Optimizing the decoding of movement goals from local field potentials in macaque cortex

Journal of Neuroscience

Volumn 31, Issue 50, 2011, Pages 18412-18422

  Markowitz, David A ^a   Wong, Yan T ^a   Gray, Charles M ^b   Pesaran, Bijan ^a  

^a NEW YORK UNIVERSITY   (United States)

^b MONTANA STATE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ANIMAL EXPERIMENT; ARTICLE; ELECTRIC POTENTIAL; EYE MOVEMENT; FRONTAL CORTEX; MACACA MULATTA; MALE; MEMORY; MICROELECTRODE; NERVE CONDUCTION; NEUROPROSTHESIS; NONHUMAN; PRIORITY JOURNAL;

ACTION POTENTIALS; ANIMALS; GOALS; MACACA MULATTA; MALE; MEMORY; MOTOR ACTIVITY; MOTOR CORTEX; MOVEMENT; NEURONS; SACCADES;

EID: 83455179139     PISSN: 02706474     EISSN: 15292401     Source Type: Journal    
DOI: 10.1523/JNEUROSCI.4165-11.2011     Document Type: Article

References (57)

1. Aggarwal V, Tenore F, Acharya S, Schieber MH, ThakorNV (2009) Cortical decoding of individual finger and wrist kinematics for an upper-limb neuroprosthesis. Proc Conf IEEE Eng Med Biol Soc 2009:4535-4538.
2. Andersen RA, Musallam S, Pesaran B (2004) Selecting the signals for a brain-machine interface. Curr Opin Neurobiol 14:720-726.
3. Andersen RA, Hwang EJ, Mulliken GH (2010) Cognitive neural prosthetics. Annu Rev Psychol 61:169-190, C1-3.
4. Azouz R, Gray CM (2003) Adaptive coincidence detection and dynamic gain control in visual cortical neurons in vivo. Neuron 37:513-523.
5. Azouz R, Gray CM (2008) Stimulus-selective spiking is driven by the relative timing of synchronous excitation and disinhibition in cat striate neurons in vivo. Eur J Neurosci 28:1286-1300.
6. Bansal AK, Vargas-Irwin CE, Truccolo W, Donoghue JP (2011) Relationships among low-frequency local field potentials, spiking activity, and 3-D reach and grasp kinematics in primary motor and ventral premotor cortices. J Neurophysiol 105:1603-1619.
7. Barash S, Bracewell RM, Fogassi L, Gnadt JW, Andersen RA (1991) Saccaderelated activity in the lateral intraparietal area. II. Spatial properties. J Neurophysiol 66:1109-1124.
8. Biran R, Martin DC, Tresco PA (2005) Neuronal cell loss accompanies the brain tissue response to chronically implanted silicon microelectrode arrays. Exp Neurol 195:115-126.
9. Bokil HS, Pesaran B, Andersen RA, Mitra PP (2006) A method for detection and classification of events in neural activity. IEEE Trans Biomed Eng 53:1678-1687.
10. Buzsáki G (2006) Rhythms of the brain. New York: Oxford UP.
11. Chao ZC, Nagasaka Y, Fujii N (2010) Long-term asynchronous decoding of arm motion using electrocorticographic signals in monkeys. Front Neuroeng 3:3.
12. Cisek P, Crammond DJ, Kalaska JF (2003) Neural activity in primary motor and dorsal premotor cortex in reaching tasks with the contralateral versus ipsilateral arm. J Neurophysiol 89:922-942.
13. Destexhe A, Contreras D, Steriade M (1999) Spatiotemporal analysis of local field potentials and unit discharges in cat cerebral cortex during natural wake and sleep states. J Neurosci 19:4595-4608.
14. Dickey AS, Suminski A, Amit Y, Hatsopoulos NG (2009) Single-unit stability using chronically implanted multielectrode arrays. J Neurophysiol 102: 1331-1339.
15. Duda RO, Hart PE, Stork DG (2000) Pattern classification, Ed 2. New York: Wiley-Interscience.
16. Eggermont JJ, Munguia R, Pienkowski M, Shaw G (2011) Comparison of LFP-based and spike-based spectro-temporal receptive fields and crosscorrelation in cat primary auditory cortex. PLoS One 6:e20046.
17. Felton EA, Wilson JA, Williams JC, Garell PC (2007) Electrocorticographically controlled brain-computer interfaces using motor and sensory imagery in patients with temporary subdural electrode implants. Report of four cases. J Neurosurg 106:495-500.
18. Funahashi S, Bruce CJ, Goldman-Rakic PS (1989) Mnemonic coding of visual space in the monkey's dorsolateral prefrontal cortex. J Neurophysiol 61:331-349.
19. Ganguly K, Dimitrov DF, Wallis JD, Carmena JM (2011) Reversible largescale modification of cortical networks during neuroprosthetic control. Nat Neurosci 14:662-667.
20. Georgopoulos AP, Kettner RE, Schwartz AB (1988) Primate motor cortex and free arm movements to visual targets in three-dimensional space. II. Coding of the direction of movement by a neuronal population. J Neurosci 8:2928-2937.
21. Gilja V, Chestek CA, Diester I, Henderson JM, Deisseroth K, Shenoy KV (2011) Challenges and opportunities for next-generation intracortically based neural prostheses. IEEE Trans Biomed Eng 58:1891-1899.
22. Gray CM, Goodell B (2007) A high-density, large-scale, distributed recording system for semi-chronic monitoring of cortical and sub-cortical neuronal activity in alert monkeys. Soc Neurosci Abstr 33:624.8.
23. Gray CM, Goodell B (2009) A large-scale, distributed recording system for semi-chronic monitoring of cortical and sub-cortical neuronal activity in alert monkeys-iv. Soc Neurosci Abstr 35:390.21.
24. Gray CM, Goodell B, Salazar R, Baker J (2006) Semi-chronic recording of neuronal activity in monkey visual cortex using a 60-channel microdrive. Soc Neurosci Abstr 32:481.16.
25. Hatsopoulos NG, Donoghue JP (2009) The science of neural interface systems. Annu Rev Neurosci 32:249-266.
26. Hochberg LR, Serruya MD, Friehs GM, Mukand JA, Saleh M, Caplan AH, Branner A, Chen D, Penn RD, Donoghue JP (2006) Neuronal ensemble control of prosthetic devices by a human with tetraplegia. Nature 442:164-171.
27. Kagan I, Iyer A, Lindner A, Andersen RA (2010) Space representation for eye movements is more contralateral in monkeys than in humans. Proc Natl Acad Sci U S A 107:7933-7938.
28. Klee MR, Offenloch K, Tigges J (1965) Cross-correlation analysis of electroencephalographic potentials and slow membrane transients. Science 147:519-521.
29. Maier A, Adams GK, Aura C, Leopold DA (2010) Distinct superficial and deep laminar domains of activity in the visual cortex during rest and stimulation. Front Syst Neurosci 4:pii: 31.
30. Markowitz DA, Wong YT, Gray CM, Pesaran B (2011) Optimizing recording depth to decode movement goals from cortical field potentials. In 5th International IEEE/EMBS Conference on Neural Engineering, pp 593-596. Apr 27-May 1, 2011, Cancun.
31. Mehring C, Rickert J, Vaadia E, Cardosa de Oliveira S, Aertsen A, Rotter S (2003) Inference of hand movements from local field potentials in monkey motor cortex. Nat Neurosci 6:1253-1254.
32. Mitra PP, Pesaran B (1999) Analysis of dynamic brain imaging data. Biophys J 76:691-708.
33. Mitzdorf U (1985) Current source-density method and application in cat cerebral cortex: investigation of evoked potentials and EEG phenomena. Physiol Rev 65:37-100.
34. Mollazadeh M, Aggarwal V, Singhal G, Law A, Davidson A, Schieber M, Thakor N (2008) Spectral modulation of LFP activity in M1 during dexterous finger movements. Proc Conf IEEE Eng Med Biol Soc 2008:5314-5317.
35. Moran D (2010) Evolution of brain-computer interface: action potentials, local field potentials and electrocorticograms. Curr Opin Neurobiol 20:741-745.
36. Okun M, Naim A, Lampl I (2010) The subthreshold relation between cortical local field potential and neuronal firing unveiled by intracellular recordings in awake rats. J Neurosci 30:4440-4448.
37. Pesaran B, Pezaris JS, Sahani M, Mitra PP, Andersen RA (2002) Temporal structure in neuronal activity during working memory in macaque parietal cortex. Nat Neurosci 5:805-811.
38. Polikov VS, Tresco PA, Reichert WM (2005) Response of brain tissue to chronically implanted neural electrodes. J Neurosci Methods 148:1-18.
39. Ray S, Maunsell JH (2011) Different origins of gamma rhythm and highgamma activity in macaque visual cortex. PLoS Biol 9:e1000610.
40. Ray S, Crone NE, Niebur E, Franaszczuk PJ, Hsiao SS (2008) Neural correlates of high-gamma oscillations (60-200 Hz) in macaque local field potentials and their potential implications in electrocorticography. J Neurosci 28:11526-11536.
41. Rickert J, Oliveira SC, Vaadia E, Aertsen A, Rotter S, Mehring C (2005) Encoding of movement direction in different frequency ranges of motor cortical local field potentials. J Neurosci 25:8815-8824.
42. Santhanam G, Ryu SI, Yu BM, Afshar A, Shenoy KV (2006) A highperformance brain-computer interface. Nature 442:195-198.
43. Schalk G, Kubánek J, Miller KJ, Anderson NR, Leuthardt EC, Ojemann JG, Limbrick D, Moran D, Gerhardt LA, Wolpaw JR (2007) Decoding twodimensional movement trajectories using electrocorticographic signals in humans. J Neural Eng 4:264-275.
44. Scherberger H (2009) Neural control of motor prostheses. Curr Opin Neurobiol 19:629-633.
45. Scherberger H, Jarvis MR, Andersen RA (2005) Cortical local field potential encodes movement intentions in the posterior parietal cortex. Neuron 46:347-354.
46. Schwartz AB, Cui XT, Weber DJ, Moran DW (2006) Brain-controlled interfaces: movement restoration with neural prosthetics. Neuron 52:205-220.
47. Scott SH, Gribble PL, Graham KM, Cabel DW (2001) Dissociation between hand motion and population vectors from neural activity in motor cortex. Nature 413:161-165.
48. Simeral JD, Kim SP, Black MJ, Donoghue JP, Hochberg LR (2011) Neural control of cursor trajectory and click by a human with tetraplegia 1000 days after implant of an intracortical microelectrode array. J Neural Eng 8:025027.
49. Slutzky MW, Jordan LR, Lindberg EW, Lindsay KE, Miller LE (2011) Decoding the rat forelimb movement direction from epidural and intracortical field potentials. J Neural Eng 8:036013.
50. Suner S, Fellows MR, Vargas-Irwin C, Nakata GK, Donoghue JP (2005) Reliability of signals from a chronically implanted, silicon-based electrode array in non-human primate primary motor cortex. IEEE Trans Neural Sys Rehabil Eng 13:524-541.
51. Szarowski DH, Andersen MD, Retterer S, Spence AJ, Isaacson M, Craighead HG, Turner JN, Shain W (2003) Brain responses to micro-machined silicon devices. Brain Res 983:23-35.
52. Tresco PA, Winslow BD (2011) The challenge of integrating devices into the central nervous system. Crit Rev Biomed Eng 39:29-44.
53. Velliste M, Perel S, Spalding MC, Whitford AS, Schwartz AB (2008) Cortical control of a prosthetic arm for self-feeding. Nature 453:1098-1101.
54. Williams JC, Rennaker RL, Kipke DR (1999) Long-term neural recording characteristics of wire microelectrode arrays implanted in cerebral cortex. Brain Res Brain Res Protoc 4:303-313.
55. Xing D, Yeh CI, Shapley RM (2009) Spatial spread of the local field potential and its laminar variation in visual cortex. J Neurosci 29:11540-11549.
56. Zanos TP, Mineault PJ, Pack CC (2011) Removal of spurious correlations between spikes and local field potentials. J Neurophysiol 105:474-486.
57. Zhuang J, Truccolo W, Vargas-Irwin C, Donoghue JP (2010) Decoding 3-D reach and grasp kinematics from high-frequency local field potentials in primate primary motor cortex. IEEE Trans Biomed Eng 57:1774-1784.