Long term, stable brain machine interface performance using local field potentials and multiunit spikes

Journal of Neural Engineering

Volumn 10, Issue 5, 2013, Pages

  Flint, Robert D ^a   Wright, Zachary A ^a   Scheid, Michael R ^a   Slutzky, Marc W ^a,b,c  

^a NORTHWESTERN UNIVERSITY   (United States)

^b NORTHWESTERN UNIVERSITY   (United States)

^c REHABILITATION INSTITUTE OF CHICAGO   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BETTER PERFORMANCE; BRAIN MACHINE INTERFACE; BRAIN MACHINE INTERFACE (BMIS); CONTINUOUS CONTROL; DEGRADED PERFORMANCE; LOCAL FIELD POTENTIALS; ON-LINE CONTROLS; PRIMARY MOTOR CORTEX;

BIOMIMETICS; MICROELECTRODES; NEURONS;

BRAIN;

ARTICLE; BRAIN COMPUTER INTERFACE; CONTROLLED STUDY; ELECTRIC POTENTIAL; FEMALE; HAND MOVEMENT; MALE; MICROELECTRODE; NONHUMAN; ONLINE MONITORING; PRIMARY MOTOR CORTEX; PRIORITY JOURNAL; RHESUS MONKEY; SPIKE;

ALGORITHMS; ANIMALS; BRAIN-COMPUTER INTERFACES; DATA INTERPRETATION, STATISTICAL; EVOKED POTENTIALS; FEMALE; HAND; MACACA MULATTA; MALE; MICROELECTRODES; MOTOR CORTEX; NEURAL PROSTHESES; PROSTHESIS DESIGN; PSYCHOMOTOR PERFORMANCE; REPRODUCIBILITY OF RESULTS; REWARD;

EID: 84885463082     PISSN: 17412560     EISSN: 17412552     Source Type: Journal    
DOI: 10.1088/1741-2560/10/5/056005     Document Type: Article

References (61)

1. Serruya M D, Hatsopoulos N G, Paninski L, Fellows M R and Donoghue J P 2002 Instant neural control of a movement signal Nature 416 141-2 (Pubitemid 34246464)
2. Carmena J M, Lebedev M A, Crist R E, O'Doherty J E, Santucci D M, Dimitrov D F, Patil P G, Henriquez C S and Nicolelis M A 2003 Learning to control a brain-machine interface for reaching and grasping by primates PLoS Biol. 1 1-16 (Pubitemid 39112162)
3. 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 2006 Neuronal ensemble control of prosthetic devices by a human with tetraplegia Nature 442 164-71 (Pubitemid 44086558)
4. Velliste M, Perel S, Spalding M C, Whitford A S and Schwartz A B 2008 Cortical control of a prosthetic arm for self-feeding Nature 453 1098-101 (Pubitemid 351871735)
5. Moritz C T, Perlmutter S I and Fetz E E 2008 Direct control of paralysed muscles by cortical neurons Nature 456 639-42
6. Pohlmeyer E A, Oby E R, Perreault E J, Solla S A, Kilgore K L, Kirsch R F and Miller L E 2009 Toward the restoration of hand use to a paralyzed monkey: brain-controlled functional electrical stimulation of forearm muscles PLoS One 4 e5924
7. Ethier C, Oby E R, Bauman M J and Miller L E 2012 Restoration of grasp following paralysis through brain-controlled stimulation of muscles Nature 485 368-71
8. Jackson A and Fetz E E 2011 Interfacing with the computational brain IEEE Trans. Neural Syst. Rehabil. Eng. 19 534-41
9. Dickey A S, Suminski A, Amit Y and Hatsopoulos N G 2009 Single-unit stability using chronically implanted multielectrode arrays J. Neurophysiol. 102 1331-9
10. Simeral J D, Kim S P, Black M J, Donoghue J P and Hochberg L R 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
11. Chestek C A et al 2011 Long-term stability of neural prosthetic control signals from silicon cortical arrays in rhesus macaque motor cortex J. Neural Eng. 8 045005
12. Fraser G W, Chase S M, Whitford A and Schwartz A B 2009 Control of a brain-computer interface without spike sorting J. Neural Eng. 6 055004
13. Pesaran B, Pezaris J S, Sahani M, Mitra P P and Andersen R A 2002 Temporal structure in neuronal activity during working memory in macaque parietal cortex Nature Neurosci. 5 805-11 (Pubitemid 34827600)
14. Mehring C, Rickert J, Vaadia E, Cardosa De Oliveira S, Aertsen A and Rotter S 2003 Inference of hand movements from local field potentials in monkey motor cortex Nature Neurosci. 6 1253-4 (Pubitemid 37485117)
15. Rickert J, Oliveira S C, Vaadia E, Aertsen A, Rotter S and Mehring C 2005 Encoding of movement direction in different frequency ranges of motor cortical local field potentials J. Neurosci. 25 8815-24 (Pubitemid 41384449)
16. Stark E and Abeles M 2007 Predicting movement from multiunit activity J. Neurosci. 27 8387-94 (Pubitemid 47219625)
17. Bansal A K, Vargas-Irwin C E, Truccolo W and Donoghue J P 2011 Relationships among low-frequency local field potentials, spiking activity, and three-dimensional reach and grasp kinematics in primary motor and ventral premotor cortices J. Neurophysiol. 105 1603-19
18. Flint R D, Lindberg E W, Jordan L R, Miller L E and Slutzky M W 2012 Accurate decoding of reaching movements from field potentials in the absence of spikes J. Neural Eng. 9 046006
19. Zhuang J, Truccolo W, Vargas-Irwin C and Donoghue J P 2010 Decoding 3-D reach and grasp kinematics from high-frequency local field potentials in primate primary motor cortex IEEE Trans. Biomed. Eng. 57 1774-84
20. Flint R D, Ethier C, Oby E R, Miller L E and Slutzky M W 2012 Local field potentials allow accurate decoding of muscle activity J. Neurophysiol. 108 18-24
21. Bokil H S, Pesaran B, Andersen R A and Mitra P P 2006 A method for detection and classification of events in neural activity IEEE Trans. Biomed. Eng. 53 1678-87 (Pubitemid 44150280)
22. Chestek C A, Batista A P, Santhanam G, Yu B M, Afshar A, Cunningham J P, Gilja V, Ryu S I, Churchland M M and Shenoy K V 2007 Single-neuron stability during repeated reaching in macaque premotor cortex J. Neurosci. 27 10742-50 (Pubitemid 47535861)
23. Stevenson I H, Cherian A, London B M, Sachs N A, Lindberg E, Reimer J, Slutzky M W, Hatsopoulos N G, Miller L E and Kording K P 2011 Statistical assessment of the stability of neural movement representations J. Neurophysiol. 106 764-74
24. Carmena J M, Lebedev M A, Henriquez C S and Nicolelis M A 2005 Stable ensemble performance with single-neuron variability during reaching movements in primates J. Neurosci. 25 10712-6 (Pubitemid 41681919)
25. Rokni U, Richardson A G, Bizzi E and Seung H S 2007 Motor learning with unstable neural representations Neuron 54 653-66 (Pubitemid 46756141)
26. Ganguly K and Carmena J M 2009 Emergence of a stable cortical map for neuroprosthetic control PLoS Biol. 7 e1000153
27. Katzner S, Nauhaus I, Benucci A, Bonin V, Ringach D L and Carandini M 2009 Local origin of field potentials in visual cortex Neuron 61 35-41
28. 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 (PMID: 3880898) (Pubitemid 15165385)
29. Logothetis N K 2003 The underpinnings of the BOLD functional magnetic resonance imaging signal J. Neurosci. 23 3963-71 (PMID: 12764080) (Pubitemid 36958412)
30. Andersen R A, Musallam S and Pesaran B 2004 Selecting the signals for a brain-machine interface Curr. Opin. Neurobiol. 14 720-6 (Pubitemid 39576203)
31. Pohlmeyer E A, Solla S A, Perreault E J and Miller L E 2007 Prediction of upper limb muscle activity from motor cortical discharge during reaching J. Neural Eng. 4 369-79 (Pubitemid 350242914)
32. Mehring C, Nawrot M P, De Oliveira S C, Vaadia E, Schulze-Bonhage A, Aertsen A and Ball T 2004 Comparing information about arm movement direction in single channels of local and epicortical field potentials from monkey and human motor cortex J. Physiol. (Paris) 98 498-506 (Pubitemid 41751000)
33. Schalk G, Kubanek J, Miller K J, Anderson N R, Leuthardt E C, Ojemann J G, Limbrick D, Moran D, Gerhardt L A and Wolpaw J R 2007 Decoding two-dimensional movement trajectories using electrocorticographic signals in humans J. Neural Eng. 4 264-75
34. Hunter I W and Korenberg M J 1986 The identification of nonlinear biological systems: Wiener and Hammerstein cascade models Biol. Cybern. 55 135-44 (PMID: 3801534)
35. Westwick D T and Kearney R E 1997 Identification of physiological systems: a robust method for non-parametric impulse response estimation Med. Biol. Eng. Comput. 35 83-90 (Pubitemid 27179914)
36. Westwick D T, Pohlmeyer E A, Solla S A, Miller L E and Perreault E J 2006 Identification of multiple-input systems with highly coupled inputs: application to EMG prediction from multiple intracortical electrodes Neural Comput. 18 329-55 (Pubitemid 43543840)
37. Suminski A J, Tkach D C, Fagg A H and Hatsopoulos N G 2010 Incorporating feedback from multiple sensory modalities enhances brain-machine interface control J. Neurosci. 30 16777-87
38. Mackenzie I S, Kauppinen T and Silfverberg M 2001 Accuracy measures for evaluating computer pointing devices Proc. SIGCHI Conf. on Human Factors in Computing Systems (Seattle, WA,) pp 9-16 (Pubitemid 32393333)
39. Kim S P, Simeral J D, Hochberg L R, Donoghue J P and Black M J 2008 Neural control of computer cursor velocity by decoding motor cortical spiking activity in humans with tetraplegia J. Neural Eng. 5 455-76
40. Fitts P M 1954 The information capacity of the human motor system in controlling the amplitude of movement J. Exp. Psychol. 47 381-91
41. Mackenzie I S 1989 A note on the information-theoretic basis of Fitts' law J. Mot. Behav. 21 323-30
42. Kennedy P R, Kirby M T, Moore M M, King B and Mallory A 2004 Computer control using human intracortical local field potentials IEEE Trans. Neural Syst. Rehabil. Eng. 12 339-44 (Pubitemid 39223615)
43. Hwang E J and Andersen R A 2009 Brain control of movement execution onset using local field potentials in posterior parietal cortex J. Neurosci. 29 14363-70
44. Leuthardt E C, Schalk G, Wolpaw J R, Ojemann J G and Moran D W 2004 A brain-computer interface using electrocorticographic signals in humans J. Neural Eng. 1 63-71 (Pubitemid 41079659)
45. Schalk G, Miller K J, Anderson N R, Wilson J A, Smyth M D, Ojemann J G, Moran D W, Wolpaw J R and Leuthardt E C 2008 Two-dimensional movement control using electrocorticographic signals in humans J. Neural Eng. 5 75-84 (Pubitemid 351366605)
46. Felton E A, Wilson J A, Williams J C and Garell P C 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 (Pubitemid 46354307)
47. Felton E A, Radwin R G, Wilson J A and Williams J C 2009 Evaluation of a modified fitts law brain-computer interface target acquisition task in able and motor disabled individuals J. Neural Eng. 6 056002
48. Leuthardt E C, Miller K J, Schalk G, Rao R P and Ojemann J G 2006 Electrocorticography-based brain computer interface - the Seattle experience IEEE Trans. Neural Syst. Rehabil. Eng. 14 194-8 (Pubitemid 44150240)
49. Miller K J, Schalk G, Fetz E E, Den Nijs M, Ojemann J G and Rao R P 2010 Cortical activity during motor execution, motor imagery, and imagery-based online feedback Proc. Natl Acad. Sci. USA 107 4430-5
50. Gilja V et al 2012 A high-performance neural prosthesis enabled by control algorithm design Nature Neurosci. 1752-8
51. Blakely T, Miller K J, Zanos S P, Rao R P and Ojemann J G 2009 Robust, long-term control of an electrocorticographic brain-computer interface with fixed parameters Neurosurg. Focus 27 1-5
52. Nuyujukian P, Kao J, Fan J, Stavisky S, Ryu S and Shenoy K 2012 A high-performance, robust brain-machine interface without retraining 9th Annu. Computation and Systems Neuroscience Meeting (Salt Lake City, UT,) abstract III-65
53. Chao Z C, Nagasaka Y and Fujii N 2010 Long-term asynchronous decoding of arm motion using electrocorticographic signals in monkeys Front Neuroeng. 3 1-10
54. Perge J A, Homer M L, Malik W Q, Donoghue J P and Hochberg L R 2012 Decoding imagined arm movements from human motor cortex local field potentials Neuroscience Meeting Planner (New Orleans, LA Society for Neuroscience,) program no. 583.09. 2012
55. Hochberg L R et al 2012 Reach and grasp by people with tetraplegia using a neurally controlled robotic arm Nature 485 372-5
56. Manohar A, Flint R D, Knudsen E and Moxon K A 2012 Decoding hindlimb movement for a brain machine interface after a complete spinal transection PLoS One 7 e52173
57. Collinger J L, Wodlinger B, Downey J E, Wang W, Tyler-Kabara E C, Weber D J, Mcmorland A J, Velliste M, Boninger M L and Schwartz A B 2013 High-performance neuroprosthetic control by an individual with tetraplegia Lancet 381 557-64
58. Markowitz D A, Wong Y T, Gray C M and Pesaran B 2011 Optimizing the decoding of movement goals from local field potentials in macaque cortex J. Neurosci. 31 18412-22
59. Taylor D M, Tillery S I and Schwartz A B 2002 Direct cortical control of 3D neuroprosthetic devices Science 296 1829-32 (Pubitemid 34596262)
60. Orsborn A L, Dangi S, Moorman H G and Carmena J M 2012 Closed-loop decoder adaptation on intermediate time-scales facilitates rapid BMI performance improvements independent of decoder initialization conditions IEEE Trans. Neural Syst. Rehabil. Eng. 20 468-77
61. Danziger Z, Fishbach A and Mussa-Ivaldi F A 2009 Learning algorithms for human-machine interfaces IEEE Trans. Biomed. Eng. 56 1502-11