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Metrics for evaluation of automatic epileptogenic zone localization in intracranial electrophysiology 颅内电生理学致痫区自动定位的评估指标
IF 3.7 3区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-19 DOI: 10.1016/j.clinph.2024.11.007
Valentina Hrtonova , Petr Nejedly , Vojtech Travnicek , Jan Cimbalnik , Barbora Matouskova , Martin Pail , Laure Peter-Derex , Christophe Grova , Jean Gotman , Josef Halamek , Pavel Jurak , Milan Brazdil , Petr Klimes , Birgit Frauscher

Introduction

Precise localization of the epileptogenic zone is critical for successful epilepsy surgery. However, imbalanced datasets in terms of epileptic vs. normal electrode contacts and a lack of standardized evaluation guidelines hinder the consistent evaluation of automatic machine learning localization models.

Methods

This study addresses these challenges by analyzing class imbalance in clinical datasets and evaluating common assessment metrics. Data from 139 drug-resistant epilepsy patients across two Institutions were analyzed. Metric behaviors were examined using clinical and simulated data.

Results

Complementary use of Area Under the Receiver Operating Characteristic (AUROC) and Area Under the Precision-Recall Curve (AUPRC) provides an optimal evaluation approach. This must be paired with an analysis of class imbalance and its impact due to significant variations found in clinical datasets.

Conclusions

The proposed framework offers a comprehensive and reliable method for evaluating machine learning models in epileptogenic zone localization, improving their precision and clinical relevance.

Significance

Adopting this framework will improve the comparability and multicenter testing of machine learning models in epileptogenic zone localization, enhancing their reliability and ultimately leading to better surgical outcomes for epilepsy patients.
导言致痫区的精确定位对于癫痫手术的成功至关重要。然而,癫痫与正常电极接触方面的不平衡数据集以及标准化评估指南的缺乏阻碍了对自动机器学习定位模型进行一致的评估。方法本研究通过分析临床数据集中的类别不平衡以及评估通用评估指标来应对这些挑战。本研究分析了两所医院 139 名耐药性癫痫患者的数据。结果补充使用接收者操作特征下面积(AUROC)和精确度-召回曲线下面积(AUPRC)提供了一种最佳评估方法。意义采用该框架将提高机器学习模型在致痫区定位中的可比性和多中心测试,增强其可靠性,最终为癫痫患者带来更好的手术效果。
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引用次数: 0
EEG aperiodic dynamics from early through late childhood: Associations with ADHD, cognition, and development 从儿童早期到晚期的脑电图非周期性动态:与多动症、认知和发育的关系。
IF 3.7 3区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-16 DOI: 10.1016/j.clinph.2024.11.001
Anne B. Arnett , Matthew Zimon , Sambridhi Subedi , Virginia Peisch , Erica Ferrara , Gaelle Gourdet , Carissa Mastrangelo

Background

Aperiodic resting electroencephalography (EEG) activity is dynamic, reflecting shifting excitatory:inhibitory (E:I) balance with changing environmental conditions. We examined developmental and cognitive correlates of aperiodic and dynamic aperiodic indices in a cross-sequential cohort of early, middle, and late childhood youth with and without attention deficit hyperactivity disorder (ADHD).

Methods

Two-hundred eighty-five children ages 2 – 14 years provided resting EEG during high- and low-visual input conditions. Licensed clinical psychologists determined ADHD diagnosis or likelihood (in young children). Linear regressions were estimated to examine associations between aperiodic features and age, ADHD diagnosis, IQ, and experimental condition.

Results

From early to middle childhood, the aperiodic exponent increased linearly, indicating lower E:I, followed by a decreasing trajectory in late childhood. The aperiodic exponent was greater with high versus low visual input in young children, but this effect reversed with age. The ADHD group had a decreased aperiodic exponent, overall. Dynamic aperiodic activity, i.e. shifts in E:I balance, was associated with IQ.

Conclusions

The aperiodic exponent and aperiodic dynamics are proxies for age-related cortical maturation and E:I balance, and have distinct associations with ADHD symptoms and cognitive ability.

Significance

We provide novel evidence that dynamic aperiodic activity is a candidate marker of cortical efficiency in childhood.
背景:非周期性静息脑电图(EEG)活动是动态的,反映了兴奋与抑制(E:I)的平衡随着环境条件的变化而变化。我们对患有或未患有注意力缺陷多动障碍(ADHD)的早期、中期和晚期儿童青少年的跨序列队列中的非周期性和动态非周期性指数的发育和认知相关性进行了研究:285名2-14岁的儿童在高视觉输入和低视觉输入条件下提供静息脑电图。持证临床心理学家确定了多动症的诊断或可能性(幼儿)。对非周期性特征与年龄、多动症诊断、智商和实验条件之间的关系进行了线性回归估计:从儿童早期到中期,非周期性指数呈线性增长,表明 E:I 值较低,随后在儿童晚期呈下降趋势。幼儿的非周期性指数在高视觉输入和低视觉输入时更大,但随着年龄的增长,这种效应发生逆转。多动症组的非周期性指数总体上有所下降。动态非周期性活动,即 E:I 平衡的变化,与智商有关:结论:非周期性指数和非周期性动态是与年龄相关的大脑皮层成熟和 E:I 平衡的代用指标,与多动症症状和认知能力有明显的关联:我们提供的新证据表明,动态非周期性活动是儿童期大脑皮层效率的候选标志。
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引用次数: 0
The sensory input, not the motor output, defines blink reflex conditioning 决定眨眼反射调节的是感觉输入,而不是运动输出
IF 3.7 3区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-16 DOI: 10.1016/j.clinph.2024.11.003
Markus Kofler , Josep Valls-Solé , Michael Thurner , Elke Pucks-Faes , Viviana Versace

Objective

Blink reflexes following supraorbital nerve (SON) stimulation are typically modulated by conditioning stimuli (CS) to the index finger (D2) (low-intensity, prepulse inhibition paradigm) or SON (same intensity, paired-pulse paradigm). We aimed to disentangle whether CS-intensity or CS-induced motor responses define blink reflex modulation.

Methods

In 35 subjects, test SON stimuli (8 times sensory threshold, 8 × ST) were applied either alone or following CS. In experiment 1, CS were delivered to D2 with low (2 × ST) or high intensity (inducing a somatosensory blink reflex). In experiment 2, CS were applied to SON with low (<2 × ST) or test intensity. Test blink reflex size was correlated to CS-intensity and to CS-induced motor response size. Relative strength of their influence was determined in regression analyses.

Results

Test blink reflex size showed higher inverse correlation to CS-intensity than to CS-induced motor response size for both CS delivered to D2 or SON. Regression analyses confirmed a significantly higher relative strength of CS-intensity than of CS-induced motor response size.

Conclusions

The sensory input of CS, rather than CS-induced motor output, defines subsequent blink reflex modulation.

Significance

This ubiquitous phenomenon calls for caution when relating the size of test responses to the size of conditioning responses particularly in paired-pulse paradigms.
目的 刺激眶上神经(SON)后的眨眼反射通常会受到食指(D2)(低强度、预脉冲抑制范式)或SON(相同强度、配对脉冲范式)的条件刺激(CS)的调节。我们的目的是区分是CS强度还是CS诱导的运动反应决定了眨眼反射的调节。方法在35名受试者中,单独或在CS之后施加测试SON刺激(8倍感觉阈值,8 × ST)。实验 1 中,在 D2 处施加低强度(2 × ST)或高强度(诱发体感眨眼反射)的 CS。在实验 2 中,CS 以低强度(<2 × ST)或测试强度作用于 SON。测试眨眼反射的大小与 CS 强度和 CS 诱导的运动反应大小相关。结果无论是对 D2 还是对 SON 施加 CS,测试眨眼反射大小与 CS 强度的反相关性都高于 CS 诱导的运动反应大小。回归分析证实 CS 强度的相对强度明显高于 CS 诱导的运动反应大小。结论 CS 的感觉输入而非 CS 诱导的运动输出决定了随后的眨眼反射调节。
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引用次数: 0
Probing the orientation specificity of excitatory and inhibitory circuitries in the primary motor cortex with multi-channel TMS 利用多通道 TMS 探究初级运动皮层兴奋和抑制回路的方向特异性
IF 3.7 3区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-16 DOI: 10.1016/j.clinph.2024.11.004
Victor H. Souza , Jaakko O. Nieminen , Sergei Tugin , Lari M. Koponen , Ulf Ziemann , Oswaldo Baffa , Risto J. Ilmoniemi

Objective

Electric-field orientation is crucial for optimizing neuronal excitation in transcranial magnetic stimulation (TMS). Yet, the stimulus orientation effects on short-interval intracortical inhibition (SICI) and intracortical facilitation (ICF) are poorly understood due to technical challenges in manipulating the TMS-induced stimulus orientation within milliseconds. We aimed to assess the orientation sensitivity of SICI and ICF paradigms and identify optimal orientations for motor evoked potential (MEP) facilitation and suppression.

Methods

We applied paired-pulse multi-channel TMS to 12 healthy subjects with conditioning and test stimuli in the same, opposite, and perpendicular orientations to each other at four interstimulus intervals (ISI) to generate refractoriness, SICI, and ICF.

Results

MEP modulation was affected by the conditioning- and test-stimulus orientation, being strongest when both pulses were in the same direction. MEP modulation with 2.5-ms and 6.0-ms ISIs were more sensitive to orientation changes than 0.5- and 8.0-ms ISIs.

Conclusion

SICI and ICF orientation sensitivity exhibit a complex dependence on the conditioning stimulus orientation, which might be explained by anatomical and morphological arrangements of inhibitory and excitatory neuronal populations.

Significance

Distinct mechanisms mediating SICI and ICF are sensitive to stimulus orientation at specific ISIs, describing a structural–functional relationship that maximizes each effect at the cortical level.
目的电场方向对于优化经颅磁刺激(TMS)的神经元兴奋至关重要。然而,由于在几毫秒内操纵 TMS 引起的刺激方向的技术难题,人们对刺激方向对短间隔皮层内抑制(SICI)和皮层内促进(ICF)的影响知之甚少。我们旨在评估 SICI 和 ICF 范式的方向敏感性,并确定运动诱发电位(MEP)促进和抑制的最佳方向。结果 MEP 调制受条件刺激和测试刺激方向的影响,当两个脉冲方向相同时调制最强。结论SICI和ICF的方向敏感性对条件刺激方向表现出复杂的依赖性,这可能是抑制性和兴奋性神经元群的解剖学和形态学排列造成的。
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引用次数: 0
Neural interference effects on lateral vestibulospinal tract excitability by noisy galvanic vestibular stimulation 噪声电前庭刺激对外侧前庭脊束兴奋性的神经干扰效应
IF 3.7 3区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-15 DOI: 10.1016/j.clinph.2024.11.002
Tsubasa Mitsutake , Hisato Nakazono , Tomoyuki Shiozaki , Takanori Taniguchi , Hisayoshi Yoshizuka , Maiko Sakamoto

Objective

Noisy galvanic vestibular stimulation (GVS) using weak random noise waveforms enhances postural stability by modulating vestibular-related neural networks. This study aimed to investigate the neural interference mechanisms of noisy GVS on lateral vestibulospinal tract (LVST) excitability.

Methods

Twenty-six healthy volunteers were randomly divided into two groups: balance training combined with noisy GVS and sham GVS. Participants performed 10-minute balance training while standing on a soft foam surface with their eyes closed while adapting to each electrical stimulus. LVST excitability was assessed by measuring the soleus H-reflex following square-wave pulse GVS. Postural stability was measured by assessing the center of foot pressure sway while standing on a foam surface with eyes closed.

Results

The noisy GVS group showed significantly increased post-intervention H-reflex amplitude. The sham GVS group showed no significant difference in H-reflex amplitude pre- and post-intervention. The average sway velocity in the noisy and sham GVS groups significantly decreased in the medial–lateral direction of the center of foot pressure.

Conclusions

Noisy GVS may enhance LVST excitability and decrease body sway via vestibular system interference during holding upright, which relies heavily on vestibular sensations.

Significance

These findings may help understand the neural mechanisms of noisy GVS in neurorehabilitation.
目的:使用弱随机噪声波形的噪声前庭刺激(GVS)可通过调节前庭相关神经网络增强姿势稳定性。本研究旨在探讨噪声前庭刺激对前庭脊髓外侧束(LVST)兴奋性的神经干扰机制:方法:26 名健康志愿者被随机分为两组:平衡训练与高噪音龙胆紫结合组和假龙胆紫组。参与者闭眼站在柔软的泡沫表面上进行 10 分钟的平衡训练,同时适应每种电刺激。通过测量方波脉冲 GVS 后的比目鱼肌 H-反射来评估 LVST 兴奋性。通过评估闭眼站立在泡沫表面时的足底压力中心摇摆来测量姿势稳定性:结果:噪音 GVS 组显示干预后 H 反射振幅明显增加。假龙胆紫组在干预前和干预后的 H- 反射振幅无明显差异。在足底压力中心的内侧-外侧方向上,噪声GVS组和假GVS组的平均摇摆速度明显下降:结论:高噪音 GVS 可增强 LVST 的兴奋性,并在直立时通过前庭系统干扰减少身体摇摆,而身体摇摆在很大程度上依赖于前庭感觉:这些研究结果有助于了解高噪音 GVS 在神经康复中的神经机制。
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引用次数: 0
Investigating visuo-tactile mirror properties in borderline personality disorder: A TMS-EEG study 调查边缘型人格障碍的视觉-触觉镜像特性:TMS-EEG 研究。
IF 3.7 3区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-06 DOI: 10.1016/j.clinph.2024.10.014
Agnese Zazio , Cora Miranda Lanza , Antonietta Stango , Giacomo Guidali , Eleonora Marcantoni , Delia Lucarelli , Serena Meloni , Nadia Bolognini , Roberta Rossi , Marta Bortoletto

Objectives

Patients with borderline personality disorder (pw-BPD) have decreased levels of cognitive empathy, which may be subtended by mirror-like mechanisms in the somatosensory cortices, i.e., the Tactile Mirror System (TaMS). Here, we aimed to shed light on the TaMS and empathic deficits in pw-BPD focusing on connectivity, using transcranial magnetic stimulation and electroencephalography (TMS-EEG).

Methods

After study preregistration, we collected self-report measures of empathic abilities, behavioral performance in a visuo-tactile spatial congruency task investigating TaMS activity, and TMS-evoked potentials (TEPs) from 20 pw-BPD and 20 healthy controls. TMS was delivered over the right primary somatosensory cortex (S1) during touch observation and real touch delivery.

Results

Pw-BPD reported significantly lower levels of cognitive empathy than controls and made significantly more errors in reporting the side of real touches during touch observation. Moreover, pw-BPD presented an altered connectivity pattern from S1-TEPs during touch perception and touch observation, in the last case without differences between human- and object-directed touches.

Conclusions

The results do not support a specific impairment of TaMS in pw-BPD, but reveal significant behavioral and connectivity alterations within the somatosensory network during touch processing.

Significance

The present findings temper the proposed role of the TaMS in BPD, while still highlighting the involvement of somatosensory network alterations.
研究目的边缘型人格障碍(pw-BPD)患者的认知移情能力下降,这可能与体感皮层中的镜像机制(即触觉镜像系统(TaMS))有关。在此,我们旨在利用经颅磁刺激和脑电图(TMS-EEG),以连接性为重点,揭示触觉镜像系统(TaMS)和移情缺陷在 Pw-BPD 中的作用:研究预登记后,我们收集了 20 名 Pw-BPD 和 20 名健康对照者的共情能力自我报告测量结果、视觉-触觉空间一致性任务中调查 TaMS 活动的行为表现以及 TMS 诱发电位 (TEP)。在触觉观察和真实触觉传递过程中,在右侧初级体感皮层(S1)上传递 TMS:结果:与对照组相比,心理障碍患者的认知共情水平明显较低,在触摸观察过程中,他们在报告真实触摸的侧面时出现的错误也明显较多。此外,在触摸感知和触摸观察过程中,pw-BPD 的 S1-TEPs 连接模式发生了改变,在最后一种情况下,人类和物体引导的触摸之间没有差异:结论:本研究结果并不支持 pw-BPD 的 TaMS 存在特定障碍,但揭示了在触觉处理过程中躯体感觉网络内存在显著的行为和连接性改变:重要意义:本研究结果使TaMS在BPD中的作用有所缓和,同时仍强调了躯体感觉网络改变的参与。
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引用次数: 0
Listening for the beat: Low intensity ultrasound modulates heartbeat evoked potentials 聆听心跳低强度超声波调节心跳诱发电位
IF 3.7 3区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-01 DOI: 10.1016/j.clinph.2024.09.020
Noah S. Philip, Amanda R. Arulpragasam
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引用次数: 0
Low-intensity focused ultrasound to the insula differentially modulates the heartbeat-evoked potential: A proof-of-concept study 低强度聚焦超声波对岛叶的心跳诱发电位有不同程度的调节作用:概念验证研究
IF 3.7 3区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-01 DOI: 10.1016/j.clinph.2024.09.006
Andrew Strohman , Gabriel Isaac , Brighton Payne , Charles Verdonk , Sahib S. Khalsa , Wynn Legon

Objective

The heartbeat evoked potential (HEP) is a brain response time-locked to the heartbeat and a potential marker of interoceptive processing that may be generated in the insula and dorsal anterior cingulate cortex (dACC). Low-intensity focused ultrasound (LIFU) can selectively modulate sub-regions of the insula and dACC to better understand their contributions to the HEP.

Methods

Healthy participants (n = 16) received stereotaxically targeted LIFU to the anterior insula (AI), posterior insula (PI), dACC, or Sham at rest during continuous electroencephalography (EEG) and electrocardiography (ECG) recording on separate days. Primary outcome was HEP amplitudes. Relationships between LIFU pressure and HEP changes and effects of LIFU on heart rate and heart rate variability (HRV) were also explored.

Results

Relative to sham, LIFU to the PI, but not AI or dACC, decreased HEP amplitudes; PI effects were partially explained by increased LIFU pressure. LIFU did not affect heart rate or HRV.

Conclusions

These results demonstrate the ability to modulate HEP amplitudes via non-invasive targeting of key interoceptive brain regions.

Significance

Our findings have implications for the causal role of these areas in bottom-up heart-brain communication that could guide future work investigating the HEP as a marker of interoceptive processing in healthy and clinical populations.
目的:心跳诱发电位(HEP心跳诱发电位(HEP)是一种与心跳时间锁定的大脑反应,也是可能在脑岛和背侧前扣带回皮层(dACC)中产生的感知间处理的潜在标记。低强度聚焦超声(LIFU)可选择性地调节岛叶和dACC的子区域,从而更好地了解它们对HEP的贡献。方法:健康参与者(n = 16)在连续脑电图(EEG)和心电图(ECG)记录期间,分别在前岛叶(AI)、后岛叶(PI)、dACC或静息时接受立体定向LIFU。主要结果是HEP振幅。此外,还探讨了 LIFU 压力与 HEP 变化之间的关系,以及 LIFU 对心率和心率变异性(HRV)的影响:结果:与假性相比,LIFU 对 PI(而非 AI 或 dACC)的影响降低了 HEP 波幅;LIFU 压力的增加部分解释了对 PI 的影响。LIFU 不影响心率或心率变异:这些结果表明,通过对关键的感知间脑区进行非侵入性靶向治疗,能够调节 HEP 波幅:我们的研究结果对这些区域在自下而上的心脑交流中的因果作用具有重要意义,可指导未来研究 HEP 作为健康和临床人群感知间处理标记的工作。
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引用次数: 0
Polygenic mutations and their brain spatial expression contribute to presurgical evaluation in patients with refractory focal epilepsy: A case report 多基因突变及其脑空间表达有助于对难治性局灶性癫痫患者进行术前评估:病例报告
IF 3.7 3区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-01 DOI: 10.1016/j.clinph.2024.10.015
Yingchun Xu , Ping Jiang , Zixian Zhou , Fangzhou Liu , Yingying Tang , Ling Liu
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引用次数: 0
Three montages for Transcranial electric stimulation in predicting the early post-surgery outcome of the facial nerve functioning 经颅电刺激预测面神经功能术后早期疗效的三个蒙太奇。
IF 3.7 3区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-11-01 DOI: 10.1016/j.clinph.2024.07.008
Mikael Gian Andrea Izzo , Davide Rossi Sebastiano , Valentina Catanzaro , Ylenia Melillo , Ramona Togni , Elisa Visani , Jacopo Falco , Cecilia Casali , Marco Gemma , Paolo Ferroli , Annamaria Gallone , Daniele Cazzato , Grazia Devigili , Sara Alverà , Paola Lanteri

Objective

We assessed the Transcranial Electrical Stimulation (TES)-induced Corticobulbar-Motor Evoked Potentials (Cb-MEPs) evoked from Orbicularis Oculi (Oc) and Orbicularis Oris (Or) muscles with FCC5h/FCC6h-Mz, C3/C4-Cz and C5/C6/-Cz stimulation, during IntraOperative NeuroMonitoring (IONM) in 30 patients who underwent skull-base surgery.

Methods

before (T0) and after (T1) the surgery, we compared the peak-to-peak amplitudes of Cb-MEPs obtained from TES with C3/C4-Cz, C5/C6-Cz and FCC5h/FCC6h-Mz. Then, we compared the response category (present, absent and peripheral) related to different montages. Finally, we classified the Cb-MEPs data from each patient for concordance with clinical outcome and we assessed the diagnostic measures for Cb-MEPs data obtained from FCC5h/FCC6h-Mz, C3/C4-Cz and C5/C6-Cz TES stimulation.

Results

Both at T0 and T1, FCC5h/FCC6h-Mz stimulation evoked larger Cb-MEPs than C3/C4-Cz, less peripheral responses from direct activation of facial nerve than C5/C6-Cz. FCC5h/FCC6h-Mz stimulation showed the best accuracy and specificity of Cb-MEPs for clinical outcomes.

Conclusions

FCC5h/FCC6h-Mz stimulation showed the best performances for monitoring the facial nerve functioning, maintaining excellent diagnostic measures even at low stimulus voltages.

Significance

We demonstrated that FCC5h/FCC6h-Mz TES montage for Cb-MEPs in IONM has good accuracy in predicting the post-surgery outcome of facial nerve functioning.
目的我们评估了经颅电刺激(TES)诱发的皮质巴尔运动诱发电位(Cb-MEPs),该诱发电位是在 30 名接受颅底手术的患者接受术中神经监测(IONM)时,用 FCC5h/FCC6h-Mz、C3/C4-Cz 和 C5/C6/-Cz 刺激眼轮匝肌 (Oc) 和眼轮匝肌 (Or) 诱发的。方法:在手术前(T0)和手术后(T1),我们比较了通过 C3/C4-Cz、C5/C6-Cz 和 FCC5h/FCC6h-Mz TES 获得的 Cb-MEP 峰-峰振幅。 然后,我们比较了与不同蒙太奇相关的反应类别(存在、不存在和外周)。最后,我们对每位患者的 Cb-MEPs 数据进行了分类,以确定与临床结果的一致性,并评估了从 FCC5h/FCC6h-Mz、C3/C4-Cz 和 C5/C6-Cz TES 刺激中获得的 Cb-MEPs 数据的诊断措施:在 T0 和 T1,FCC5h/FCC6h-Mz 刺激引起的 Cb-MEP 均大于 C3/C4-Cz,直接激活面神经引起的外周反应小于 C5/C6-Cz。FCC5h/FCC6h-Mz刺激对临床结果显示出最佳的Cb-MEPs准确性和特异性:结论:FCC5h/FCC6h-Mz 刺激在监测面神经功能方面表现最佳,即使在低刺激电压下也能保持出色的诊断效果:我们证明了 FCC5h/FCC6h-Mz TES 蒙太奇用于 IONM 中的 Cb-MEPs 在预测手术后面神经功能结果方面具有良好的准确性。
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引用次数: 0
期刊
Clinical Neurophysiology
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