Efficient neuroplasticity induction in chronic stroke patients by an associative brain-computer interface

被引:174
作者
Mrachacz-Kersting, Natalie [1 ]
Jiang, Ning [2 ]
Stevenson, Andrew James Thomas [1 ]
Niazi, Imran Khan [1 ]
Kostic, Vladimir [3 ]
Pavlovic, Aleksandra [3 ]
Radovanovic, Sasa [3 ]
Djuric-Jovicic, Milica [4 ]
Agosta, Federica [5 ]
Dremstrup, Kim [1 ]
Farina, Dario [2 ]
机构
[1] Aalborg Univ, Dept Hlth Sci & Technol, Ctr Sensory Motor Interact SMI, Fredrik Bajers Vej 7 D3, DK-9220 Aalborg O, Denmark
[2] Univ Gottingen, Univ Med Ctr Gottingen, Bernstein Ctr Computat Neurosci, Bernstein Focus Neurotechnol Gottingen,Dept Neuro, D-37073 Gottingen, Germany
[3] Univ Belgrade, Fac Med, Clin Ctr Serbia, Neurol Clin, Belgrade, Serbia
[4] Sch Elect Engn ICEF, Innovat Ctr, Belgrade, Serbia
[5] Univ Vita Salute San Raffaele, San Raffaele Sci Inst, Inst Expt Neurol, Neuroimaging Res Unit,Div Neurosci, Milan, Italy
关键词
neuroplasticity; brain-computer interface; associativity; stroke; Hebb; MOTOR-EVOKED-POTENTIALS; FUNCTIONAL ELECTRICAL-STIMULATION; STANCE PHASE; MUSCLE-ACTIVITY; ANKLE EXTENSOR; SOLEUS EMG; RECOVERY; IMAGERY; EXCITABILITY; RESPONSES;
D O I
10.1152/jn.00918.2015
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Brain-computer interfaces (BCIs) have the potential to improve functionality in chronic stoke patients when applied over a large number of sessions. Here we evaluated the effect and the underlying mechanisms of three BCI training sessions in a double-blind sham-controlled design. The applied BCI is based on Hebbian principles of associativity that hypothesize that neural assemblies activated in a correlated manner will strengthen synaptic connections. Twenty-two chronic stroke patients were divided into two training groups. Movement-related cortical potentials (MRCPs) were detected by electroencephalography during repetitions of foot dorsiflexion. Detection triggered a single electrical stimulation of the common peroneal nerve timed so that the resulting afferent volley arrived at the peak negative phase of the MRCP (BCIassociative group) or randomly (BCInonassociative group). Fugl-Meyer motor assessment (FM), 10-m walking speed, foot and hand tapping frequency, diffusion tensor imaging (DTI) data, and the excitability of the corticospinal tract to the target muscle [tibialis anterior (TA)] were quantified. The TA motor evoked potential (MEP) increased significantly after the BCIassociative intervention, but not for the BCI (nonassociative) group. FM scores (0.8 +/- 0.46 point difference, P = 0.01), foot (but not finger) tapping frequency, and 10-m walking speed improved significantly for the BCIassociative group, indicating clinically relevant improvements. Corticospinal tract integrity on DTI did not correlate with clinical or physiological changes. For the BCI as applied here, the precise coupling between the brain command and the afferent signal was imperative for the behavioral, clinical, and neurophysiological changes reported. This association may become the driving principle for the design of BCI rehabilitation in the future. Indeed, no available BCIs can match this degree of functional improvement with such a short intervention.
引用
收藏
页码:1410 / 1421
页数:12
相关论文
共 73 条
  • [41] EFFICACY OF BRAIN-COMPUTER INTERFACE-DRIVEN NEUROMUSCULAR ELECTRICAL STIMULATION FOR CHRONIC PARESIS AFTER STROKE
    Mukaino, Masahiko
    Ono, Takashi
    Shindo, Keiichiro
    Fujiwara, Toshiyuki
    Ota, Tetsuo
    Kimura, Akio
    Liu, Meigen
    Ushiba, Junichi
    [J]. JOURNAL OF REHABILITATION MEDICINE, 2014, 46 (04) : 378 - 382
  • [42] Plasticity during stroke recovery: from synapse to behaviour
    Murphy, Timothy H.
    Corbett, Dale
    [J]. NATURE REVIEWS NEUROSCIENCE, 2009, 10 (12) : 861 - 872
  • [43] Peripheral Electrical Stimulation Triggered by Self-Paced Detection of Motor Intention Enhances Motor Evoked Potentials
    Niazi, Imran Khan
    Mrachacz-Kersting, Natalie
    Jiang, Ning
    Dremstrup, Kim
    Farina, Dario
    [J]. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2012, 20 (04) : 595 - 604
  • [44] Detection of movement intention from single-trial movement-related cortical potentials
    Niazi, Imran Khan
    Jiang, Ning
    Tiberghien, Olivier
    Nielsen, Jorgen Feldbaek
    Dremstrup, Kim
    Farina, Dario
    [J]. JOURNAL OF NEURAL ENGINEERING, 2011, 8 (06)
  • [45] Nielsen J B, 2002, J Electromyogr Kinesiol, V12, P213, DOI 10.1016/S1050-6411(02)00023-8
  • [46] Sensorimotor integration at spinal level as a basis for muscle coordination during voluntary movement in humans
    Nielsen, JB
    [J]. JOURNAL OF APPLIED PHYSIOLOGY, 2004, 96 (05) : 1961 - 1967
  • [47] How we walk: Central control of muscle activity during human walking
    Nielsen, JB
    [J]. NEUROSCIENTIST, 2003, 9 (03) : 195 - 204
  • [48] Ono Takashi, 2014, Front Neuroeng, V7, P19, DOI 10.3389/fneng.2014.00019
  • [49] MODULATION OF MUSCLE RESPONSES EVOKED BY TRANSCRANIAL MAGNETIC STIMULATION DURING THE ACQUISITION OF NEW FINE MOTOR-SKILLS
    PASCUALLEONE, A
    DANG, N
    COHEN, LG
    BRASILNETO, JP
    CAMMAROTA, A
    HALLETT, M
    [J]. JOURNAL OF NEUROPHYSIOLOGY, 1995, 74 (03) : 1037 - 1045
  • [50] PROJECTION FROM THE SENSORY TO THE MOTOR CORTEX IS IMPORTANT IN LEARNING MOTOR-SKILLS IN THE MONKEY
    PAVLIDES, C
    MIYASHITA, E
    ASANUMA, H
    [J]. JOURNAL OF NEUROPHYSIOLOGY, 1993, 70 (02) : 733 - 741