Decoding center-out hand velocity from MEG signals during visuomotor adaptation

NeuroImage

Volumn 47, Issue 4, 2009, Pages 1691-1700

  Bradberry, Trent J ^a   Rong, Feng ^b   Contreras Vidal, José L ^a,b,c  

^a UNIVERSITY OF MARYLAND   (United States)

^b UNIVERSITY OF MARYLAND   (United States)

^c UNIVERSITY OF MARYLAND   (United States)

Author keywords

Brain computer interface; Cortical network; Hand movement decoding; Magnetoencephalography; Visual rotation; Visuomotor adaptation

Indexed keywords

ACCURACY; ARTICLE; BRAIN TOMOGRAPHY; CONTROLLED STUDY; HAND MOVEMENT; HUMAN; HUMAN EXPERIMENT; KINEMATICS; MAGNETOENCEPHALOGRAPHY; NON INVASIVE MEASUREMENT; NORMAL HUMAN; PRIORITY JOURNAL; SENSORIMOTOR FUNCTION; VISUOMOTOR COORDINATION;

ADAPTATION, PHYSIOLOGICAL; ALGORITHMS; BRAIN MAPPING; EVOKED POTENTIALS, MOTOR; FEMALE; HAND; HUMANS; MAGNETOENCEPHALOGRAPHY; MALE; MOTION PERCEPTION; MOTOR CORTEX; MOVEMENT; YOUNG ADULT;

EID: 67651051843     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2009.06.023     Document Type: Article

References (57)

1. Averbeck B.B., Chafee M.V., Crowe D.A., and Georgopoulos A.P. Parietal representation of hand velocity in a copy task. J. Neurophysiol. 93 (2005) 508-518
2. Averbeck B.B., Crowe D.A., Chafee M.V., and Georgopoulos A.P. Differential contribution of superior parietal and dorsal-lateral prefrontal cortices in copying. Cortex 45 (2009) 432-441
3. Bradberry T.J., Contreras-Vidal J.L., and Rong F. Decoding hand and cursor kinematics from magnetoencephalographic signals during tool use. Conf. Proc. IEEE Eng. Med. Biol. Soc. 2008 (2008) 5306-5309
4. Burnod Y., Baraduc P., Battaglia-Mayer A., Guigon E., Koechlin E., Ferraina S., Lacquaniti F., and Caminiti R. Parieto-frontal coding of reaching: an integrated framework. Exp. Brain Res. 129 (1999) 325-346
5. Contreras-Vidal J.L., and Kerick S.E. Independent component analysis of dynamic brain responses during visuomotor adaptation. Neuroimage 21 (2004) 936-945
6. Delorme A., and Makeig S. EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J. Neurosci. Methods 134 (2004) 9-21
7. Fuchs M., Kastner J., Wagner M., Hawes S., and Ebersole J.S. A standardized boundary element method volume conductor model. Clin. Neurophysiol. 113 (2002) 702-712
8. Georgopoulos A.P., Schwartz A.B., and Kettner R.E. Neuronal population coding of movement direction. Science 233 (1986) 1416-1419
9. Georgopoulos A.P., Langheim F.J., Leuthold A.C., and Merkle A.N. Magnetoencephalographic signals predict movement trajectory in space. Exp. Brain Res. 167 (2005) 132-135
10. Ghilardi M., Ghez C., Dhawan V., Moeller J., Mentis M., Nakamura T., Antonini A., and Eidelberg D. Patterns of regional brain activation associated with different forms of motor learning. Brain Res. 871 (2000) 127-145
11. Graydon F.X., Friston K.J., Thomas C.G., Brooks V.B., and Menon R.S. Learning-related fMRI activation associated with a rotational visuo-motor transformation. Brain Res. Cogn. Brain Res. 22 (2005) 373-383
12. Hammon P.S., Makeig S., Poizner H., Todorov E., and de Sa V.R. Predicting reaching targets from human EEG. IEEE Signal. Proc. Mag. 25 (2008) 69-77
13. Hochberg L.R., Serruya M.D., Friehs G.M., Mukand J.A., Saleh M., Caplan A.H., Branner A., Chen D., Penn R.D., and Donoghue J.P. Neuronal ensemble control of prosthetic devices by a human with tetraplegia. Nature 442 (2006) 164-171
14. Holmes C.J., Hoge R., Collins L., Woods R., Toga A.W., and Evans A.C. Enhancement of MR images using registration for signal averaging. J. Comput. Assist. Tomogr. 22 (1998) 324-333
15. Inoue K., Kawashima R., Satoh K., Kinomura S., Sugiura M., Goto R., Ito M., and Fukuda H. A PET study of visuomotor learning under optical rotation. Neuroimage 11 (2000) 505-516
16. Jerbi K., Lachaux J.P., N'Diaye K., Pantazis D., Leahy R.M., Garnero L., and Baillet S. Coherent neural representation of hand speed in humans revealed by MEG imaging. Proc. Natl. Acad. Sci. U.S.A. 104 (2007) 7676-7681
17. Kelso J.A., Fuchs A., Lancaster R., Holroyd T., Cheyne D., and Weinberg H. Dynamic cortical activity in the human brain reveals motor equivalence. Nature 392 (1998) 814-818
18. Kettner R.E., Schwartz A.B., and Georgopoulos A.P. Primate motor cortex and free arm movements to visual targets in three-dimensional space. III. Positional gradients and population coding of movement direction from various movement origins. J. Neurosci. 8 (1988) 2938-2947
19. Krakauer J.W., Ghilardi M.F., Mentis M., Barnes A., Veytsman M., Eidelberg D., and Ghez C. Differential cortical and subcortical activations in learning rotations and gains for reaching: a PET study. J. Neurophysiol. 2 (2004) 924-933
20. Lebedev M.A., and Nicolelis M.A. Brain-machine interfaces: past, present and future. Trends Neurosci. 29 (2006) 536-546
21. Lebedev M.A., Carmena J.M., O'Doherty J.E., Zacksenhouse M., Henriquez C.S., Principe J.C., and Nicolelis M.A. Cortical ensemble adaptation to represent velocity of an artificial actuator controlled by a brain-machine interface. J. Neurosci. 25 (2005) 4681-4693
22. Leuthardt E.C., Schalk G., Wolpaw J.R., Ojemann J.G., and Moran D.W. A brain-computer interface using electrocorticographic signals in humans. J. Neural. Eng. 1 (2004) 63-71
23. McFarland D.J., Krusienski D.J., Sarnacki W.A., and Wolpaw J.R. Emulation of computer mouse control with a noninvasive brain-computer interface. J. Neural. Eng. 5 (2008) 101-110
24. Mehring C., Rickert J., Vaadia E., Cardosa de Oliveira S., Aertsen A., and Rotter S. Inference of hand movements from local field potentials in monkey motor cortex. Nat. Neurosci. 6 (2003) 1253-1254
25. Mehring C., Nawrot M.P., Cardosa de Oliveira S., Vaadia E., Schulze-Bonhage A., Aertsen A., and Ball T. Comparing information about arm movement direction in single channels of local and epicortical field potentials from monkey and human motor cortex. J. Physiol. Paris 98 (2004) 498-506
26. Mellinger J., Schalk G., Braun C., Preissl H., Rosenstiel W., Birbaumer N., and Kübler A. An MEG-based brain-computer interface (BCI). Neuroimage 36 (2007) 581-593
27. Moran D.W., and Schwartz A.B. Motor cortical activity during drawing movements: population representation during spiral tracing. J. Neurophysiol. 82 (1999) 2693-2704
28. Mulliken G.H., Musallam S., and Andersen R.A. Decoding trajectories from posterior parietal cortex ensembles. J. Neurosci. 28 (2008) 12913-12926
29. O'Suilleabhain P.E., Lagerlund T.D., and Matsumoto J.Y. Cortical potentials at the frequency of absolute wrist velocity become phase-locked during slow sinusoidal tracking movements. Exp. Brain Res. 126 (1999) 529-535
30. Paninski L., Fellows M.R., Hatsopoulos N.G., and Donoghue J.P. Spatiotemporal tuning of motor cortical neurons for hand position and velocity. J. Neurophysiol. 91 (2003) 515-532
31. Pascual-Marqui R.D. Standardized low-resolution brain electromagnetic tomography (sLORETA): technical details. Methods Find. Exp. Clin. Pharmacol. 24 Suppl. D (2002) 5-12
32. Pfurtscheller G., Brunner C., Schlögl A., and Lopes da Silva F.H. Mu rhythm (de)synchronization and EEG single-trial classification of different motor imagery tasks. Neuroimage 31 (2006) 153-159
33. Pistohl T., Ball T., Schulze-Bonhage A., Aertsen A., and Mehring C. Prediction of arm movement trajectories from ECoG-recordings in humans. J. Neurosci. Methods 167 (2008) 105-114
34. Rickert J., Cardosa de Oliveira S., Vaadia E., Aertsen A., Rotter S., and Mehring C. Encoding of movement direction in different frequency ranges of motor cortical local field potentials. J. Neurosci. 25 (2005) 8815-8824
35. Rong F., and Contreras-Vidal J.L. Magnetoencephalographic artifact identification and automatic removal based on independent component analysis and categorization approaches. J. Neurosci. Methods 157 (2006) 337-354
36. Sanchez J.C., Carmena J.M., Lebedev M.A., Nicolelis M.A., Harris J.G., and Principe J.C. Ascertaining the importance of neurons to develop better brain-machine interfaces. IEEE Trans. Biomed. Eng. 51 (2004) 943-953
37. Sanchez J.C., Gunduz A., Carney P.R., and Principe J.C. Extraction and localization of mesoscopic motor control signals for human ECoG neuroprosthetics. J. Neurosci. Methods 167 (2008) 63-81
38. Sandwell D.T. Biharmonic spline interpolation of GEOS-3 and SEASAT altimeter data. Geophys. Res. Lett. 2 (1987) 139-142
39. Santhanam G., Ryu S.I., Yu B.M., Afshar A., and Shenoy K.V. A high-performance brain-computer interface. Nature 442 (2006) 195-198
40. Schalk G., Kubánek J., Miller K.J., Anderson N.R., Leuthardt E.C., Ojemann J.G., Limbrick D., Moran D., Gerhardt L.A., and Wolpaw J.R. Decoding two-dimensional movement trajectories using electrocorticographic signals in humans. J. Neural. Eng. 4 (2007) 264-275
41. Scherberger H., Jarvis M.R., and Andersen R.A. Cortical local field potential encodes movement intentions in the posterior parietal cortex. Neuron 46 (2005) 347-354
42. Schwartz A.B., Taylor D.M., and Helms Tillery S.I. Extraction algorithms for cortical control of arm prosthetics. Curr. Opin. Neurobiol. 11 (2001) 701-707
43. Schwartz A.B., Moran D.W., and Reina G.A. Differential representation of perception and action in the frontal cortex. Science 303 (2004) 380-383
44. Scott S.H. Inconvenient truths about neural processing in primary motor cortex. J. Physiol. 5 (2008) 1217-1224
45. Seidler R.D., Noll D.C., and Chintalapati P. Bilateral basal ganglia activation associated with sensorimotor adaptation. Exp. Brain Res. 175 (2006) 544-555
46. Serruya M.D., Hatsopoulos N.G., Paninski L., Fellows M.R., and Donoghue J.P. Instant neural control of a movement signal. Nature 416 (2002) 141-142
47. Talairach J., and Tournoux P. Co-planar Stereotaxic Atlas of the Human Brain: 3-Dimensional Proportional System - An Approach to Cerebral Imaging (1988), Thieme Medical Publishers, New York
48. Tankus A., Yeshurun Y., Flash T., and Fried I. Encoding of speed and direction of movement in the human supplementary motor area. J. Neurosurg. 110 (2009) 1304-1316
49. Taylor D.M., Helms Tillery S.I., and Schwartz A.B. Direct cortical control of 3D neuroprosthetic devices. Science 296 (2002) 1829-1832
50. Truccolo W., Friehs G.M., Donoghue J.P., and Hochberg L.R. Primary motor cortex tuning to intended movement kinematics in humans with tetraplegia. J. Neurosci. 28 (2008) 1163-1178
51. Turner R.S., Grafton S.T., Votaw J.R., Delong M.R., and Hoffman J.M. Motor subcircuits mediating the control of movement velocity: a PET study. J. Neurophysiol. 80 (1998) 2162-2176
52. van Hemmen J.L., and Schwartz A.B. Population vector code: a geometric universal as actuator. Biol. Cybern. 98 (2008) 509-518
53. Velliste M., Perel S., Spalding M.C., Whitford A.S., and Schwartz A.B. Cortical control of a prosthetic arm for self-feeding. Nature 453 (2008) 1098-1101
54. Waldert S., Preissl H., Demandt E., Braun C., Birbaumer N., Aertsen A., and Mehring C. Hand movement direction decoded from MEG and EEG. J. Neurosci. 28 (2008) 1000-1008
55. Wessberg J., Stambaugh C.R., Kralik J.D., Beck P.D., Laubach M., Chapin J.K., Kim J., Biggs S.J., Srinivasan M.A., and Nicolelis M.A. Real-time prediction of hand trajectory by ensembles of cortical neurons in primates. Nature 408 (2000) 361-365
56. Wise S.P., Boussaoud D., Johnson P.B., and Caminiti R. Premotor and parietal cortex: corticocortical connectivity and combinatorial computations. Annu. Rev. Neurosci. 20 (1997) 25-42
57. Wolpaw J.R., and McFarland D.J. Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans. Proc. Natl. Acad. Sci. U. S. A. 101 (2004) 17849-17854