Sleep spindles are locally modulated by training on a brain-computer interface

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

Volumn 109, Issue 45, 2012, Pages 18583-18588

  Johnson, Lise A ^a,b   Blakely, Tim ^c   Hermes, Dora ^d   Hakimian, Shahin ^e,f   Ramsey, Nick F ^d   Ojemann, Jeffrey G ^a,g  

^a UNIVERSITY OF WASHINGTON SCHOOL OF MEDICINE   (United States)

^b Center for Sensorimotor Neural Engineering   (United States)

^c University of Washington   (United States)

^d UNIVERSITY MEDICAL CENTER UTRECHT   (Netherlands)

^e UNIVERSITY OF WASHINGTON   (United States)

^f UNIVERSITY OF WASHINGTON   (United States)

^g SEATTLE CHILDREN S RESEARCH INSTITUTE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADOLESCENT; ADULT; ARTICLE; BRAIN COMPUTER INTERFACE; CLINICAL ARTICLE; CONTROLLED STUDY; ELECTROCORTICOGRAPHY; FEMALE; HUMAN; LEARNING; MALE; MOTOR CORTEX; NERVE CELL PLASTICITY; PREMOTOR CORTEX; PRIORITY JOURNAL; SLEEP; TASK PERFORMANCE; TRAINING; WAKEFULNESS;

ADOLESCENT; ADULT; BRAIN-COMPUTER INTERFACES; CLUSTER ANALYSIS; ELECTRODES; FEMALE; HUMANS; MALE; SLEEP; YOUNG ADULT;

EID: 84868527057     PISSN: 00278424     EISSN: 10916490     Source Type: Journal    
DOI: 10.1073/pnas.1207532109     Document Type: Article

References (40)

1. Stickgold R (2005) Sleep-dependent memory consolidation. Nature 437(7063):1272-1278.
2. Steriade M (2003) The corticothalamic system in sleep. Front Biosci 8:d878-d899.
3. Mölle M, Marshall L, Gais S, Born J (2002) Grouping of spindle activity during slow oscillations in human non-rapid eye movement sleep. J Neurosci 22(24):10941-10947. (Pubitemid 36005170)
4. Coulon P, Budde T, Pape H-C (2012) The sleep relay - the role of the thalamus in central and decentral sleep regulation. Pflugers Arch 463(1):53-71.
5. Gais S, Mölle M, Helms K, Born J (2002) Learning-dependent increases in sleep spindle density. J Neurosci 22(15):6830-6834. (Pubitemid 35386440)
6. Clemens Z, Fabó D, Halász P (2005) Overnight verbal memory retention correlates with the number of sleep spindles. Neuroscience 132(2):529-535. (Pubitemid 40417924)
7. Eschenko O, Mölle M, Born J, Sara SJ (2006) Elevated sleep spindle density after learning or after retrieval in rats. J Neurosci 26(50):12914-12920. (Pubitemid 44954611)
8. Siapas AG, Wilson MA (1998) Coordinated interactions between hippocampal ripples and cortical spindles during slow-wave sleep. Neuron 21(5):1123-1128. (Pubitemid 29018081)
9. Sirota A, Csicsvari J, Buhl D, Buzsáki G (2003) Communication between neocortex and hippocampus during sleep in rodents. Proc Natl Acad Sci USA 100(4):2065-2069. (Pubitemid 36254574)
10. Johnson LA, Euston DR, Tatsuno M, McNaughton BL (2010) Stored-trace reactivation in rat prefrontal cortex is correlated with down-to-up state fluctuation density. J Neurosci 30(7):2650-2661.
11. Sejnowski TJ, Destexhe A (2000) Why do we sleep? Brain Res 886(1-2):208-223.
12. Steriade M, Timofeev I (2003) Neuronal plasticity in thalamocortical networks during sleep and waking oscillations. Neuron 37(4):563-576. (Pubitemid 36262979)
13. Peyrache A, Battaglia FP, Destexhe A (2011) Inhibition recruitment in prefrontal cortex during sleep spindles and gating of hippocampal inputs. Proc Natl Acad Sci USA 108(41):17207-17212.
14. Smith C, MacNeill C (1994) Impaired motor memory for a pursuit rotor task following Stage 2 sleep loss in college students. J Sleep Res 3:206-213.
15. Walker MP, Brakefield T, Morgan A, Hobson JA, Stickgold R (2002) Practice with sleep makes perfect: Sleep-dependent motor skill learning. Neuron 35(1):205-211. (Pubitemid 34804334)
16. Fogel SM, Smith CT (2006) Learning-dependent changes in sleep spindles and Stage 2 sleep. J Sleep Res 15(3):250-255. (Pubitemid 44215541)
17. Nishida M, Walker MP (2007) Daytime naps, motor memory consolidation and regionally specific sleep spindles. PLoS ONE 2(4):e341.
18. Dehghani N, Cash SS, Rossetti AO, Chen CC, Halgren E (2010) Magnetoencephalography demonstrates multiple asynchronous generators during human sleep spindles. J Neurophysiol 104(1):179-188.
19. Bonjean M, et al. (2012) Interactions between core and matrix thalamocortical projections in human sleep spindle synchronization. J Neurosci 32(15):5250-5263.
20. Nir Y, et al. (2011) Regional slow waves and spindles in human sleep. Neuron 70(1):153-169.
21. Pfurtscheller G, Graimann B, Huggins JE, Levine SP, Schuh LA (2003) Spatiotemporal patterns of beta desynchronization and gamma synchronization in corticographic data during self-paced movement. Clin Neurophysiol 114(7):1226-1236. (Pubitemid 36776820)
22. Miller KJ, et al. (2007) Spectral changes in cortical surface potentials during motor movement. J Neurosci 27(9):2424-2432. (Pubitemid 46340971)
23. Wolpaw JR, McFarland DJ, Neat GW, Forneris CA (1991) An EEG-based brain-computer interface for cursor control. Electroencephalogr Clin Neurophysiol 78(3):252-259.
24. Leuthardt EC, Schalk G, Wolpaw JR, Ojemann JG, Moran DW (2004) A brain-computer interface using electrocorticographic signals in humans. J Neural Eng 1(2):63-71. (Pubitemid 41079659)
25. Blakely T, Miller KJ, Zanos SP, Rao RPN, Ojemann JG (2009) Robust, long-term control of an electrocorticographic brain-computer interface with fixed parameters. Neurosurg Focus 27(1):E13.
26. Talairach J, Tournoux P (1988) Co-Planar Stereotaxic Atlas of the Human Brain. 3-Dimensional Proportional System: An Approach to Cerebral Imaging (Thieme Medical, New York).
27. Crone NE, Miglioretti DL, Gordon B, Lesser RP (1998) Functional mapping of human sensorimotor cortex with electrocorticographic spectral analysis. II. Event-related synchronization in the gamma band. Brain 121(Pt 12):2301-2315. (Pubitemid 28552467)
28. Diekelmann S, Born J (2010) The memory function of sleep. Nat Rev Neurosci 11(2):114-126.
29. Mölle M, Eschenko O, Gais S, Sara SJ, Born J (2009) The influence of learning on sleep slow oscillations and associated spindles and ripples in humans and rats. Eur J Neurosci 29(5):1071-1081.
30. Rosanova M, Ulrich D (2005) Pattern-specific associative long-term potentiation induced by a sleep spindle-related spike train. J Neurosci 25(41):9398-9405. (Pubitemid 41464752)
31. Méndez M, Radtke RA (2001) Interactions between sleep and epilepsy. J Clin Neurophysiol 18(2):106-127. (Pubitemid 32549907)
32. Fogel SM, Smith CT (2011) The function of the sleep spindle: A physiological index of intelligence and a mechanism for sleep-dependent memory consolidation. Neurosci Biobehav Rev 35(5):1154-1165.
33. Nicolas A, Petit D, Rompré S, Montplaisir J (2001) Sleep spindle characteristics in healthy subjects of different age groups. Clin Neurophysiol 112(3):521-527. (Pubitemid 32166933)
34. Ishizuka Y, et al. (1994) Sleep spindle frequency changes during the menstrual cycle. J Sleep Res 3(1):26-29. (Pubitemid 24182499)
35. Wennberg R (2010) Intracranial cortical localization of the human K-complex. Clin Neurophysiol 121(8):1176-1186.
36. Vansteensel MJ, et al. (2010) Brain-computer interfacing based on cognitive control. Ann Neurol 67(6):809-816.
37. Schalk G, McFarland DJ, Hinterberger T, Birbaumer N, Wolpaw JR (2004) BCI2000: A general-purpose brain-computer interface (BCI) system. IEEE Trans Biomed Eng 51(6):1034-1043. (Pubitemid 38661459)
38. Ferrarelli F, et al. (2007) Reduced sleep spindle activity in schizophrenia patients. Am J Psychiatry 164(3):483-492. (Pubitemid 46513163)
39. Krishnamoorthy K, Thomson J (2004) A more powerful test for comparing two Poisson means. J Statist Plann Inference 119:23-35. (Pubitemid 37378881)
40. Hermes D, Miller KJ, Noordmans HJ, Vansteensel MJ, Ramsey NF (2010) Automated electrocorticographic electrode localization on individually rendered brain surfaces. J Neurosci Methods 185(2):293-298.