Decoding the rat forelimb movement direction from epidural and intracortical field potentials

Journal of Neural Engineering

Volumn 8, Issue 3, 2011, Pages

  Slutzky, Marc W ^a,b   Jordan, Luke R ^b   Lindberg, Eric W ^a   Lindsay, Kevin E ^c   Miller, Lee E ^a,b,d  

^a NORTHWESTERN UNIVERSITY   (United States)

^b NORTHWESTERN UNIVERSITY   (United States)

^c MERCER UNIVERSITY   (United States)

^d Northwestern University   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ACTION POTENTIALS; BRAIN MACHINE INTERFACE; COMPUTER CURSOR; FIELD POTENTIAL; HIGH QUALITY; LIMB MOVEMENTS; LINEAR DISCRIMINANT ANALYSIS; LOCAL FIELD POTENTIALS; RAT FORELIMB; SIGNAL QUALITY; TARGET LOCATION; TWO-DIMENSION;

BRAIN COMPUTER INTERFACE; DISCRIMINANT ANALYSIS; ELECTROPHYSIOLOGY; INTERFACES (COMPUTER); RAT CONTROL;

INDEPENDENT COMPONENT ANALYSIS;

ACCURACY; ANIMAL EXPERIMENT; ARTICLE; BODY MOVEMENT; BRAIN COMPUTER INTERFACE; BRAIN CORTEX; DISCRIMINANT ANALYSIS; ELECTRIC POTENTIAL; ELECTRODE; EPIDURAL FIELD POTENTIAL; EPIDURAL SPACE; EVALUATION; FOREFOOT; FORELIMB; INTRACORTICAL FIELD POTENTIAL; LIMB MOVEMENT; MOTOR CONTROL; NONHUMAN; PRIORITY JOURNAL; RAT; ALGORITHM; ANIMAL; DURA MATER; ELECTROENCEPHALOGRAPHY; EVOKED MUSCLE RESPONSE; EVOKED SOMATOSENSORY RESPONSE; METHODOLOGY; MOTOR CORTEX; MOVEMENT (PHYSIOLOGY); PHYSIOLOGY; SOMATOSENSORY CORTEX;

RATTUS;

ALGORITHMS; ANIMALS; DURA MATER; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS, MOTOR; EVOKED POTENTIALS, SOMATOSENSORY; FORELIMB; MOTOR CORTEX; MOVEMENT; RATS; SOMATOSENSORY CORTEX;

EID: 79957937618     PISSN: 17412560     EISSN: 17412552     Source Type: Journal    
DOI: 10.1088/1741-2560/8/3/036013     Document Type: Article

References (57)

1. 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 Nat. Neurosci. 5 805-11
2. 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
3. Taylor D M, Tillery S I and Schwartz A B 2002 Direct cortical control of 3D neuroprosthetic devices Science 296 1829-32
4. 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 2000 Real-time prediction of hand trajectory by ensembles of cortical neurons in primates Nature 408 361-5
5. Birbaumer N, Ghanayim N, Hinterberger T, Iversen I, Kotchoubey B, Kubler A, Perelmouter J, Taub E and Flor H 1999 A spelling device for the paralysed Nature 398 297-8
6. Wolpaw J R and McFarland D J 2004 Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans Proc. Natl Acad. Sci. U S A 101 17849-54
7. 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
8. 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
9. 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
10. 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
11. 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
12. 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 Nat. Neurosci. 6 1253-4
13. Stark E and Abeles M 2007 Predicting movement from multiunit activity J. Neurosci. 27 8387-94
14. Scherberger H, Jarvis M R and Andersen R A 2005 Cortical local field potential encodes movement intentions in the posterior parietal cortex Neuron 46 347-54
15. Slutzky M W, Jordan L R, Krieg T, Chen M, Mogul D J and Miller L E 2010 Optimal spacing of surface electrode arrays for brain-machine interface applications J. Neural Eng. 7 26004
16. Georgopoulos A P, Kalaska J F, Caminiti R and Massey J T 1982 On the relations between the direction of two-dimensional arm movements and cell discharge in primate motor cortex J. Neurosci. 2 1527-37
17. Evarts E V, Fromm C, Kroller J and Jennings V A 1983 Motor cortex control of finely graded forces J. Neurophysiol. 49 1199-215
18. Morrow M M and Miller L E 2003 Prediction of muscle activity by populations of sequentially recorded primary motor cortex neurons J. Neurophysiol. 89 2279-88
19. 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 11
20. 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 Biology 1 E42
21. Suner S, Fellows M R, Vargas-Irwin C, Nakata G K and Donoghue J P 2005 Reliability of signals from a chronically implanted, silicon-based electrode array in non-human primate primary motor cortex IEEE Trans. Neural Syst. Rehabil. Eng. 13 524
22. 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
23. Turner J N, Shain W, Szarowski D H, Andersen M, Martins S, Isaacson M and Craighead H 1999 Cerebral astrocyte response to micromachined silicon implants Exp. Neurol. 156 33-49
24. Williams J C, Rennaker R L and Kipke D R 1999 Long-term neural recording characteristics of wire microelectrode arrays implanted in cerebral cortex Brain Res. Protocols 4 303-13
25. Biran R, Martin D C and Tresco P A 2005 Neuronal cell loss accompanies the brain tissue response to chronically implanted silicon microelectrode arrays Exp. Neurol. 195 115-26
26. Polikov V S, Tresco P A and Reichert W M 2005 Response of brain tissue to chronically implanted neural electrodes J. Neurosci. Methods 148 1-18
27. Mitzdorf U 1987 Properties of the evoked potential generators: current source-density analysis of visually evoked potentials in the cat cortex Int. J. Neurosci. 33 33-59
28. Logothetis N K 2003 The underpinnings of the BOLD functional magnetic resonance imaging signal J. Neurosci. 23 3963
29. 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
30. 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
31. 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
32. Chao Z C, Nagasaka Y and Fujii N 2010 Long-term asynchronous decoding of arm motion using electrocorticographic signals in monkeys Front. Neuroeng. 3 doi:10.3389/fneng.2010.00003
33. Gunduz A, Sanchez J C, Carney P R and Principe J C 2009 Mapping broadband electrocorticographic recordings to two-dimensional hand trajectories in humans: motor control features Neural Netw. 22 1257-70
34. Ganguly K, Secundo L, Ranade G, Orsborn A, Chang E F, Dimitrov D F, Wallis J D, Barbaro N M, Knight R T and Carmena J M 2009 Cortical representation of ipsilateral arm movements in monkey and man J. Neurosci. 29 12948
35. Rouse A G, Heldman D A and Moran D W 2007 Neural adaptation of epidural electrocorticographic (EECoG) signals during closed-loop brain computer interface (BCI) control Soc. Neurosci. Abstr. 192.7
36. Kennedy P, Andreasen D, Ehirim P, King B, Kirby T, Mao H and Moore M 2004 Using human extra-cortical local field potentials to control a switch J. Neural Eng. 1 72-7
37. Sutter E E 1992 The brain response interface: communication through visually induced electrical brain responses J. Microcomput. Appl. 15 31-45
38. Slutzky M W, Jordan L R, Bauman M J and Miller L E 2010 A new rodent behavioral paradigm for studying forelimb movement J. Neurosci. Methods 192 228-32
39. Rennaker R L 2007 Minocycline increases quality and longevity of chronic neural recordings J. Neural Eng. 4 L1
40. Neafsey E J, Bold E L, Haas G, Hurley-Gius K M, Quirk G, Sievert C F and Terreberry R R 1986 The organization of the rat motor cortex: a microstimulation mapping study Brain Res. Rev. 11 77-96
41. Hyland B 1998 Neural activity related to reaching and grasping in rostral and caudal regions of rat motor cortex Behav. Brain Res. 94 255-69
42. Kim J, Wilson J A and Williams J C 2007 A cortical recording platform utilizing microECoG electrode arrays Conf Proc IEEE Eng Med Biol Soc. 2007 5353
43. Delorme A and Makeig S 2004 EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis J. Neurosci. Methods 134 9-21
44. O'Leary J G and Hatsopoulos N G 2006 Early visuomotor representations revealed from evoked local field potentials in motor and premotor cortical areas J. Neurophysiol. 96 1492
45. Heldman D A, Wang W, Chan S S and Moran D W 2006 Local field potential spectral tuning in motor cortex during reaching IEEE Trans. Neural Syst. Rehabil. Eng. 14 180-3
46. Miller K J, Leuthardt E C, Schalk G, Rao R P, Anderson N R, Moran D W, Miller J W and Ojemann J G 2007 Spectral changes in cortical surface potentials during motor movement J. Neurosci. 27 2424-32
47. Pfurtscheller G and Lopes da Silva F H 1999 Event-related EEG/MEG synchronization and desynchronization: basic principles Clin. Neurophysiol. 110 1842-57
48. Graimann B, Huggins J E, Levine S P and Pfurtscheller G 2002 Visualization of significant ERD/ERS patterns in multichannel EEG and ECoG data Clin. Neurophysiol. 113 43-7
49. Acharya S, Fifer M S, Benz H L, Crone N E and Thakor N V 2010 Electrocorticographic amplitude predicts finger positions during slow grasping motions of the hand J. Neural Eng. 7 046002
50. 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
51. Gilja V, Yu B M, Santhanam G, Afshar A, Ryu S I and Shenoy K V 2008 Factor analysis based BCI decoding from spikes and LFP. in Soc. Neurosci. Abstr. 779.2
52. Ball T, Schulze-Bonhage A, Aertsen A and Mehring C 2009 Differential representation of arm movement direction in relation to cortical anatomy and function J. Neural Eng. 6 16006
53. Slutzky M W, Jordan L R and Miller L E 2009 Evaluation of epidural and intracortical field potentials as control inputs for brain-machine interfaces Soc. Neurosci. Abstr. 770.13
54. Slutzky M W, Lindberg E, Jordan L R and Miller L E 2010 Decoding motor outputs with epidural and intracortical inputs: performance similarities and differences Soc. Neurosci. Abstr. 383.16
55. 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
56. Nicolelis M A, Dimitrov D, Carmena J M, Crist R, Lehew G, Kralik J D and Wise S P 2003 Chronic, multisite, multielectrode recordings in macaque monkeys Proc. Natl Acad. Sci. U S A 100 11041-6
57. Jackson A and Fetz E E 2007 Compact movable microwire array for long-term chronic unit recording in cerebral cortex of primates J. Neurophysiol. 98 3109-18