller J.W., Voipio J., and Kaila K. Infraslow oscillations modulate excitability and interictal epileptic activity in the human cortex during sleep. Proc. Natl. Acad. Sci. U. S. A. 101 (2004) 5053-5057
84. Warner R.M. Spectral Analysis of Time-Series Data (1998), The Guilford Press, New York
85. Wink A.M., Bullmore E., Barnes A., Bernard F., and Suckling J. Monofractal and multifractal dynamics of low frequency endogenous brain oscillations in functional MRI. Hum. Brain Mapp. 29 (2008) 791-801
86. Wise R.G., Ide K., Poulin M.J., and Tracey I. Resting fluctuations in arterial carbon dioxide induce significant low frequency variations in BOLD signal. Neuroimage 21 (2004) 1652-1664
87. Yamazaki K., Uchida M., Obata A., Katura T., Sato H., Tanaka N., and Maki A. Comparison between Spontaneous Low-Frequency Oscillations in Regional Cerebral Blood Volume, and Cerebral and Plethysmographic Pulsations. NOISE AND FLUCTUATIONS: 19th International Conference on Noise and Fluctuations; ICNF 2007. AIP Conference Proceedings (2007) 687-690
88. Yan L., Zhuo Y., Ye Y., Xie S.X., An J., Aguirre G.K., and Wang J. Physiological origin of low-frequency drift in blood oxygen level dependent (BOLD) functional magnetic resonance imaging (fMRI). Magn. Reson. Med. 61 (2009) 819-827
89. Yang H., Long X.Y., Yang Y., Yan H., Zhu C.Z., Zhou X.P., Zang Y.F., and Gong Q.Y. Amplitude of low frequency fluctuation within visual areas revealed by resting-state functional MRI. Neuroimage 36 (2007) 144-152
90. Zang Y.F., He Y., Zhu C.Z., Cao Q.J., Sui M.Q., Liang M., Tian L.X., Jiang T.Z., and Wang Y.F. Altered baseline brain activity in children with ADHD revealed by resting-state functional MRI. Brain Dev. 29 (2007) 83-91
91. Zhang Z.Q., Lu G.M., Zhong Y., Tan Q.F., Zhu J.G., Jiang L., Chen Z.L., Wang Z.Q., Shi J.X., Zang Y.F., and Liu Y.J. [Application of amplitude of low-frequency fluctuation to the temporal lobe epilepsy with bilateral hippocampal sclerosis: an fMRI study]. Zhonghua Yi Xue Za Zhi 88 (2008) 1594-1598
92. Zou Q.H., Zhu C.Z., Yang Y., Zuo X.N., Long X.Y., Cao Q.J., Wang Y.F., and Zang Y.F. An improved approach to detection of amplitude of low-frequency fluctuation (ALFF) for resting-state fMRI: fractional ALFF. J. Neurosci. Methods 172 (2008) 137-141
93. Zou, Q., Wu, C.W., Stein, E.A., Zang, Y., Yang, Y., 2009. Static and dynamic characteristics of cerebral blood flow during the resting state. Neuroimage 48, 515-524.