Multivariate time-frequency analysis of electromagnetic brain activity during bimanual motor learning

NeuroImage

Volumn 36, Issue 2, 2007, Pages 370-377

  Boonstra, Tjeerd W ^a   Daffertshofer, Andreas ^a   Breakspear, Michael ^b,c   Beek, Peter J ^a  

^a VU UNIVERSITY AMSTERDAM   (Netherlands)

^b UNIVERSITY OF NEW SOUTH WALES   (Australia)

^c BLACK DOG INSTITUTE   (Australia)

Author keywords

ERD; ERS; MEG; Motor learning; PCA; PLS; Polyrhythm; SAM; Source analysis; Wavelet analysis

Indexed keywords

ADULT; ARTICLE; BEHAVIOR; BEHAVIOR CHANGE; BETA RHYTHM; CORRELATION ANALYSIS; ELECTROPHYSIOLOGY; EVENT RELATED POTENTIAL; FEMALE; FINGER; FORCE; FREQUENCY ANALYSIS; HUMAN; HUMAN EXPERIMENT; LEARNING; MAGNETOENCEPHALOGRAPHY; MALE; MOTOR ACTIVITY; MOTOR CORTEX; MOTOR PERFORMANCE; MULTIVARIATE ANALYSIS; NEUROPHYSIOLOGY; NORMAL HUMAN; PARTIAL LEAST SQUARES REGRESSION; PRIORITY JOURNAL; TASK PERFORMANCE;

ADAPTATION, PHYSIOLOGICAL; ADULT; ALGORITHMS; EVOKED POTENTIALS, MOTOR; FEMALE; HUMANS; LEARNING; LEAST-SQUARES ANALYSIS; MAGNETOENCEPHALOGRAPHY; MALE; MOTOR CORTEX; MOTOR SKILLS; MULTIVARIATE ANALYSIS;

EID: 34248146016     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2007.03.012     Document Type: Article

References (57)

1. Andres F.G., Mima T., Schulman A.E., Dichgans J., Hallett M., and Gerloff C. Functional coupling of human cortical sensorimotor areas during bimanual skill acquisition. Brain 122 (1999) 855-870
2. Boonstra T.W., Clairbois H.E., Daffertshofer A., Verbunt J., van Dijk B.W., and Beek P.J. MEG-compatible force sensor. J. Neurosci. Methods 144 (2005) 193-196
3. Boonstra T.W., Daffertshofer A., and Beek P.J. Effects of sleep deprivation on event-related fields and alpha activity during rhythmic force production. Neurosci. Lett. 388 (2005) 27-32
4. Boonstra T.W., Daffertshofer A., Peper C.E., and Beek P.J. Amplitude and phase dynamics associated with acoustically paced finger tapping. Brain Res. 1109 (2006) 60-69
5. Cassim F., Monaca C., Szurhaj W., Bourriez J.L., Defebvre L., Derambure P., and Guieu J.D. Does post-movement beta synchronization reflect an idling motor cortex?. NeuroReport 12 (2001) 3859-3863
6. Cheyne D., Bakhtazad L., and Gaetz W. Spatiotemporal mapping of cortical activity accompanying voluntary movements using an event-related beamforming approach. Hum. Brain Mapp. 27 (2006) 213-229
7. Conway B.A., Halliday D.M., Farmer S.F., Shahani U., Maas P., Weir A.I., and Rosenberg J.R. Synchronization between motor cortex and spinal motoneuronal pool during the performance of a maintained motor task in man. J. Physiol. 489 Pt 3 (1995) 917-924
8. Crone N.E., Miglioretti D.L., Gordon B., Sieracki J.M., Wilson M.T., Uematsu S., and Lesser R.P. Functional mapping of human sensorimotor cortex with electrocorticographic spectral analysis. I. Alpha and beta event-related desynchronization. Brain 121 Pt 12 (1998) 2271-2299
9. Daffertshofer A., Peper C.E., Frank T.D., and Beek P.J. Spatio-temporal patterns of encephalographic signals during polyrhythmic tapping. Hum. Mov. Sci. 19 (2000) 475-498
10. Daffertshofer A., Lamoth C.J., Meijer O.G., and Beek P.J. PCA in studying coordination and variability: a tutorial. Clin. Biomech. (Bristol, Avon) 19 (2004) 415-428
11. Daffertshofer A., Peper C.E., and Beek P.J. Stabilization of bimanual coordination due to active interhemispheric inhibition: a dynamical account. Biol. Cybern. 92 (2005) 101-109
12. Daffertshofer, A., Boonstra, T.W. and Beek, P.J., in press. Cortical beta synchronization is related to low-order motor parameters. In: Cheyne, D., Ross, B., Stroink, G., Weinberg, H. (Eds.), New frontiers in Biomagnetism, ICS 1300.
13. Debaere F., Swinnen S.P., Beatse E., Sunaert S., Van Hecke P., and Duysens J. Brain areas involved in interlimb coordination: a distributed network. NeuroImage 14 (2001) 947-958
14. Doyle L.M., Yarrow K., and Brown P. Lateralization of event-related beta desynchronization in the EEG during pre-cued reaction time tasks. Clin. Neurophysiol. 116 (2005) 1879-1888
15. Duzel E., Habib R., Schott B., Schoenfeld A., Lobaugh N., McIntosh A.R., Scholz M., and Heinze H.J. A multivariate, spatiotemporal analysis of electromagnetic time-frequency data of recognition memory. NeuroImage 18 (2003) 185-197
16. Farmer S.F. Rhythmicity, synchronization and binding in human and primate motor systems. J. Physiol. 509 Pt 1 (1998) 3-14
17. Feige B., Kristeva-Feige R., Rossi S., Pizzella V., and Rossini P.M. Neuromagnetic study of movement-related changes in rhythmic brain activity. Brain Res. 734 (1996) 252-260
18. Gaetz W., and Cheyne D. Localization of sensorimotor cortical rhythms induced by tactile stimulation using spatially filtered MEG. NeuroImage 30 (2006) 899-908
19. Gerloff C., Richard J., Hadley J., Schulman A.E., Honda M., and Hallett M. Functional coupling and regional activation of human cortical motor areas during simple, internally paced and externally paced finger movements. Brain 121 (1998) 1513-1531
20. Gross J., Tass P.A., Salenius S., Hari R., Freund H.J., and Schnitzler A. Cortico-muscular synchronization during isometric muscle contraction in humans as revealed by magnetoencephalography. J. Physiol. 527 Pt 3 (2000) 623-631
21. Halsband U., and Lange R.K. Motor learning in man: a review of functional and clinical studies. J. Physiol. Paris 99 (2006) 414-424
22. Houweling, S., Daffertshofer, A., van Dijk, B.W. and Beek, P.J., in press. Synchronization in perceptual-motor integration. In: Cheyne, D., Ross, B., Stroink, G., Weinberg, H. (Eds.), New frontiers in Biomagnetism, ICS 1300.
23. Jurkiewicz M.T., Gaetz W.C., Bostan A.C., and Cheyne D. Post-movement beta rebound is generated in motor cortex: evidence from neuromagnetic recordings. NeuroImage 32 (2006) 1281-1289
24. Karni A., Meyer G., Rey-Hipolito C., Jezzard P., Adams M.M., Turner R., and Ungerleider L.G. The acquisition of skilled motor performance: fast and slow experience-driven changes in primary motor cortex. Proc. Natl. Acad. Sci. U. S. A. 95 (1998) 861-868
25. Kilner J.M., Baker S.N., Salenius S., Hari R., and Lemon R.N. Human cortical muscle coherence is directly related to specific motor parameters. J. Neurosci. 20 (2000) 8838-8845
26. Lobaugh N.J., West R., and McIntosh A.R. Spatiotemporal analysis of experimental differences in event-related potential data with partial least squares. Psychophysiology 38 (2001) 517-530
27. Lopes da Silva F. Neural mechanisms underlying brain waves: from neural membranes to networks. Electroencephalogr. Clin. Neurophysiol. 79 (1991) 81-93
28. McIntosh A.R., and Lobaugh N.J. Partial least squares analysis of neuroimaging data: applications and advances. NeuroImage 23 Suppl 1 (2004) S250-S263
29. McIntosh A.R., Bookstein F.L., Haxby J.V., and Grady C.L. Spatial pattern analysis of functional brain images using partial least squares. NeuroImage 3 (1996) 143-157
30. Mima T., Steger J., Schulman A.E., Gerloff C., and Hallett M. Electroencephalographic measurement of motor cortex control of muscle activity in humans. Clin. Neurophysiol. 111 (2000) 326-337
31. Monno A., Chardenon A., Temprado J.J., Zanone P.G., and Laurent M. Effects of attention on phase transitions between bimanual coordination patterns: a behavioral and cost analysis in humans. Neurosci. Lett. 283 (2000) 93-96
32. Myers L.J., Lowery M., O'Malley M., Vaughan C.L., Heneghan C., St Clair Gibson A., Harley Y.X., and Sreenivasan R. Rectification and non-linear pre-processing of EMG signals for cortico-muscular analysis. J. Neurosci. Methods 124 (2003) 157-165
33. In: Nunez P.L. (Ed). Neocortical Dynamics and Human EEG Rhythms (1995), Oxford University Press, New York
34. Parkes L.M., Bastiaansen M.C., and Norris D.G. Combining EEG and fMRI to investigate the post-movement beta rebound. NeuroImage 29 (2006) 685-696
35. Pascual-Leone A., Grafman J., and Hallett M. Modulation of cortical motor output maps during development of implicit and explicit knowledge. Science 263 (1994) 1287-1289
36. Peper C.E., Beek P.J., and van Wieringen P.C.W. Multifrequency coordination in bimanual tapping-Asymmetrical coupling and signs of supercriticality. J. Exp. Psychol. Hum. 21 (1995) 1117-1138
37. Perez M.A., Lundbye-Jensen J., and Nielsen J.B. Changes in corticospinal drive to spinal motoneurones following visuo-motor skill learning in humans. J. Physiol. 573 (2006) 843-855
38. Peters M. Constraints in the performance of bimanual tasks and their expression in unskilled and skilled subjects. Q. J. Exp. Psychol., A 37 (1985) 171-196
39. Pfurtscheller G. Central beta rhythm during sensorimotor activities in man. Electroencephalogr. Clin. Neurophysiol. 51 (1981) 253-264
40. Pfurtscheller G., Stancak Jr. A., and Neuper C. Post-movement beta synchronization. A correlate of an idling motor area?. Electroencephalogr. Clin. Neurophysiol. 98 (1996) 281-293
41. Pfurtscheller G., Zalaudek K., and Neuper C. Event-related beta synchronization after wrist, finger and thumb movement. Electroencephalogr. Clin. Neurophysiol. 109 (1998) 154-160
42. Pfurtscheller G., Neuper C., Brunner C., and da Silva F.L. Beta rebound after different types of motor imagery in man. Neurosci. Lett. 378 (2005) 156-159
43. Recanzone G.H., Merzenich M.M., Jenkins W.M., Grajski K.A., and Dinse H.R. Topographic reorganization of the hand representation in cortical area 3b owl monkeys trained in a frequency-discrimination task. J. Neurophysiol. 67 (1992) 1031-1056
44. Sadato N., Yonekura Y., Waki A., Yamada H., and Ishii Y. Role of the supplementary motor area and the right premotor cortex in the coordination of bimanual finger movements. J. Neurosci. 17 (1997) 9667-9674
45. Salenius S., Portin K., Kajola M., Salmelin R., and Hari R. Cortical control of human motoneuron firing during isometric contraction. J. Neurophysiol. 77 (1997) 3401-3405
46. Salmelin R., Hamalainen M., Kajola M., and Hari R. Functional segregation of movement-related rhythmic activity in the human brain. NeuroImage 2 (1995) 237-243
47. Sanes J.N., and Donoghue J.P. Plasticity and primary motor cortex. Annu. Rev. Neurosci. 23 (2000) 393-415
48. Schaefer M., Flor H., Heinze H.J., and Rotte M. Dynamic shifts in the organization of primary somatosensory cortex induced by bimanual spatial coupling of motor activity. NeuroImage 25 (2005) 395-400
49. Schlaug G., Knorr U., and Seitz R. Inter-subject variability of cerebral activations in acquiring a motor skill: a study with positron emission tomography. Exp. Brain Res. 98 (1994) 523-534
50. Schoffelen J.M., Oostenveld R., and Fries P. Neuronal coherence as a mechanism of effective corticospinal interaction. Science 308 (2005) 111-113
51. Summers J.J., Ford S.K., and Todd J.A. Practice effects on the coordination of the 2 hands in a bimanual tapping task. Hum. Mov. Sci. 12 (1993) 111-133
52. Summers J.J., Rosenbaum D.A., Burns B.D., and Ford S.K. Production of polyrhythms. J. Exp. Psychol. Hum. Percept. Perform. 19 (1993) 416-428
53. Taniguchi M., Kato A., Fujita N., Hirata M., Tanaka H., Kihara T., Ninomiya H., Hirabuki N., Nakamura H., Robinson S.E., Cheyne D., and Yoshimine T. Movement-related desynchronization of the cerebral cortex studied with spatially filtered magnetoencephalography. NeuroImage 12 (2000) 298-306
54. Toma K., Mima T., Matsuoka T., Gerloff C., Ohnishi T., Koshy B., Andres F., and Hallett M. Movement rate effect on activation and functional coupling of motor cortical areas. J. Neurophysiol. 88 (2002) 3377-3385
55. Toni I., Krams M., Turner R., and Passingham R.E. The time course of changes during motor sequence learning: a whole-brain fMRI study. NeuroImage 8 (1998) 50-61
56. Vrba J., and Robinson S.E. Signal processing in magnetoencephalography. Methods 25 (2001) 249-271
57. Zhuang P., Toro C., Grafman J., Manganotti P., Leocani L., and Hallett M. Event-related desynchronization (ERD) in the alpha frequency during development of implicit and explicit learning. Electroencephalogr. Clin. Neurophysiol. 102 (1997) 374-381