The amplitude of the resting-state fMRI global signal is related to EEG vigilance measures

NeuroImage

Volumn 83, Issue , 2013, Pages 983-990

  Wong, Chi Wah ^a   Olafsson, Valur ^a   Tal, Omer ^a,b   Liu, Thomas T ^a,b  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b UNIVERSITY OF CALIFORNIA SAN DIEGO   (United States)

Author keywords

Anti correlation; Caffeine; Default mode network; Electroencephalography; Functional connectivity; Global signal; Resting state fMRI; Task positive network; Vigilance

Indexed keywords

CAFFEINE;

ADULT; ALERTNESS; ALPHA RHYTHM; ARTICLE; BETA RHYTHM; CONTROLLED STUDY; DEFAULT MODE NETWORK; DELTA RHYTHM; ELECTROENCEPHALOGRAPHY; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; MALE; NORMAL HUMAN; PRIORITY JOURNAL; TASK POSITIVE NETWORK; THETA RHYTHM;

ANTI-CORRELATION; CAFFEINE; DEFAULT MODE NETWORK; ELECTROENCEPHALOGRAPHY; FUNCTIONAL CONNECTIVITY; GLOBAL SIGNAL; RESTING-STATE FMRI; TASK POSITIVE NETWORK; VIGILANCE;

ADULT; AROUSAL; BRAIN; BRAIN MAPPING; CAFFEINE; CENTRAL NERVOUS SYSTEM STIMULANTS; ELECTROENCEPHALOGRAPHY; FEMALE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MALE; REST; SIGNAL PROCESSING, COMPUTER-ASSISTED; YOUNG ADULT;

EID: 84886423960     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2013.07.057     Document Type: Article

References (78)

1. Allen P.J., Josephs O., Turner R. A method for removing imaging artifact from continuous EEG recorded during functional MRI. NeuroImage 2000, 12:230-239.
2. Ashby F.G., Turner B.O., Horvitz J.C. Cortical and basal ganglia contributions to habit learning and automaticity. Trends Cogn. Sci. 2010, 14:208-215.
3. Barry R.J., Clarke A.R., Johnstone S.J. Caffeine and opening the eyes have additive effects on resting arousal measures. Clin. Neurophysiol. 2011, 122:2010-2015.
4. Barry R.J., Rushby J.A., Wallace M.J., Clarke A.R., Johnstone S.J., Zlojutro I. Caffeine effects on resting-state arousal. Clin. Neurophysiol. 2005, 116:2693-2700.
5. Binnewijzend M.A., Schoonheim M.M., Sanz-Arigita E., Wink A.M., van der Flier W.M., Tolboom N., Adriaanse S.M., Damoiseaux J.S., Scheltens P., van Berckel B.N., Barkhof F. Resting-state fMRI changes in Alzheimer's disease and mild cognitive impairment. Neurobiol. Aging 2012, 33:2018-2028.
6. Birn R.M. The role of physiological noise in resting-state functional connectivity. NeuroImage 2012, 62:864-870.
7. Birn R.M., Smith M.A., Jones T.B., Bandettini P.A. The respiration response function: the temporal dynamics of fMRI signal fluctuations related to changes in respiration. NeuroImage 2008, 40:644-654.
8. Biswal B., Yetkin F.Z., Haughton V.M., Hyde J.S. Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn. Reson. Med. 1995, 34:537-541.
9. Buxton R.B., Uludag K., Dubowitz D.J., Liu T.T. Modeling the hemodynamic response to brain activation. NeuroImage 2004, 23(Suppl. 1):S220-S233.
10. Chang C., Glover G.H. Effects of model-based physiological noise correction on default mode network anti-correlations and correlations. NeuroImage 2009, 47:1448-1459.
11. Chang C., Glover G.H. Time-frequency dynamics of resting-state brain connectivity measured with fMRI. NeuroImage 2010, 50:81-98.
12. Chang C., Liu Z., Chen M.C., Liu X., Duyn J.H. EEG correlates of time-varying BOLD functional connectivity. NeuroImage 2013, 72:227-236.
13. Chen Y., Parrish T.B. Caffeine's effects on cerebrovascular reactivity and coupling between cerebral blood flow and oxygen metabolism. NeuroImage 2009, 44:647-652.
14. Cox R.W. AFNI: software for analysis and visualization of functional magnetic resonance neuroimages. Comput. Biomed. Res. 1996, 29:162-173.
15. 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.
16. Debener S., Strobel A., Sorger B., Peters J., Kranczioch C., Engel A.K., Goebel R. Improved quality of auditory event-related potentials recorded simultaneously with 3-T fMRI: removal of the ballistocardiogram artefact. NeuroImage 2007, 34:587-597.
17. Delorme A., Makeig S. EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J. Neurosci. Methods 2004, 134:9-21.
18. Devore J.L., Farnum N.R. Applied Statistics for Engineers and Scientists 2005, Thomson Brooks/Cole, Belmont, CA. 2nd ed.
19. Dimpfel W., Schober F., Spuler M. The influence of caffeine on human EEG under resting conditions and during mental loads. Clin. Investig. 1993, 71:197-207.
20. Fox M.D., Raichle M.E. Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nat. Rev. Neurosci. 2007, 8:700-711.
21. 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. U. S. A. 2005, 102:9673-9678.
22. Fox M.D., Zhang D., Snyder A.Z., Raichle M.E. The global signal and observed anticorrelated resting state brain networks. J. Neurophysiol. 2009, 101:3270-3283.
23. Fransson P. Spontaneous low-frequency BOLD signal fluctuations: an fMRI investigation of the resting-state default mode of brain function hypothesis. Hum. Brain Mapp. 2005, 26:15-29.
24. Fredholm B.B., Battig K., Holmen J., Nehlig A., Zvartau E.E. Actions of caffeine in the brain with special reference to factors that contribute to its widespread use. Pharmacol. Rev. 1999, 51:83-133.
25. Fukunaga M., Horovitz S.G., van Gelderen P., de Zwart J.A., Jansma J.M., Ikonomidou V.N., Chu R., Deckers R.H., Leopold D.A., Duyn J.H. Large-amplitude, spatially correlated fluctuations in BOLD fMRI signals during extended rest and early sleep stages. Magn. Reson. Imaging 2006, 24:979-992.
26. Glover G.H., Li T.Q., Ress D. Image-based method for retrospective correction of physiological motion effects in fMRI: RETROICOR. Magn. Reson. Med. 2000, 44:162-167.
27. 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.
28. Greicius M.D., Srivastava G., Reiss A.L., Menon V. Default-mode network activity distinguishes Alzheimer's disease from healthy aging: evidence from functional MRI. Proc. Natl. Acad. Sci. U. S. A. 2004, 101:4637-4642.
29. Griffeth V.E., Buxton R.B. A theoretical framework for estimating cerebral oxygen metabolism changes using the calibrated-BOLD method: modeling the effects of blood volume distribution, hematocrit, oxygen extraction fraction, and tissue signal properties on the BOLD signal. NeuroImage 2011, 58:198-212.
30. Hampson M., Driesen N., Roth J.K., Gore J.C., Constable R.T. Functional connectivity between task-positive and task-negative brain areas and its relation to working memory performance. Magn. Reson. Imaging 2010, 28:1051-1057.
31. He H., Liu T.T. A geometric view of global signal confounds in resting-state functional MRI. NeuroImage 2012, 59:2339-2348.
32. Horovitz S.G., Fukunaga M., de Zwart J.A., van Gelderen P., Fulton S.C., Balkin T.J., Duyn J.H. Low frequency BOLD fluctuations during resting wakefulness and light sleep: a simultaneous EEG-fMRI study. Hum. Brain Mapp. 2008, 29:671-682.
33. Hutchison R.M., Womelsdorf T., Gati J.S., Everling S., Menon R.S. Resting-state networks show dynamic functional connectivity in awake humans and anesthetized macaques. Hum. Brain Mapp 2012, 10.1002/hbm.22058.
34. Jansen M., White T.P., Mullinger K.J., Liddle E.B., Gowland P.A., Francis S.T., Bowtell R., Liddle P.F. Motion-related artefacts in EEG predict neuronally plausible patterns of activation in fMRI data. NeuroImage 2012, 59:261-270.
35. Jao T., Vertes P.E., Alexander-Bloch A.F., Tang I.N., Yu Y.C., Chen J.H., Bullmore E.T. Volitional eyes opening perturbs brain dynamics and functional connectivity regardless of light input. NeuroImage 2013, 69:21-34.
36. Jobert M., Schulz H., Jahnig P., Tismer C., Bes F., Escola H. A computerized method for detecting episodes of wakefulness during sleep based on the alpha slow-wave index (ASI). Sleep 1994, 17:37-46.
37. Jones H.E., Herning R.I., Cadet J.L., Griffiths R.R. Caffeine withdrawal increases cerebral blood flow velocity and alters quantitative electroencephalography (EEG) activity. Psychopharmacology (Berl) 2000, 147:371-377.
38. 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.
39. Kiviniemi V., Vire T., Remes J., Elseoud A.A., Starck T., Tervonen O., Nikkinen J. A sliding time-window ICA reveals spatial variability of the default mode network in time. Brain Connect. 2011, 1:339-347.
40. Klimesch W. EEG alpha and theta oscillations reflect cognitive and memory performance: a review and analysis. Brain Res. Brain Res. Rev. 1999, 29:169-195.
41. Larson-Prior L.J., Zempel J.M., Nolan T.S., Prior F.W., Snyder A.Z., Raichle M.E. Cortical network functional connectivity in the descent to sleep. Proc. Natl. Acad. Sci. U. S. A. 2009, 106:4489-4494.
42. 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.
43. Laufs H., Daunizeau J., Carmichael D.W., Kleinschmidt A. Recent advances in recording electrophysiological data simultaneously with magnetic resonance imaging. NeuroImage 2008, 40:515-528.
44. Laurienti P.J., Field A.S., Burdette J.H., Maldjian J.A., Yen Y.F., Moody D.M. Dietary caffeine consumption modulates fMRI measures. NeuroImage 2002, 17:751-757.
45. Lazarus M., Shen H.Y., Cherasse Y., Qu W.M., Huang Z.L., Bass C.E., Winsky-Sommerer R., Semba K., Fredholm B.B., Boison D., Hayaishi O., Urade Y., Chen J.F. Arousal effect of caffeine depends on adenosine A2A receptors in the shell of the nucleus accumbens. J. Neurosci. 2011, 31:10067-10075.
46. Liang Z., King J., Zhang N. Anticorrelated resting-state functional connectivity in awake rat brain. NeuroImage 2012, 59:1190-1199.
47. Liau J., Perthen J.E., Liu T.T. Caffeine reduces the activation extent and contrast-to-noise ratio of the functional cerebral blood flow response but not the BOLD response. NeuroImage 2008, 42:296-305.
48. Mulderink T.A., Gitelman D.R., Mesulam M.M., Parrish T.B. On the use of caffeine as a contrast booster for BOLD fMRI studies. NeuroImage 2002, 15:37-44.
49. Muller B., Gabelein W.D., Schulz H. A taxonomic analysis of sleep stages. Sleep 2006, 29:967-974.
50. Murphy K., Birn R.M., Handwerker D.A., Jones T.B., Bandettini P.A. The impact of global signal regression on resting state correlations: are anti-correlated networks introduced?. NeuroImage 2009, 44:893-905.
51. Niazy R.K., Beckmann C.F., Iannetti G.D., Brady J.M., Smith S.M. Removal of FMRI environment artifacts from EEG data using optimal basis sets. NeuroImage 2005, 28:720-737.
52. Olbrich S., Mulert C., Karch S., Trenner M., Leicht G., Pogarell O., Hegerl U. EEG-vigilance and BOLD effect during simultaneous EEG/fMRI measurement. NeuroImage 2009, 45:319-332.
53. Pelligrino D.A., Xu H.L., Vetri F. Caffeine and the control of cerebral hemodynamics. J. Alzheimers Dis. 2010, 20(Suppl. 1):S51-S62.
54. Popa D., Popescu A.T., Pare D. Contrasting activity profile of two distributed cortical networks as a function of attentional demands. J. Neurosci. 2009, 29:1191-1201.
55. Power J.D., Barnes K.A., Snyder A.Z., Schlaggar B.L., Petersen S.E. Spurious but systematic correlations in functional connectivity MRI networks arise from subject motion. NeuroImage 2012, 59:2142-2154.
56. Rack-Gomer A.L., Liu T.T. Caffeine increases the temporal variability of resting-state BOLD connectivity in the motor cortex. NeuroImage 2012, 59:2994-3002.
57. 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. U. S. A. 2001, 98:676-682.
58. Reeves R.R., Struve F.A., Patrick G. Topographic quantitative EEG response to acute caffeine withdrawal: a comprehensive analysis of multiple quantitative variables. Clin. Electroencephalogr. 2002, 33:178-188.
59. Sakoglu U., Pearlson G.D., Kiehl K.A., Wang Y.M., Michael A.M., Calhoun V.D. A method for evaluating dynamic functional network connectivity and task-modulation: application to schizophrenia. MAGMA 2010, 23:351-366.
60. Samann P.G., Wehrle R., Hoehn D., Spoormaker V.I., Peters H., Tully C., Holsboer F., Czisch M. Development of the brain's default mode network from wakefulness to slow wave sleep. Cereb. Cortex 2011, 21:2082-2093.
61. Scholvinck 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. U. S. A. 2010, 107:10238-10243.
62. Siepmann M., Kirch W. Effects of caffeine on topographic quantitative EEG. Neuropsychobiology 2002, 45:161-166.
63. Smith A. Effects of caffeine on human behavior. Food Chem. Toxicol. 2002, 40:1243-1255.
64. Smith S.M., Jenkinson M., Woolrich M.W., Beckmann C.F., Behrens T.E., Johansen-Berg H., Bannister P.R., De Luca M., Drobnjak I., Flitney D.E., Niazy R.K., Saunders J., Vickers J., Zhang Y., De Stefano N., Brady J.M., Matthews P.M. Advances in functional and structural MR image analysis and implementation as FSL. NeuroImage 2004, 23(Suppl. 1):S208-S219.
65. Stamatakis E.A., Adapa R.M., Absalom A.R., Menon D.K. Changes in resting neural connectivity during propofol sedation. PLoS One 2010, 5:e14224.
66. Tagliazucchi E., von Wegner F., Morzelewski A., Borisov S., Jahnke K., Laufs H. Automatic sleep staging using fMRI functional connectivity data. NeuroImage 2012, 63:63-72.
67. 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.
68. Tal O., Diwakar M., Wong C.-W., Olafsson V., Lee R., Huang M.-X., Liu T. Caffeine-induced global reductions in resting-state BOLD connectivity reflect widespread decreases in MEG connectivity. Front. Hum. Neurosci. 2013, 7.
69. Tononi G. An information integration theory of consciousness. BMC Neurosci. 2004, 5:42.
70. Van Dijk K.R., Sabuncu M.R., Buckner R.L. The influence of head motion on intrinsic functional connectivity MRI. NeuroImage 2012, 59:431-438.
71. Van Dort C.J., Baghdoyan H.A., Lydic R. Adenosine A(1) and A(2A) receptors in mouse prefrontal cortex modulate acetylcholine release and behavioral arousal. J. Neurosci. 2009, 29:871-881.
72. Viola F.C., Thorne J., Edmonds B., Schneider T., Eichele T., Debener S. Semi-automatic identification of independent components representing EEG artifact. Clin. Neurophysiol. 2009, 120:868-877.
73. Wang L., Zang Y., He Y., Liang M., Zhang X., Tian L., Wu T., Jiang T., Li K. Changes in hippocampal connectivity in the early stages of Alzheimer's disease: evidence from resting state fMRI. NeuroImage 2006, 31:496-504.
74. Weissenbacher A., Kasess C., Gerstl F., Lanzenberger R., Moser E., Windischberger C. Correlations and anticorrelations in resting-state functional connectivity MRI: a quantitative comparison of preprocessing strategies. NeuroImage 2009, 47:1408-1416.
75. Wong C.W., Olafsson V., Tal O., Liu T.T. Anti-correlated networks, global signal regression, and the effects of caffeine in resting-state functional MRI. NeuroImage 2012, 63:356-364.
76. Woolrich M.W., Jbabdi S., Patenaude B., Chappell M., Makni S., Behrens T., Beckmann C., Jenkinson M., Smith S.M. Bayesian analysis of neuroimaging data in FSL. NeuroImage 2009, 45:S173-S186.
77. Xie C., Bai F., Yu H., Shi Y., Yuan Y., Chen G., Li W., Chen G., Zhang Z., Li S.J. Abnormal insula functional network is associated with episodic memory decline in amnestic mild cognitive impairment. NeuroImage 2012, 63:320-327.
78. Zou Q.H., Long X.Y., Zuo X.N., Yan C.G., Zhu C.Z., Yang Y.H., Liu D.Q., He Y., Zang Y.F. Functional connectivity between the thalamus and visual cortex under eyes closed and eyes open conditions: a resting-state fMRI study. Human. Brain Mapping. 2009, 30:3066-3078.