Real-time control of walking using recordings from dorsal root ganglia

Journal of Neural Engineering

Volumn 10, Issue 5, 2013, Pages

  Holinski, B J ^a   Everaert, D G ^a   Mushahwar, V K ^a   Stein, R B ^a  

^a UNIVERSITY OF ALBERTA   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

CLOSED-LOOP FEEDBACK; CLOSED-LOOP FEEDBACK CONTROL; DORSAL ROOT GANGLIA (DRG); ELECTRICAL STIMULATIONS; GROUND REACTION FORCES; NEURONAL ACTIVITIES; PREDICTION ACCURACY; SPINAL CORD INJURIES (SCI);

ALGORITHMS; BIOPHYSICS; GYROSCOPES; REACTION RATES; REAL TIME CONTROL; SENSORY FEEDBACK;

FORECASTING;

ACCURACY; ACTION POTENTIAL; ANIMAL EXPERIMENT; ANKLE; ARTICLE; CAT; ELECTROSTIMULATION; FEMALE; GROUND REACTION FORCE; HIP; KNEE; LIMB; MALE; MOTONEURON; NONHUMAN; PASSIVE MOVEMENT; PRIORITY JOURNAL; RANGE OF MOTION; SENSORY FEEDBACK; SPINAL CORD; SPINAL CORD INJURY; SPINAL GANGLION; TREADMILL; WALKING;

ADAPTATION, PHYSIOLOGICAL; ALGORITHMS; ANIMALS; ARTIFACTS; ARTIFICIAL INTELLIGENCE; BIOMECHANICAL PHENOMENA; BIOSENSING TECHNIQUES; CATS; COMPUTER SYSTEMS; ELECTRIC STIMULATION; FEMALE; GANGLIA, SPINAL; HINDLIMB; MALE; MODELS, NEUROLOGICAL; NEURAL PROSTHESES; NEURONS, AFFERENT; SIGNAL PROCESSING, COMPUTER-ASSISTED; WALKING;

EID: 84885444348     PISSN: 17412560     EISSN: 17412552     Source Type: Journal    
DOI: 10.1088/1741-2560/10/5/056008     Document Type: Article

References (49)

1. Aoyagi Y, Stein R B, Branner A, Pearson K G and Normann R A 2003 Capabilities of a penetrating microelectrode array for recording single units in dorsal root ganglia of the cat J. Neurosci. Methods 128 9-20 (Pubitemid 37013545)
2. Bamford J A, Putman C T and Mushahwar V K 2005 Intraspinal microstimulation preferentially recruits fatigue-resistant muscle fibres and generates gradual force in rat J. Physiol. 569 873-84 (Pubitemid 41830229)
3. Bauman M J, Bruns T M, Wagenaar J B, Gaunt R A and Weber D J 2011 Online feedback control of functional electrical stimulation using dorsal root ganglia recordings Proc. IEEE Annu. Int. Conf. of Engineering in Medicine and Biology Society (Boston, MA, 30 Aug.-3 Sept. 2011) pp 7246-9
4. Branner A and Normann R A 2000 A multielectrode array for intrafascicular recording and stimulation in sciatic nerve of cats Brain Res. Bull. 51 293-306 (Pubitemid 30126020)
5. Brown-Triolo D L, Roach M J, Nelson K and Triolo R J 2002 Consumer perspectives on mobility: implications for neuroprosthesis design J. Rehabil. Res. Dev. 39 659-69 (PMID: 17943668) (Pubitemid 36105979)
6. Bruns T M, Gaunt R A and Weber D J 2011 Estimating bladder pressure from sacral dorsal root ganglia recordings Proc. IEEE Annu. Int. Conf. of Engineering in Medicine and Biology Society (Boston, MA, 30 Aug.-3 Sept. 2011) pp 4239-42
7. Bruns T M, Wagenaar J B, Bauman M J, Gaunt R A and Weber D J 2013 Real-time control of hind limb functional electrical stimulation using feedback from dorsal root ganglia recordings J. Neural Eng. 10 026020
8. 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)
9. Cham J G, Branchaud E A, Nenadic Z, Greger B, Andersen R A and Burdick J W 2005 Semi-chronic motorized microdrive and control algorithm for autonomously isolating and maintaining optimal extracellular action potentials J. Neurophysiol. 93 570-9 (Pubitemid 40626862)
10. Clark G A, Ledbetter N M, Warren D J and Harrison R R 2011 Recording sensory and motor information from peripheral nerves with Utah Slanted Electrode Arrays Proc. IEEE Annu. Int. Conf. of Engineering in Medicine and Biology Society (Boston, MA, 30 Aug.-3 Sept. 2011) pp 4641-4
11. Cordo P J, Flores-Vieira C, Verschueren S M, Inglis J T and Gurfinkel V 2002 Position sensitivity of human muscle spindles: single afferent and population representations J. Neurophysiol. 87 1186-95 (Pubitemid 34670785)
12. Franke F, Natora M, Boucsein C, Munk M H and Obermayer K 2010 An online spike detection and spike classification algorithm capable of instantaneous resolution of overlapping spikes J. Comput. Neurosci. 29 127-48
13. Graupe D and Kohn K H 1998 Functional neuromuscular stimulator for short-distance ambulation by certain thoracic-level spinal-cord-injured paraplegics Surg. Neurol. 50 202-7 (Pubitemid 28415574)
14. Guevremont L, Norton J A and Mushahwar V K 2007 Physiologically based controller for generating overground locomotion using functional electrical stimulation J. Neurophysiol. 97 2499-510 (Pubitemid 46411177)
15. Holinski B, Mazurek K A, Everaert D G, Stein R B, Etienne-Cummings R and Mushahwar V K 2012 Intraspinal microstimulation for restoring walking IFESS 2012: Proc. Conf. Int. Funct. Electr. Stimul. Soc. (Banff, Alberta, Canada, 9-12 Sept.) pp 105-8
16. Lau B, Guevremont L and Mushahwar V K 2007 Strategies for generating prolonged functional standing using intramuscular stimulation or intraspinal microstimulation IEEE Trans. Neural Syst. Rehabil. Eng. 15 273-85 (Pubitemid 46957037)
17. Li Z, O'Doherty J E, Hanson T L, Lebedev M A, Henriquez C S and Nicolelis M A 2009 Unscented Kalman filter for brain-machine interfaces PLoS One 4 e6243
18. Li Z, O'Doherty J E, Lebedev M A and Nicolelis M A 2011 Adaptive decoding for brain-machine interfaces through Bayesian parameter updates Neural Comput. 23 3162-204
19. Loeb G E, Bak M J and Duysens J 1977 Long-term unit recording from somatosensory neurons in the spinal ganglia of the freely walking cat Science 197 1192-4 (Pubitemid 8174170)
20. Loeb G E and Duysens J 1979 Activity patterns in individual hindlimb primary and secondary muscle spindle afferents during normal movements in unrestrained cats J. Neurophysiol. 42 420-40 (PMID: 154557) (Pubitemid 9128392)
21. Lovse L, Bobet J, Roy F D, Rolf R, Mushahwar V K and Stein R B 2012 External sensors for detecting the activation and deactivation times of the major muscles used in walking IEEE Trans. Neural Syst. Rehabil. Eng. 20 488-98
22. Mazurek K A, Holinski B J, Everaert D G, Stein R B, Etienne-Cummings R and Mushahwar V K 2012 Feed forward and feedback control for over-ground locomotion in anaesthetized cats J. Neural Eng. 9 026003
23. McCrea D A and Rybak I A 2008 Organization of mammalian locomotor rhythm and pattern generation Brain Res. Rev. 57 134-46 (Pubitemid 350213105)
24. Mushahwar V K, Gillard D M, Gauthier M J and Prochazka A 2002 Intraspinal micro stimulation generates locomotor-like and feedback-controlled movements IEEE Trans. Neural Syst. Rehabil. Eng. 10 68-81 (Pubitemid 34827677)
25. Mushahwar V K and Horch K W 1997 Proposed specifications for a lumbar spinal cord electrode array for control of lower extremities in paraplegia IEEE Trans. Rehabil. Eng. 5 237-43 (Pubitemid 27407773)
26. Mushahwar V K and Horch K W 1998 Selective activation and graded recruitment of functional muscle groups through spinal cord stimulation Ann. New York Acad. Sci. 860 531-5 (Pubitemid 29046017)
27. Mushahwar V K and Horch K W 2000 Selective activation of muscle groups in the feline hindlimb through electrical microstimulation of the ventral lumbo-sacral spinal cord IEEE Trans. Rehabil. Eng. 8 11-21 (Pubitemid 30230134)
28. Nordhausen C T, Maynard E M and Normann R A 1996 Single unit recording capabilities of a 100 microelectrode array Brain Res. 726 129-40 (Pubitemid 26292238)
29. Patil P G, Carmena J M, Nicolelis M A and Turner D A 2004 Ensemble recordings of human subcortical neurons as a source of motor control signals for a brain-machine interface Neurosurgery 55 27-35 (Discussion 35-8) (Pubitemid 38859070)
30. Pearson K G 1995 Proprioceptive regulation of locomotion Curr. Opin. Neurobiol. 5 786-91 (Pubitemid 26042629)
31. Prochazka A, Gritsenko V and Yakovenko S 2002a Sensory control of locomotion: reflexes versus higher-level control Adv. Exp. Med. Biol. 508 357-67 (Pubitemid 34953763)
32. Prochazka A, Mushahwar V and Yakovenko S 2002b Activation and coordination of spinal motoneuron pools after spinal cord injury Prog. Brain Res. 137 109-24 (Pubitemid 35460940)
33. Prochazka A, Westerman R A and Ziccone S P 1976 Discharges of single hindlimb afferents in the freely moving cat J. Neurophysiol. 39 1090-104 (PMID: 135821)
34. Ragnarsson K T 2008 Functional electrical stimulation after spinal cord injury: current use, therapeutic effects and future directions Spinal Cord 46 255-74 (Pubitemid 351498859)
35. Rossignol S, Dubuc R and Gossard J P 2006 Dynamic sensorimotor interactions in locomotion Physiol. Rev. 86 89-154
36. Saigal R, Renzi C and Mushahwar V K 2004 Intraspinal microstimulation generates functional movements after spinal-cord injury IEEE Trans. Neural Syst. Rehabil. Eng. 12 430-40 (Pubitemid 39620268)
37. Stein R B, Aoyagi Y, Weber D J, Shoham S and Normann R A 2004a Encoding mechanisms for sensory neurons studied with a multielectrode array in the cat dorsal root ganglion Can. J. Physiol. Pharmacol. 82 757-68 (Pubitemid 40065121)
38. Stein R B, Hayday F, Chong S, Thompson A K, Rolf R, James K B and Bell G 2005 Speed and efficiency in walking and wheeling with novel stimulation and bracing systems after spinal cord injury: a case study Neuromodulation 8 264-71 (Pubitemid 43942737)
39. Stein R B, Weber D J, Aoyagi Y, Prochazka A, Wagenaar J B, Shoham S and Normann R A 2004b Coding of position by simultaneously recorded sensory neurones in the cat dorsal root ganglion J. Physiol. 560 883-96 (Pubitemid 39530125)
40. Thrasher T A and Popovic M R 2008 Functional electrical stimulation of walking: function, exercise and rehabilitation Ann. Readapt Med. Phys. 51 452-60
41. Vanderhorst V G and Holstege G 1997 Organization of lumbosacral motoneuronal cell groups innervating hindlimb, pelvic floor, and axial muscles in the cat J. Comput. Neurol. 382 46-76 (Pubitemid 27194659)
42. 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)
43. Weber D J, London B M, Hokanson J A, Ayers C A, Gaunt R A, Torres R R, Zaaimi B and Miller L E 2011 Limb-state information encoded by peripheral and central somatosensory neurons: implications for an afferent interface IEEE Trans. Neural Syst. Rehabil. Eng. 19 501-13
44. Weber D J, Stein R B, Everaert D G and Prochazka A 2006 Decoding sensory feedback from firing rates of afferent ensembles recorded in cat dorsal root ganglia in normal locomotion IEEE Trans. Neural Syst. Rehabil. Eng. 14 240-3 (Pubitemid 44150251)
45. Weber D J, Stein R B, Everaert D G and Prochazka A 2007 Limb-state feedback from ensembles of simultaneously recorded dorsal root ganglion neurons J. Neural Eng. 4 S168-80
46. Widerstrom-Noga E G, Felipe-Cuervo E, Broton J G, Duncan R C and Yezierski R P 1999 Perceived difficulty in dealing with consequences of spinal cord injury Arch. Phys. Med. Rehabil. 80 580-6 (Pubitemid 29221051)
47. Yakovenko S 2011 A hierarchical perspective on rhythm generation for locomotor control Prog. Brain Res. 188 151-66
48. Yakovenko S, Gritsenko V and Prochazka A 2004 Contribution of stretch reflexes to locomotor control: a modeling study Biol. Cybern. 90 146-55 (Pubitemid 40877337)
49. Yakovenko S, Mushahwar V, VanderHorst V, Holstege G and Prochazka A 2002 Spatiotemporal activation of lumbosacral motoneurons in the locomotor step cycle J. Neurophysiol. 87 1542-53 (PMID: 11877525) (Pubitemid 34670818)