Muscle Synergies Obtained from Comprehensive Mapping of the Cortical Forelimb Representation Using Stimulus Triggered Averaging of EMG Activity

被引:15
作者
Huffmaster, Sommer L. Amundsen [1 ,4 ]
van Acker, Gustaf M., III [3 ]
Luchies, Carl W. [1 ,2 ]
Cheney, Paul D. [3 ]
机构
[1] Univ Kansas, Bioengn Grad Program, Lawrence, KS 66045 USA
[2] Univ Kansas, Dept Mech Engn, Lawrence, KS 66045 USA
[3] Univ Kansas, Med Ctr, Dept Mol & Integrat Physiol, Kansas City, KS 66160 USA
[4] Univ Minnesota, Dept Neurol, 717 Delaware St SE,Room 516E, Minneapolis, MN 55414 USA
基金
美国国家卫生研究院;
关键词
EMG; ICMS; motor cortex; muscle synergies; nonnegative matrix factorization; PRIMARY MOTOR CORTEX; SINGLE INTRACORTICAL MICROSTIMULI; MATRIX FACTORIZATION; HAND MUSCLES; SPINAL-CORD; POSTSPIKE FACILITATION; CORTICOSPINAL AXONS; HIGH-FREQUENCY; NEURAL BASIS; MOVEMENT;
D O I
10.1523/JNEUROSCI.2519-17.2018
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Neuromuscular control of voluntary movement may be simplified using muscle synergies similar to those found using non-negative matrix factorization. We recently identified synergies in electromyography (EMG) recordings associated with both voluntary movement and movement evoked by high-frequency long-duration intracortical microstimulation applied to the forelimb representation of the primary motor cortex (M1). The goal of this study was to use stimulus-triggered averaging (StTA) of EMG activity to investigate the synergy profiles and weighting coefficients associated with poststimulus facilitation, as synergies may be hard-wired into elemental cortical output modules and revealed by StTA. We applied StTA at low (LOW, similar to 15 mu A) and high intensities (HIGH, similar to 110 mu A) to 247 cortical locations of the MI forelimb region in two male rhesus macaques while recording the EMG of 24 forelimb muscles. Our results show that 10 -11 synergies accounted for 90% of the variation in poststimulus EMG facilitation peaks from the LOW-intensity StTA dataset while only 4 -5 synergies were needed for the HIGH-intensity dataset. Synergies were similar across monkeys and current intensities. Most synergy profiles strongly activated only one or two muscles; all joints were represented and most, but not all, joint directions of motion were represented. Cortical maps of the synergy weighting coefficients suggest only a weak organization. StTA of M I resulted in highly diverse muscle activations, suggestive of the limiting condition of requiring a synergy for each muscle to account for the patterns observed.
引用
收藏
页码:8759 / 8771
页数:13
相关论文
共 92 条
[1]   Muscle synergies as a predictive framework for the EMG patterns of new hand postures [J].
Ajiboye, A. B. ;
Weir, R. F. .
JOURNAL OF NEURAL ENGINEERING, 2009, 6 (03) :036004
[2]  
Amundsen SL, 2012, ABSTRACT VIEWER ITIN
[3]   MAPPING BY MICROSTIMULATION OF OVERLAPPING PROJECTIONS FROM AREA-4 TO MOTOR UNITS OF BABOONS HAND [J].
ANDERSEN, P ;
HAGAN, PJ ;
PHILLIPS, CG ;
POWELL, TPS .
PROCEEDINGS OF THE ROYAL SOCIETY SERIES B-BIOLOGICAL SCIENCES, 1975, 188 (1090) :31-+
[4]  
[Anonymous], 1967, The co-ordination and regulation of movements
[5]  
[Anonymous], [No title captured]
[6]   Stability Analysis of Multiplicative Update Algorithms and Application to Nonnegative Matrix Factorization [J].
Badeau, Roland ;
Bertin, Nancy ;
Vincent, Emmanuel .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2010, 21 (12) :1869-1881
[7]   Computer simulation of post-spike facilitation in spike-triggered averages of rectified EMG [J].
Baker, SN ;
Lemon, RN .
JOURNAL OF NEUROPHYSIOLOGY, 1998, 80 (03) :1391-1406
[8]   Algorithms and applications for approximate nonnegative matrix factorization [J].
Berry, Michael W. ;
Browne, Murray ;
Langville, Amy N. ;
Pauca, V. Paul ;
Plemmons, Robert J. .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2007, 52 (01) :155-173
[9]   Timing of muscle activation in a hand movement sequence [J].
Breteler, Mary D. Klein ;
Simura, Katarzyna J. ;
Flanders, Martha .
CEREBRAL CORTEX, 2007, 17 (04) :803-815
[10]   Practical limits on muscle synergy identification by non-negative matrix factorization in systems with mechanical constraints [J].
Burkholder, Thomas J. ;
van Antwerp, Keith W. .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2013, 51 (1-2) :187-196