Extraction and localization of mesoscopic motor control signals for human ECoG neuroprosthetics

Journal of Neuroscience Methods

Volumn 167, Issue 1, 2008, Pages 63-81

  Sanchez, Justin C ^a   Gunduz, Aysegul ^b   Carney, Paul R ^a   Principe, Jose C ^b  

^a Division of Neurology ^*  (United States)

^b University of Florida   (United States)

Author keywords

Brain computer interface; Brain machine interface; Cortex; ECoG; Electrocorticogram; Feature extraction; Human motor control; Localization; Neuroprosthetic

Indexed keywords

ADOLESCENT; AMPLITUDE MODULATION; ARTICLE; BEHAVIOR; BRAIN COMPUTER INTERFACE; CASE REPORT; DATA ANALYSIS; ELECTROCORTICOGRAPHY; ELECTROPHYSIOLOGY; EXPERIMENTAL STUDY; FEMALE; HUMAN; INFORMATION PROCESSING; MACHINE; MOTOR CONTROL; PREDICTION; PRIORITY JOURNAL; SPIKE WAVE; TASK PERFORMANCE;

ADOLESCENT; BIOFEEDBACK (PSYCHOLOGY); BRAIN MAPPING; CEREBRAL CORTEX; ELECTROENCEPHALOGRAPHY; EPILEPSIES, PARTIAL; FEMALE; HAND; HUMANS; MAGNETIC RESONANCE IMAGING; PHYSICAL THERAPY MODALITIES; PSYCHOMOTOR PERFORMANCE; SIGNAL PROCESSING, COMPUTER-ASSISTED; SPECTRUM ANALYSIS; USER-COMPUTER INTERFACE;

EID: 36549030279     PISSN: 01650270     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jneumeth.2007.04.019     Document Type: Article

References (59)

1. Abeles M. Local cortical circuits (1982), Springer-Verlag, New York
2. Aertsen A., Hauske G., and Tsukada M. Special issue on dynamic brain. Biol Cybernet 88 (2003) 319-320
3. Andersen R.A., Musallam S., and Pesaran B. Selecting the signals for a brain-machine interface. Curr Opin Neurobiol 14 (2004) 720
4. Barrie J.M., Freeman W.J., and Lenhart M. Modulation by discriminative training of spatial patterns of gamma EEG amplitude and phase in neocortex of rabbits. J Neurophysiol 76 (1996) 520-539
5. Desmurget M., Pelisson D., Rossetti Y., and Prablanc C. From eye to hand: planning goal-directed movements. Neurosci Biobehav Rev 22 (1998) 761
6. Editorial, Is this the bionic man? Nature 2006;442:p. 109.
7. Engel A.K., and Singer W. Temporal binding and the neural correlates of sensory awareness. Trends Cogn Sci 5 (2001) 16-25
8. Engel A.K., Moll C.K.E., Fried I., and Ojemann G.A. Invasive recordings from the human brain: clinical insights and beyond. Nat Rev Neurosci 6 (2005) 35-47
9. Freeman W.J. Mass action in the nervous system: examination of the neurophysiological basis of adaptive behavior through EEG (1975), Academic Press, New York
10. Freeman W.J. Mesoscopic neurodynamics: from neuron to brain. J Physiol (Paris) 94 (2000/12/1) 303-322
11. Freeman W.J. Origin, structure, and role of background EEG activity. Part 1. Analytic phase. Clin Neurophysiol 115 (2004) 2077-2088
12. Freeman W.J. Origin, structure, and role of background EEG activity. Part 2. Analytic amplitude. Clin Neurophysiol 115 (2004) 2089-2107
13. Freeman W.J. Origin, structure, and role of background EEG activity. Part 3. Neural frame classification. Clin Neurophysiol 16 (2005) 1118-1129
14. Freeman W.J. Origin, structure, and role of background EEG activity. Part 4. Neural frame simulation. Clin Neurophysiol 117 (2006) 572-589
15. Freeman W.J., and van Dijk B. Spatial patterns of visual cortical fast EEG during conditioned reflex in a rhesus monkey. Brain Res 422 (1987) 267-276
16. Georgopoulos A., Kalaska J., Caminiti R., and Massey J. On the relations between the direction of two-dimensional arm movements and cell discharge in primate motor cortex. J Neurosci 2 (1982) 1527-1537
17. Georgopoulos A.P., Schwartz A.B., and Kettner R.E. Neuronal population coding of movement direction. Science 233 (1986) 1416-1419
18. Gonzalez R.C., and Woods R.E. Digital image processing (2002), Prentice Hall, New Jersey
19. Haykin S. Adaptive filter theory. 3rd ed. (1996), Prentice-Hall International, Upper Saddle River, NJ
20. Heldman D.A., Wang W., Chan S.S., and Moran D.W. Local field potential spectral tuning in motor cortex during reaching. IEEE Trans Neural Syst Rehabil Eng 14 (2006) 180-183
21. Jasper H., and Penfield W. Epilepsy and the functional anatomy of the human brain (1954), Little, Brown and Co., Boston
22. Johnson R.N., Quint S.R., Brickley J.J., Charlton J.D., Lee S.I., and Hanna G.R. Evoked-potentials as indicators of brain dynamics-results from an interactive computer system. Ann Neurol 1 (1977) 500-501
23. Lesser R.P., Gordon B., Fisher R.S., Vining E., and Uematsu S. Cortical stimulation using subdural electrodes. J Epilepsy 3 (1990) 103-106
24. Leuthardt E.C., Schalk G., Wolpaw J.R., Gilliam F., Ojemann J., and Moran D. Developing a brain-computer interface utilizing subdural electrodes in seizure-monitored patients. Neurosurgery 53 (2003) 475-476
25. 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
26. Leuthardt E.C., Schalk G., Moran D., and Ojemann J.G. The emerging world of motor neuroprosthetics: a neurosurgical perspective. Neurosurgery 59 (2006) 1-13
27. Lutzenberger W., Birbaumer N., Flor H., Rockstroh B., and Elbert T. Dimensional analysis of the human EEG and intelligence. Neurosci Lett 143 (1992) 10-14
28. Makeig S. Gamma-band event-related brain dynamics-historic perspective. Int J Psychophysiol 14 (1993) 136-1136
29. McFarland D.J., Lefkowicz A.T., and Wolpaw J.R. Design and operation of an EEG-based brain-computer interface with digital signal processing technology. Behav Res Methods Instrum Comput 29a (1997) 337-345
30. Mehring C., Rickert J., Vaadia E., Cardoso de Oliveria S., Aertsen A., and Rotter S. Inference of hand movements from local field potentials in monkey motor cortex. Nat Neurosci 6 (2003) 1253-1254
31. Mehring C., Rickert J., Vaadia E., de Oliveira S.C., Aertsen A., and Rotter S. Inference of hand movements from local field potentials in monkey motor cortex. Nat Neurosci 6 (2003) 1253-1254
32. Mehring C., Nawrot M.P., Cardoso de Oliveira S., Vaadia E., Schulze-Bonhage A., Aertsen A., et al. 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
33. Nicolelis M.A.L. Methods for neural ensemble recordings (1999), CRC Press, Boca Raton
34. Nunez P.L. Electric fields of the brain: the neurophysics of EEG (1981), Oxford University Press, New York
35. Nunez P.L. Generation of human EEG by a combination of long and short range neocortical interactions. Brain Topogr 1 (1989) 199-215
36. Nunez P.L. Neocortical dynamics and human EEG rhythms (1995), Oxford University Press, New York
37. Pfurtscheller G., and da Silva F.H.L. Event-related EEG/MEG synchronization and desynchronization: basic principles. Clin Neurophysiol 110 (1999) 1842-1857
38. Pfurtscheller G., Graimann B., Huggins J.E., Levine S.P., and Schuh L.A. Spatiotemporal patterns of beta desynchronization and gamma synchronization in corticographic data during self-paced movement. ClinNeurophysiol 114 (2003) 1226
39. Prichard D., and Theiler J. Generating surrogate data for time series with several simultaneously measured variables. Phys Rev Lett 73 (1994)
40. Rickert J., Cardoso 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
41. Rickert J., de Oliveira S.C., 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
42. Riehle A., Grun S., Diesmann M., and Aertsen A. Spike synchronization and rate modulation differently involved in motor cortical function. Science 278 (1997) 1950-1953
43. Sanchez J.C., Kim S.P., Erdogmus D., Rao Y.N., Principe J.C., Wessberg J., et al. Input-output mapping performance of linear and nonlinear models for estimating hand trajectories from cortical neuronal firing patterns. In International Work on Neural Networks for Signal Processing. Marti gny, Switzerland (2002) 139-148
44. Sanchez J.C., Carmena J.M., Lebedev M.A., Nicolelis M.A.L., Harris J.G., and Principe J.C. Ascertaining the importance of neurons to develop better brain machine interfaces. IEEE Trans Biomed Eng 61 (2003) 943-953
45. Sanchez J.C., Erdogmus D., Rao Y.N., Principe J.C., Nicolelis M.A.L., and Wessberg J. Learning the contributions of the motor, premotor, and posterior parietal cortices for hand trajectory reconstruction in a brain machine interface. In IEEE EMBS Neural Engineering Conference. Capri, Italy (2003) 59-62
46. Sanchez J.C., Carney P.R., and Principe J.C. Analysis of amplitude modulated control features for ECoG neuroprosthetics. In IEEE International Conference of the Engineering in Medicine and Biology Society. New York (2006)
47. Schalk G., McFarland D.J., Hinterberger T., Birbaumer N., and Wolpaw J.R. BCI2000: A general-purpose, brain-computer interface (BCI) system. IEEE Trans Biomed Eng 51 (2004) 1034-1043
48. Scott S.H. Neuroscience: converting thoughts into action. Nature 442 (2006) 141
49. Serruya M.D., Hatsopoulos N.G., Paninski L., Fellows M.R., and Donoghue J.P. Brain-machine interface: instant neural control of a movement signal. Nature 416 (2002) 141-142
50. Shadmehr R., and Wise S.P. The computational neurobiology of reaching and pointing: a foundation for motor learning (2005), The MIT Press, Cambridge, MA
51. Sinai A., Bowers C.W., Crainiceanu C.M., Boatman D., Gordon B., Lesser R.P., et al. Electrocorticographic high gamma activity versus electrical cortical stimulation mapping of naming. Brain 128 (2005) 1556-1570
52. Taylor D.M., Tillery S.I.H., and Schwartz A.B. Direct cortical control of 3D neuroprosthetic devices. Science 296 (2002) 1829-1832
53. Thatcher R.W., Krause P.J., and Hrybyk M. Cortico-cortical associations and EEG coherence: a two-compartmental model. Electroencephalogr Clin Neurophysiol 64 (1986) 123-143
54. Vaughan T.M., and Wolpaw J.R. The third international meeting on brain-computer interface technology: making a difference. IEEE Trans Neural Syst Rehabil Eng 14 (2006) 126-127
55. Wennekers T., Sommer F., and Aertsen A. Editorial: cell assemblies. Theory Biosci 122 (2003) 1
56. Wessberg J., Stambaugh C.R., Kralik J.D., Beck P.D., Laubach M., Chapin J.K., et al. Real-time prediction of hand trajectory by ensembles of cortical neurons in primates. Nature 408 (2000) 361-365
57. Wise S.P., di Pellegrino G., and Boussaoud D. The premotor cortex and nonstandard sensorimotor mapping. Can J Physiol Pharmacol 74 (1996) 469-482
58. Wolpaw J.R., Birbaumer N., McFarland D.J., Pfurscheller G., and Vaughan T.M. Brain-computer interfaces for communication and control. Clin Neurophysiol 113 (2002) 767-791
59. Worrell G.A., Cranstoun S.D., Echauz J., and Litt B. Evidence for self-organized criticality in human epileptic hippocampus. Neuroreport 13 (2002) 2017-2021