Breakdown of long-range temporal dependence in default mode and attention networks during deep sleep

Proceedings of the National Academy of Sciences of the United States of America

Volumn 110, Issue 38, 2013, Pages 15419-15424

  Tagliazucchi, Enzo ^a   Von Wegner, Frederic ^a   Morzelewski, Astrid ^a   Brodbeck, Verena ^a   Jahnke, Kolja ^a   Laufs, Helmut ^a,b  

^a GOETHE UNIVERSITY   (Germany)

^b UNIVERSITY HOSPITAL SCHLESWIG HOLSTEIN   (Germany)

Author keywords

Consciousness; EEG functional MRI; Long range correlations; Multi modal; Resting state

Indexed keywords

ARTICLE; ATTENTION; AWARENESS; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; LONG TERM MEMORY; NONREM SLEEP; OXYGEN BLOOD LEVEL; PRIORITY JOURNAL; REM SLEEP; RESTING STATE NETWORK; SENSORY CORTEX; TEMPORAL CORTEX; WAKEFULNESS;

CONSCIOUSNESS; EEG-FUNCTIONAL MRI; LONG-RANGE CORRELATIONS; MULTI-MODAL; RESTING STATE;

ANALYSIS OF VARIANCE; ATTENTION; AWARENESS; ELECTROENCEPHALOGRAPHY; EYE MOVEMENTS; HUMANS; MAGNETIC RESONANCE IMAGING; MODELS, BIOLOGICAL; OXYGEN; SLEEP; TIME FACTORS; WAKEFULNESS;

EID: 84884327963     PISSN: 00278424     EISSN: 10916490     Source Type: Journal    
DOI: 10.1073/pnas.1312848110     Document Type: Article

References (57)

1. Raichle ME (2006) Neuroscience. The brain's dark energy. Science 314(5803):1249-1250.
2. Greicius MD, Krasnow B, Reiss AL, Menon V (2003) Functional connectivity in the resting brain: A network analysis of the default mode hypothesis. Proc Natl Acad Sci USA 100(1):253-258.
3. Beckmann CF, DeLuca M, Devlin JT, Smith SM (2005) Investigations into resting-state connectivity using independent component analysis. Philos Trans R Soc Lond B Biol Sci 360(1457):1001-1013.
4. Damoiseaux JS, et al. (2006) Consistent resting-state networks across healthy subjects. Proc Natl Acad Sci USA 103(37):13848-13853.
5. Smith SM, et al. (2009) Correspondence of the brain's functional architecture during activation and rest. Proc Natl Acad Sci USA 106(31):13040-13045.
6. Larson-Prior LJ, et al. (2009) Cortical network functional connectivity in the descent to sleep. Proc Natl Acad Sci USA 106(11):4489-4494.
7. Boly M, et al. (2008) Intrinsic brain activity in altered states of consciousness: How conscious is the default mode of brain function? Ann N Y Acad Sci 1129:119-129.
8. Boly M, et al. (2012) Hierarchical clustering of brain activity during human nonrapid eye movement sleep. Proc Natl Acad Sci USA 109(15):5856-5861.
9. Raichle ME, et al. (2001) A default mode of brain function. Proc Natl Acad Sci USA 98(2):676-682.
10. Spreng RN, Grady CL (2010) Patterns of brain activity supporting autobiographical memory, prospection, and theory of mind, and their relationship to the default mode network. J Cogn Neurosci 22(6):1112-1123.
11. Horovitz SG, et al. (2009) Decoupling of the brain's default mode network during deep sleep. Proc Natl Acad Sci USA 106(27):11376-11381.
12. Sämann PG, et al. (2011) Development of the brain's default mode network from wakefulness to slow wave sleep. Cereb Cortex 21(9):2082-2093.
13. Spoormaker VI, Gleiser PM, Czisch M (2012) Frontoparietal connectivity and hierarchical structure of the brain's functional network during sleep. Front Neurol 3:80.
14. Tagliazucchi E, et al. (2013) Large-scale brain functional modularity is reflected in slow electroencephalographic rhythms across the human non-rapid eye movement sleep cycle. Neuroimage 70:327-339.
15. Tononi G (2008) Consciousness as integrated information: A provisional manifesto. Biol Bull 215(3):216-242.
16. Maxim V, et al. (2005) Fractional Gaussian noise, functional MRI and Alzheimer's disease. Neuroimage 25(1):141-158.
17. He BJ (2011) Scale-free properties of the functional magnetic resonance imaging signal during rest and task. J Neurosci 31(39):13786-13795.
18. Ciuciu P, Varoquaux G, Abry P, Sadaghiani S, Kleinschmidt A (2012) Scale-free and multifractal time dynamics of fMRI signals during rest and task. Front Physiol 3:186.
19. Bullmore E, et al. (2009) Generic aspects of complexity in brain imaging data and other biological systems. Neuroimage 47(3):1125-1134.
20. Chialvo DR (2010) Emergent complex neural dynamics. Nature Phys 6:744-750.
21. Linkenkaer-Hansen K, Nikouline VV, Palva JM, Ilmoniemi RJ (2001) Long-range temporal correlations and scaling behavior in human brain oscillations. J Neurosci 21(4):1370-1377.
22. Van de Ville D, Britz J, Michel CM (2010) EEG microstate sequences in healthy humans at rest reveal scale-free dynamics. Proc Natl Acad Sci USA 107(42):18179-18184.
23. Miller KJ, Sorensen LB, Ojemann JG, den Nijs M (2009) Power-law scaling in the brain surface electric potential. PLoS Comput Biol 5(12):e1000609.
24. He BJ, Zempel JM, Snyder AZ, Raichle ME (2010) The temporal structures and functional significance of scale-free brain activity. Neuron 66(3):353-369.
25. Gilden DL, Thornton T, Mallon MW (1995) 1/f noise in human cognition. Science 267(5205):1837-1839.
26. Shelhamer M, Joiner WM (2003) Saccades exhibit abrupt transition between reactive and predictive; predictive saccade sequences have long-term correlations. J Neurophysiol 90(4):2763-2769.
27. Monto S, Palva S, Voipio J, Palva JM (2008) Very slow EEG fluctuations predict the dynamics of stimulus detection and oscillation amplitudes in humans. J Neurosci 28(33):8268-8272.
28. Palva JM, et al. (2013) Neuronal long-range temporal correlations and avalanche dynamics are correlated with behavioral scaling laws. Proc Natl Acad Sci USA 110(9): 3585-3590.
29. Fukunaga M, et al. (2006) Large-amplitude, spatially correlated fluctuations in BOLD fMRI signals during extended rest and early sleep stages. Magn Reson Imaging 24(8): 979-992.
30. Horovitz SG, et al. (2008) Low frequency BOLD fluctuations during resting wakefulness and light sleep: A simultaneous EEG-fMRI study. Hum Brain Mapp 29(6):671-682.
31. Laureys S, Tononi G, eds (2011) The Neurology of Consciousness: Cognitive Neuroscience and Neuropathology (Academic, London).
32. Wink AM, Bullmore E, Barnes A, Bernard F, Suckling J (2008) Monofractal and multifractal dynamics of low frequency endogenous brain oscillations in functional MRI. Hum Brain Mapp 29(7):791-801.
33. Peng CK, Havlin S, Stanley HE, Goldberger AL (1995) Quantification of scaling exponents and crossover phenomena in nonstationary heartbeat time series. Chaos 5(1): 82-87.
34. Balduzzi D, Tononi G (2008) Integrated information in discrete dynamical systems: Motivation and theoretical framework. PLoS Comput Biol 4(6):e1000091.
35. Loomis AL, Harvey EN, Hobart G (1935) Further observations on the potential rhythms of the cerebral cortex during sleep. Science 82(2122):198-200.
36. Acharya U R, Faust O, Kannathal N, Chua T, Laxminarayan S (2005) Non-linear analysis of EEG signals at various sleep stages. Comput Methods Programs Biomed 80(1): 37-45.
37. Spoormaker VI, Czisch M, Maquet P, Jäncke L (2011) Large-scale functional brain networks in human non-rapid eye movement sleep: Insights from combined electroencephalographic/ functional magnetic resonance imaging studies. Philos Trans A Math Phys Eng Sci 369(1952):3708-3729.
38. Tagliazucchi E, et al. (2012) Automatic sleep staging using fMRI functional connectivity data. Neuroimage 63(1):63-72.
39. Honey CJ, et al. (2009) Predicting human resting-state functional connectivity from structural connectivity. Proc Natl Acad Sci USA 106(6):2035-2040.
40. Greicius MD, Supekar K, Menon V, Dougherty RF (2009) Resting-state functional connectivity reflects structural connectivity in the default mode network. Cereb Cortex 19(1):72-78.
41. Laufs H, Lengler U, Hamandi K, Kleinschmidt A, Krakow K (2006) Linking generalized spike-and-wave discharges and resting state brain activity by using EEG/fMRI in a patient with absence seizures. Epilepsia 47(2):444-448.
42. Gotman J, et al. (2005) Generalized epileptic discharges show thalamocortical activation and suspension of the default state of the brain. Proc Natl Acad Sci USA 102(42):15236-15240.
43. Fransson P (2006) How default is the default mode of brain function? Further evidence from intrinsic BOLD signal fluctuations. Neuropsychologia 44(14):2836-2845.
44. Czisch M, et al. (2004) Functional MRI during sleep: BOLD signal decreases and their electrophysiological correlates. Eur J Neurosci 20(2):566-574.
45. Jahnke K, et al. (2012) To wake or not to wake? The two-sided nature of the human K-complex. Neuroimage 59(2):1631-1638.
46. Laufs H, et al. (2003) Electroencephalographic signatures of attentional and cognitive default modes in spontaneous brain activity fluctuations at rest. Proc Natl Acad Sci USA 100(19):11053-11058.
47. He BJ, Raichle ME (2009) The fMRI signal, slow cortical potential and consciousness. Trends Cogn Sci 13(7):302-309.
48. He BJ, Snyder AZ, Zempel JM, Smyth MD, Raichle ME (2008) Electrophysiological correlates of the brain's intrinsic large-scale functional architecture. Proc Natl Acad Sci USA 105(41):16039-16044.
49. Bak P, Tang C, Wiesenfeld K (1987) Self-organized criticality: An explanation of the 1/f noise. Phys Rev Lett 59(4):381-384.
50. Expert P, et al. (2011) Self-similar correlation function in brain resting-state functional magnetic resonance imaging. J R Soc Interface 8(57):472-479.
51. Tagliazucchi E, Balenzuela P, Fraiman D, Chialvo DR (2012) Criticality in large-scale brain FMRI dynamics unveiled by a novel point process analysis. Front Physiol 3:15.
52. Haimovici A, Tagliazucchi E, Balenzuela P, Chialvo DR (2013) Brain organization into resting state networks emerges at criticality on a model of the human connectome. Phys Rev Lett 110(17):178101.
53. Priesemann V, Valderrama M, Wibral M, Le Van Quyen M (2013) Neuronal avalanches differ from wakefulness to deep sleep-evidence from intracranial depth recordings in humans. PLoS Comput Biol 9(3):e1002985.
54. Allen PJ, Polizzi G, Krakow K, Fish DR, Lemieux L (1998) Identification of EEG events in the MR scanner: The problem of pulse artifact and a method for its subtraction. Neuroimage 8(3):229-239.
55. AASM (2007) The AASM Manual for the Scoring of Sleep and Associated Events: Rules, Terminology and Technical Specifications (American Academy of Sleep Medicine, Chicago).
56. Glover GH, Li TQ, Ress D (2000) Image-based method for retrospective correction of physiological motion effects in fMRI: RETROICOR. Magn Reson Med 44(1):162-167.
57. Lemieux L, Salek-Haddadi A, Lund TE, Laufs H, Carmichael D (2007) Modelling large motion events in fMRI studies of patients with epilepsy. Magn Reson Imaging 25(6): 894-901.