Stereotaxic Techniques

立体定位技术
  • 文章类型: Journal Article
    背景:今天,肺结节的检出率越来越高。这些结节中的一些可能变成恶性。因此,及时切除潜在的恶性结节至关重要.然而,在手术期间识别非表面或软纹理结节的位置是具有挑战性的。已经开发了各种定位技术来准确地识别肺结节。常见的方法包括术前CT引导经皮放置钩丝和微线圈。尽管如此,这些手术可能会引起气胸和血胸等并发症。关于肺结节的定位的其他方法具有其自身的缺点。我们进行了一项临床研究,该研究是回顾性的,确定肺结节定位的准确和合适的方法。探讨CT辅助体表定位联合术中立体定向解剖定位在胸腔镜肺结节切除术中的临床应用价值。
    方法:我们回顾性收集了在胸外科接受肺结节定位切除手术的120例患者的临床资料,蚌埠医学院第一附属医院,从2020年1月到2022年1月。其中,30例患者行CT辅助体表定位联合术中立体定向解剖定位,30例患者仅接受CT辅助体表定位,30例患者仅接受术中立体定向解剖定位,30例患者接受了CT引导下经皮微线圈定位。成功率,并发症发生率,并对四种肺结节定位方法的定位次数进行统计分析。
    结果:CT辅助体表定位联合术中立体定向解剖定位和CT引导下经皮微弹簧圈定位的成功率均为96.7%,CT辅助体表定位组成功率70.0%,差异有统计学意义(P<0.05)。联合组并发症发生率为0%,显著低于微线圈定位组的60%(P<0.05)。联合组的定位时间为17.73±2.52min,显着小于微线圈定位组的(27.27±7.61min)(P<0.05)。
    结论:CT辅助体表定位结合术中立体定向解剖定位是一种安全的,无痛,准确,肺结节定位的可靠方法。
    BACKGROUND: Today, the detection rate of lung nodules is increasing. Some of these nodules may become malignant. Thus, timely resection of potentially malignant nodules is essential. However, Identifying the location of nonsurface or soft-textured nodules during surgery is challenging. Various localization techniques have been developed to accurately identify lung nodules. Common methods include preoperative CT-guided percutaneous placement of hook wires and microcoils. Nonetheless, these procedures may cause complications such as pneumothorax and haemothorax. Other methods regarding localization of pulmonary nodules have their own drawbacks. We conducted a clinical study which was retrospective to identify a safe, accurate and suitable method for determining lung nodule localization. To evaluate the clinical value of CT-assisted body surface localization combined with intraoperative stereotactic anatomical localization in thoracoscopic lung nodule resection.
    METHODS: We retrospectively collected the clinical data of 120 patients who underwent lung nodule localization and resection surgery at the Department of Thoracic Surgery, First Affiliated Hospital of Bengbu Medical College, from January 2020 to January 2022. Among them, 30 patients underwent CT-assisted body surface localization combined with intraoperative stereotactic anatomical localization, 30 patients underwent only CT-assisted body surface localization, 30 patients underwent only intraoperative stereotactic anatomical localization, and 30 patients underwent CT-guided percutaneous microcoil localization. The success rates, complication rates, and localization times of the four lung nodule localization methods were statistically analysed.
    RESULTS: The success rates of CT-assisted body surface localization combined with intraoperative stereotactic anatomical localization and CT-guided percutaneous microcoil localization were both 96.7%, which were significantly higher than the 70.0% success rate in the CT-assisted body surface localization group (P < 0.05). The complication rate in the combined group was 0%, which was significantly lower than the 60% in the microcoil localization group (P < 0.05). The localization time for the combined group was 17.73 ± 2.52 min, which was significantly less than that (27.27 ± 7.61 min) for the microcoil localization group (P < 0.05).
    CONCLUSIONS: CT-assisted body surface localization combined with intraoperative stereotactic anatomical localization is a safe, painless, accurate, and reliable method for lung nodule localization.
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  • 文章类型: Journal Article
    结论:尽管睡眠在调节癫痫活动中的作用已得到证实,许多癫痫学家忽视了在耐药性癫痫患者的术前癫痫评估中考虑睡眠的重要性.这里,我们从2000年1月至2023年5月使用PubMed电子数据库进行了全面的文献综述,并汇编了证据,强调需要修改当前的临床方法.所有文章均由两名独立审稿人进行资格评估。我们的目的是阐明将睡眠监测纳入立体脑电图术前评估的临床价值。我们介绍了在立体脑电图记录中观察到的睡眠与各种形式的癫痫活动之间重要的双向相互作用的最新进展。具体来说,癫痫活动由不同的睡眠阶段调节,在非快速眼动睡眠中达到顶峰,同时在快速眼动睡眠中被抑制。然而,这种调制可以在不同的大脑区域变化,强调需要考虑睡眠,以在术前评估期间准确确定癫痫发生区。最后,我们提供实用的解决方案,例如仅使用立体脑电图数据的自动睡眠评分算法,将睡眠监测无缝整合到常规临床实践中。希望这篇综述将为临床医生提供一个易于获得的路线图,以了解有关立体脑电图背景下睡眠监测的临床实用性的最新证据,并帮助开发治疗和诊断策略以改善患者的手术效果。
    CONCLUSIONS: Although the role of sleep in modulating epileptic activity is well established, many epileptologists overlook the significance of considering sleep during presurgical epilepsy evaluations in cases of drug-resistant epilepsy. Here, we conducted a comprehensive literature review from January 2000 to May 2023 using the PubMed electronic database and compiled evidence to highlight the need to revise the current clinical approach. All articles were assessed for eligibility by two independent reviewers. Our aim was to shed light on the clinical value of incorporating sleep monitoring into presurgical evaluations with stereo-electroencephalography. We present the latest developments on the important bidirectional interactions between sleep and various forms of epileptic activity observed in stereo-electroencephalography recordings. Specifically, epileptic activity is modulated by different sleep stages, peaking in non-rapid eye movement sleep, while being suppressed in rapid eye movement sleep. However, this modulation can vary across different brain regions, underlining the need to account for sleep to accurately pinpoint the epileptogenic zone during presurgical assessments. Finally, we offer practical solutions, such as automated sleep scoring algorithms using stereo-electroencephalography data alone, to seamlessly integrate sleep monitoring into routine clinical practice. It is hoped that this review will provide clinicians with a readily accessible roadmap to the latest evidence concerning the clinical utility of sleep monitoring in the context of stereo-electroencephalography and aid the development of therapeutic and diagnostic strategies to improve patient surgical outcomes.
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  • 文章类型: Journal Article
    结论:立体脑电图(SEEG)已成为癫痫手术的转化工具,揭示局灶性癫痫涉及的复杂网络动力学。这篇综述探讨了SEEG在阐明脑深部结构中的作用。即基底神经节和丘脑,在癫痫。SEEG进一步了解了它们对癫痫发作的贡献,传播,并通过对这些大脑区域进行精确和微创的采样来进行控制。基底神经节,包括丘脑底核,苍白球,黑质,和纹状体,因其参与局灶性和全身性癫痫而获得认可。电生理记录显示这些结构内的过度兴奋和同步性增加,加强它们作为癫痫网络中关键节点的作用。此外,基底节的低频和高频刺激已证明具有调节癫痫网络的潜力。同时,丘脑,一个关键的中继中心,在癫痫研究中占有重要地位。局灶性癫痫中丘脑皮质连接中断强调了其在癫痫发作维持中的重要性。丘脑亚核,包括前核,中心,和内侧pulvinar,目前有希望的神经调节靶点,提示个性化癫痫治疗的途径。多丘脑SEEG和丘脑SEEG刺激试验的前景有可能彻底改变癫痫的管理,为具有挑战性的案例提供量身定制的解决方案。SEEG揭示癫痫脑深部结构动力学的能力有望在我们的精准医学新时代增强和个性化的癫痫护理。直到大脑深处SEEG被接受为护理标准,对于建议进行此类探索的患者,严格的知情同意程序仍然至关重要.
    CONCLUSIONS: Stereoelectroencephalography (SEEG) has emerged as a transformative tool in epilepsy surgery, shedding light on the complex network dynamics involved in focal epilepsy. This review explores the role of SEEG in elucidating the role of deep brain structures, namely the basal ganglia and thalamus, in epilepsy. SEEG advances understanding of their contribution to seizure generation, propagation, and control by permitting precise and minimally invasive sampling of these brain regions. The basal ganglia, comprising the subthalamic nucleus, globus pallidus, substantia nigra, and striatum, have gained recognition for their involvement in both focal and generalized epilepsy. Electrophysiological recordings reveal hyperexcitability and increased synchrony within these structures, reinforcing their role as critical nodes within the epileptic network. Furthermore, low-frequency and high-frequency stimulation of the basal ganglia have demonstrated potential in modulating epileptogenic networks. Concurrently, the thalamus, a key relay center, has garnered prominence in epilepsy research. Disrupted thalamocortical connectivity in focal epilepsy underscores its significance in seizure maintenance. The thalamic subnuclei, including the anterior nucleus, centromedian, and medial pulvinar, present promising neuromodulatory targets, suggesting pathways for personalized epilepsy therapies. The prospect of multithalamic SEEG and thalamic SEEG stimulation trials has the potential to revolutionize epilepsy management, offering tailored solutions for challenging cases. SEEG\'s ability to unveil the dynamics of deep brain structures in epilepsy promises enhanced and personalized epilepsy care in our new era of precision medicine. Until deep brain SEEG is accepted as a standard of care, a rigorous informed consent process remains paramount for patients for whom such an exploration is proposed.
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  • 文章类型: Journal Article
    目的:立体定向脑电图(SEEG)在美国越来越受欢迎。接受SEEG的患者面临着独特的挑战,与非侵入性病例相比,他们的需求是不同的。我们的目的是描述医学,护理,以及在全国癫痫中心协会认可的三级转诊(IV级)癫痫中心中进行SEEG评估的其他机构实践。
    方法:我们分析了从研究电子数据捕获(REDCap)调查中获得的数据,我们制定并分发给全国癫痫中心协会列出的所有IV级癫痫中心的主任。大多数问题分别针对成人和儿科SEEG计划。
    结果:在被邀请完成调查的199名癫痫中心主任中,90(45%)回答。83个中心(92%)报告他们进行了SEEG评估。在83名受访者中,56在成人中进行SEEG,47在儿科患者中进行SEEG。22个中心评估儿科和成人受试者。SEEG工作流程的最高一致性是(1)癫痫监测单位停留时间(1-2周,79%的成人和85%的儿科计划),(2)使用睡眠剥夺(94%成人和儿科)和光刺激(79%成人和70%儿科)的癫痫发作激活,(3)在SEEG评估结束时进行皮层电刺激,在捕获自发性癫痫发作后(84%成人和88%儿童),和(4)每日头套检查(76%成人和80%儿科)。在SEEG工作流程的其他方面注意到显著的中心间差异。
    结论:结果显示,在调查中心的SEEG工作流程中存在显著差异。前瞻性,多中心协议将有助于未来最佳实践模式的发展和协调。
    OBJECTIVE: Stereotactic EEG (SEEG) is gaining increasing popularity in the United States. Patients undergoing SEEG have unique challenges, and their needs are different compared with noninvasive cases. We aim to describe the medical, nursing, and other institutional practices of SEEG evaluations among tertiary referral (level IV) epilepsy centers accredited by the National Association of Epilepsy Centers.
    METHODS: We analyzed data obtained from a Research Electronic Data Capture (REDCap) survey we formulated and distributed to directors of all level IV epilepsy centers listed by the National Association of Epilepsy Center. Most questions were addressed to the adult and pediatric SEEG programs separately.
    RESULTS: Among 199 epilepsy center directors invited to complete the survey, 90 (45%) responded. Eighty-three centers (92%) reported they perform SEEG evaluations. Of the 83 respondents, 56 perform SEEG in adult and 47 in pediatric patients. Twenty-two centers evaluate both pediatric and adult subjects. The highest concordance of SEEG workflow was in (1) epilepsy monitoring unit stay duration (1-2 weeks, 79% adult and 85% pediatric programs), (2) use of sleep deprivation (94% both adult and pediatric) and photic stimulation (79% adult and 70% pediatric) for seizure activation, (3) performing electrical cortical stimulation at the end of SEEG evaluation after spontaneous seizures are captured (84% adult and 88% pediatric), and (4) daily head-wrap inspection (76% adult and 80% pediatric). Significant intercenter variabilities were noted in the other aspects of SEEG workflow.
    CONCLUSIONS: Results showed significant variability in SEEG workflow across polled centers. Prospective, multicenter protocols will help the future development and harmonization of optimal practice patterns.
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  • 文章类型: Journal Article
    结论:立体脑电图是一个既定的,研究难治性癫痫的假设驱动方法。有一些特殊的考虑因素和一些限制适用于接受立体脑电图检查的儿童。立体脑电图的关键原则是采取个体化方法研究难治性癫痫。个性化小儿癫痫手术成功的关键因素是了解它的一些基本和独特方面,包括,但不限于,不同的病因,癫痫综合征,成熟,和年龄相关的特征以及神经可塑性。这些特征反映在符号学和电生理学的个体发育中。此外,在儿童的皮层刺激过程中需要特别考虑。立体脑电图可以指导量身定制的手术干预,足以使患者无癫痫发作,但也可以减少附带损害,而功能缺陷最小或没有。尽管在非侵入性检测方式方面取得了进步,但癫痫手术的结果仍然停滞不前。立体脑电图“思维方式”和指导指导可能会对结果产生积极影响。
    CONCLUSIONS: Stereoelectroencephalography is an established, hypothesis-driven method for investigating refractory epilepsy. There are special considerations and some limitations that apply to children who undergo stereoelectroencephalography. A key principle in stereoelectroencephalography is taking an individualized approach to investigating refractory epilepsy. A crucial factor for success in a personalized pediatric epilepsy surgery is understanding some of the fundamental and unique aspects of it, including, but not limited to, diverse etiology, epilepsy syndromes, maturation, and age-related characteristics as well as neural plasticity. Such features are reflected in the ontogeny of semiology and electrophysiology. In addition, special considerations are taken into account during cortical stimulation in children. Stereoelectroencephalography can guide a tailored surgical intervention where it is sufficient to render the patient seizure-free but it also lessens collateral damage with a minimum or no functional deficit. Epilepsy surgery outcomes remain stagnant despite advances in noninvasive testing modalities. A stereoelectroencephalography \"way of thinking\" and guided mentorship may influence outcomes positively.
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  • 文章类型: Journal Article
    目的:立体脑电图(SEEG)广泛用于需要侵入性癫痫发作定位的医学难治性癫痫患者。尽管在世界各地的许多中心越来越多的采用,没有标准化的电极命名惯例存在,在临床和研究团队之间产生混乱。
    方法:我们开发了一种新的命名法,命名为SEEG应用系统的标准化电极命名法。简洁,独特,翔实,和明确的标签提供有关入口点的信息,深层目标,和电极之间的关系。通过将10个随机抽样的病例(包括136个电极)的原始电极名称与另外4个盲目评估者前瞻性分配的电极名称进行比较,来评估评估者之间的一致性。
    结果:在我们机构接受SEEG监测的40名连续患者中,前瞻性地实施了SEEG应用系统的标准化电极命名法,在所有情况下创建唯一的电极名称,促进植入设计,SEEG记录和绘图解释,和神经外科医生的治疗计划,神经学家,和神经生理学家。两位神经外科医生对电极名称的评分者百分比一致,两位癫痫神经学家,一名神经外科研究员的比例为97.5%。
    结论:这种标准化的命名约定,SEEG应用的标准化电极命名法,提供了一个简单的,简洁,可重复,以及用于指定每个患者中每个SEEG电极的目标和相对位置的信息方法,允许在临床和研究环境中成功共享信息。普遍采用这一术语可以为改善机构之间的沟通和合作铺平道路。
    OBJECTIVE: Stereoelectroencephalography (SEEG) is widely performed on individuals with medically refractory epilepsy for whom invasive seizure localization is desired. Despite increasing adoption in many centers across the world, no standardized electrode naming convention exists, generating confusion among both clinical and research teams.
    METHODS: We have developed a novel nomenclature, named the Standardized Electrode Nomenclature for SEEG Applications system. Concise, unique, informative, and unambiguous labels provide information about entry point, deep targets, and relationships between electrodes. Inter-rater agreement was evaluated by comparing original electrode names from 10 randomly sampled cases (including 136 electrodes) with those prospectively assigned by four additional blinded raters.
    RESULTS: The Standardized Electrode Nomenclature for SEEG Application system was prospectively implemented in 40 consecutive patients undergoing SEEG monitoring at our institution, creating unique electrode names in all cases, and facilitating implantation design, SEEG recording and mapping interpretation, and treatment planning among neurosurgeons, neurologists, and neurophysiologists. The inter-rater percent agreement for electrode names among two neurosurgeons, two epilepsy neurologists, and one neurosurgical fellow was 97.5%.
    CONCLUSIONS: This standardized naming convention, Standardized Electrode Nomenclature for SEEG Application, provides a simple, concise, reproducible, and informative method for specifying the target(s) and relative position of each SEEG electrode in each patient, allowing for successful sharing of information in both the clinical and research settings. General adoption of this nomenclature could pave the way for improved communication and collaboration between institutions.
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  • 文章类型: Journal Article
    目的:在美国,立体定向脑电图(SEEG)越来越多地用于难治性癫痫的颅内评估。2022年全国癫痫中心协会三级转诊(NAECIV级)中心对SEEG实践的调查发现,各机构的实践基本相似。然而,在技术和患者护理实践中注意到一些显著差异,以及SEEG背景培训水平。自出版以来的一年,我们回顾了SEEG实践所面临的挑战,并提出了具体的纠正措施。
    结论:立体定向脑电图已迅速成为美国癫痫手术中心颅内脑电图监测的主要方法。SEEG的采用率目前高于侵入性监测的总体增长。大多数报告了SEEG的类似适应症,尽管人员专业知识以及技术和患者护理实践存在显著差异。共识声明,指导方针,迫切需要对研究生培训课程进行审查,以对SEEG实践进行基准测试,并在美国下一代从业者中开发适当的技能。
    OBJECTIVE: Stereotactic EEG (SEEG) is being increasingly used in the intracranial evaluation of refractory epilepsy in the United States. A 2022 survey of SEEG practices among National Association of Epilepsy Centers tertiary referral (NAEC level IV) centers found largely similar practices across institutions. However, a few significant differences were noted in technical and patient care practice, and in the level of SEEG background training. In the year since publication, we review the identified challenges facing SEEG practice and suggest specific corrective action.
    CONCLUSIONS: Stereotactic EEG has rapidly become the principal method for intracranial EEG monitoring in epilepsy surgery centers in the United States. The rate of adoption of SEEG is currently higher than the growth of invasive monitoring overall. Most report similar indications for SEEG, although significant variability exists in personnel expertise and technical and patient care practice. Consensus statements, guidelines, and review of postgraduate training curricula are urgently needed to benchmark SEEG practice and develop appropriate skillsets in the next generation of practitioners in the United States.
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  • 文章类型: Journal Article
    结论:立体脑电图(SEEG)穿越大西洋需要50年。在计算机和现代技术出现之前构思和设计,事实证明,这种方法非常适合大脑成像以及现代视频和电生理工具。它最终受益于机器人和信号处理。然而,关键的一步仍然是准确的电极植入,这是基于个体患者的非侵入性I期数据。一个限制因素,尤其是MRI阴性的病例,是一项彻底的围周和后期临床测试,以确保有意义的电临床相关性。需要适应的癫痫监测单元的体系结构以及特定的技术人员和护士培训,以提高生成有效的定位假设所需的信息的粒度。SEEG解释基于神经网络中的知识库,认知/行为神经科学,和电生理学与脑电图完全不同。针对局灶性癫痫复杂性探索的需求,SEEG不太适合简化。癫痫监测单位内的临床研究的具体教学和发展将有助于扁平化团队的学习曲线,并从共享的临床经验中建立知识库。
    CONCLUSIONS: It took 50 years for stereoelectroencephalography (SEEG) to cross the Atlantic. Conceived and designed before the advent of computers and modern technology, this method turned out to be perfectly suited to brain imaging and modern video and electrophysiological tools. It eventually benefited from robotics and signal processing. However, a critical step remains accurate electrode implantation, which is based on individual patients\' noninvasive phase I data. A limiting factor, especially in MRI-negative cases, is a thorough perictal and postictal clinical testing for ensuring meaningful electroclinical correlations. Adapted epilepsy monitoring units\' architecture and specific technicians and nurses training are required to improve the granularity of information needed to generate valid hypotheses on localization. SEEG interpretation is based on a knowledge base in neural networks, cognitive/behavioral neuroscience, and electrophysiology quite distinct from electroencephalography. Tailored to the needs of focal epilepsy complexity exploration, SEEG does not fit well with simplification. Specific teaching and development of clinical research inside the epilepsy monitoring units will help to flatten the team learning curve and to build knowledge base from shared clinical experience.
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  • 文章类型: Journal Article
    背景和目的:由于脑部病变存在复杂的诊断挑战,通过活检进行准确的组织采样对于有效的治疗计划至关重要。传统的基于框架的立体定向活检已得到导航活检技术的补充。利用成像和导航技术的进步。本研究旨在在临床环境中比较导航和基于框架的立体定向活检方法,评估它们的功效,安全,和诊断结果,以确定精确的脑部病变靶向的最佳方法。材料和方法:回顾性分析2017年1月至2023年8月在学术医学中心接受脑活检的患者。患者人口统计数据,临床特征,活检技术(导航与基于框架),结果包括准确性,并发症,并对住院时间进行分析。结果:该队列包括112例患者,组间年龄或性别差异无统计学意义。导致活检的症状主要是肌肉力量减弱(42.0%),认知问题(28.6%),失语症(24.1%)。肿瘤最常见于深半球(24.1%)。中位住院时间为5天,再住院率为27.7%。4.47%的患者出现并发症,活检方法之间没有显着差异。然而,导航活检导致样本较少(p<0.001),但与基于帧的活检具有相当的诊断准确性.结论:导航和基于框架的立体定向活检既有效又安全,具有可比的准确性和并发症发生率。技术的选择应考虑病变的具体情况,外科医生偏好,和技术可用性。研究结果强调了先进的神经外科技术在增强患者护理和预后方面的重要性。
    Background and Objectives: As brain lesions present complex diagnostic challenges, accurate tissue sampling via biopsy is critical for effective treatment planning. Traditional frame-based stereotactic biopsy has been complemented by navigated biopsy techniques, leveraging advancements in imaging and navigation technology. This study aims to compare the navigated and frame-based stereotactic biopsy methods in a clinical setting, evaluating their efficacy, safety, and diagnostic outcomes to determine the optimal approach for precise brain lesion targeting. Materials and Methods: retrospective analysis was conducted on patients who underwent brain biopsies between January 2017 and August 2023 at an academic medical center. Data on patient demographics, clinical characteristics, biopsy technique (navigated vs. frame-based), and outcomes including accuracy, complications, and hospital stay duration were analyzed. Results: The cohort comprised 112 patients, with no significant age or gender differences between groups. Symptoms leading to biopsy were predominantly diminished muscle strength (42.0%), cognitive issues (28.6%), and aphasia (24.1%). Tumors were most common in the deep hemisphere (24.1%). The median hospital stay was 5 days, with a rehospitalization rate of 27.7%. Complications occurred in 4.47% of patients, showing no significant difference between biopsy methods. However, navigated biopsies resulted in fewer samples (p < 0.001) but with comparable diagnostic accuracy as frame-based biopsies. Conclusions: Navigated and frame-based stereotactic biopsies are both effective and safe, with comparable accuracy and complication rates. The choice of technique should consider lesion specifics, surgeon preference, and technological availability. The findings highlight the importance of advanced neurosurgical techniques in enhancing patient care and outcomes.
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  • 文章类型: Journal Article
    摘要-目的:脑机接口(BCI)是绕过受损或中断的神经通路并直接解码脑信号以执行预期动作的技术。用于语音的BCI具有通过直接解码预期语音来恢复通信的潜力。许多研究已经证明了使用侵入性微电极阵列(MEA)和皮质电图(ECoG)的有希望的结果。然而,使用立体脑电图(sEEG)进行语音解码尚未得到充分认可。 方法:在这项研究中,最近发布的sEEG数据用于解码参与者所说的荷兰语单词。我们使用先进的深度学习方法从sEEG数据中解码语音波形。实现了三种方法:线性回归法,序列到序列模型(seq2seq),和变压器模型。 结果:我们基于RNN的seq2seq和变换器模型显著优于线性回归,而两种深度学习方法之间没有发现显著差异。对各个电极的进一步研究表明,仅使用少数电极就可以获得相同的解码结果。&#xD;结论:这项研究表明,从sEEG信号解码语音是可能的,电极的位置对解码性能至关重要。
    Objective.Brain-computer interfaces (BCIs) are technologies that bypass damaged or disrupted neural pathways and directly decode brain signals to perform intended actions. BCIs for speech have the potential to restore communication by decoding the intended speech directly. Many studies have demonstrated promising results using invasive micro-electrode arrays and electrocorticography. However, the use of stereo-electroencephalography (sEEG) for speech decoding has not been fully recognized.Approach.In this research, recently released sEEG data were used to decode Dutch words spoken by epileptic participants. We decoded speech waveforms from sEEG data using advanced deep-learning methods. Three methods were implemented: a linear regression method, an recurrent neural network (RNN)-based sequence-to-sequence model (RNN), and a transformer model.Main results.Our RNN and transformer models outperformed the linear regression significantly, while no significant difference was found between the two deep-learning methods. Further investigation on individual electrodes showed that the same decoding result can be obtained using only a few of the electrodes.Significance.This study demonstrated that decoding speech from sEEG signals is possible, and the location of the electrodes is critical to the decoding performance.
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