Influence of epoch length on measurement of dynamic functional connectivity in wakefulness and behavioural validation in sleep

NeuroImage

Volumn 112, Issue , 2015, Pages 169-179

  Wilson, Rebecca S ^a   Mayhew, Stephen D ^a   Rollings, David T ^a,b   Goldstone, Aimee ^a   Przezdzik, Izabela ^a   Arvanitis, Theodoros N ^c   Bagshaw, Andrew P ^a  

^a UNIVERSITY OF BIRMINGHAM   (United Kingdom)

^b QUEEN ELIZABETH HOSPITAL   (United Kingdom)

^c UNIVERSITY OF WARWICK   (United Kingdom)

Author keywords

Dynamic functional connectivity; NREM sleep; Seed based analysis

Indexed keywords

ADULT; ARTICLE; BRAIN FUNCTION; CONNECTOME; DEFAULT MODE NETWORK; FEMALE; FUNCTIONAL CONNECTIVITY; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; MALE; NERVOUS SYSTEM PARAMETERS; NONREM SLEEP; NORMAL HUMAN; POSTERIOR CINGULATE; PRIORITY JOURNAL; SLEEP; SLEEP TIME; SLEEP WAKING CYCLE; VALIDATION PROCESS; WAKEFULNESS; BEHAVIOR; CINGULATE GYRUS; ELECTROENCEPHALOGRAPHY; HEMISPHERIC DOMINANCE; NERVE TRACT; NUCLEAR MAGNETIC RESONANCE IMAGING; PHYSIOLOGY; SLEEP STAGE;

ADULT; BEHAVIOR; ELECTROENCEPHALOGRAPHY; FEMALE; FUNCTIONAL LATERALITY; GYRUS CINGULI; HUMANS; MAGNETIC RESONANCE IMAGING; MALE; NEURAL PATHWAYS; SLEEP; SLEEP STAGES; WAKEFULNESS;

EID: 84925131205     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2015.02.061     Document Type: Article

References (73)

1. AASM The AASM manual for the scoring of sleep and associated events: rules, terminology and technical specifications 2007, American Academy of Sleep Medicine.
2. Achermann P., Borbély A.A. Sleep homeostasis and models of sleep regulation. Principles and Practice of Sleep Medicine 2010, 431-444. Saunders, Philadelphia. 5th ed.
3. Allen E.A., Damaraju E., Plis S.M., Erhardt E.B., Eichele T., Calhoun V.D. Tracking whole-brain connectivity dynamics in the resting state. Cereb. Cortex 2014, 24:663-676.
4. Bagshaw A.P., Cavanna A.E. Resting state networks in paroxysmal disorders of consciousness. Epilepsy Behav. 2013, 26:290-294.
5. Basner M., Rao H., Goel N., Dinges D.F. Sleep deprivation and neurobehavioral dynamics. Curr. Opin. Neurobiol. 2013, 1-10.
6. Beckmann C.F., Smith S.M. Probabilistic independent component analysis for functional magnetic resonance imaging. Medical Imaging, IEEE Transactions on 2004, 23(2):137-152.
7. Borbély A.A., Achermann P. Sleep Homeostasis and Models of Sleep Regulation 1999.
8. Borbély A.A., Baumann F., Brandeis D., Strauch I., Lehmann D. Sleep deprivation: effect on sleep stages and EEG power density in man. Electroencephalogr. Clin. Neurophysiol. 1981, 51:483-493.
9. Brodbeck V., Kuhn A., von Wegner F., Morzelewski A., Tagliazucchi E., Borisov S.,., Laufs H. EEG microstates of wakefulness and NREM sleep. Neuroimage 2012, 62:2129-2139.
10. Brookes M.J., Hale J.R., Zumer J.M., Stevenson C.M., Francis S.T., Barnes G.R.,., Nagarajan S.S. Measuring functional connectivity using MEG: methodology and comparison with fcMRI. Neuroimage 2011, 56:1082-1104.
11. Broyd S.J., Demanuele C., Debener S., Helps S.K., James C.J., Sonuga-Barke E.J.S. Default-mode brain dysfunction in mental disorders: a systematic review. Neurosci. Biobehav. Rev. 2009, 33:279-296.
12. Brunner D.P., Dijk D., Tobler I., Borbrly A.A. Effect of partial sleep deprivation on sleep stages and EEG power spectra: evidence for n o n - R E M and R E M sleep homeostasis 1990, 492-499.
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. Buckner R.L., Krienen F.M., Yeo B.T.T. Opportunities and limitations of intrinsic functional connectivity MRI. Nat. Neurosci. 2013, 16:832-837.
15. Carskadon M.A., Brown E.D., Dement W.C. Sleep fragmentation in the elderly: relationship to daytime sleep tendency. Neurobiol. Aging 1982, 3:321-327.
16. Cavanna A.E., Trimble M.R. The precuneus: a review of its functional anatomy and behavioural correlates. Brain 2006, 129:564-583.
17. Chang C., Glover G.H. Time-frequency dynamics of resting-state brain connectivity measured with fMRI. Neuroimage 2010, 50:81-98.
18. 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.
19. Cole M.W., Pathak S., Schneider W. Identifying the brain's most globally connected regions. Neuroimage 2010, 49:3132-3148.
20. Damoiseaux J.S., Rombouts S.A.R.B., 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 Havas J.a, Parimal S., Soon C.S., Chee M.W.L. Sleep deprivation reduces default mode network connectivity and anti-correlation during rest and task performance. Neuroimage 2012, 59:1745-1751.
22. Deco G., Hagmann P., Hudetz A.G., Tononi G. Modeling resting-state functional networks when the cortex falls sleep: local and global changes. Cereb. Cortex 2013, 10.1093/cercor/bht176.
23. Duyn J.H. EEG-fMRI methods for the study of brain networks during sleep. Front. Neurol. 2012, 3:100.
24. Fox M.D., Greicius M. Clinical applications of resting state functional connectivity. Front. Syst. Neurosci. 2010, 4. 10.3389/fnsys.2010.00019.
25. 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. Proceedings of the National Academy of Sciences of the United States of America 2005, 102(27):9673-9678.
26. 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.
27. 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.
28. Fransson P., Marrelec G. The precuneus/posterior cingulate cortex plays a pivotal role in the default mode network: evidence from a partial correlation network analysis. Neuroimage 2008, 42:1178-1184.
29. Friston K.J. Functional and effective connectivity: a review. Brain Connectivity 2011, 1:13-36.
30. Garrett D.D., Samanez-Larkin G.R., Macdonald S.W.S., Lindenberger U., McIntosh A.R., Grady C.L. Moment-to-moment brain signal variability: a next frontier in human brain mapping?. Neurosci. Biobehav. Rev. 2013, 37:610-624.
31. Gonzalez-Castillo J., Handwerker D.a., Robinson M.E., Hoy C.W., Buchanan L.C., Saad Z.S., Bandettini P.a. The spatial structure of resting state connectivity stability on the scale of minutes. Front. Neurosci. 2014, 8:1-19.
32. Gotts S.J., Saad Z.S., Jo H.J., Wallace G.L., Cox R.W., Martin A. The perils of global signal regression for group comparisons: a case study of Autism Spectrum Disorders. Front. Hum. Neurosci. 2013, 7:356.
33. Gusnard D.A., Raichle M.E. Searching for a baseline: functional imaging and the resting human brain. Nat. Rev. Neurosci. 2001, 2:685-694.
34. Heine L., Soddu A., Gómez F., Vanhaudenhuyse A., Tshibanda L., Thonnard M.,., Demertzi A. Resting state networks and consciousness: alterations of multiple resting state network connectivity in physiological, pharmacological, and pathological consciousness States. Front. Psychol. 2012, 3:295.
35. Hellyer P.J., Shanahan M., Scott G., Wise R.J.S., Sharp D.J., Leech R. The control of global brain dynamics: opposing actions of frontoparietal control and default mode networks on attention. J. Neurosci. 2014, 34:451-461.
36. 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.
37. Horovitz S.G., Braun A.R., Carr W.S., Picchioni D., Balkin T.J., Fukunaga M., Duyn J.H. Decoupling of the brain's default mode network during deep sleep. Proc. Natl. Acad. Sci. 2009, 106:11376-11381.
38. 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, 00. 10.1002/hbm.22058.
39. Jerbi K., Vidal J.R., Ossandon T., Dalal S.S., Jung J., Hoffmann D.,., Lachaux J.-P. Exploring the electrophysiological correlates of the default-mode network with intracerebral EEG. Front. Syst. Neurosci. 2010, 4:27.
40. Keller C.J., Bickel S., Honey C.J., Groppe D.M., Entz L., Craddock R.C.,., Mehta A.D. Neurophysiological investigation of spontaneous correlated and anticorrelated fluctuations of the BOLD signal. J. Neurosci. 2013, 33:6333-6342.
41. Khalsa S., Mayhew S.D., Chechlacz M., Bagary M., Bagshaw A.P. The structural and functional connectivity of the posterior cingulate cortex: comparison between deterministic and probabilistic tractography for the investigation of structure-function relationships. Neuroimage 2013, 10.1016/j.neuroimage.2013.12.022.
42. Killgore W.D.S. Effects of Sleep deprivation on Cognition. Human Sleep and cognition: Basic Research, 185 2010, 105:105-129. G.A. Kerkhof, H.P.A. Van Dongen (Eds.).
43. Killgore W.D.S., Schwab Z.J., Weiner M.R. Self-reported nocturnal sleep duration is associated with next-day resting state functional connectivity. Neuroreport 2012, 23:741-745.
44. Knoblauch V., Martens W.L., Wirz-Justice A., Cajochen C. Human sleep spindle characteristics after sleep deprivation. Clin. Neurophysiol. 2003, 114:2258-2267.
45. Koike T., Kan S., Misaki M., Miyauchi S. Connectivity pattern changes in default-mode network with deep non-REM and REM sleep. Neurosci. Res. 2011, 69:322-330.
46. 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.
47. Larson-prior L.J., Power J.D., Vincent J.L., Nolan T.S., Coalson R.S., Zempel J.,., Petersen S.E. Modulation of the brain' s functional network architecture in the transition from wake to sleep. Slow Brain Oscillations of Sleep Resting State and Vigilance 2011, 193:277-294.
48. Leech R., Braga R., Sharp D.J. Echoes of the brain within the posterior cingulate cortex. J. Neurosci. 2012, 32:215-222.
49. Leonardi N., Van De Ville D. On spurious and real fluctuations of dynamic functional connectivity during rest. Neuroimage 2014, 3-9.
50. Mandelkow H., Halder P., Boesiger P., Brandeis D. Synchronization facilitates removal of MRI artefacts from concurrent EEG recordings and increases usable bandwidth. Neuroimage 2006, 32:1120-1126.
51. Massimini M., Ferrarelli F., Huber R., Esser S.K., Singh H., Tononi G. Breakdown of cortical effective connectivity during sleep. Science (New York, N.Y.) 2005, 309:2228-2232.
52. Mayhew S.D., Hylands-White N., Porcaro C., Derbyshire S.W., Bagshaw A.P. Intrinsic variability in the human response to pain is assembled from multiple, dynamic brain processes. Neuroimage 2013, 75:68-78.
53. McCoy J.G., Strecker R.E. The cognitive cost of sleep lost. Neurobiol. Learn. Mem. 2011, 96:564-582.
54. Miller K.J., Weaver K.E., Ojemann J.G. Direct electrophysiological measurement of human default network areas. Proc. Natl. Acad. Sci. U. S. A. 2009, 106:12174-12177.
55. Peres I., Vetter C., Blautzik J., Reiser M., Pöppel E., Meindl T.,., Gutyrchik E. Chronotype predicts activity patterns in the neural underpinnings of the motor system during the day. Chronobiol. Int. 2011, 28:883-889.
56. Przezdzik I., Bagshaw A.P., Mayhew S.D. Some brains are more strongly functionally connected than others: a resting-state fMRI study of inter and intra network coherence. #2262 Proc ISMRM 2013.
57. Sadaghiani S., Hesselmann G., Friston K.J., Kleinschmidt A. The relation of ongoing brain activity, evoked neural responses, and cognition. Frontiers in systems neuroscience 2010, 4.
58. Sakoğlu 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.
59. Sämann P.G., Tully C., Spoormaker V.I., Wetter T.C., Holsboer F., Wehrle R., Czisch M. Increased sleep pressure reduces resting state functional connectivity. MAGMA 2010, 23:375-389.
60. Sämann P.G., Wehrle R., Hoehn D., Spoormaker V.I., Peters H., Tully C.,., Czisch M. Development of the brain's default mode network from wakefulness to slow wave sleep. Cereb. Cortex 2011, 21:2082-2093.
61. Schmidt C., Peigneux P., Leclercq Y., Sterpenich V., Vandewalle G., Phillips C.,., Collette F. Circadian preference modulates the neural substrate of conflict processing across the day. PLoS One 2012, 7:e29658.
62. Spoormaker V.I., Schroter M.S., Gleiser P.M., Andrade K.C., Dresler M., Wehrle R.,., Czisch M. Development of a large-scale functional brain network during human non-rapid eye movement sleep. J. Neurosci. 2010, 30:11379-11387.
63. Stepanski E.J. The effect of sleep fragmentation on daytime function. Sleep 2002, 25:268-276.
64. Stevens W.D., Spreng R.N. Resting-state functional connectivity MRI reveals active processes central to cognition. Wiley Interdiscip. Rev. Cogn. Sci. 2014, 5:233-245.
65. Tagliazucchi E., Laufs H. Decoding wakefulness levels from typical fMRI resting-state data reveals reliable drifts between wakefulness and sleep. Neuron 2014, 82:695-708.
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. Thompson G.J., Merritt M.D., Pan W.-J., Magnuson M.E., Grooms J.K., Jaeger D., Keilholz S.D. Neural correlates of time-varying functional connectivity in the rat. Neuroimage 2013, 83:826-836.
69. Uehara T., Yamasaki T., Okamoto T., Koike T., Kan S., Miyauchi S.,., Tobimatsu S. Efficiency of a "small-world" brain network depends on consciousness level: a resting-state fMRI study. Cereb. Cortex 2013, 1-11.
70. Van Dijk K.R.A., 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.
71. Vanhaudenhuyse A., Noirhomme Q., Tshibanda L.J.-F., Bruno M.-A., Boveroux P., Schnakers C.,., Boly M. Default network connectivity reflects the level of consciousness in non-communicative brain-damaged patients. Brain 2010, 133:161-171.
72. Whitlow C.T., Casanova R., Maldjian J.A. Effect of resting-state functional MR imaging duration on stability of graph theory metrics of brain network connectivity. Radiology 2011, 259:516-524.
73. Zalesky A., Fornito A., Cocchi L., Gollo L.L., Breakspear M. Time-resolved resting-state brain networks. Proc. Natl. Acad. Sci. U. S. A. 2014, 10.1073/pnas.1400181111.