Decoding spoken words using local field potentials recorded from the cortical surface

被引:170
作者
Kellis, Spencer [1 ]
Miller, Kai [2 ]
Thomson, Kyle [3 ]
Brown, Richard [1 ]
House, Paul [4 ]
Greger, Bradley [3 ]
机构
[1] Univ Utah, Dept Elect & Comp Engn, Salt Lake City, UT 84112 USA
[2] Univ Washington, Sch Med, Dept Neurobiol & Behav, Seattle, WA 98195 USA
[3] Univ Utah, Dept Bioengn, Salt Lake City, UT 84112 USA
[4] Univ Utah, Dept Neurosurg, Salt Lake City, UT 84112 USA
基金
美国国家科学基金会;
关键词
BRAIN-COMPUTER INTERFACES; LOCKED-IN SYNDROME; ELECTROCORTICOGRAPHIC SPECTRAL-ANALYSIS; HUMAN SENSORIMOTOR CORTEX; MOTOR CONTROL; MOVEMENT TRAJECTORIES; MENTAL PROSTHESIS; FINGER MOVEMENTS; WERNICKES AREA; GAMMA ACTIVITY;
D O I
10.1088/1741-2560/7/5/056007
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Pathological conditions such as amyotrophic lateral sclerosis or damage to the brainstem can leave patients severely paralyzed but fully aware, in a condition known as 'locked-in syndrome'. Communication in this state is often reduced to selecting individual letters or words by arduous residual movements. More intuitive and rapid communication may be restored by directly interfacing with language areas of the cerebral cortex. We used a grid of closely spaced, nonpenetrating micro-electrodes to record local field potentials (LFPs) from the surface of face motor cortex and Wernicke's area. From these LFPs we were successful in classifying a small set of words on a trial-by-trial basis at levels well above chance. We found that the pattern of electrodes with the highest accuracy changed for each word, which supports the idea that closely spaced micro-electrodes are capable of capturing neural signals from independent neural processing assemblies. These results further support using cortical surface potentials (electrocorticography) in brain-computer interfaces. These results also show that LFPs recorded from the cortical surface (micro-electrocorticography) of language areas can be used to classify speech-related cortical rhythms and potentially restore communication to locked-in patients.
引用
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页数:10
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