pediatric epilepsy

小儿癫痫
  • 文章类型: Journal Article
    在耐药癫痫患者中,众所周知,确定癫痫发生区的困难与术后较差的临床结局相关.PET和MRI在儿科患者的术前评估中的整合可能通过确认或扩大治疗目标来提高诊断精度。与单独的任何一种方式相比,PET和MRI一起提供了优越的见解。例如,PET突出葡萄糖代谢异常,而MRI精确定位结构异常,提供对癫痫发生区的全面了解。此外,两种方法,无论是通过同步PET/MRI扫描还是单独采集的PET和MRI数据的共同配准,呈现出独特的优势,在病变和非病变病例中具有互补作用。同时FDG-PET/MRI以便捷的一站式方法提供功能(PET)和结构(MR)成像的精确配准,最大限度地减少镇静时间,减少儿童的辐射暴露。允许对单独采集的PET和MRI图像进行回顾性配准的市售融合软件是常用的替代方案。这篇综述提供了概述和说明性案例,突出了18F-FDG-PET和MRI成像的结合作用,并分享了作者十年来在小儿癫痫的术前评估中同时使用PET/MRI的经验。
    In patients with drug-resistant epilepsy, difficulties in identifying the epileptogenic zone are well known to correlate with poorer clinical outcomes post-surgery. The integration of PET and MRI in the presurgical assessment of pediatric patients likely improves diagnostic precision by confirming or widening treatment targets. PET and MRI together offer superior insights compared to either modality alone. For instance, PET highlights abnormal glucose metabolism, while MRI precisely localizes structural anomalies, providing a comprehensive understanding of the epileptogenic zone. Furthermore, both methodologies, whether utilized through simultaneous PET/MRI scanning or the co-registration of separately acquired PET and MRI data, present unique advantages, having complementary roles in lesional and non-lesional cases. Simultaneous FDG-PET/MRI provides precise co-registration of functional (PET) and structural (MR) imaging in a convenient one-stop-shop approach, which minimizes sedation time and reduces radiation exposure in children. Commercially available fusion software that allows retrospective co-registration of separately acquired PET and MRI images is a commonly used alternative. This review provides an overview and illustrative cases that highlight the role of combining 18F-FDG-PET and MRI imaging and shares the authors\' decade-long experience utilizing simultaneous PET/MRI in the presurgical evaluation of pediatric epilepsy.
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  • 文章类型: Journal Article
    90%的结节性硬化症(TSC)患者有癫痫发作,50%的人发展为药物难治性癫痫。手术干预旨在消除癫痫发作区(SOZ)。这项回顾性研究调查了SOZ大小的关系,发作模式,切除程度与手术结果。包括接受>1年随访和充分成像的切除/消融手术的TSC患者。审查了术前iEEG数据以确定发作模式和SOZ位置。对于结果,ILAE评分1-3分为良好,4-6分为差.纳入44例患者(年龄117.4±110.8个月)。其中,59.1%取得了良好的结果,而40.9%的患者结局不佳。SOZ的大小是一个重要因素(p=0.009),不良结局组的SOZ(11.9±6.7电极触点)大于良好结局组(7.3±7.2)。SOZ数显著(p=0.020);>1SOZ与不良预后相关。这些结果表明,在大多数儿科TSC队列中,SOZ的程度是癫痫手术后癫痫发作自由的预测指标。我们假设这些特征代表了癫痫发生区病灶的生物标志物,并可用于改善该队列中癫痫手术结果的预后。
    Ninety percent of tuberous sclerosis complex (TSC) patients have seizures, with ∼50 % developing drug refractory epilepsy. Surgical intervention aims to remove the seizure onset zone (SOZ). This retrospective study investigated the relationship of SOZ size, ictal pattern, and extent of resection with surgical outcomes. TSC patients undergoing resective/ablative surgery with >1-year follow-up and adequate imaging were included. Preoperative iEEG data were reviewed to determine ictal pattern and SOZ location. For outcomes, an ILAE score of 1-3 was defined as good and 4-6 as poor. Forty-four patients were included (age 117.4 ± 110.8 months). Of these, 59.1 % achieved a good outcome, while 40.9 % had a poor outcome. Size of SOZ was a significant factor (p = 0.009), with the poor outcome group having a larger SOZ (11.9 ± 6.7 electrode contacts) than the good outcome group (7.3 ± 7.2). SOZ number was significant (p = 0.020); >1 SOZ was associated with poor outcome. These results demonstrate extent of SOZ as a predictor of seizure freedom following epilepsy surgery in a mostly pediatric TSC cohort. We hypothesize that these features represent biomarkers of focality of the epileptogenic zone and can be used to sharpen prognosis for epilepsy surgery outcomes in this cohort.
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  • 文章类型: Journal Article
    在儿科人群中,癫痫是最常见的神经系统疾病之一,常导致认知功能障碍。它通过限制学习成绩和自尊以及增加社会排斥来影响患者的生活质量。认知障碍的神经康复有几种干预措施,包括基于乐高®的治疗(乐高®B-T),通过使用装配集和机器人编程来促进神经元连通性和皮质可塑性。因此,本研究旨在分析LEGO®B-T对癫痫患儿认知过程的影响.确定了符合条件的患者;在治疗组中,采用NEUROPSI和BANFE-2神经心理学测验进行初步评估.然后,干预措施每周进行一次,并进行了最后的测试。在对照组中,经过初步评估,进行了最终评估。在LEGO®B-T患者中观察到总体改善,随着眶内侧BANFE-2评分的显著增加,前前额叶,和背外侧区域。此外,在增益得分分析中,眼眶和记忆评分与对照组有显著差异。乐高®B-T神经康复是癫痫患者的绝佳选择,当他们观察到改进时,他们是有动力的。
    In the pediatric population, epilepsy is one of the most common neurological disorders that often results in cognitive dysfunction. It affects patients\' life quality by limiting academic performance and self-esteem and increasing social rejection. There are several interventions for the neurohabilitation of cognitive impairment, including LEGO®-based therapy (LEGO® B-T), which promotes neuronal connectivity and cortical plasticity through the use of assembly sets and robotic programming. Therefore, the aim of this study was to analyze the effect of LEGO® B-T on cognitive processes in pediatric patients with epilepsy. Eligible patients were identified; in the treatment group, an initial evaluation was performed with the NEUROPSI and BANFE-2 neuropsychological tests. Then, the interventions were performed once a week, and a final test was performed. In the control group, after the initial evaluation, the final evaluation was performed. An overall improvement was observed in the LEGO® B-T patients, with a significant increase in BANFE-2 scores in the orbitomedial, anterior prefrontal, and dorsolateral areas. In addition, in the gain score analysis, the orbitomedial and memory scores were significantly different from the control group. LEGO® B-T neurohabilitation is a remarkable option for epilepsy patients, who are motivated when they observe improvements.
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  • 文章类型: Journal Article
    背景:大约10%至20%的癫痫儿童经历癫痫持续状态(SE),癫痫发作聚集的儿童风险更高。氯胺酮越来越多地用于SE。这项研究探讨了肠内氯胺酮治疗癫痫患儿以难治性癫痫群为特征的惊厥性癫痫持续状态(CSE)和非惊厥性癫痫持续状态(NCSE)的有效性和安全性。
    方法:回顾性分析患者图。确定了在2021年9月1日至2022年9月1日期间在儿科三级护理中心接受肠内氯胺酮治疗的1至21岁的癫痫儿童。在48小时内解决或减少癫痫发作频率,临床表现,气管插管,住院时间,副作用,并对再入院进行了评估。
    结果:确定了9名2至21岁的患者。6例CSE患者表现为反复发作,3名患者出现在NCSE。五名患者有遗传性癫痫,包括PCDH19和MECP2相关癫痫。7名患者在氯胺酮开始后48小时内癫痫发作消退或减少。两名患者被插管。住院时间为1至34天。三名患者报告了副作用。三名早期氯胺酮治疗的患者再次入院时间相等或较短。
    结论:肠内氯胺酮可能被证明是有效的,治疗癫痫患儿惊厥性和非惊厥性SE的耐受性良好的选择,包括遗传性癫痫,并可防止插管和缩短住院时间。
    BACKGROUND: Approximately 10% to 20% of children with epilepsy experience status epilepticus (SE), and children with seizure clustering are at higher risk. Ketamine is growing in use for SE. This study examines the efficacy and safety of enteral ketamine in the treatment of convulsive status epilepticus (CSE) characterized by refractory seizure clusters and nonconvulsive status epilepticus (NCSE) in children with epilepsy.
    METHODS: Patient charts were reviewed retrospectively. Children with epilepsy aged one to 21 years presenting in SE and treated with enteral ketamine between September 1, 2021 and September 1, 2022 at a pediatric tertiary care center were identified. Resolution or reduction in seizure frequency within 48 hours, clinical presentation, endotracheal intubation, hospitalization duration, side effects, and readmission were assessed.
    RESULTS: Nine patients aged two to 21 years were identified. Six patients presented in CSE characterized by recurrent seizures, and three patients presented in NCSE. Five patients had genetic epilepsies, including PCDH19- and MECP2-related epilepsy. Seven patients had resolution or reduction in seizures within 48 hours of ketamine initiation. Two patients were intubated. Hospitalization duration ranged from one to 34 days. Three patients reported side effects. Three patient readmissions with early ketamine treatment had equal or shorter hospitalizations.
    CONCLUSIONS: Enteral ketamine may prove an effective, well-tolerated option for treatment of convulsive and nonconvulsive SE in children with epilepsy, including genetic epilepsies, and may prevent intubation and shorten hospitalization time.
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  • 文章类型: Journal Article
    目的:尽管已证明手术的安全性和有效性,但小儿癫痫的手术“治疗差距”仍然存在。出于这个原因,应调查全国外科景观,以便更新的评估可以更适当地指导医疗保健工作.
    方法:在我们的回顾性横断面观察研究中,我们在国家住院患者样本(NIS)数据库中查询了0~<18岁患者的耐药癫痫(DRE)国际疾病分类(ICD)编码.然后将该队列分为医疗组和手术组。前者由-DRE的ICD代码定义,没有随附的手术代码,后者由DRE和以下癫痫手术之一定义:任何开放性手术;激光间质热疗法(LITT);迷走神经刺激;或反应性神经刺激(RNS),从1998年至2020年.年龄的人口统计学变量,性别,种族,保险类型,医院收费,和医院特征进行了手术选择之间的分析。连续变量采用权重调整分位数回归分析,和分类变量通过重量调整计数和百分比进行分析,并与重量调整卡方检验结果进行比较。
    结果:这些数据表明,在22年的时间里,癫痫手术增加,主要是由于开放手术在统计上显着的增加和微创技术的非显着增加,如LITT和RNS。年龄差异显著,种族,性别,保险类型,家庭收入中位数,Elixhauser指数,医院设置,以及医疗和手术组之间的规模,以及所执行的程序。
    结论:开放手术和微创手术(LITT和RNS)的增加是小儿癫痫手术在过去22年中的总体增长。2005年发现开放手术的积极拐点。医疗和手术组之间存在社会经济差异。患者和医院的社会人口统计学显示所执行的程序之间存在显着差异。需要进一步努力缩小手术治疗差距。\"
    OBJECTIVE: A surgical \"treatment gap\" in pediatric epilepsy persists despite the demonstrated safety and effectiveness of surgery. For this reason, the national surgical landscape should be investigated such that an updated assessment may more appropriately guide health care efforts.
    METHODS: In our retrospective cross-sectional observational study, the National Inpatient Sample (NIS) database was queried for individuals 0 to <18 years of age who had an International Classification of Diseases (ICD) code for drug-resistant epilepsy (DRE). This cohort was then split into a medical group and a surgical group. The former was defined by ICD codes for -DRE without an accompanying surgical code, and the latter was defined by DRE and one of the following epilepsy surgeries: any open surgery; laser interstitial thermal therapy (LITT); vagus nerve stimulation; or responsive neurostimulation (RNS) from 1998 to 2020. Demographic variables of age, gender, race, insurance type, hospital charge, and hospital characteristics were analyzed between surgical options. Continuous variables were analyzed with weight-adjusted quantile regression analysis, and categorical variables were analyzed by weight-adjusted counts with percentages and compared with weight-adjusted chi-square test results.
    RESULTS: These data indicate an increase in epilepsy surgeries over a 22-year period, primarily due to a statistically significant increase in open surgery and a non-significant increase in minimally invasive techniques, such as LITT and RNS. There are significant differences in age, race, gender, insurance type, median household income, Elixhauser index, hospital setting, and size between the medical and surgical groups, as well as the procedure performed.
    CONCLUSIONS: An increase in open surgery and minimally invasive surgeries (LITT and RNS) account for the overall rise in pediatric epilepsy surgery over the last 22 years. A positive inflection point in open surgery is seen in 2005. Socioeconomic disparities exist between medical and surgical groups. Patient and hospital sociodemographics show significant differences between the procedure performed. Further efforts are required to close the surgical \"treatment gap.\"
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  • 文章类型: Journal Article
    癫痫是一种以脑神经元活动异常为特征的疾病,易感个体癫痫发作。国际抗癫痫联盟(ILAE)将癫痫分为以下几组:局灶性,广义的,广义和焦点,和未知。婴儿是最容易受到这种情况影响的儿科群体,癫痫发展的原因归因于先天性大脑发育缺陷,白质损伤,脑室内出血,围产期缺氧缺血性损伤,围产期中风,或遗传因素,如钠通道蛋白1型亚基α(SCN1A)基因的突变。由于与这种情况相关的风险,我们调查了儿童癫痫的最新药物治疗如何影响癫痫发作的减少或完全消除.我们回顾了2018年至2024年的文献,重点是1个月至18岁的年龄组,一些研究包括这个年龄组以及老年人。这篇综述的意义是介绍和汇编最新抗癫痫药物(ASDs)的研究结果,其有效性,给药,以及在儿科人群中的不良反应,这有助于为特定患者选择最佳药物。本综述中描述的药物在研究的患者组中显示出显着的疗效和安全性,超过观察到的不利影响。这篇综述的主要目的是提供有关儿童癫痫最新药物治疗的知识现状的全面总结。
    Epilepsy is a disorder characterized by abnormal brain neuron activity, predisposing individuals to seizures. The International League Against Epilepsy (ILAE) categorizes epilepsy into the following groups: focal, generalized, generalized and focal, and unknown. Infants are the most vulnerable pediatric group to the condition, with the cause of epilepsy development being attributed to congenital brain developmental defects, white matter damage, intraventricular hemorrhage, perinatal hypoxic-ischemic injury, perinatal stroke, or genetic factors such as mutations in the Sodium Channel Protein Type 1 Subunit Alpha (SCN1A) gene. Due to the risks associated with this condition, we have investigated how the latest pharmacological treatments for epilepsy in children impact the reduction or complete elimination of seizures. We reviewed literature from 2018 to 2024, focusing on the age group from 1 month to 18 years old, with some studies including this age group as well as older individuals. The significance of this review is to present and compile research findings on the latest antiseizure drugs (ASDs), their effectiveness, dosing, and adverse effects in the pediatric population, which can contribute to selecting the best drug for a particular patient. The medications described in this review have shown significant efficacy and safety in the studied patient group, outweighing the observed adverse effects. The main aim of this review is to provide a comprehensive summary of the current state of knowledge regarding the newest pharmacotherapy for childhood epilepsy.
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  • 文章类型: Journal Article
    背景:癫痫手术是耐药癫痫患儿未充分利用的资源。姑息性和确定性手术选择可以减轻癫痫发作负担并改善生活质量。与明确的手术选择相比,姑息性癫痫手术通常被视为“最后手段”。我们比较了姑息性和确定性癫痫手术患者的患者特征,并从小儿癫痫研究联盟手术数据库中介绍了姑息性手术结果。
    方法:小儿癫痫研究协会癫痫外科数据库是一项前瞻性登记,记录了在20个小儿癫痫中心接受癫痫手术评估的0-18岁患者。我们纳入了所有完成手术治疗的儿童,其特征是确定性或姑息性。人口统计,癫痫类型,发病年龄,转诊时的年龄,癫痫的病因,治疗史,转诊/评估的时间,失败的抗癫痫药物(ASM)的数量,成像结果,手术类型,并获得术后结果。
    结果:确认了640名接受癫痫手术的患者。接受姑息治疗的患者在癫痫发作时年龄较小(中位数:2.1vs4年,P=0.0008),在转诊进行术前评估之前,更多的ASM试验失败(P=<0.0001),并且在转诊手术前癫痫持续时间较长(P=<0.0001)。术前评估期间,接受姑息性手术的患者收集的视频-脑电图数据的中位持续时间较短(P=0.007),但获得发作数据的病例数在组间相似.最常见的姑息性手术是calllosotmy体(31%),其次是肺叶切除术(21%)和神经调节(82%的反应性神经刺激vs18%的深部脑刺激)。姑息性患者进一步分为传统姑息性手术和传统确定手术。大多数姑息患者的癫痫发作负担减少了50%或更好。传统确定性手术的无癫痫结局明显更高,41%(95%置信区间:26%至57%)与传统姑息性手术和9%(95%置信区间:2%至17%)相比。传统确定组随访24个月或更长时间的癫痫发作自由率为46%。
    结论:接受姑息性癫痫手术的患者进行了更多的ASM试验,后来在变得耐药后被转诊,与接受确定性癫痫手术的患者相比,耐药性和癫痫手术之间的差距更长。如果手术被认为是姑息性的,则手术评估的程度会受到影响。大多数姑息性手术患者在随访时癫痫发作减少>50%,两组均接受传统姑息性手术和传统确定性手术。姑息性手术患者可以更好地控制癫痫发作,在两种适当的抗癫痫药物失败后,应立即转诊至癫痫手术中心。
    BACKGROUND: Epilepsy surgery is an underutilized resource for children with drug-resistant epilepsy. Palliative and definitive surgical options can reduce seizure burden and improve quality of life. Palliative epilepsy surgery is often seen as a \"last resort\" compared to definitive surgical options. We compare patient characteristics between palliative and definitive epilepsy surgical patients and present palliative surgical outcomes from the Pediatric Epilepsy Research Consortium surgical database.
    METHODS: The Pediatric Epilepsy Research Consortium Epilepsy Surgery database is a prospective registry of patients aged 0-18 years undergoing evaluation for epilepsy surgery at 20 pediatric epilepsy centers. We included all children with completed surgical therapy characterized as definitive or palliative. Demographics, epilepsy type, age of onset, age at referral, etiology of epilepsy, treatment history, time-to-referral/evaluation, number of failed anti-seizure medications (ASMs), imaging results, type of surgery, and postoperative outcome were acquired.
    RESULTS: Six hundred forty patients undergoing epilepsy surgery were identified. Patients undergoing palliative procedures were younger at seizure onset (median: 2.1 vs 4 years, P= 0.0008), failed more ASM trials before referral for presurgical evaluation (P=<0.0001), and had longer duration of epilepsy before referral for surgery (P=<0.0001). During presurgical evaluation, patients undergoing palliative surgery had shorter median duration of video-EEG data collected (P=0.007) but number of cases where ictal data were acquired was similar between groups. The most commonly performed palliative procedure was corpus callosotmy (31%), followed by lobectomy (21%) and neuromodulation (82% responsive neurostimulation vs 18% deep brain stimulation). Palliative patients were further categorized into traditionally palliative procedures vs traditionally definitive procedures. The majority of palliative patients had 50% reduction or better in seizure burden. Seizure free outcomes were significantly higher among those with traditional definitive surgeries, 41% (95% confidence interval: 26% to 57%) compared with traditional palliative surgeries and 9% (95% confidence interval: 2% to 17%). Rate of seizure freedom was 46% at 24 months or greater of follow-up in the traditional definitive group.
    CONCLUSIONS: Patients receiving palliative epilepsy surgery trialed more ASMs, were referred later after becoming drug resistant, and had longer gaps between drug resistance and epilepsy surgery compared with patients undergoing definitive epilepsy surgery. The extent of surgical evaluation is impacted if surgery is thought to be palliative. A majority of palliative surgery patients achieved >50% seizure reduction at follow-up, both in groups that received traditionally palliative and traditionally definitive surgical procedures. Palliative surgical patients can achieve greater seizure control and should be referred to an epilepsy surgery center promptly after failing two appropriate anti-seizure medications.
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  • 文章类型: Journal Article
    尽管先前的几项研究已经使用静息态功能磁共振成像和扩散张量成像来报告癫痫患者大脑的拓扑变化,尚不清楚癫痫患者的个体结构协方差网络(SCN)是否发生变化,尤其是在视皮层切除但功能正常的小儿癫痫中。在这里,我们对7例手术后癫痫患儿和15例年龄匹配的健康对照者的SCN进行了定位和分析.基于自动解剖标记模板构建全脑个体SCN,并计算了全局和节点网络指标进行统计分析。脑部手术后的儿科患者和健康对照者表现出了小世界的特性。脑部手术后,小儿癫痫患者表现出更高的最短路径长度,全球效率较低,和更高的节点效率在阴部比健康对照组。这些结果表明,小儿癫痫在脑部手术后,即使功能正常,显示了单个SCN的拓扑组织改变,这揭示了残余网络拓扑异常,并可能为将来可能发生的手术后小儿癫痫患者的大脑潜在功能损害提供初步证据。
    Although several previous studies have used resting-state functional magnetic resonance imaging and diffusion tensor imaging to report topological changes in the brain in epilepsy, it remains unclear whether the individual structural covariance network (SCN) changes in epilepsy, especially in pediatric epilepsy with visual cortex resection but with normal functions. Herein, individual SCNs were mapped and analyzed for seven pediatric patients with epilepsy after surgery and 15 age-matched healthy controls. A whole-brain individual SCN was constructed based on an automated anatomical labeling template, and global and nodal network metrics were calculated for statistical analyses. Small-world properties were exhibited by pediatric patients after brain surgery and by healthy controls. After brain surgery, pediatric patients with epilepsy exhibited a higher shortest path length, lower global efficiency, and higher nodal efficiency in the cuneus than those in healthy controls. These results revealed that pediatric epilepsy after brain surgery, even with normal functions, showed altered topological organization of the individual SCNs, which revealed residual network topological abnormalities and may provide initial evidence for the underlying functional impairments in the brain of pediatric patients with epilepsy after surgery that can occur in the future.
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  • 文章类型: Journal Article
    背景:全球超过60%的癫痫患者是儿童,他们的早期诊断和治疗对他们的发展至关重要,可以大大减少疾病对家庭和社会的负担。已经提出了许多用于从EEG自动检测癫痫的算法。然而,在临床实践中,无法始终保证脑电图检查期间癫痫发作的发生。专门使用癫痫发作EEG进行检测风险的模型人为增强了性能指标。因此,迫切需要一种普遍适用的模型,可以在各种复杂的现实场景中执行自动癫痫检测。
    方法:为了解决这个问题,我们设计了一种新技术,采用具有自我注意力的时间卷积神经网络(TCN-SA)。我们的模型包括两个主要成分:从EEG信号中提取时变特征的TCN,其次是一个自我注意(SA)层,赋予这些特征的重要性。通过关注关键特征,我们的模型提高了癫痫检测的分类准确性.
    结果:在我们收集的小儿癫痫数据集和波恩数据集上验证了我们模型的有效性,在我们的数据集上达到95.50%的准确率,和97.37%(Av.E),和93.50%(B对E),分别。与其他深度学习架构(时间卷积神经网络,自我关注网络,和标准化的卷积神经网络)使用相同的数据集,我们的TCN-SA模型在癫痫自动检测方面表现优异.
    结论:TCN-SA方法的有效性证明了其作为自动检测癫痫的有价值工具的潜力,在多样化和复杂的现实世界的临床设置提供显著的好处。
    BACKGROUND: Over 60% of epilepsy patients globally are children, whose early diagnosis and treatment are critical for their development and can substantially reduce the disease\'s burden on both families and society. Numerous algorithms for automated epilepsy detection from EEGs have been proposed. Yet, the occurrence of epileptic seizures during an EEG exam cannot always be guaranteed in clinical practice. Models that exclusively use seizure EEGs for detection risk artificially enhanced performance metrics. Therefore, there is a pressing need for a universally applicable model that can perform automatic epilepsy detection in a variety of complex real-world scenarios.
    METHODS: To address this problem, we have devised a novel technique employing a temporal convolutional neural network with self-attention (TCN-SA). Our model comprises two primary components: a TCN for extracting time-variant features from EEG signals, followed by a self-attention (SA) layer that assigns importance to these features. By focusing on key features, our model achieves heightened classification accuracy for epilepsy detection.
    RESULTS: The efficacy of our model was validated on a pediatric epilepsy dataset we collected and on the Bonn dataset, attaining accuracies of 95.50% on our dataset, and 97.37% (A v. E), and 93.50% (B vs E), respectively. When compared with other deep learning architectures (temporal convolutional neural network, self-attention network, and standardized convolutional neural network) using the same datasets, our TCN-SA model demonstrated superior performance in the automated detection of epilepsy.
    CONCLUSIONS: The proven effectiveness of the TCN-SA approach substantiates its potential as a valuable tool for the automated detection of epilepsy, offering significant benefits in diverse and complex real-world clinical settings.
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  • 文章类型: Journal Article
    背景:癫痫,一种慢性脑部疾病,其特征是大脑活动异常,导致癫痫发作和其他症状,通常使用抗癫痫药物(AED)作为一线治疗。然而,由于他们行动方式的变化,有效的AED的识别通常依赖于临时试验,这对儿科患者来说尤其具有挑战性。因此,能够帮助选择AED的计算方法具有重要价值,旨在尽量减少不必要的药物治疗,提高治疗效果。
    结果:在这项研究中,我们收集了1,000例小儿癫痫患者的7,507份医疗记录,并开发了一个用于选择AED的计算临床决策支持系统.该系统利用针对三个特定AED(vigabatrin,泼尼松龙,和clobazam)。每个CNN模型预测相应的AED是否对给定患者有效。CNN模型在10倍交叉验证中显示了0.90、0.80和0.92的AUROC,分别。在保持测试数据集上的评估进一步显示,三个CNN模型的阳性预测值(PPV)分别为0.92、0.97和0.91。我们的模型表明AED在控制癫痫方面具有较高的准确性,从而减少儿科患者不必要的药物治疗.
    结论:我们在系统中的CNN模型显示了三种AED的高PPV,这表明我们的方法有潜力通过协助医生根据患者的病史在三种AED中为患者推荐有效的AED来支持临床决策。这将导致减少为小儿癫痫患者寻找有效AED的不必要的临时尝试的数量。
    BACKGROUND: Epilepsy, a chronic brain disorder characterized by abnormal brain activity that causes seizures and other symptoms, is typically treated using anti-epileptic drugs (AEDs) as the first-line therapy. However, due to the variations in their modes of action, identification of effective AEDs often relies on ad hoc trials, which is particularly challenging for pediatric patients. Thus, there is significant value in computational methods capable of assisting in the selection of AEDs, aiming to minimize unnecessary medication and improve treatment efficacy.
    RESULTS: In this study, we collected 7,507 medical records from 1,000 pediatric epilepsy patients and developed a computational clinical decision-supporting system for AED selection. This system leverages three multi-channel convolutional neural network (CNN) models tailored to three specific AEDs (vigabatrin, prednisolone, and clobazam). Each CNN model predicts whether a respective AED is effective on a given patient or not. The CNN models showed AUROCs of 0.90, 0.80, and 0.92 in 10-fold cross-validation, respectively. Evaluation on a hold-out test dataset further revealed positive predictive values (PPVs) of 0.92, 0.97, and 0.91 for the three respective CNN models, representing that suggested AEDs by our models would be effective in controlling epilepsy with a high accuracy and thereby reducing unnecessary medications for pediatric patients.
    CONCLUSIONS: Our CNN models in the system demonstrated high PPVs for the three AEDs, which signifies the potential of our approach to support the clinical decision-making by assisting doctors in recommending effective AEDs within the three AEDs for patients based on their medical history. This would result in a reduction in the number of unnecessary ad hoc attempts to find an effective AED for pediatric epilepsy patients.
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