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A combined radiomics and anatomical features model enhances MRI-based recognition of symptomatic nerves in primary trigeminal neuralgia. 放射组学与解剖学特征相结合的模型增强了基于核磁共振成像的原发性三叉神经痛症状神经识别能力。
IF 3.2 3区 医学 Q2 NEUROSCIENCES Pub Date : 2024-10-24 eCollection Date: 2024-01-01 DOI: 10.3389/fnins.2024.1500584
Hongjian Li, Bing Li, Chuan Zhang, Ruhui Xiao, Libing He, Shaojie Li, Yu-Xin Yang, Shipei He, Baijintao Sun, Zhiqiang Qiu, Maojiang Yang, Yan Wei, Xiaoxue Xu, Hanfeng Yang

Background: The diagnosis of primary trigeminal neuralgia (PTN) in radiology lacks the gold standard and largely depends on the identification of neurovascular compression (NVC) using magnetic resonance imaging (MRI) water imaging sequences. However, relying on this imaging sign alone often fails to accurately distinguish the symptomatic side of the nerve from asymptomatic nerves, and may even lead to incorrect diagnoses. Therefore, it is essential to develop a more effective diagnostic tool to aid radiologists in the diagnosis of TN.

Purpose: This study aims to establish a radiomics-based machine learning model integrating multi-region of interest (multiple-ROI) MRI and anatomical data, to improve the accuracy in differentiating symptomatic from asymptomatic nerves in PTN.

Methods: A retrospective analysis of MRI data and clinical anatomical data was conducted on 140 patients with clinically confirmed PTN. Symptomatic nerves of TN patients were defined as the positive group, while asymptomatic nerves served as the negative group. The ipsilateral Meckel's cavity (MC) was included in both groups. Through dimensionality reduction analysis, four radiomics features were selected from the MC and 24 radiomics features were selected from the trigeminal cisternal segment. Thirteen anatomical features relevant to TN were identified from the literature, and analyzed using univariate logistic regression and multivariate logistic regression. Four features were confirmed as independent risk factors for TN. Logistic regression (LR) models were constructed for radiomics model and clinical anatomy, and a combined model was developed by integrating the radiomics score (Rad-Score) with the clinical anatomy model. The models' performance was evaluated using receiver operating characteristic curve (ROC) curves, calibration curves, and decision curve analysis (DCA).

Results: The four independent clinical anatomical factors identified were: degree of neurovascular compression, site of neurovascular compression site, thickness of the trigeminal nerve root, and trigeminal pons angle (TPA). The final combined model, incorporating radiomics and clinical anatomy, achieved an area under the curve (AUC) of 0.91/0.90 (95% CI: 0.87-0.95/0.81-0.96) and an accuracy of approximately 82% in recognizing symptomatic and normal nerves.

Conclusion: The combined radiomics and anatomical model provides superior recognition efficiency for the symptomatic nerves in PTN, offering valuable support for radiologists in diagnosing TN.

背景:放射学对原发性三叉神经痛(PTN)的诊断缺乏金标准,主要依赖于使用磁共振成像(MRI)水成像序列识别神经血管压迫(NVC)。然而,仅仅依靠这一成像标志往往无法准确区分有症状的一侧神经和无症状的神经,甚至可能导致错误诊断。目的:本研究旨在建立一个基于放射组学的机器学习模型,整合多感兴趣区(multiple-ROI)核磁共振成像和解剖学数据,以提高区分PTN中无症状和无症状神经的准确性:对 140 名临床确诊的 PTN 患者的 MRI 数据和临床解剖数据进行了回顾性分析。TN患者的有症状神经被定义为阳性组,无症状神经为阴性组。两组均包括同侧梅克尔腔(MC)。通过降维分析,从 MC 中筛选出 4 个放射组学特征,从三叉神经睫状节段中筛选出 24 个放射组学特征。从文献中确定了与 TN 相关的 13 个解剖特征,并使用单变量逻辑回归和多变量逻辑回归进行了分析。有四个特征被确认为 TN 的独立风险因素。针对放射组学模型和临床解剖学建立了逻辑回归(LR)模型,并通过整合放射组学评分(Rad-Score)和临床解剖学模型建立了组合模型。利用接收者操作特征曲线(ROC)、校准曲线和决策曲线分析(DCA)对模型的性能进行了评估:结果:确定的四个独立临床解剖学因素是:神经血管压迫程度、神经血管压迫部位、三叉神经根厚度和三叉神经桥脑角(TPA)。结合放射组学和临床解剖学的最终组合模型的曲线下面积(AUC)为 0.91/0.90(95% CI:0.87-0.95/0.81-0.96),识别有症状和正常神经的准确率约为 82%:结论:放射组学和解剖学联合模型对PTN中的症状神经具有卓越的识别效率,为放射科医生诊断TN提供了宝贵的支持。
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引用次数: 0
Safety and feasibility of home-based transcranial alternating current stimulation in youths with 22q11.2 deletion syndrome. 对 22q11.2 缺失综合征青少年进行家庭经颅交变电流刺激的安全性和可行性。
IF 3.2 3区 医学 Q2 NEUROSCIENCES Pub Date : 2024-10-24 eCollection Date: 2024-01-01 DOI: 10.3389/fnins.2024.1453839
Caren Latrèche, Valentina Mancini, Nova McGinn, Vincent Rochas, Victor Férat, Silas Forrer, Maude Schneider, Stephan Eliez

Neurodevelopmental disorders such as attention deficit and/or hyperactivity disorder (ADHD) and schizophrenia are characterized by core impairment in executive functions (EF). Despite the development of various behavioral interventions to enhance EF, the evidence is still scarce. Alternatively, non-invasive brain stimulation tools such as transcranial alternating current stimulation (tACS) has emerged as a potential strategy to alleviate cognitive deficits. Previous studies have demonstrated the safety, feasibility, and efficacy of one single tACS session in different clinical populations. However, the effects of tACS appear limited and need to be sustained to be considered an effective cognitive neurorehabilitation tool. Recent studies have used home-based, repeated tACS sessions in individuals with neurodegenerative diseases. To our knowledge, the safety and feasibility of such an intensive protocol remains to be tested in a younger population with neurodevelopmental disorders. Using a randomized double-blind sham-controlled design, we administered home-based, repeated tACS sessions to seven individuals aged 14-25 with 22q11.2 deletion syndrome (22q11.2DS), which confers an increased risk for neurodevelopmental disorders. We aimed to assess the safety, tolerability, and feasibility of tACS. Findings from this ongoing clinical trial revealed a favorable safety profile, with frequent yet transient and mainly mild adverse effects. The intervention proved to be feasible, shown by very high adherence rates and positive user experiences. Future studies should therefore investigate whether prolonged exposure to tACS can lead to long-lasting cognitive outcomes.

Clinical trial registration: ClinicalTrials.gov, identifier NCT05664412.

注意力缺陷和/或多动症(ADHD)和精神分裂症等神经发育障碍的特点是执行功能(EF)受到核心损害。尽管已开发出各种行为干预措施来增强执行功能,但相关证据仍然很少。另外,经颅交变电流刺激(tACS)等非侵入性脑刺激工具已成为缓解认知缺陷的潜在策略。以往的研究已经证明,在不同的临床人群中进行一次经颅交变电流刺激具有安全性、可行性和有效性。然而,tACS 的效果似乎有限,需要持续才能被视为有效的认知神经康复工具。最近的研究在神经退行性疾病患者中使用了基于家庭的重复 tACS 治疗。据我们所知,这种强化方案的安全性和可行性仍有待在神经发育障碍的年轻群体中进行测试。我们采用随机双盲假对照设计,对 7 名年龄在 14-25 岁的 22q11.2 缺失综合征(22q11.2DS)患者进行了基于家庭的重复 tACS 治疗,22q11.2DS 会增加神经发育障碍的风险。我们旨在评估 tACS 的安全性、耐受性和可行性。正在进行的临床试验结果表明,该疗法具有良好的安全性,不良反应频繁但短暂,且主要为轻微不良反应。干预措施证明是可行的,这体现在很高的依从率和积极的用户体验上。因此,未来的研究应探讨长期接触 tACS 是否能带来持久的认知成果:临床试验注册:ClinicalTrials.gov,标识符 NCT05664412。
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引用次数: 0
Serum glial cell line-derived neurotrophic factor: a potential biomarker for white matter alteration in Parkinson's disease with mild cognitive impairment. 血清胶质细胞系源性神经营养因子:帕金森病伴轻度认知障碍患者白质改变的潜在生物标记物。
IF 3.2 3区 医学 Q2 NEUROSCIENCES Pub Date : 2024-10-24 eCollection Date: 2024-01-01 DOI: 10.3389/fnins.2024.1370787
Yi Liu, Yan Xu, SuYan Tong

Objective: Mild cognitive impairment (MCI) is a common non-motor manifestation of Parkinson's disease, commonly referred to as PD-MCI. However, there is a lack of comprehensive data regarding the role of glial cell line-derived neurotrophic factor (GDNF) and cerebral white matter damage in the pathogenesis of PD-MCI. The objective of this study is to investigate the association between alterations in GDNF levels and cerebral white matter damage in individuals diagnosed with PD-MCI, as well as to explore their potential involvement in cognitive progression.

Methods: Neuropsychological assessments were conducted on 105 patients with Parkinson's disease and 45 healthy volunteers to examine various cognitive domains. An enzyme-linked immunosorbent assay (ELISA) was employed to measure serum levels of GDNF. Additionally, all participants underwent 3.0T magnetic resonance imaging (MRI) to acquire diffusion tensor images (DTI), and a voxel-based analysis (VBA) approach was utilized to compare the fractional anisotropy (FA) values of white matter in the brain.

Results: There was a significant correlation between the right corpus callosum, right cingulate gyrus, and the Digit Span Backward Test (DSB-T) as well as the Trail Making Test A (TMT-A), both of which assess attention and working memory functions. The left internal capsule exhibited a significant correlation with the Trail Making Test B (TMT-B) and the Clock Drawing Test (CDT), which evaluate executive function. Additionally, the right cingulate gyrus showed a significant association with scores on the Auditory Verbal Learning Test-HuaShan (AVLT-H), assessing memory function. Abnormal fiber structures that demonstrated significant correlations with serum GDNF levels included the left internal capsule, left corticospinal tract, right corpus callosum, and right cingulate gyrus.

Conclusion: The decrease in serum GDNF levels among PD-MCI patients exhibiting impairments in attention and working memory function was significantly correlated with alterations in the corpus callosum (knee) and posterior cingulate gyrus. Furthermore, the reduction of serum GDNF levels in PD-MCI patients with impaired executive function is associated with changes in the internal capsule (forelimb) projection fibers. Additionally, the decline of serum GDNF levels in PD-MCI patients experiencing memory function impairment is related to alterations in the right cingulate gyrus.

目的:轻度认知障碍(MCI)是帕金森病的一种常见非运动表现,通常被称为帕金森病-MCI。然而,关于神经胶质细胞系源性神经营养因子(GDNF)和脑白质损伤在帕金森病轻度认知障碍发病机制中的作用,目前尚缺乏全面的数据。本研究的目的是调查被诊断为PD-MCI患者的GDNF水平变化与脑白质损伤之间的关联,并探讨它们在认知进展中的潜在作用:对 105 名帕金森病患者和 45 名健康志愿者进行了神经心理学评估,以检查他们的各种认知领域。采用酶联免疫吸附试验(ELISA)测量血清中 GDNF 的水平。此外,所有参与者都接受了3.0T磁共振成像(MRI)以获取弥散张量图像(DTI),并采用基于体素的分析(VBA)方法比较大脑白质的分数各向异性(FA)值:结果:右侧胼胝体、右侧扣带回与数字跨度向后测试(DSB-T)和追踪测试 A(TMT-A)之间存在明显的相关性,这两项测试均评估注意力和工作记忆功能。左侧内囊与评估执行功能的追踪测试 B(TMT-B)和时钟绘图测试(CDT)有显著相关性。此外,右侧扣带回与评估记忆功能的听觉言语学习测验-华山(AVLT-H)的得分有明显相关性。与血清GDNF水平呈显著相关的异常纤维结构包括左内囊、左皮质脊髓束、右胼胝体和右扣带回:结论:注意力和工作记忆功能受损的PD-MCI患者血清GDNF水平的下降与胼胝体(膝)和扣带回后部的改变有显著相关性。此外,执行功能受损的 PD-MCI 患者血清 GDNF 水平的降低与内囊(前肢)投射纤维的变化有关。此外,记忆功能受损的PD-MCI患者血清GDNF水平的下降与右扣带回的改变有关。
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引用次数: 0
Evaluation of EMG patterns in children during assisted walking in the exoskeleton. 评估儿童在外骨骼辅助行走时的肌电图模式。
IF 3.2 3区 医学 Q2 NEUROSCIENCES Pub Date : 2024-10-24 eCollection Date: 2024-01-01 DOI: 10.3389/fnins.2024.1461323
Margherita Villani, Priscilla Avaltroni, Giulia Scordo, Damiana Rubeca, Peter Kreynin, Ekaterina Bereziy, Denise Berger, Germana Cappellini, Francesca Sylos-Labini, Francesco Lacquaniti, Yury Ivanenko

While exoskeleton technology is becoming more and more common for gait rehabilitation in children with neurological disorders, evaluation of gait performance still faces challenges and concerns. The reasoning behind evaluating the spinal locomotor output is that, while exoskeleton's guidance forces create the desired walking kinematics, they also affect sensorimotor interactions, which may lead to an abnormal spatiotemporal integration of activity in particular spinal segments and the risk of abnormalities in gait recovery. Therefore, traditional indicators based on kinematic or kinetic characteristics for optimizing exoskeleton controllers for gait rehabilitation may be supplemented by performance measures associated with the neural control mechanisms. The purpose of this study on a sample of children was to determine the basic features of lower limb muscle activity and to implement a method for assessing the neuromechanics of spinal locomotor output during exoskeleton-assisted gait. To this end, we assessed the effects of a robotic exoskeleton (ExoAtlet Bambini) on gait performance, by recording electromyographic activity of leg muscles and analyzing the corresponding spinal motor pool output. A slower walking setting (about 0.2 m/s) was chosen on the exoskeleton. The results showed that, even with slower walking, the level of muscle activation was roughly comparable during exoskeleton-assisted gait and normal walking. This suggests that, despite full assistance for leg movements, the child's locomotor controllers can interpret step-related afferent information promoting essential activity in leg muscles. This is most likely explained by the active nature of stepping in the exoskeleton (the child was not fully relaxed, experienced full foot loading and needed to maintain the upper trunk posture). In terms of the general muscle activity patterns, we identified notable variations for the proximal leg muscles, coactivation of the lumbar and sacral motor pools, and weak propulsion from the distal extensors at push-off. These changes led to the lack of characteristic lumbosacral oscillations of the center of motoneuron activity, normally associated with the pendulum mechanism of bipedal walking. This work shows promise as a useful technique for analyzing exoskeleton performance to help children develop their natural gait pattern and to guide system optimization in the future for inclusion into clinical care.

虽然外骨骼技术在神经系统疾病儿童的步态康复中越来越常见,但步态表现评估仍面临挑战和问题。评估脊柱运动输出的理由是,外骨骼的引导力在创造理想的行走运动学的同时,也会影响传感运动的相互作用,这可能会导致特定脊柱节段活动的时空整合异常以及步态恢复异常的风险。因此,在优化步态康复外骨骼控制器时,基于运动学或动力学特征的传统指标可以通过与神经控制机制相关的性能测量来补充。本研究以儿童为样本,旨在确定下肢肌肉活动的基本特征,并采用一种方法来评估外骨骼辅助步态时脊柱运动输出的神经力学。为此,我们通过记录腿部肌肉的肌电活动并分析相应的脊柱运动池输出,评估了机器人外骨骼(ExoAtlet Bambini)对步态表现的影响。外骨骼选择了较慢的行走速度(约 0.2 米/秒)。结果显示,即使行走速度较慢,外骨骼辅助步态和正常行走时的肌肉激活水平大致相当。这表明,尽管腿部运动完全由外骨骼辅助,但儿童的运动控制器仍能解读与步速相关的传入信息,促进腿部肌肉的基本活动。这很可能是由于在外骨骼中迈步的主动性(儿童没有完全放松,经历了完全的足部负荷,并需要保持上躯干姿势)。在一般肌肉活动模式方面,我们发现腿部近端肌肉有明显变化,腰部和骶部运动池共同激活,远端伸肌在推起时的推进力较弱。这些变化导致腰骶部运动神经元活动中心缺乏特征性摆动,而这种摆动通常与双足行走的钟摆机制有关。这项研究表明,分析外骨骼性能是一项有用的技术,可帮助儿童发展自然步态,并指导系统优化,以便将来纳入临床护理。
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引用次数: 0
White matter functional networks in the developing brain. 发育中大脑的白质功能网络
IF 3.2 3区 医学 Q2 NEUROSCIENCES Pub Date : 2024-10-23 eCollection Date: 2024-01-01 DOI: 10.3389/fnins.2024.1467446
Yali Huang, Charles M Glasier, Xiaoxu Na, Xiawei Ou

Background: Functional magnetic resonance imaging (fMRI) is widely used to depict neural activity and understand human brain function. Studies show that functional networks in gray matter undergo complex transformations from neonatal age to childhood, supporting rapid cognitive development. However, white matter functional networks, given the much weaker fMRI signal, have not been characterized until recently, and changes in white matter functional networks in the developing brain remain unclear.

Purpose: Aims to examine and compare white matter functional networks in neonates and 8-year-old children.

Methods: We acquired resting-state fMRI data on 69 full-term healthy neonates and 38 healthy 8-year-old children using a same imaging protocol and studied their brain white matter functional networks using a similar pipeline. First, we utilized the ICA method to extract white matter functional networks. Next, we analyzed the characteristics of the white matter functional networks from both time-domain and frequency-domain perspectives, specifically, intra-network functional connectivity (intra-network FC), inter-network functional connectivity (inter-network FC), and fractional amplitude of low-frequency fluctuation (fALFF). Finally, the differences in the above functional networks' characteristics between the two groups were evaluated. As a supplemental measure and to confirm with literature findings on gray matter functional network changes in the developing brain, we also studied and reported functional networks in gray matter.

Results: White matter functional networks in the developing brain can be depicted for both the neonates and the 8-year-old children. White matter intra-network FC within the optic radiations, corticospinal tract, and anterior corona radiata was lower in 8-year-old children compared to neonates (p < 0.05). Inter-network FC between cerebral peduncle (CP) and anterior corona radiation (ACR) was higher in 8-year-olds (p < 0.05). Additionally, 8-year-olds showed a greater distribution of brain activity energy in the high-frequency range of 0.01-0.15 Hz. Significant developmental differences in brain white matter functional networks exist between the two group, characterized by increased inter-network FC, decreased intra-network FC, and higher high-frequency energy distribution. Similar findings were also observed in gray matter functional networks.

Conclusion: White matter functional networks can be reliably measured in the developing brain, and the differences in these networks reflect functional differentiation and integration in brain development.

背景:功能磁共振成像(fMRI功能磁共振成像(fMRI)被广泛用于描述神经活动和了解人脑功能。研究表明,从新生儿期到儿童期,灰质的功能网络会发生复杂的转变,从而支持认知能力的快速发展。目的:研究并比较新生儿和 8 岁儿童的白质功能网络:我们采用相同的成像方案获取了 69 名足月健康新生儿和 38 名 8 岁健康儿童的静息态 fMRI 数据,并采用相似的方法研究了他们的脑白质功能网络。首先,我们利用 ICA 方法提取脑白质功能网络。接着,我们从时域和频域两个角度分析了白质功能网络的特征,特别是网络内功能连通性(intra-network FC)、网络间功能连通性(inter-network FC)和低频波动分数振幅(fractional amplitude of low-frequency fluctuation, fALFF)。最后,评估了两组间上述功能网络特征的差异。作为补充措施,并为了与灰质功能网络在大脑发育过程中的变化的文献研究结果相印证,我们还研究并报告了灰质的功能网络:结果:新生儿和 8 岁儿童都能描绘出大脑发育中的白质功能网络。与新生儿相比,8 岁儿童视神经根、皮质脊髓束和放射冠前部的白质网络内 FC 更低(p p 结论:白质功能网络可以可靠地反映发育中大脑的功能变化:白质功能网络可以在发育中的大脑中进行可靠测量,这些网络的差异反映了大脑发育过程中的功能分化和整合。
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引用次数: 0
Corrigendum: Transcranial magnetic stimulation and ketamine: implications for combined treatment in depression. 更正:经颅磁刺激和氯胺酮:对抑郁症联合治疗的影响。
IF 3.2 3区 医学 Q2 NEUROSCIENCES Pub Date : 2024-10-23 eCollection Date: 2024-01-01 DOI: 10.3389/fnins.2024.1507512
Weronika Dębowska, Magdalena Więdłocha, Marta Dębowska, Zuzanna Kownacka, Piotr Marcinowicz, Agata Szulc

[This corrects the article DOI: 10.3389/fnins.2023.1267647.].

[This corrects the article DOI: 10.3389/fnins.2023.1267647.].
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引用次数: 0
Gut-brain axis and neurodegeneration: mechanisms and therapeutic potentials. 肠脑轴与神经变性:机制与治疗潜力。
IF 3.2 3区 医学 Q2 NEUROSCIENCES Pub Date : 2024-10-23 eCollection Date: 2024-01-01 DOI: 10.3389/fnins.2024.1481390
Kelly Jimin Park, Yao Gao

This paper reviews the effects of gut microbiota in regulating neurodegenerative diseases through controlling gut-brain axis. Specific microbial populations and their metabolites (short-chain fatty acids and tryptophan derivatives) regulate neuroinflammation, neurogenesis and neural barrier integrity. We then discuss ways by which these insights lead to possible interventions - probiotics, prebiotics, dietary modification, and fecal microbiota transplantation (FMT). We also describe what epidemiological and clinical studies have related certain microbiota profiles with the courses of neurodegenerative diseases and how these impact the establishment of microbiome-based diagnostics and individualized treatment options. We aim to guide microbial ecology research on this key link to neurodegenerative disorders and also to highlight collaborative approaches to manage neurological health by targeting microbiome-related factors.

本文回顾了肠道微生物群通过控制肠脑轴调节神经退行性疾病的作用。特定微生物种群及其代谢产物(短链脂肪酸和色氨酸衍生物)可调节神经炎症、神经发生和神经屏障完整性。然后,我们将讨论如何根据这些见解采取可能的干预措施--益生菌、益生元、饮食调整和粪便微生物群移植(FMT)。我们还介绍了哪些流行病学和临床研究将某些微生物群特征与神经退行性疾病的病程联系起来,以及这些研究对建立基于微生物群的诊断和个性化治疗方案有何影响。我们的目标是指导有关神经退行性疾病这一关键环节的微生物生态学研究,同时强调通过针对微生物相关因素管理神经系统健康的合作方法。
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引用次数: 0
Decision-making and attention deficit hyperactivity disorder: neuroeconomic perspective. 决策与注意缺陷多动障碍:神经经济学视角。
IF 3.2 3区 医学 Q2 NEUROSCIENCES Pub Date : 2024-10-23 eCollection Date: 2024-01-01 DOI: 10.3389/fnins.2024.1339825
Aisha Sanober Chachar, Mahnoor Yousif Shaikh

The decision-making process involves various cognitive procedures influenced by the interplay between cognition, motivation, and attention, forming a complex neural framework. Attention is a fundamental cognitive element within decision-making mechanisms, and one of the conditions affecting the attentional system is attention deficit hyperactivity disorder (ADHD). Decision-making impairments in ADHD have significant economic consequences, necessitating effective policies and interventions to address this critical issue. Research from computational models and neuroscience suggests how cognitive functions' workings and problems affect decision-making and provide insights into the neural implications of decision-making. This article explores the intersection of decision-making, ADHD, and neuroeconomics, highlighting research gaps, potential contributions, and implications for future policies.

决策过程涉及各种认知程序,受认知、动机和注意力之间相互作用的影响,形成一个复杂的神经框架。注意力是决策机制中的一个基本认知要素,注意力缺陷多动障碍(ADHD)是影响注意力系统的疾病之一。注意力缺陷多动障碍(ADHD)的决策障碍会造成严重的经济后果,因此有必要制定有效的政策和干预措施来解决这一关键问题。来自计算模型和神经科学的研究表明,认知功能的运作和问题如何影响决策,并为决策的神经影响提供了见解。本文探讨了决策、多动症和神经经济学的交叉点,重点介绍了研究空白、潜在贡献以及对未来政策的影响。
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引用次数: 0
A randomized study on the effect of a wearable device using 0.75 Hz transcranial electrical stimulation on sleep onset insomnia. 关于使用 0.75 Hz 经颅电刺激的可穿戴设备对睡眠初期失眠症影响的随机研究。
IF 3.2 3区 医学 Q2 NEUROSCIENCES Pub Date : 2024-10-23 eCollection Date: 2024-01-01 DOI: 10.3389/fnins.2024.1427462
Stephen B Simons, Maria Provo, Alexandra Yanoschak, Calvin Schmidt, Isabel Gerrard, Michael Weisend, Craig Anderson, Renee Shimizu, Patrick M Connolly

Introduction: The normal transition to sleep is characterized by a reduction in higher frequency activity and an increase in lower frequency activity in frontal brain regions. In sleep onset insomnia these changes in activity are weaker and may prolong the transition to sleep.

Methods: Using a wearable device, we compared 30min of short duration repetitive transcranial electric stimulation (SDR-tES) at 0.75Hz, prior to going to bed, with an active control at 25Hz in the same individuals.

Results: Treatment with 0.75Hz significantly reduced sleep onset latency (SOL) by 53% when compared with pre-treatment baselines and was also significantly more effective than stimulation with 25Hz which reduced SOL by 30%. Reductions in SOL with 25Hz stimulation displayed order effects suggesting the possibility of placebo. No order effects were observed with 0.75Hz stimulation. The decrease in SOL with 0.75Hz treatment was proportional to an individual's baseline wherein those suffering from the longest pre-treated SOLs realized the greatest benefits. Changes in SOL were correlated with left/right frontal EEG signal coherence around the stimulation frequency, providing a possible mechanism and target for more focused treatment. Stimulation at both frequencies also decreased perceptions of insomnia symptoms measured with the Insomnia Severity Index, and comorbid anxiety measured with the State Trait Anxiety Index.

Discussion: Our study identifies a new potential treatment for sleep onset insomnia that is comparably effective to current state-of-practice options including pharmacotherapy and cognitive behavioral therapy and is safe, effective, and can be delivered in the home.

简介正常睡眠过渡的特点是额叶脑区高频活动减少,低频活动增加。在睡眠发作性失眠症患者中,这些活动变化较弱,可能会延长向睡眠过渡的时间:方法:我们使用一个可穿戴设备,对相同的人在睡前进行 30 分钟 0.75Hz 的短时重复经颅电刺激(SDR-tES)与 25Hz 的主动对照进行了比较:与治疗前的基线值相比,0.75Hz 的治疗可将睡眠开始潜伏期(SOL)明显缩短 53%,其效果也明显优于 25Hz 的刺激,后者可将 SOL 缩短 30%。25赫兹刺激对SOL的降低显示出顺序效应,表明可能存在安慰剂效应。而 0.75 赫兹的刺激则没有出现顺序效应。0.75赫兹治疗对SOL的减小与个体的基线成正比,其中预处理SOL时间最长的个体获益最大。SOL 的变化与刺激频率附近的左/右额叶脑电信号一致性相关,为更集中的治疗提供了可能的机制和目标。两种频率的刺激还能降低失眠严重程度指数(Insomnia Severity Index)测量的失眠症状感知和状态特质焦虑指数(State Trait Anxiety Index)测量的合并焦虑:讨论:我们的研究发现了一种新的治疗睡眠发作性失眠症的潜在方法,其疗效可媲美目前的药物疗法和认知行为疗法,而且安全、有效,可在家中进行。
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引用次数: 0
68-channel neural signal processing system-on-chip with integrated feature extraction, compression, and hardware accelerators for neuroprosthetics in 22 nm FDSOI. 68 通道神经信号处理片上系统,集成了特征提取、压缩和硬件加速器,用于 22 纳米 FDSOI 神经假肢。
IF 3.2 3区 医学 Q2 NEUROSCIENCES Pub Date : 2024-10-23 eCollection Date: 2024-01-01 DOI: 10.3389/fnins.2024.1432750
Liyuan Guo, Annika Weiße, Seyed Mohammad Ali Zeinolabedin, Franz Marcus Schüffny, Marco Stolba, Qier Ma, Zhuo Wang, Stefan Scholze, Andreas Dixius, Marc Berthel, Johannes Partzsch, Dennis Walter, Georg Ellguth, Sebastian Höppner, Richard George, Christian Mayr

Introduction: Multi-channel electrophysiology systems for recording of neuronal activity face significant data throughput limitations, hampering real-time, data-informed experiments. These limitations impact both experimental neurobiology research and next-generation neuroprosthetics.

Methods: We present a novel solution that leverages the high integration density of 22nm fully-depleted silicon-on-insulator technology to address these challenges. The proposed highly integrated programmable System-on-Chip (SoC) comprises 68-channel 0.41 μW/Ch recording frontends, spike detectors, 16-channel 0.87-4.39 μW/Ch action potentials and 8-channel 0.32 μW/Ch local field potential codecs, as well as a multiply-accumulate-assisted power-efficient processor operating at 25 MHz (5.19 μW/MHz). The system supports on-chip training processes for compression, training, and inference for neural spike sorting. The spike sorting achieves an average accuracy of 91.48 or 94.12% depending on the utilized features. The proposed programmable SoC is optimized for reduced area (9 mm2) and power. On-chip processing and compression capabilities free up the data bottlenecks in data transmission (up to 91% space saving ratio), and moreover enable a fully autonomous yet flexible processor-driven operation.

Discussion: Combined, these design considerations overcome data-bottlenecks by allowing on-chip feature extraction and subsequent compression.

介绍:用于记录神经元活动的多通道电生理学系统面临着数据吞吐量的严重限制,妨碍了实时、数据知情的实验。这些限制既影响了神经生物学实验研究,也影响了下一代神经义肢:我们提出了一种新颖的解决方案,利用 22 纳米全耗尽型绝缘体上硅技术的高集成度来应对这些挑战。我们提出的高集成度可编程片上系统(SoC)包括 68 通道 0.41 μW/Ch 记录前端、尖峰检测器、16 通道 0.87-4.39 μW/Ch 动作电位和 8 通道 0.32 μW/Ch 局部场电位编解码器,以及一个工作频率为 25 MHz(5.19 μW/MHz)的乘法累加辅助高能效处理器。该系统支持用于神经尖峰排序的压缩、训练和推理的片上训练流程。根据所使用的特征,尖峰排序的平均准确率达到 91.48% 或 94.12%。所提出的可编程 SoC 经过优化,面积更小(9 平方毫米),功耗更低。片上处理和压缩功能消除了数据传输中的数据瓶颈(空间节省率高达 91%),并实现了完全自主且灵活的处理器驱动操作:综合上述设计考虑,片上特征提取和压缩功能克服了数据瓶颈。
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引用次数: 0
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Frontiers in Neuroscience
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