Towards a user-friendly brain-computer interface: Initial tests in ALS and PLS patients

被引:55
作者
Bai, Ou [1 ,3 ]
Lin, Peter [2 ]
Huang, Dandan [1 ]
Fei, Ding-Yu [1 ]
Floeter, Mary Kay [4 ]
机构
[1] Virginia Commonwealth Univ, Dept Biomed Engn, EEG & BCI Lab, Richmond, VA 23284 USA
[2] Santa Clara Valley Med Ctr, Dept Neurol, San Jose, CA 95128 USA
[3] NINDS, Human Motor Control Sect, Med Neurol Branch, NIH, Bethesda, MD 20892 USA
[4] NINDS, EMG Sect, NIH, Bethesda, MD 20892 USA
关键词
EEG; Brain-computer interface (BCI); Event-related desynchronization (ERD); Event-related synchronization (ERS); User-friendly; Amyotrophic lateral sclerosis (ALS); Primary lateral sclerosis (PLS); Motor control; AMYOTROPHIC-LATERAL-SCLEROSIS; MOVEMENT BETA-SYNCHRONIZATION; THOUGHT TRANSLATION DEVICE; SUPPORT VECTOR MACHINES; QUALITY-OF-LIFE; MOTOR IMAGERY; PARALYZED PATIENTS; MENTAL PRACTICE; RATING-SCALE; EEG;
D O I
10.1016/j.clinph.2010.02.157
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Objective: Patients usually require long-term training for effective EEG-based brain-computer interface (BCI) control due to fatigue caused by the demands for focused attention during prolonged BCI operation. We intended to develop a user-friendly BCI requiring minimal training and less mental load. Methods: Testing of BCI performance was investigated in three patients with amyotrophic lateral sclerosis (ALS) and three patients with primary lateral sclerosis (PLS), who had no previous BCI experience. All patients performed binary control of cursor movement. One ALS patient and one PLS patient performed four-directional cursor control in a two-dimensional domain under a BCI paradigm associated with human natural motor behavior using motor execution and motor imagery. Subjects practiced for 510 min and then participated in a multi-session study of either binary control or four-directional control including online BCI game over 1.5-2 h in a single visit. Results: Event-related desynchronization and event-related synchronization in the beta band were observed in all patients during the production of voluntary movement either by motor execution or motor imagery. The online binary control of cursor movement was achieved with an average accuracy about 82.1 +/- 8.2% with motor execution and about 80% with motor imagery, whereas offline accuracy was achieved with 91.4 +/- 3.4% with motor execution and 83.3 +/- 8.9% with motor imagery after optimization. In addition, four-directional cursor control was achieved with an accuracy of 50-60% with motor execution and motor imagery. Conclusion: Patients with ALS or PLS may achieve BCI control without extended training, and fatigue might be reduced during operation of a BCI associated with human natural motor behavior. Significance: The development of a user-friendly BCI will promote practical BCI applications in paralyzed patients. (C) 2010 International Federation of Clinical Neurophysiology. Published by Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:1293 / 1303
页数:11
相关论文
共 62 条
  • [31] DESIGN CONSIDERATIONS FOR THE BRAIN-MACHINE INTERFACE
    JOSEPH, AB
    [J]. MEDICAL HYPOTHESES, 1985, 17 (03) : 191 - 195
  • [32] A binary method for simple and accurate two-dimensional cursor control from EEG with minimal subject training
    Kayagil, Turan A.
    Bai, Ou
    Henriquez, Craig S.
    Lin, Peter
    Furlani, Stephen J.
    Vorbach, Sherry
    Hallett, Mark
    [J]. JOURNAL OF NEUROENGINEERING AND REHABILITATION, 2009, 6
  • [33] Asymptotic behaviors of support vector machines with Gaussian kernel
    Keerthi, SS
    Lin, CJ
    [J]. NEURAL COMPUTATION, 2003, 15 (07) : 1667 - 1689
  • [34] Direct control of a computer from the human central nervous system
    Kennedy, PR
    Bakay, RAE
    Moore, MM
    Adams, K
    Goldwaithe, J
    [J]. IEEE TRANSACTIONS ON REHABILITATION ENGINEERING, 2000, 8 (02): : 198 - 202
  • [35] Brain-computer communication:: Self-regulation of slow cortical potentials for verbal communication
    Kübler, A
    Neumann, N
    Kaiser, J
    Kotchoubey, B
    Hinterberger, T
    Birbaumer, NP
    [J]. ARCHIVES OF PHYSICAL MEDICINE AND REHABILITATION, 2001, 82 (11): : 1533 - 1539
  • [36] The thought translation device:: a neurophysiological approach to communication in total motor paralysis
    Kübler, A
    Kotchoubey, B
    Hinterberger, T
    Ghanayim, N
    Perelmouter, J
    Schauer, M
    Fritsch, C
    Taub, E
    Birbaumer, N
    [J]. EXPERIMENTAL BRAIN RESEARCH, 1999, 124 (02) : 223 - 232
  • [37] Analysis and minimization of overtraining effect in rule-based classifiers for computer-aided diagnosis
    Li, Q
    Doi, K
    [J]. MEDICAL PHYSICS, 2006, 33 (02) : 320 - 328
  • [38] Life can be worth living in locked-in syndrome
    Lule, D.
    Zickler, C.
    Haecker, S.
    Bruno, M. A.
    Demertzi, A.
    Pellas, F.
    Laureys, S.
    Kuebler, A.
    [J]. COMA SCIENCE: CLINICAL AND ETHICAL IMPLICATIONS, 2009, 177 : 339 - 351
  • [39] Reliability of mental chronometry for assessing motor imagery ability after stroke
    Malouin, Francine
    Richards, Carol L.
    Durand, Anne
    Doyon, Julien
    [J]. ARCHIVES OF PHYSICAL MEDICINE AND REHABILITATION, 2008, 89 (02): : 311 - 319
  • [40] TOPOGRAPHICAL DISTRIBUTION OF EEG ACTIVITY ACCOMPANYING VISUAL AND MOTOR IMAGERY IN VIVID AND NON-VIVID IMAGERS
    MARKS, DF
    ISAAC, AR
    [J]. BRITISH JOURNAL OF PSYCHOLOGY, 1995, 86 : 271 - 282