Effects of Peripheral Haptic Feedback on Intracortical Brain-Computer Interface Control and Associated Sensory Responses in Motor Cortex

被引:13
作者
Deo, Darrel R. [1 ,2 ]
Rezaii, Paymon [2 ]
Hochberg, Leigh R. [3 ,4 ,5 ,6 ,7 ]
Okamura, Allison M. [8 ,9 ]
Shenoy, Krishna, V [9 ,10 ,11 ,12 ]
Henderson, Jaimie M. [9 ,13 ]
机构
[1] Stanford Univ, Dept Mech Engn, Stanford, CA 94305 USA
[2] Stanford Univ, Dept Neurosurg, Stanford, CA 94305 USA
[3] VA Providence Healthcare Syst, Rehabil R&D Serv, VA RR&D Ctr Neurorestorat & Neurotechnol, Providence, RI 02908 USA
[4] Brown Univ, Sch Engn, Providence, RI 02906 USA
[5] Brown Univ, Carney Inst Brain Sci, Providence, RI 02906 USA
[6] Harvard Med Sch, Dept Neurol, Boston, MA 02115 USA
[7] Massachusetts Gen Hosp, Ctr Neurotechnol & Neurorecovery, Dept Neurol, Boston, MA 02114 USA
[8] Stanford Univ, Dept Mech Engn, Wu Tsai Neurosci Inst, Stanford, CA 94305 USA
[9] Stanford Univ, Bio X Inst, Stanford, CA 94305 USA
[10] Stanford Univ, Howard Hughes Med Inst, Wu Tsai Neurosci Inst, Dept Elect Engn, Stanford, CA 94305 USA
[11] Stanford Univ, Howard Hughes Med Inst, Wu Tsai Neurosci Inst, Dept Bioengn, Stanford, CA 94305 USA
[12] Stanford Univ, Howard Hughes Med Inst, Wu Tsai Neurosci Inst, Dept Neurobiol, Stanford, CA 94305 USA
[13] Stanford Univ, Wu Tsai Neurosci Inst, Dept Neurosurg, Stanford, CA 94305 USA
基金
美国国家科学基金会;
关键词
Haptic interfaces; Neck; Force; Sensitivity; Probes; Skin; Visualization; Neuroprosthetics; brain-machine interfaces; artificial proprioceptive feedback; sensorimotor processing; PYRAMIDAL TRACT NEURONS; REACHING MOVEMENTS; SINGLE NEURON; PERFORMANCE; PROPRIOCEPTION; IMPAIRMENTS; INTEGRATION; HAND; SKIN; DISCRIMINATION;
D O I
10.1109/TOH.2021.3072615
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Intracortical brain-computer interfaces (iBCIs) provide people with paralysis a means to control devices with signals decoded from brain activity. Despite recent impressive advances, these devices still cannot approach able-bodied levels of control. To achieve naturalistic control and improved performance of neural prostheses, iBCIs will likely need to include proprioceptive feedback. With the goal of providing proprioceptive feedback via mechanical haptic stimulation, we aim to understand how haptic stimulation affects motor cortical neurons and ultimately, iBCI control. We provided skin shear haptic stimulation as a substitute for proprioception to the back of the neck of a person with tetraplegia. The neck location was determined via assessment of touch sensitivity using a monofilament test kit. The participant was able to correctly report skin shear at the back of the neck in 8 unique directions with 65% accuracy. We found motor cortical units that exhibited sensory responses to shear stimuli, some of which were strongly tuned to the stimuli and well modeled by cosine-shaped functions. In this article, we also demonstrated online iBCI cursor control with continuous skin-shear feedback driven by decoded command signals. Cursor control performance increased slightly but significantly when the participant was given haptic feedback, compared to the purely visual feedback condition.
引用
收藏
页码:762 / 775
页数:14
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