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

被引:340
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
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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