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Assessing Command-Following and Communication With Vibro-Tactile P300 Brain-Computer Interface Tools in Patients With Unresponsive Wakefulness Syndrome

机译:对无反应性清醒综合征患者的触觉P300脑计算机接口工具进行命令跟踪和交流

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摘要

Persons diagnosed with disorders of consciousness (DOC) typically suffer from motor disablities, and thus assessing their spared cognitive abilities can be difficult. Recent research from several groups has shown that non-invasive brain-computer interface (BCI) technology can provide assessments of these patients' cognitive function that can supplement information provided through conventional behavioral assessment methods. In rare cases, BCIs may provide a binary communication mechanism. Here, we present results from a vibrotactile BCI assessment aiming at detecting command-following and communication in 12 unresponsive wakefulness syndrome (UWS) patients. Two different paradigms were administered at least once for every patient: (i) VT2 with two vibro-tactile stimulators fixed on the patient's left and right wrists and (ii) VT3 with three vibro-tactile stimulators fixed on both wrists and on the back. The patients were instructed to mentally count either the stimuli on the left or right wrist, which may elicit a robust P300 for the target wrist only. The EEG data from −100 to +600 ms around each stimulus were extracted and sub-divided into 8 data segments. This data was classified with linear discriminant analysis (using a 10 × 10 cross validation) and used to calibrate a BCI to assess command following and YES/NO communication abilities. The grand average VT2 accuracy across all patients was 38.3%, and the VT3 accuracy was 26.3%. Two patients achieved VT3 accuracy ≥80% and went through communication testing. One of these patients answered 4 out of 5 questions correctly in session 1, whereas the other patient answered 6/10 and 7/10 questions correctly in sessions 2 and 4. In 6 other patients, the VT2 or VT3 accuracy was above the significance threshold of 23% for at least one run, while in 4 patients, the accuracy was always below this threshold. The study highlights the importance of repeating EEG assessments to increase the chance of detecting command-following in patients with severe brain injury. Furthermore, the study shows that BCI technology can test command following in chronic UWS patients and can allow some of these patients to answer YES/NO questions.
机译:被诊断为意识障碍(DOC)的人通常患有运动障碍,因此很难评估其剩余的认知能力。来自几个小组的最新研究表明,非侵入性脑机接口(BCI)技术可以提供对这些患者认知功能的评估,可以补充通过常规行为评估方法提供的信息。在极少数情况下,BCI可能会提供二进制通信机制。在这里,我们提出了来自触觉BCI评估的结果,该评估旨在检测12名无反应的清醒综合征(UWS)患者的命令遵循和交流。至少对每个患者使用两种不同的范例:(i)VT2带有固定在患者左右手腕上的两个触觉刺激器,以及(ii)VT3带有三个固定在手腕和后背上的触觉刺激器。指示患者在精神上计数左手或右手腕上的刺激,这可能仅对目标手腕产生可靠的P300。提取每个刺激周围-100至+600毫秒的脑电数据,并将其细分为8个数据段。该数据通过线性判别分析(使用10×10交叉验证)进行分类,并用于校准BCI以评估命令遵循和是/否通信能力。所有患者的VT2总体平均准确性为38.3%,VT3准确性为26.3%。两名患者的VT3准确度≥80%,并接受了沟通测试。其中一名患者在第1阶段中正确回答了5个问题中的4个,而另一名患者在第2和4阶段中正确回答了6/10和7/10个问题。在其他6名患者中,VT2或VT3的准确性高于显着性阈值至少一次运行的结果为23%,而4例患者的准确性始终低于此阈值。这项研究强调了重复脑电图评估对于增加严重脑损伤患者遵循命令的机会的重要性。此外,研究表明,BCI技术可以测试慢性UWS患者的命令遵循情况,并可以使其中一些患者回答是/否问题。

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