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Reconfiguring Motor Circuits for a Joint Manual and BCI Task

机译:为联合手册和BCI任务重新配置电动机电路

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摘要

Designing brain-computer interfaces (BCIs) that can be used in conjunction with ongoing motor behavior requires an understanding of how neural activity co-opted for brain control interacts with existing neural circuits. For example, BCIs may be used to regain lost motor function after stroke. This requires that neural activity controlling unaffected limbs is dissociated from activity controlling the BCI. In this study we investigated how primary motor cortex accomplishes simultaneous BCI control and motor control in a task that explicitly required both activities to be driven from the same brain region (i.e. a dual-control task). Single-unit activity was recorded from intra-cortical, multi-electrode arrays while a non-human primate performed this dual-control task. Compared to activity observed during naturalistic motor control, we found that both units used to drive the BCI directly (control units) and units that did not directly control the BCI (non-control units) significantly changed their tuning to wrist torque. Using a measure of effective connectivity, we observed that control units decrease their connectivity. Through an analysis of variance we found that the intrinsic variability of the control units has a significant effect on task proficiency. When this variance is accounted for, motor cortical activity is flexible enough to perform novel BCI tasks that require active decoupling of natural associations to wrist motion. This study provides insight into the neural activity that enables a dual-control brain-computer interface.
机译:设计可与正在进行的运动行为结合使用的脑机接口(BCI),需要了解为大脑控制选择的神经活动如何与现有的神经回路相互作用。例如,BCI可用于中风后恢复失去的运动功能。这要求将控制未受影响肢体的神经活动与控制BCI的活动分离。在这项研究中,我们调查了主运动皮层如何在一项任务中同时完成BCI控制和运动控制,该任务明确要求两种活动均来自同一大脑区域(即双重控制任务)。从一个皮层内的多电极阵列记录单个单元的活动,而一个非人类的灵长类动物执行此双重控制任务。与自然运动控制期间观察到的活动相比,我们发现用于直接驱动BCI的单元(控制单元)和未直接控制BCI的单元(非控制单元)都极大地改变了对腕部扭矩的调整。使用有效连接的度量,我们观察到控制单元会降低其连接。通过方差分析,我们发现控制单元的内在可变性对任务熟练程度有重大影响。当考虑到这种差异时,运动皮层活动足够灵活,可以执行新颖的BCI任务,这些任务需要将自然关联与腕部运动主动去耦。这项研究提供了对神经活动的洞察力,该神经活动实现了双控制脑计算机接口。

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    Univ Washington Dept Appl Math Seattle WA 98105 USA|Univ Penn Dept Bioengn Philadelphia PA 19147 USA;

    Univ Washington Dept Rehabil Med Seattle WA 98105 USA;

    Univ Washington Dept Physiol & Biophys Seattle WA 98105 USA|Univ Texas Southwestern Dallas Dept Biomed Engn Dallas TX 75390 USA;

    Univ Washington Dept Physiol & Biophys Seattle WA 98105 USA|Univ Washington Ctr Neurotechnol Seattle WA 98105 USA|Univ Washington UW Inst Neuroengn Seattle WA 98105 USA;

    Univ Washington Ctr Neurotechnol Seattle WA 98105 USA|Univ Washington UW Inst Neuroengn Seattle WA 98105 USA|Univ Washington Dept Elect & Comp Engn Rehabil Med Physiol & Biop Seattle WA 98105 USA;

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  • 正文语种 eng
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  • 关键词

    Brain-computer interfaces (BCIs); neuroscience;

    机译:脑机接口(BCI);神经科学;

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