Emergence of a Stable Cortical Map for Neuroprosthetic Control

被引:395
作者
Ganguly, Karunesh [1 ,2 ,3 ]
Carmena, Jose M. [1 ,2 ,4 ]
机构
[1] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
[2] Univ Calif Berkeley, Helen Wills Neurosci Inst, Berkeley, CA 94720 USA
[3] Univ Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
[4] Univ Calif Berkeley, Program Cognit Sci, Berkeley, CA 94720 USA
关键词
BRAIN-COMPUTER INTERFACE; PRIMARY MOTOR CORTEX; NEURONAL-ACTIVITY; NEURAL ACTIVITY; SIGNALS; PERFORMANCE; RECORDINGS; STABILITY; ROBOT; ARM;
D O I
10.1371/journal.pbio.1000153
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Cortical control of neuroprosthetic devices is known to require neuronal adaptations. It remains unclear whether a stable cortical representation for prosthetic function can be stored and recalled in a manner that mimics our natural recall of motor skills. Especially in light of the mixed evidence for a stationary neuron-behavior relationship in cortical motor areas, understanding this relationship during long-term neuroprosthetic control can elucidate principles of neural plasticity as well as improve prosthetic function. Here, we paired stable recordings from ensembles of primary motor cortex neurons in macaque monkeys with a constant decoder that transforms neural activity to prosthetic movements. Proficient control was closely linked to the emergence of a surprisingly stable pattern of ensemble activity, indicating that the motor cortex can consolidate a neural representation for prosthetic control in the presence of a constant decoder. The importance of such a cortical map was evident in that small perturbations to either the size of the neural ensemble or to the decoder could reversibly disrupt function. Moreover, once a cortical map became consolidated, a second map could be learned and stored. Thus, long-term use of a neuroprosthetic device is associated with the formation of a cortical map for prosthetic function that is stable across time, readily recalled, resistant to interference, and resembles a putative memory engram.
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页数:13
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共 48 条
[1]   PROCESSING VISUAL FEEDBACK INFORMATION FOR MOVEMENT CONTROL [J].
CARLTON, LG .
JOURNAL OF EXPERIMENTAL PSYCHOLOGY-HUMAN PERCEPTION AND PERFORMANCE, 1981, 7 (05) :1019-1030
[2]   Stable ensemble performance with single-neuron variability during reaching movements in primates [J].
Carmena, JM ;
Lebedev, MA ;
Henriquez, CS ;
Nicolelis, MAL .
JOURNAL OF NEUROSCIENCE, 2005, 25 (46) :10712-10716
[3]   Learning to control a brain-machine interface for reaching and grasping by primates [J].
Carmena, JM ;
Lebedev, MA ;
Crist, RE ;
O'Doherty, JE ;
Santucci, DM ;
Dimitrov, DF ;
Patil, PG ;
Henriquez, CS ;
Nicolelis, MAL .
PLOS BIOLOGY, 2003, 1 (02) :193-208
[4]   Real-time control of a robot arm using simultaneously recorded neurons in the motor cortex [J].
Chapin, JK ;
Moxon, KA ;
Markowitz, RS ;
Nicolelis, MAL .
NATURE NEUROSCIENCE, 1999, 2 (07) :664-670
[5]   Single-neuron stability during repeated reaching in macaque premotor cortex [J].
Chestek, Cynthia A. ;
Batista, Aaron P. ;
Santhanam, Gopal ;
Yu, Byron M. ;
Afshar, Afsheen ;
Cunningham, John P. ;
Gilja, Vikash ;
Ryu, Stephen I. ;
Churchland, Mark M. ;
Shenoy, Krishna V. .
JOURNAL OF NEUROSCIENCE, 2007, 27 (40) :10742-10750
[6]   Differential corticostriatal plasticity during fast and slow motor skill learning in mice [J].
Costa, RM ;
Cohen, D ;
Nicolelis, MAL .
CURRENT BIOLOGY, 2004, 14 (13) :1124-1134
[7]   Volitional control of neural activity: implications for brain-computer interfaces [J].
Fetz, Eberhard E. .
JOURNAL OF PHYSIOLOGY-LONDON, 2007, 579 (03) :571-579
[8]   OPERANT CONDITIONING OF CORTICAL UNIT ACTIVITY [J].
FETZ, EE .
SCIENCE, 1969, 163 (3870) :955-&
[9]   Cortical correlates of learning in monkeys adapting to a new dynamical environment [J].
Gandolfo, F ;
Li, CSR ;
Benda, BJ ;
Schioppa, CP ;
Bizzi, E .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2000, 97 (05) :2259-2263
[10]   NEURONAL POPULATION CODING OF MOVEMENT DIRECTION [J].
GEORGOPOULOS, AP ;
SCHWARTZ, AB ;
KETTNER, RE .
SCIENCE, 1986, 233 (4771) :1416-1419