Motor cortical correlates of arm resting in the context of a reaching task and implications for prosthetic control

Journal of Neuroscience

Volumn 34, Issue 17, 2014, Pages 6011-6022

  Velliste, Meel ^a,b   Kennedy, Scott D ^c   Schwartz, Andrew B ^a,b,c   Whitford, Andrew S ^c   Sohn, Jeong Woo ^b,d   McMorland, Angus J C ^a,e  

^a UNIVERSITY OF PITTSBURGH   (United States)

^b UNIVERSITY OF PITTSBURGH SCHOOL OF MEDICINE   (United States)

^c University of Pittsburgh   (United States)

^d Daegu Gyeongbuk Medical Innovation Foundation   (South Korea)

^e UNIVERSITY OF AUCKLAND   (New Zealand)

Author keywords

Arm relaxation; Brain computer interface; Idle state; Motor control; Motor cortex; Resting

Indexed keywords

ANIMAL BEHAVIOR; ANIMAL EXPERIMENT; ARM RESTING; ARTICLE; ELECTRODE; ELECTROMYOGRAPHY; KINEMATICS; MALE; MOTOR CONTROL; MOTOR CORTEX; MOTOR DYSFUNCTION; NERVE CONDUCTION; NONHUMAN; PREMOTOR CORTEX; PRINCIPAL COMPONENT ANALYSIS; PRIORITY JOURNAL; PROSTHESIS; REST; RHESUS MONKEY; SINGLE UNIT ACTIVITY; SPIKE WAVE; STEREOSCOPIC VISION; THREE DIMENSIONAL IMAGING;

ARM RELAXATION; BRAIN-COMPUTER INTERFACE; IDLE STATE; MOTOR CONTROL; MOTOR CORTEX; RESTING;

ANIMALS; ARTIFICIAL LIMBS; BIOMECHANICAL PHENOMENA; MACACA MULATTA; MALE; MOTOR CORTEX; MOVEMENT; NEURONS; PSYCHOMOTOR PERFORMANCE;

EID: 84899473426     PISSN: 02706474     EISSN: 15292401     Source Type: Journal    
DOI: 10.1523/JNEUROSCI.3520-13.2014     Document Type: Article

References (67)

1. Acharya S, Tenore F, Aggarwal V, Etienne-Cummings R, Schieber MH, Thakor NV (2008) Decoding individuated finger movements using volume-constrained neuronal ensembles in them1hand area. IEEE Trans Neural Syst Rehabil Eng 16:15-23. CrossRef Medline
2. Achtman N, Afshar A, Santhanam G, Yu BM, Ryu SI, Shenoy KV (2007) Free-paced high-performance brain-computer interfaces. J Neural Eng 4:336-347. CrossRef Medline
3. Aggarwal V, Acharya S, Tenore F, Shin HC, Etienne-Cummings R, Schieber MH, Thakor NV (2008) Asynchronous decoding of dexterous finger movements using m1 neurons. IEEE Trans Neural Syst Rehabil Eng 16: 3-14. CrossRef Medline
4. Aggarwal V, Mollazadeh M, Davidson AG, Schieber MH, Thakor NV (2013) State-based decoding of hand and finger kinematics using neuronal ensemble and lfp activity during dexterous reach-to-grasp movements. J Neurophysiol 109:3067-3081. CrossRef Medline
5. Ashe J (1997) Force and the motor cortex. Behav Brain Res 87:255-269. CrossRef Medline
6. Awwad Shiekh Hasan B, Gan JQ (2010) Unsupervised movement onset detection from eeg recorded during self-paced real hand movement. Med Biol Eng Comput 48:245-253. CrossRef Medline
7. Cherian A, Krucoff MO, Miller LE (2011) Motor cortical prediction of emg: evidence that a kinetic brain-machine interface may be robust across altered movement dynamics. J Neurophysiol 106:564-575. CrossRef Medline
8. Churchland MM, Cunningham JP, Kaufman MT, Foster JD, Nuyujukian P, Ryu SI, Shenoy KV (2012) Neural population dynamics during reaching. Nature 487:51-56. CrossRef Medline
9. Evarts EV (1966) Pyramidal tract activity associated with a conditioned hand movement in the monkey. J Neurophysiol 29:1011-1027. Medline
10. Evarts EV (1968) Relation of pyramidal tract activity to force exerted during voluntary movement. J Neurophysiol 31:14-27. Medline
11. Fagg AH, Ojakangas GW, Miller LE, HatsopoulosNG (2009) Kinetic trajectory decoding using motor cortical ensembles. IEEE Trans Neural Syst Rehabil Eng 17:487-496. CrossRef Medline
12. Fitzsimmons NA, Lebedev MA, Peikon ID, Nicolelis MA (2009) Extracting kinematic parameters for monkey bipedal walking from cortical neuronal ensemble activity. Front Integr Neurosci 3:3. CrossRef Medline
13. Fraser GW, Schwartz AB (2012) Recording from the same neurons chronically in motor cortex. J Neurophysiol 107:1970-1978. CrossRef Medline
14. Georgopoulos AP (1996) Arm movements in monkeys: behavior and neurophysiology. J Comp Physiol A 179:603-612. CrossRef Medline
15. Georgopoulos AP (2000) Neural aspects of cognitive motor control. Curr Opin Neurobiol 10:238-241. CrossRef Medline
16. Georgopoulos AP, Ashe J (2000) One motor cortex, two different views. Nat Neurosci 3:963; author reply 964-965. CrossRef Medline
17. Georgopoulos AP, Kalaska JF, Caminiti R, Massey JT (1982) On the relations between the direction of two-dimensional arm movements and cell discharge in primate motor cortex. J Neurosci 2:1527-1537. Medline
18. 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. Medline
19. Georgopoulos AP, Lurito JT, Petrides M, Schwartz AB, Massey JT (1989) Mental rotation of the neuronal population vector. Science 243:234-236. CrossRef Medline
20. Gupta R, Ashe J (2009) Offline decoding of end-point forces using neural ensembles: application to a brain-machine interface. IEEE Trans Neural Syst Rehabil Eng 17:254-262. CrossRef Medline
21. Hallett M (1994) Movement-related cortical potentials. Electromyogr Clin Neurophysiol 34:5-13. Medline
22. Hatsopoulos NG, Amit Y (2012) Synthesizing complex movement fragment representations from motor cortical ensembles. J Physiol Paris 106: 112-119. CrossRef Medline
23. Hatsopoulos NG, Donoghue JP (2009) The science of neural interface systems. Annu Rev Neurosci 32:249-266. CrossRef Medline
24. Hatsopoulos NG, Xu Q, Amit Y (2007) Encoding of movement fragments in the motor cortex. J Neurosci 27:5105-5114. CrossRef Medline
25. Herter TM, Korbel T, Scott SH (2009) Comparison of neural responses in primary motor cortex to transient and continuous loads during posture. J Neurophysiol 101:150-163. CrossRef Medline
26. Hwang EJ, Andersen RA (2009) Brain control of movement execution onset using local field potentials in posterior parietal cortex. J Neurosci 29: 14363-14370. CrossRef Medline
27. Ifft PJ, Lebedev MA, Nicolelis MA (2012) Reprogramming movements: extraction of motor intentions from cortical ensemble activity when movement goals change. Front Neuroeng 5:16. CrossRef Medline
28. Ifft PJ, Shokur S, Li Z, Lebedev MA, Nicolelis MA (2013) A brain-machine interface enables bimanual arm movements in monkeys. Sci Transl Med 5:210ra154. CrossRef Medline
29. Jackson A, Mavoori J, Fetz EE (2007) Correlations between the same motor cortex cells and arm muscles during a trained task, free behavior, and natural sleep in the macaque monkey. J Neurophysiol 97:360-374. CrossRef Medline
30. Kalaska JF (2009) From intention to action: motor cortex and the control of reaching movements. Adv Exp Med Biol 629:139-178. CrossRef Medline
31. Kemere C, Santhanam G, Yu BM, Afshar A, Ryu SI, Meng TH, Shenoy KV (2008) Detecting neural-state transitions using hidden markov models for motor cortical prostheses. J Neurophysiol 100:2441-2452. CrossRef Medline
32. Kettner RE, Schwartz AB, Georgopoulos AP (1988) 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 8:2938-2947. Medline
33. Kim SP, Simeral JD, Hochberg LR, Donoghue JP, Friehs GM, Black MJ (2011) Point-and-click cursor control with an intracortical neural interface system by humans with tetraplegia. IEEE Trans Neural Syst Rehabil Eng 19:193-203. CrossRef Medline
34. Koyama S, Chase SM, Whitford AS, Velliste M, Schwartz AB, Kass RE (2010a) Comparison of brain-computer interface decoding algorithms in open-loop and closed-loop control. J Comput Neurosci 29:73-87. CrossRef Medline
35. Koyama S, Pérez-Bolde LC, Shalizi CR, Kass RE (2010b) Approximate methods for state-space models. J Am Stat Assoc 105:170-180. CrossRef Medline
36. Lebedev MA, Carmena JM, O'Doherty JE, Zacksenhouse M, Henriquez CS, Principe JC, Nicolelis MA (2005) Cortical ensemble adaptation to represent velocity of an artificial actuator controlled by a brain-machine interface. J Neurosci 25:4681-4693. CrossRef Medline
37. Lebedev MA, O'Doherty JE, Nicolelis MA (2008) Decoding of temporal intervals from cortical ensemble activity. J Neurophysiol 99:166-186. CrossRef Medline
38. Lebedev MA, Tate AJ, Hanson TL, Li Z, O'Doherty JE, Winans JA, Ifft PJ, Zhuang KZ, Fitzsimmons NA, Schwarz DA, Fuller AM, An JH, Nicolelis MAL (2011) Future developments in brain-machine interface research. Clinics (Sao Paulo) 66:25-32. CrossRef Medline
39. Lew E, Chavarriaga R, Silvoni S, Millán JdelR (2012) Detection of self-paced reaching movement intention from eeg signals. Front Neuroeng 5:13. CrossRef Medline
40. Li Z, O'Doherty JE, Hanson TL, Lebedev MA, Henriquez CS, Nicolelis MA (2009) Unscented kalman filter for brain-machine interfaces. PLoS One 4:e6243. CrossRef Medline
41. Mirabella G (2012) Volitional inhibition and brain-machine interfaces: a mandatory wedding. Front Neuroeng 5:20. CrossRef Medline
42. Mollazadeh M, Aggarwal V, Davidson AG, Law AJ, Thakor NV, SchieberMH (2011) Spatiotemporal variation of multiple neurophysiological signals in the primary motor cortex during dexterous reach-to-grasp movements. J Neurosci 31:15531-15543. CrossRef Medline
43. Moran DW, Schwartz AB (1999) Motor cortical representation of speed and direction during reaching. J Neurophysiol 82:2676-2692. Medline
44. Muralidharan A, Chae J, Taylor DM (2011) Early detection of hand movements from electroencephalograms for stroke therapy applications. J Neural Eng 8:046003. CrossRef Medline
45. Niazi IK, Jiang N, Tiberghien O, Nielsen JF, Dremstrup K, Farina D (2011) Detection of movement intention from single-trial movement-related cortical potentials. J Neural Eng 8:066009. CrossRef Medline
46. O'Doherty JE, Lebedev MA, Ifft PJ, Zhuang KZ, Shokur S, Bleuler H, Nicolelis MA (2011) Active tactile exploration using a brain-machine-brain interface. Nature 479:228-231. CrossRef Medline
47. O'Leary JG, Hatsopoulos NG (2006) Early visuomotor representations revealed from evoked local field potentials in motor and premotor cortical areas. J Neurophysiol 96:1492-1506. CrossRef Medline
48. 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. CrossRef Medline
49. Phillips CG, Porter R (1977) Corticospinal neurones. their role in movement. Monogr Physiol Soc pp. v-xii, 1-450.
50. Pigarev IN (2013) The visceral theory of sleep [Article in Russian]. Zh Vyssh Nerv Deiat Im I P Pavlova 63:86-104. Medline
51. Pigarev IN, Bagaev VA, Levichkina EV, Fedorov GO, Busigina II (2013) Cortical visual areas process intestinal information during slow-wave sleep. Neurogastroenterol Motil 25:268-275, e169. CrossRef Medline
52. Porter R, Lemon R (1993) Corticospinal function and voluntary movement. Oxford: Clarendon.
53. Reina GA, Moran DW, Schwartz AB (2001) On the relationship between joint angular velocity and motor cortical discharge during reaching. J Neurophysiol 85:2576-2589. Medline
54. 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. CrossRef Medline
55. Santaniello S, Sherman DL, Thakor NV, Eskandar EN, Sarma SV (2012) Optimal control-based bayesian detection of clinical and behavioral state transitions. IEEE Trans Neural Syst Rehabil Eng 20:708-719. CrossRef Medline
56. Scherberger H, Jarvis MR, Andersen RA (2005) Cortical local field potential encodes movement intentions in the posterior parietal cortex. Neuron 46:347-354. CrossRef Medline
57. Schwartz AB (1992) Motor cortical activity during drawing movements: single-unit activity during sinusoid tracing. J Neurophysiol 68:528-541. Medline
58. Schwartz AB (1994) Direct cortical representation of drawing. Science 265: 540-542. CrossRef Medline
59. Schwartz AB (2004) Cortical neural prosthetics. Annu Rev Neurosci 27: 487-507. CrossRef Medline
60. Schwartz AB, Cui XT, Weber DJ, MoranDW (2006) Brain-controlled interfaces: movement restoration with neural prosthetics. Neuron 52:205-220. CrossRef Medline
61. Taylor DM, Tillery SI, Schwartz AB (2002) Direct cortical control of 3d neuroprosthetic devices. Science 296:1829-1832. CrossRef Medline
62. Townsend BR, Subasi E, Scherberger H (2011) Grasp movement decoding from premotor and parietal cortex. J Neurosci 31:14386-14398. CrossRef Medline
63. Velliste M, Perel S, Spalding MC, Whitford AS, Schwartz AB (2008) Cortical control of a prosthetic arm for self-feeding. Nature 453:1098-1101. CrossRef Medline
64. Wang W, Chan SS, Heldman DA, Moran DW (2007) Motor cortical representation of position and velocity during reaching. J Neurophysiol 97: 4258-4270. CrossRef Medline
65. Wang Z, Gunduz A, Brunner P, Ritaccio AL, Ji Q, SchalkG (2012) Decoding onset and direction of movements using electrocorticographic (ECoG) signals in humans. Front Neuroeng 5:15. CrossRef Medline
66. Wood F, Prabhat, Donoghue J, Black M (2005) Inferring attentional state and kinematics from motor cortical firing rates. Conf Proc IEEE Eng Med Biol Soc 1:149-152. Medline
67. Zhang D, Wang Y, Gao X, Hong B, Gao S (2007) An algorithm for idle-state detection in motor-imagery-based brain-computer interface. Comput Intell Neurosci 2007:39714. CrossRef Medline