High performance communication by people with paralysis using an intracortical brain-computer interface

被引:318
作者
Pandarinath, Chethan [1 ,2 ,3 ,4 ,5 ,6 ]
Nuyujukian, Paul [1 ,3 ,7 ,8 ]
Blabe, Christine H. [1 ]
Sorice, Brittany L. [9 ]
Saab, Jad [10 ,11 ,12 ]
Willett, Francis R. [13 ,14 ]
Hochberg, Leigh R. [11 ,12 ,15 ]
Shenoy, Krishna V. [2 ,3 ,7 ,16 ,17 ,18 ]
Henderson, Jaimie M. [1 ,3 ]
机构
[1] Stanford Univ, Dept Neurosurg, Stanford, CA 94305 USA
[2] Stanford Univ, Elect Engn, Stanford, CA 94305 USA
[3] Stanford Univ, Stanford Neurosci Inst, Stanford, CA 94305 USA
[4] Emory Univ, Wallace H Coulter Dept Biomed Engn, Atlanta, GA 30322 USA
[5] Georgia Inst Technol, Atlanta, GA 30332 USA
[6] Emory Univ, Dept Neurosurg, Atlanta, GA 30322 USA
[7] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
[8] Stanford Univ, Sch Med, Stanford, CA 94305 USA
[9] Massachusetts Gen Hosp, Dept Neurol, Boston, MA 02114 USA
[10] Brown Univ, Sch Engn, Providence, RI 02912 USA
[11] Brown Univ, Brown Inst Brain Sci, Providence, RI 02912 USA
[12] Dept VA Med Ctr, Ctr Neurorestorat & Neurotechnol, Rehabil R&D Serv, Providence, RI USA
[13] Case Western Reserve Univ, Dept Biomed Engn, Cleveland, OH 44106 USA
[14] Louis Stokes VA Med Ctr, Cleveland Funct Elect Stimulat FES Ctr Excellence, Cleveland, OH 44106 USA
[15] Harvard Med Sch, Dept Neurol, Boston, MA USA
[16] Stanford Univ, Neurosci Program, Stanford, CA 94305 USA
[17] Stanford Univ, Dept Neurobiol, Stanford, CA 94305 USA
[18] Stanford Univ, Howard Hughes Med Inst, Stanford, CA 94305 USA
来源
ELIFE | 2017年 / 6卷
关键词
ELECTROCORTICOGRAPHIC SIGNALS; CORTICAL CONTROL; PRIORITIES; MODELS; SYSTEM; GRASP; BCI;
D O I
10.7554/eLife.18554
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Brain-computer interfaces (BCIs) have the potential to restore communication for people with tetraplegia and anarthria by translating neural activity into control signals for assistive communication devices. While previous pre-clinical and clinical studies have demonstrated promising proofs-of-concept (Serruya et al., 2002; Simeral et al., 2011; Bacher et al., 2015; Nuyujukian et al., 2015; Aflalo et al., 2015; Gilja et al., 2015; Jarosiewicz et al., 2015; Wolpaw et al., 1998; Hwang et al., 2012; SpOler et al., 2012; Leuthardt et al., 2004; Taylor et al., 2002; Schalk et al., 2008; Moran, 2010; Brunner et al., 2011; Wang et al., 2013; Townsend and Platsko, 2016; Vansteensel et al., 2016; Nuyujukian et al., 2016; Carmena et al., 2003; Musallam et al., 2004; Santhanam et al., 2006; Hochberg et al., 2006; Ganguly et al., 2011; O'Doherty et al., 2011; Gilja et al., 2012), the performance of human clinical BCI systems is not yet high enough to support widespread adoption by people with physical limitations of speech. Here we report a highperformance intracortical BCI (iBCI) for communication, which was tested by three clinical trial participants with paralysis. The system leveraged advances in decoder design developed in prior pre-clinical and clinical studies (Gilja et al., 2015; Kao et al., 2016; Gilja et al., 2012). For all three participants, performance exceeded previous iBCls (Bacher et al., 2015; Jarosiewicz et al., 2015) as measured by typing rate (by a factor of 1.4-4.2) and information throughput (by a factor of 2.2-4.0). This high level of performance demonstrates the potential utility of iBCIs as powerful assistive communication devices for people with limited motor function.
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页数:27
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共 66 条
  • [1] Free-paced high-performance brain-computer interfaces
    Achtman, Neil
    Afshar, Afsheen
    Santhanam, Gopal
    Yu, Byron M.
    Ryu, Stephen I.
    Shenoy, Krishna V.
    [J]. JOURNAL OF NEURAL ENGINEERING, 2007, 4 (03) : 336 - 347
  • [2] Decoding motor imagery from the posterior parietal cortex of a tetraplegic human
    Aflalo, Tyson
    Kellis, Spencer
    Klaes, Christian
    Lee, Brian
    Shi, Ying
    Pejsa, Kelsie
    Shanfield, Kathleen
    Hayes-Jackson, Stephanie
    Aisen, Mindy
    Heck, Christi
    Liu, Charles
    Andersen, Richard A.
    [J]. SCIENCE, 2015, 348 (6237) : 906 - 910
  • [3] Neural Point-and-Click Communication by a Person With Incomplete Locked-In Syndrome
    Bacher, Daniel
    Jarosiewicz, Beata
    Masse, Nicolas Y.
    Stavisky, Sergey D.
    Simeral, John D.
    Newell, Katherine
    Oakley, Erin M.
    Cash, Sydney S.
    Friehs, Gerhard
    Hochberg, Leigh R.
    [J]. NEUROREHABILITATION AND NEURAL REPAIR, 2015, 29 (05) : 462 - 471
  • [4] Self-recalibrating classifiers for intracortical brain-computer interfaces
    Bishop, William
    Chestek, Cynthia C.
    Gilja, Vikash
    Nuyujukian, Paul
    Foster, Justin D.
    Ryu, Stephen I.
    Shenoy, Krishna V.
    Yu, Byron M.
    [J]. JOURNAL OF NEURAL ENGINEERING, 2014, 11 (02)
  • [5] Assessment of brain-machine interfaces from the perspective of people with paralysis
    Blabe, Christine H.
    Gilja, Vikash
    Chestek, Cindy A.
    Shenoy, Krishna V.
    Anderson, Kim D.
    Henderson, Jaimie M.
    [J]. JOURNAL OF NEURAL ENGINEERING, 2015, 12 (04)
  • [6] An implantable wireless neural interface for recording cortical circuit dynamics in moving primates
    Borton, David A.
    Yin, Ming
    Aceros, Juan
    Nurmikko, Arto
    [J]. JOURNAL OF NEURAL ENGINEERING, 2013, 10 (02)
  • [7] Rapid communication with a "P300" matrix speller using electrocorticographic signals (ECoG)
    Brunner, Peter
    Ritaccio, Anthony L.
    Emrich, Joseph F.
    Bischof, Horst
    Schalk, Gerwin
    [J]. FRONTIERS IN NEUROSCIENCE, 2011, 5
  • [8] Learning to control a brain-machine interface for reaching and grasping by primates
    Carmena, JM
    Lebedev, MA
    Crist, RE
    O'Doherty, JE
    Santucci, DM
    Dimitrov, DF
    Patil, PG
    Henriquez, CS
    Nicolelis, MAL
    [J]. PLOS BIOLOGY, 2003, 1 (02) : 193 - 208
  • [9] Long-term stability of neural prosthetic control signals from silicon cortical arrays in rhesus macaque motor cortex
    Chestek, Cynthia A.
    Gilja, Vikash
    Nuyujukian, Paul
    Foster, Justin D.
    Fan, Joline M.
    Kaufman, Matthew T.
    Churchland, Mark M.
    Rivera-Alvidrez, Zuley
    Cunningham, John P.
    Ryu, Stephen I.
    Shenoy, Krishna V.
    [J]. JOURNAL OF NEURAL ENGINEERING, 2011, 8 (04)
  • [10] High-performance neuroprosthetic control by an individual with tetraplegia
    Collinger, Jennifer L.
    Wodlinger, Brian
    Downey, John E.
    Wang, Wei
    Tyler-Kabara, Elizabeth C.
    Weber, Douglas J.
    McMorland, Angus J. C.
    Velliste, Meel
    Boninger, Michael L.
    Schwartz, Andrew B.
    [J]. LANCET, 2013, 381 (9866) : 557 - 564