Neurosurgery Department, Stanford University, Stanford, CA, USA.
Electrical Engineering Department, Stanford University, Stanford, CA, USA.
Sci Rep. 2018 Nov 5;8(1):16357. doi: 10.1038/s41598-018-34711-1.
Brain-machine interfaces (BMIs) that decode movement intentions should ignore neural modulation sources distinct from the intended command. However, neurophysiology and control theory suggest that motor cortex reflects the motor effector's position, which could be a nuisance variable. We investigated motor cortical correlates of BMI cursor position with or without concurrent arm movement. We show in two monkeys that subtracting away estimated neural correlates of position improves online BMI performance only if the animals were allowed to move their arm. To understand why, we compared the neural variance attributable to cursor position when the same task was performed using arm reaching, versus arms-restrained BMI use. Firing rates correlated with both BMI cursor and hand positions, but hand positional effects were greater. To examine whether BMI position influences decoding in people with paralysis, we analyzed data from two intracortical BMI clinical trial participants and performed an online decoder comparison in one participant. We found only small motor cortical correlates, which did not affect performance. These results suggest that arm movement and proprioception are the major contributors to position-related motor cortical correlates. Cursor position visual feedback is therefore unlikely to affect the performance of BMI-driven prosthetic systems being developed for people with paralysis.
脑机接口(BMIs)解码运动意图时应忽略与预期指令不同的神经调制源。然而,神经生理学和控制理论表明,运动皮层反映了运动效应器的位置,这可能是一个干扰变量。我们研究了有或没有手臂运动的情况下,BMI 光标位置与运动皮层的相关性。我们在两只猴子中表明,如果允许动物移动手臂,减去估计的位置神经相关物可以在线提高 BMI 性能。为了理解原因,我们比较了在使用手臂伸展进行相同任务时,以及在手臂受限的 BMI 使用时,与光标位置相关的神经方差。放电率与 BMI 光标和手部位置都相关,但手部位置的影响更大。为了研究 BMI 位置是否会影响瘫痪患者的解码,我们分析了两名皮质内 BMI 临床试验参与者的数据,并在一名参与者中进行了在线解码器比较。我们只发现了很小的运动皮层相关性,这不会影响性能。这些结果表明,手臂运动和本体感觉是与位置相关的运动皮层相关性的主要贡献者。因此,光标位置视觉反馈不太可能影响为瘫痪患者开发的 BMI 驱动的假肢系统的性能。