Probability-based prediction of activity in multiple arm muscles: Implications for functional electrical stimulation

Journal of Neurophysiology

Volumn 100, Issue 1, 2008, Pages 482-494

  Anderson, Chad V ^a,b   Fuglevand, Andrew J ^a,c  

^a UNIVERSITY OF ARIZONA COLLEGE OF MEDICINE   (United States)

^b University of Arizona   (United States)

^c UNIVERSITY OF ARIZONA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; ARM MUSCLE; ARTICLE; CONTROLLED STUDY; ELECTRODE; ELECTROMYOGRAPHY; ELECTROSTIMULATION; HUMAN; HUMAN EXPERIMENT; KINEMATICS; MALE; MUSCLE CONTRACTION; NORMAL HUMAN; PRIORITY JOURNAL; PROBABILITY; ARM; BIOMECHANICS; MIDDLE AGED; MOVEMENT (PHYSIOLOGY); PHYSIOLOGY; PREDICTION AND FORECASTING; PSYCHOMOTOR PERFORMANCE; SKELETAL MUSCLE;

ADULT; ARM; BIOMECHANICS; ELECTRIC STIMULATION; ELECTRODES, IMPLANTED; ELECTROMYOGRAPHY; HUMANS; MALE; MIDDLE AGED; MOVEMENT; MUSCLE, SKELETAL; PREDICTIVE VALUE OF TESTS; PROBABILITY; PSYCHOMOTOR PERFORMANCE;

EID: 55249123805     PISSN: 00223077     EISSN: 15221598     Source Type: Journal    
DOI: 10.1152/jn.00956.2007     Document Type: Article

References (47)

1. Au AT, Kirsch RF. EMG-based prediction of shoulder and elbow kinematics in able-bodied and spinal cord injured individuals. IEEE Trans Rehabil Eng 8: 471-480, 2000.
2. Brown EN, Frank LM, Tang D, Quirk MC, Wilson MA. A statistical paradigm for neural spike train decoding applied to position prediction from ensemble firing patterns of rat hippocampal place cells. J Neurosci 18: 7411-7425, 1998.
3. Chapin JK, Moxon KA, Markowitz RS, Nicolelis MA. Real-time control of a robot arm using simultaneously recorded neurons in the motor cortex. Nat Neurosci 2: 664-670, 1999.
4. Cheron G, Draye JP, Bourgeios M, Libert G. A dynamic neural network identification of electromyography and arm trajectory relationship during complex movements. IEEE Trans Biomed Eng 43: 552-558, 1996.
5. Enoka RM, Fuglevand AJ. Neuromuscular basis of the maximum voluntary force capacity of muscle. In: Current Issues in Biomechanics, edited by Grabiner MD. Champaign, IL: Human Kinetics, 1993, p. 215-235.
6. Flanders M, Herrmann U. Two components of muscle activation: scaling with speed of arm movement. J Neurophysiol 67: 931-943, 1992.
7. Flanders M, Pelligrini JJ, Geisler SD. Basic features of phasic activation for reaching in vertical planes. Exp Brain Res 110: 67-79, 1996.
8. Flanders M, Soechting JF. Arm muscle activation for static forces in three-dimensional space. J Neurophysiol 64: 1818-1837, 1990.
9. Gao Y, Black MJ, Bienenstock E, Shoham S, Donoghue JP. Probabilistic inference of hand motion from neural activity in motor cortex. Adv Neural Inform Process Syst 14: 213-220, 2002.
10. Georgopoulos AP, Lurito JT, Petrides M, Schwartz AB, Massey JT. Mental rotation of the neuronal population vector. Science 243: 234-236, 1989.
11. Handa Y, Hoshimiya N, Iguchi Y, Oda T. Development of percutaneous intramuscular electrode for multichannel FES system. IEEE Trans Biomed Eng 36: 705-710, 1989.
12. Hatze H. Neuromusculoskeletal control systems modeling - A critical survey of recent developments. IEEE Trans Autom Control 25: 375-385, 1980.
13. Hoshimiya N, Naito A, Yajima M, Handa Y. A multichannel FES system for the restoration of motor functions in high spinal cord injury patients: a respiration-controlled system for multijoint upper extremity. IEEE Trans Biomed Eng 36: 754-760, 1989.
14. Keith MW, Peckham PH, Thrope GB, Buckett JR, Stroh KC, Menger V. Functional neuromuscular stimulation neuroprostheses for the tetraplegic hand. Clin Orthop Relat Res 233: 25-33, 1988.
15. Kilgore KL, Peckham PH, Thrope GB, Keith MW, Gallaher-Stone KA. Synthesis of hand grasp using functional neuromuscular stimulation. IEEE Trans Biomed Eng 36: 761-770, 1989.
16. Ko WH, Liang SP, Fung CD. Design of radio-frequency powered coils for implant instruments. Med Biol Eng Comput 15: 634-640, 1977.
17. Koike Y, Kawato M. Estimation of dynamic joint torques and trajectories from surface electromyography signals using a neural network model. Biol Cybern 73: 291-300, 1995.
18. Manal K, Rose W. A general solution for the time delay introduced by low-pass Butterworth digital filter: an application to musculoskeletal modeling. J Biomech 40: 678-681, 2007.
19. Moran DW, Schwartz AB. Motor cortical activity during drawing movements: population representation during spiral tracing. J Neurophysiol 82: 2693-2704, 1999a.
20. Moran DW, Schwartz AB. Motor cortical representation of speed and direction during reaching. J Neurophysiol 82: 2676-2692, 1999b.
21. Musallam S, Corneil BD, Greger B, Scherberger H, Andersen RA. Cognitive control signals for neural prosthetics. Science 305: 258-262, 2004.
22. Otten E. A myocybernetic model of the jaw system of the rat. J Neurosci Methods 21: 287-302, 1987.
23. Peckham PH, Keith MW, Kilgore KL, Grill JH, Wuolle KS, Thrope GB, Gorman P, Hobby J, Mulcahey MJ, Carroll S, Hentz VR, Wiegner A. Efficacy of an implanted neuroprosthesis for restoring hand grasp in tetraplegia: a multicenter study. Arch Phys Med Rehabil 82: 1380-1388, 2001.
24. Peckham PH, Kilgore KL, Keith MW, Bryden AM, Bhadra N, Montague FW. An advanced neuroprosthesis for restoration of hand and upper arm control using an implantable controller. J Hand Surg [Am] 27: 265-276, 2002.
25. Putnam CA. A segment interaction analysis of proximal-to-distal sequential segment motion patterns. Med Sci Sports Exerc 23: 130-144, 1991.
26. Rao RPN, Olshausen BA, Lewicki MS. Probabilistic Models of the Brain. Cambridge, MA: MIT Press, 2002.
27. Rieke F, Warland D, de Ruyter van Steveninck R, Bialek W. Spikes: Exploring the Neural Code. Cambridge, MA: MIT Press, 1997.
28. Sanger TD. Bayesian filtering of myoelectric signals. J Neurophysiol 97: 1839-1845, 2007.
29. Schieber MH. Muscular production of individuated finger movements: the roles of extrinsic finger muscles. J Neurosci 15: 284-297, 1995.
30. Schwartz AB. Motor cortical activity during drawing movements: population representation during sinusoid tracing. J Neurophysiol 70: 28-36, 1993.
31. Schwartz AB, Moran DW. Motor cortical activity during drawing movements: population representation during lemniscate tracing. J Neurophysiol 82: 2705-2718, 1999.
32. Seifert HM, Fuglevand AJ. Restoration of movement using functional electrical stimulation and Bayes' theorem. J Neurosci 22: 9465-9474, 2002.
33. Serruya MD, Hatsopoulos NG, Paninski L, Fellows MR, Donoghue JP. Instant neural control of a movement signal. Nature 416: 141-142, 2002.
34. Smith B, Tang Z, Johnson MW, Pourmehdi S, Gazdik MM, Buckett JR, Peckham PH. An externally powered, multichannel, implantable stimulator-telemeter for control of paralyzed muscle. IEEE Trans Biomed Eng 45: 463-475, 1998.
35. Soechting JF, Flanders M. Evaluating an integrated musculoskeletal model of the human arm. J Biomech Eng 119: 93-102, 1997.
36. Stansfield BW, Nicol AC, Paul JP, Kelly IG, Graichen F, Bergmann G. Direct comparison of calculated hip joint contact forces with those measured using instrumented implants. an evaluation of a three-dimensional mathematical model of the lower limb. J Biomech 36: 929-936, 2003.
37. Stein RB, Cody FWJ, Capaday C. The trajectory of human wrist movements. J Neurophysiol 59: 1814-1830, 1988.
38. Stein RB, Weber DJ, Aoyagi Y, Prochazka A, Wagenaar JBM, Shoham S, Normann RA. Coding of position by simultaneously recorded sensory neurons in the cat dorsal root ganglion. J Physiol 560: 883-896, 2004.
39. Taylor DM, Tillery SI, Schwartz AB. Direct cortical control of 3D neuroprosthetic devices. Science 296: 1829-1832, 2002.
40. Tresch MC, Kiehn O. Population reconstruction of the locomotor cycle from interneuron activity in the mammalian spinal cord. J Neurophysiol 83: 1972-1978, 2000.
41. Triolo R, Nathan R, Handa Y, Keith M, Betz RR, Carroll S, Kantor C. Challenges to clinical deployment of upper limb neuroprostheses. J Rehabil Res Dev 33: 111-122, 1996.
42. Valero-Cuevas FJ. Predictive modulation of muscle coordination pattern magnitude scales fingertip force magnitude over the voluntary range. J Neurophysiol 83: 1469-1479, 2000.
43. Valero-Cuevas FJ, Johanson ME, Towles JD. Towards a realistic biomechanical model of the thumb: the choice of kinematic description may be more critical than the solution method or the variability/uncertainty of musculoskeletal parameters. J Biomech 36: 1019-1030, 2003.
44. Wessberg J, Stambaugh CR, Kralik JD, Beck PD, Laubach M, Chapin JK, Kim J, Biggs SJ, Srinivasan MA, Nicolelis MAL. Real-time prediction of hand trajectory by ensembles of cortical neurons in primates. Nature 408: 361-365, 2000.
45. Winter DA. Biomechanics and Motor Control of Human Movement. New York: Wiley, 2005.
46. Yang JF, Winter DA. Electromyography reliability in maximal and submaximal isometric contractions. Arch Phys Med Rehabil 64: 417-420, 1983.
47. Zhang K, Ginzburg I, McNaughton BL, Sejnowski TJ. Interpreting neuronal population activity by reconstruction: unified framework with application to hippocampal place cells. J Neurophysiol 79: 1017-1044, 1998.