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Deep Hybrid CNN-BiLSTM-Attention Model for EEG Classification Using Wavelet Features. 基于小波特征的脑电分类CNN-BiLSTM-Attention深度混合模型。
IF 2.4 Q4 NEUROSCIENCES Pub Date : 2026-01-23 DOI: 10.1177/09727531251396337
Tony Bayan, Daisy Das, Nabamita Deb

Background and purpose: Electroencephalography (EEG) is a popular non-invasive method for studying brain dynamics because of its excellent temporal resolution. However, the non-stationarity, intersubject variability and class imbalance of EEG data, make it difficult to automatically discriminate between brain states that correspond to various cognitive or sensory circumstances. With the use of a deep hybrid convolutional neural networks (CNNs) and bidirectional long short-term memory (BiLSTM) networks with an attention architecture intended to improve discriminative learning from wavelet-based time-frequency features, this study attempts to categorise EEG recordings into discrete brain states recorded prior to and during auditory (mantra) stimulation.

Methods: Experienced practitioners (mean age: 37 ± 6 years; mean practice: 5 years) had their EEG data recorded in two different experimental settings: (a) When they were at rest before the auditory stimulus and (b) while they were listening to mantras. Each segment's time-frequency representations were produced using wavelet transforms and fed into a hybrid model that combined convolutional, recurrent and attention layers. To guarantee steady convergence, adaptive learning rate scheduling and early stopping were used in the model optimisation process.

Results: With CNN (76.92%), long short-term memory (LSTM) (75.30%), CNN+LSTM (84.62%) and CNN+BiLSTM (88.65%), baseline models performed moderately. The suggested CNN-BiLSTM-Attention model achieved an independent test accuracy of 99.46%, greatly outperforming all baselines. High discriminative capability was confirmed by the receiver operating characteristic (ROC) analysis, which produced an AUC near 1.0.

Conclusion: The inclusion of convolutional, recurrent and attention methods greatly improves spatial-temporal feature learning, as demonstrated by the suggested framework's ability to distinguish between resting and during mantra EEG states. These results demonstrate the model's resilience and possible use in neurophysiological monitoring and real-time cognitive state detection.

背景与目的:脑电图(EEG)因其优异的时间分辨率而成为一种流行的非侵入性脑动力学研究方法。然而,脑电图数据的非平稳性、主体间可变性和类别不平衡性使得难以自动区分与各种认知或感官环境相对应的大脑状态。本研究使用深度混合卷积神经网络(cnn)和双向长短期记忆(BiLSTM)网络,其注意力结构旨在改善基于小波的时频特征的判别学习,试图将EEG记录分类为听觉(咒语)刺激之前和期间记录的离散大脑状态。方法:有经验的从业者(平均年龄:37±6岁,平均执业时间:5年)在两种不同的实验环境下记录脑电图数据:(a)在听觉刺激前休息时和(b)在听咒语时。每个片段的时频表示都是用小波变换产生的,并输入到一个混合模型中,该模型结合了卷积层、循环层和注意层。在模型优化过程中,采用了自适应学习率调度和提前停止的方法来保证稳定收敛。结果:CNN(76.92%)、LSTM(75.30%)、CNN+LSTM(84.62%)和CNN+BiLSTM(88.65%)的基线模型表现一般。本文提出的CNN-BiLSTM-Attention模型的独立测试准确率达到99.46%,大大优于所有基线。受试者工作特征(ROC)分析证实了高判别能力,其AUC接近1.0。结论:卷积、循环和注意方法的加入极大地改善了时空特征学习,所建议的框架能够区分静息和咒语状态。这些结果证明了该模型的弹性和可能用于神经生理监测和实时认知状态检测。
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引用次数: 0
Potential Effect of Belladonna in the Management of Convulsions in Zebrafish (Danio rerio) and In Silico Mechanistic Approach. 颠茄治疗斑马鱼惊厥的潜在作用及计算机机械方法。
IF 2.4 Q4 NEUROSCIENCES Pub Date : 2026-01-22 DOI: 10.1177/09727531251384502
Mahima Sharma, Pankaj Gupta, Sangita Behera, Shaheen Jabbar, Raj Kumar Regar, Godlaveti Vijay Kumar Narasimha, Anurag Agrawal, Suneel Prajapati, Arun Kumar, Digvijay Verma, Subhash Kaushik

Background: Convulsions (seizures) are common neurological conditions characterised by abnormal electrical activity in the brain. Various modern treatments are available for managing convulsions; however, due to the side effects of available treatments, alternative medicine is gaining attention. One of the most popular homoeopathic remedies is Belladonna, used for treating neurological symptoms such as seizures, but scientific evidence is not available.

Purpose: The present study was designed to evaluate its anticonvulsive effect in the zebrafish animal model.

Methodology: The effect of homoeopathic Belladonna on pentylenetetrazole (PTZ)-induced seizures in zebrafish (Danio rerio) was assessed in this study. The safe dose was identified through acute toxicity studies, which revealed that 0.25% and 0.5% were non-toxic to zebrafish larvae and adults, respectively. In seizure studies, zebrafish larvae and adults were pre-treated with Belladonna mother tincture (Bell-MT), Bell-6C and Bell-30C potencies, followed by PTZ exposure to induce epileptic responses. An in silico molecular docking study was performed with the help of the Glide tool of Schrödinger Suite 2022-4.

Results: The total phenolic content (TPC) in Belladonna-MT was 292.61 µg of gallic acid/100% MT. In zebrafish larvae, Bell-6C and Bell-30C significantly increased the latency to reach seizure score 2 and score 3, compared to the PTZ group. In adult zebrafish, Bell-6C and Bell-30C pre-treatment resulted in significant delays in reaching seizure scores 1-5. Additionally, the number of rotations and total distance travelled were also improved after the Belladonna pre-treatment in larvae and adult zebrafish and suggest a marked protective effect against pentylenetetrazole (PTZ)-induced seizures in zebrafish. The possible mechanisms involved in the anti-convulsant activity of Belladonna were elucidated using molecular docking studies.

Conclusion: Collectively, these findings support the potential of Belladonna as an anticonvulsant and could be a potential candidate for the management of epilepsy. However, further exploration for epilepsy management through the underlying mechanisms of action is needed in the future.

背景:惊厥(癫痫发作)是一种常见的神经系统疾病,其特征是脑电活动异常。各种现代治疗方法可用于控制抽搐;然而,由于现有治疗方法的副作用,替代医学正在引起人们的关注。最流行的顺势疗法之一是颠茄,用于治疗癫痫等神经系统症状,但没有科学证据。目的:研究其在斑马鱼动物模型中的抗惊厥作用。方法:观察顺势疗法颠茄对戊四唑(PTZ)诱发斑马鱼癫痫发作的影响。通过急性毒性研究确定了安全剂量,结果表明0.25%和0.5%的剂量分别对斑马鱼幼虫和成鱼无毒。在癫痫发作研究中,用颠茄母酊剂(Bell-MT)、Bell-6C和Bell-30C三种药力对斑马鱼幼鱼和成鱼进行预处理,然后暴露于PTZ诱导癫痫反应。在Schrödinger Suite 2022-4的Glide工具的帮助下进行了硅分子对接研究。结果:Belladonna-MT中总酚含量(TPC)为292.61µg没食子酸/100% MT。与PTZ组相比,Bell-6C和Bell-30C显著增加了斑马鱼幼虫达到癫痫发作2分和3分的潜伏期。在成年斑马鱼中,Bell-6C和Bell-30C预处理导致癫痫发作评分达到1-5分的显著延迟。此外,颠茄预处理后,斑马鱼幼虫和成年斑马鱼的旋转次数和总行走距离也有所改善,表明颠茄对戊四唑(PTZ)诱发的斑马鱼癫痫有显著的保护作用。通过分子对接研究,阐明了颠茄抗惊厥活性的可能机制。结论:总的来说,这些发现支持颠茄作为抗惊厥药的潜力,并可能成为治疗癫痫的潜在候选药物。然而,未来需要通过潜在的作用机制进一步探索癫痫管理。
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引用次数: 0
A Community Based Gallup Survey on Knowledge and Awareness of Stroke, Its Risk Factors and Warning Signs and Symptoms Among the Adult Population Across the Seven Sister States of Northeast India. 一项基于社区的关于印度东北部七个姐妹邦成年人口中风知识和意识、危险因素和警告标志和症状的盖洛普调查。
IF 2.4 Q4 NEUROSCIENCES Pub Date : 2026-01-19 DOI: 10.1177/09727531251401768
Manash Ghose, Nomal Chandra Borah, Nabajyoti Barkataky, Rupjyoti Das, Amit Ranjan Barua, Prasenjit Deka, Aparajita Barman, Vivekananda Lahan, Kinzang Wangda, Alfarid Shahid Ali, Sumita Kalita, Sneha Gang, Ananya Barman

Background: Stroke is a chronic, debilitating health condition with serious and often fatal implications. Lack of public awareness is one of the main reasons for the delay in getting timely intervention.

Purpose: This study was conducted to evaluate the knowledge and awareness of risk factors and warning signs and symptoms of stroke among the general population.

Method: A self-structured questionnaire on stroke, risk factors of stroke and warning signs and symptoms of stroke was administered to 2,868 healthy individuals (65.83%; n = 1,888 males and 34.17%; n = 980 females) from Northeast India. A descriptive statistics approach was undertaken for data analysis.

Results: The mean age of the cohort was 43 ± 12.2 years. About 45.50% (n = 1,305) of individuals were aware of stroke. Only 19.87% (n = 570) of individuals correctly responded brain is the organ where a stroke occurs. Awareness about the risk factors of stroke was reported by only 26.11% (n = 749) of individuals. High blood pressure (45.94%; n = 509) was found to be the common response in terms of risk factors of stroke. Further, 19.42% (n = 557) individuals were aware of the warning signs and symptoms of stroke with paralysis on one side of the body as the most common response given by 37.97% (n = 303) individuals. Knowledge regarding their own blood pressure, blood sugar and blood cholesterol levels was reported by 26.26% (n = 753), 9.72% (n = 279) and 2.79% (n = 80) individuals, respectively.

Conclusion: Data from the survey suggested that there is scarce knowledge and awareness among the community adults regarding stroke, its risk factors and its alarming signs and symptoms. Awareness among the general public is of utmost importance for early recognition and treatment of stroke. Educating the vulnerable public can improve the chances of survival and recovery post-stroke.

背景:中风是一种慢性、使人衰弱的健康状况,具有严重且往往致命的影响。公众意识的缺乏是迟迟得不到及时干预的主要原因之一。目的:本研究旨在评估普通人群对卒中危险因素、预警信号和症状的认知和意识。方法:对印度东北部2868名健康人群(男性1888人,女性980人,男性34.17%,男性65.83%)进行脑卒中、脑卒中危险因素、脑卒中预警信号和症状自结构问卷调查。采用描述性统计方法进行数据分析。结果:队列的平均年龄为43±12.2岁。约45.50% (n = 1,305)的人意识到中风。只有19.87% (n = 570)的个体反应正确的大脑是发生中风的器官。只有26.11% (n = 749)的人了解中风的危险因素。高血压(45.94%;n = 509)是卒中危险因素的常见反应。此外,19.42% (n = 557)的人意识到中风的警告信号和症状,其中37.97% (n = 303)的人最常见的反应是一侧身体瘫痪。26.26% (n = 753)、9.72% (n = 279)和2.79% (n = 80)的人对自己的血压、血糖和血胆固醇水平有所了解。结论:调查数据表明,社区成年人对脑卒中及其危险因素及其警示体征和症状缺乏了解和认识。公众的意识对于中风的早期识别和治疗至关重要。教育易受伤害的公众可以提高中风后的生存和康复机会。
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引用次数: 0
Fear of Missing Out and Aggression: Role of Fatigue, Daytime Sleepiness and Self-regulation-A Serial Mediation Model. 缺失恐惧与攻击:疲劳、日间嗜睡与自我调节的作用——一个序列中介模型。
IF 2.4 Q4 NEUROSCIENCES Pub Date : 2026-01-19 DOI: 10.1177/09727531251404762
Akashdeep Ghosal, Surekha Chukkali, Oindrila Mukherjee, Aishwin Sahni

Background: Fear of missing out (FOMO) is a recent psychological phenomenon and has been constantly linked with aggression, disturbed sleeping habits and deficits in self-regulatory skills. It is important to understand the mechanism through which FOMO influences sleepiness, self-regulation and aggression.

Purpose: The objective of the study was to investigate the relationship between FOMO and aggression in young adults and examine the mediating roles of fatigue, daytime sleepiness and self-regulation in the relationship between FOMO and aggression.

Method: A cross-sectional correlational research design was employed to collect data from 455 young adults aged 18-24 years (M = 20.71; SD = 1.61). Data were collected through standardised self-report measures. The obtained data were analysed using the Statistical Package for the Social Sciences v23, and sequential mediation analysis using AMOS v22.

Results: Findings indicated significant relationships between FOMO and the outcome variables like aggression, daytime sleepiness and self-regulation. However, no significant relationship was found between FOMO and fatigue; therefore, fatigue was not considered for further analysis. Sequential mediation analysis revealed that elevated levels of FOMO predicted lower daytime sleepiness (β = -0.26, p < .001), which in turn predicted low self-regulation (β = -0.39, p < .001) and consequently led to elevated levels of aggression (β = -0.26, p < .001). The indirect route (FOMO → sleepiness → self-regulation → aggression) was statistically significant with excellent model fit (χ2(2) = 3.86, RMSEA = 0.02, CFI = 0.99, SRMR = 0.01).

Conclusion: The study indicates a full sequential mediation: greater FOMO levels reduce daytime sleepiness, possibly due to heightened arousal, which in turn leads to poor self-regulatory skills and increased aggression. It can be concluded that psychological interventions to improve self-regulation can help manage aggression in people with high levels of FOMO.

背景:错失恐惧症(Fear of missing out,简称FOMO)是一种新近出现的心理现象,经常与攻击性、睡眠习惯紊乱和自我调节能力不足联系在一起。了解FOMO影响嗜睡、自我调节和攻击性的机制是很重要的。目的:研究青年FOMO与攻击行为的关系,探讨疲劳、日间嗜睡和自我调节在FOMO与攻击行为关系中的中介作用。方法:采用横断面相关研究设计,收集18 ~ 24岁青年455例(M = 20.71, SD = 1.61)资料。通过标准化的自我报告方法收集数据。使用社会科学统计软件包v23分析获得的数据,并使用AMOS v22进行顺序中介分析。结果:FOMO与攻击性、白天嗜睡和自我调节等结果变量之间存在显著关系。FOMO与疲劳无显著相关;因此,在进一步的分析中不考虑疲劳。序贯中介分析显示,FOMO水平的升高预示着白天嗜睡的降低(β = -0.26, p < .001),这反过来预示着自我调节的降低(β = -0.39, p < .001),从而导致攻击水平的升高(β = -0.26, p < .001)。间接途径(FOMO→嗜睡→自我调节→攻击)有统计学意义,模型拟合良好(χ2(2) = 3.86, RMSEA = 0.02, CFI = 0.99, SRMR = 0.01)。结论:该研究表明了一个完整的顺序中介:更大的FOMO水平减少了白天的嗜睡,可能是由于觉醒程度的提高,这反过来又导致了自我调节能力的下降和攻击性的增加。综上所述,提高自我调节能力的心理干预有助于控制高FOMO患者的攻击行为。
{"title":"Fear of Missing Out and Aggression: Role of Fatigue, Daytime Sleepiness and Self-regulation-A Serial Mediation Model.","authors":"Akashdeep Ghosal, Surekha Chukkali, Oindrila Mukherjee, Aishwin Sahni","doi":"10.1177/09727531251404762","DOIUrl":"10.1177/09727531251404762","url":null,"abstract":"<p><strong>Background: </strong>Fear of missing out (FOMO) is a recent psychological phenomenon and has been constantly linked with aggression, disturbed sleeping habits and deficits in self-regulatory skills. It is important to understand the mechanism through which FOMO influences sleepiness, self-regulation and aggression.</p><p><strong>Purpose: </strong>The objective of the study was to investigate the relationship between FOMO and aggression in young adults and examine the mediating roles of fatigue, daytime sleepiness and self-regulation in the relationship between FOMO and aggression.</p><p><strong>Method: </strong>A cross-sectional correlational research design was employed to collect data from 455 young adults aged 18-24 years (M = 20.71; <i>SD</i> = 1.61). Data were collected through standardised self-report measures. The obtained data were analysed using the Statistical Package for the Social Sciences v23, and sequential mediation analysis using AMOS v22.</p><p><strong>Results: </strong>Findings indicated significant relationships between FOMO and the outcome variables like aggression, daytime sleepiness and self-regulation. However, no significant relationship was found between FOMO and fatigue; therefore, fatigue was not considered for further analysis. Sequential mediation analysis revealed that elevated levels of FOMO predicted lower daytime sleepiness (<i>β</i> = -0.26, <i>p</i> < .001), which in turn predicted low self-regulation (<i>β</i> = -0.39, <i>p</i> < .001) and consequently led to elevated levels of aggression (<i>β</i> = -0.26, p < .001). The indirect route (FOMO → sleepiness → self-regulation → aggression) was statistically significant with excellent model fit (χ<sup>2</sup>(2) = 3.86, RMSEA = 0.02, CFI = 0.99, SRMR = 0.01).</p><p><strong>Conclusion: </strong>The study indicates a full sequential mediation: greater FOMO levels reduce daytime sleepiness, possibly due to heightened arousal, which in turn leads to poor self-regulatory skills and increased aggression. It can be concluded that psychological interventions to improve self-regulation can help manage aggression in people with high levels of FOMO.</p>","PeriodicalId":7921,"journal":{"name":"Annals of Neurosciences","volume":" ","pages":"09727531251404762"},"PeriodicalIF":2.4,"publicationDate":"2026-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12819119/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146028034","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring the Impact of Multimodal Training on Sensory, Motor and Cognitive Function Among Children with Attention Deficit Hyperactivity Disorder: A FOCUS Protocol of Randomised Controlled Trial. 探讨多模式训练对注意缺陷多动障碍儿童感觉、运动和认知功能的影响:一项随机对照试验的焦点方案。
IF 2.4 Q4 NEUROSCIENCES Pub Date : 2026-01-19 DOI: 10.1177/09727531251401389
Nidhi Sharma, Aksh Chahal

Background: Attention deficit hyperactivity disorder (ADHD) is a prevalent neurodevelopmental disorder characterised primarily by inattention, hyperactivity, and impulsiveness with associated impairments related to sensory processing and motor coordination, and attributed to abnormalities in the brain areas responsible for sensory-motor integration and cognitive control. The symptoms may persist until adulthood, impacting various aspects of life. Traditional treatment and pharmacological approaches chiefly target behavioural aspects, highlighting the need to address sensory, motor, and cognitive issues via an integrative approach.

Purpose: This study aims to determine the effect of a multi-modal exercise programme on improving cognitive, sensory, and motor function among children with ADHD.

Methods: The study will be a randomised controlled trial involving 60 children diagnosed with ADHD, aged 6-12 years. Children will be randomly allocated to either the intervention group or the control group. Both groups will be subjected to a 45-minute therapy session four times a week for eight weeks. The intervention group will receive sensory, motor and cognitive training, and the control group will receive standard care. Outcomes Paediatric Balance Scale (PBS), Short Sensory Profile (SSP), Trail Making Test, and Developmental Coordination Disorder Questionnaire 2007 will be analysed at baseline, two weeks, four weeks, and at the end of the eight-week training programme.

Results: It is anticipated that an integrative training approach among the intervention group, will concurrently address the underlying neurodevelopmental deficits and improve sensory, motor, and cognitive functions instead of focusing solely on symptom management among children with ADHD.

Conclusion: Incorporating sensory, motor, and cognitive training offers a promising supplementary approach in ADHD management. The multimodal stimulation of neural circuits will serve to improve core functions and promote more adaptive behaviours.

Trial registration: This prospective trial has been successfully registered with the Clinical Trial Registry of India with registration number (CTRI/2025/05/086742).

背景:注意缺陷多动障碍(ADHD)是一种普遍的神经发育障碍,主要表现为注意力不集中、多动和冲动,伴有与感觉加工和运动协调相关的损伤,并归因于负责感觉-运动整合和认知控制的大脑区域的异常。这些症状可能持续到成年,影响生活的各个方面。传统的治疗和药理学方法主要针对行为方面,强调需要通过综合方法解决感觉,运动和认知问题。目的:本研究旨在确定多模式运动方案对改善ADHD儿童认知、感觉和运动功能的影响。方法:该研究将是一项随机对照试验,涉及60名6-12岁诊断为ADHD的儿童。儿童将被随机分配到干预组或对照组。两组患者将接受为期8周的治疗,每周四次,每次45分钟。干预组将接受感觉、运动和认知训练,对照组将接受标准治疗。结果:将在基线、两周、四周和八周培训计划结束时对儿童平衡量表(PBS)、短感觉量表(SSP)、轨迹测试和2007年发育协调障碍问卷进行分析。结果:预计干预组的综合训练方法将同时解决潜在的神经发育缺陷,改善感觉、运动和认知功能,而不是仅仅关注ADHD儿童的症状管理。结论:将感觉、运动和认知训练结合起来是治疗ADHD的一种很有希望的补充方法。神经回路的多模态刺激将有助于改善核心功能和促进更多的适应性行为。试验注册:该前瞻性试验已成功在印度临床试验注册中心注册,注册号为(CTRI/2025/05/086742)。
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引用次数: 0
Neurosarcoidosis with Recurrent Cranial Neuropathies as Primary Presentation: A Case Report. 以复发性颅神经病变为主要表现的神经结节病1例报告。
IF 2.4 Q4 NEUROSCIENCES Pub Date : 2026-01-19 DOI: 10.1177/09727531251396251
Lulup Sahoo, Sumirini Puppala, Abhijit Acharya

Introduction: Sarcoidosis is defined as an immune-mediated disorder characterised by granulomatous inflammation of affected organs. Neurosarcoidosis is demographically reported in 5%-10% of all patients with primary sarcoidosis. A similar genetic mechanism for inflammation compared to active systemic tuberculosis suggests that identical inflammatory pathways are acting in both tuberculosis and sarcoidosis.

Case report: We, hereby, report a case of recurrent cranial nerve neuropathy, which was falsely diagnosed as tuberculosis, and the diagnosis of neurosarcoidosis was masked for more than a year.

Conclusion: Any case with recurrent cranial nerve involvement, bilateral lymphadenopathy with multi-system involvement and a history of steroid-dependent resolution of symptoms must be primarily evaluated for sarcoidosis with histological evidence.

结节病是一种免疫介导的疾病,以受累器官的肉芽肿性炎症为特征。神经结节病在人口统计学上占所有原发性结节病患者的5%-10%。与活动性全身性结核相比,炎症的遗传机制相似,这表明结核和结节病的炎症途径相同。病例报告:我们在此报告一例复发性颅神经病变,误诊为结核,神经结节病的诊断被掩盖了一年多。结论:任何复发性脑神经受累、双侧淋巴结病变伴多系统受累以及有类固醇依赖性症状消退史的病例,必须首先根据组织学证据评估结节病。
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引用次数: 0
Neural Dynamics of Heartfulness Meditation: EEG Alpha Modulation Across Experience Levels. 全心冥想的神经动力学:跨经验水平的脑电图α调制。
IF 2.4 Q4 NEUROSCIENCES Pub Date : 2026-01-19 DOI: 10.1177/09727531251400095
Gyaneshwar Singh, Saleema Js, Krishna Dwivedi, Deepeshwar Singh

Background: Electroencephalography (EEG) studies consistently associate alpha-band oscillations with relaxation, internalized attention, and sensory disengagement during meditation. However, limited evidence exists on how Heartfulness Meditation (HM), particularly its unique transmission phases, modulates alpha activity across different experience levels.

Purpose: This study investigated experience-dependent modulation of EEG alpha-band power during multiple phases of HM, with a specific focus on transmission and post-meditation periods.

Method: Thirty-three healthy adults were categorized as long-term meditators (LTMs; n = 12), short-term meditators (STMs; n = 11), and non-meditating controls (CGs; n = 10). High-density EEG (129 channels) was recorded across seven consecutive five-minute phases: baseline, meditation (M1, M2), transmission (T1, T2), and post-rest (P1, P2). EEG data were preprocessed using RANSAC-based bad-channel detection and independent component analysis. Alpha power (8-12 Hz) was computed using Welch's method and analyzed using linear mixed-effects models with false discovery rate correction.

Results: A significant Group × Phase × Region interaction (pFDR < 0.05) indicated experience- and phase-dependent alpha modulation. Both LTMs and STMs exhibited higher alpha power than controls, particularly in frontal, parietal, and occipital regions during meditation and post-meditation phases. Effect sizes ranged from small to moderate (Cohen's d = 0.34-0.70). Notably, STMs showed alpha enhancements comparable to LTMs during early meditation.

Conclusion: HM induces region- and phase-specific increases in alpha-band EEG activity, reflecting enhanced internal attention and sensory disengagement. Even short-term practice produces measurable neural changes, underscoring the potential neuroplastic effects of HM.

背景:脑电图(EEG)研究一致地将α波段振荡与冥想期间的放松、内化注意力和感觉脱离联系起来。然而,关于正念冥想(HM)如何调节不同体验水平的α活动,尤其是其独特的传递阶段,证据有限。目的:本研究考察了脑电α波段功率在HM多个阶段的经验依赖调制,特别关注了传递和冥想后的时段。方法:33名健康成人分为长期冥想者(LTMs, n = 12)、短期冥想者(STMs, n = 11)和非冥想对照组(CGs, n = 10)。在基线、冥想(M1、M2)、传输(T1、T2)和休息后(P1、P2)连续7个5分钟阶段记录高密度脑电图(129个通道)。采用基于ransac的坏信道检测和独立分量分析对脑电数据进行预处理。Alpha功率(8-12 Hz)使用Welch方法计算,并使用带错误发现率校正的线性混合效应模型进行分析。结果:组×相×区相互作用显著(pFDR < 0.05),表明α调制依赖于经验和相位。在冥想和冥想后阶段,ltm和stm都表现出比对照组更高的α功率,特别是在额叶、顶叶和枕叶区域。效应大小从小到中等不等(Cohen’s d = 0.34-0.70)。值得注意的是,在早期冥想中,与ltm相比,stm表现出了α增强。结论:HM诱导α波段脑电活动的区域和阶段特异性增加,反映了内部注意和感觉脱离的增强。即使是短期练习也会产生可测量的神经变化,强调HM的潜在神经可塑性效应。
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引用次数: 0
The Effect of Meditation on Depression and Psychological Well-being Among Active Smokers. 冥想对活跃吸烟者抑郁和心理健康的影响。
IF 2.4 Q4 NEUROSCIENCES Pub Date : 2026-01-19 DOI: 10.1177/09727531251406994
Gurpreet Verma, Vijendra Nath Pathak, Prabhjyot Kour, Krishan Kumar

Background: Depression and active smoking are very common situations among the population, which also reduces the positive mental well-being of a person. Smoking is a global issue, and depression and low mental well-being interfere with the daily lives of individuals.

Purpose: This study aimed to investigate the effect of meditation on an active smoker in terms of depression and psychological well-being (PWB) as variables.

Method: The study used the pre-test and post-test design with 100 participants who were actively engaged in daily smoking. The individuals were divided equally into the two groups, and depression and PWB scores were recorded for both groups in the pre-test period. After recording the scores, the experimental group received meditation practice for one week, while the control group received no treatment. After one week, depression and PWB scores were again tested in the post-test period for both groups and recorded.

Results: Paired-samples t-tests revealed a significant decrease in depression scores from pre-test (M = 54.36, SD = 4.91) to post-test (M = 28.10, SD = 6.05), t(49) = 24.70, p = .01, and a significant increase in PWB scores from pre-test (M = 57.50, SD = 4.91) to post-test (M = 65.88, SD = 4.94), t(49) = 9.96, p = .01. Independent-samples t-tests showed that post-intervention, the experimental group had significantly higher depression scores (M = 55.02, SD = 4.42) compared to the control group (M = 28.10, SD = 6.05), F = 7.14, p = .05, and significantly lower well-being scores (M = 56.60, SD = 4.69) versus (M = 65.88, SD = 4.94), F = 0.017, p = .05.

Conclusion: The intervention was effective in reducing depressive symptoms and enhancing PWB among participants, demonstrating its potential as a beneficial programme for mental health improvement.

背景:抑郁症和吸烟是人群中非常常见的情况,这也会降低一个人的积极心理健康。吸烟是一个全球性问题,抑郁症和精神健康状况不佳会影响个人的日常生活。目的:本研究旨在以抑郁和心理健康(PWB)为变量探讨冥想对活跃吸烟者的影响。方法:采用前测和后测相结合的方法,对100名日常吸烟的积极参与者进行研究。将被试者平均分为两组,记录两组在测试前的抑郁和PWB得分。记录得分后,实验组进行为期一周的冥想练习,对照组不进行任何治疗。一周后,两组在测试后再次测试抑郁和PWB评分并记录。结果:配对样本t检验显示,抑郁评分从测试前(M = 54.36, SD = 4.91)到测试后(M = 28.10, SD = 6.05)显著降低,t(49) = 24.70, p = 0.01; PWB评分从测试前(M = 57.50, SD = 4.91)到测试后(M = 65.88, SD = 4.94)显著升高,t(49) = 9.96, p = 0.01。独立样本t检验结果显示,干预后实验组抑郁得分(M = 55.02, SD = 4.42)显著高于对照组(M = 28.10, SD = 6.05), F = 7.14, p = 0.05;幸福感得分(M = 56.60, SD = 4.69)显著低于对照组(M = 65.88, SD = 4.94), F = 0.017, p = 0.05。结论:干预可有效减轻参与者的抑郁症状,增强PWB,显示其作为一种有益的心理健康改善方案的潜力。
{"title":"The Effect of Meditation on Depression and Psychological Well-being Among Active Smokers.","authors":"Gurpreet Verma, Vijendra Nath Pathak, Prabhjyot Kour, Krishan Kumar","doi":"10.1177/09727531251406994","DOIUrl":"10.1177/09727531251406994","url":null,"abstract":"<p><strong>Background: </strong>Depression and active smoking are very common situations among the population, which also reduces the positive mental well-being of a person. Smoking is a global issue, and depression and low mental well-being interfere with the daily lives of individuals.</p><p><strong>Purpose: </strong>This study aimed to investigate the effect of meditation on an active smoker in terms of depression and psychological well-being (PWB) as variables.</p><p><strong>Method: </strong>The study used the pre-test and post-test design with 100 participants who were actively engaged in daily smoking. The individuals were divided equally into the two groups, and depression and PWB scores were recorded for both groups in the pre-test period. After recording the scores, the experimental group received meditation practice for one week, while the control group received no treatment. After one week, depression and PWB scores were again tested in the post-test period for both groups and recorded.</p><p><strong>Results: </strong>Paired-samples <i>t</i>-tests revealed a significant decrease in depression scores from pre-test (<i>M</i> = 54.36, <i>SD</i> = 4.91) to post-test (<i>M</i> = 28.10, <i>SD</i> = 6.05), <i>t</i>(49) = 24.70, <i>p</i> = .01, and a significant increase in PWB scores from pre-test (<i>M</i> = 57.50, <i>SD</i> = 4.91) to post-test (<i>M</i> = 65.88, <i>SD</i> = 4.94), <i>t</i>(49) = 9.96, <i>p</i> = .01. Independent-samples <i>t</i>-tests showed that post-intervention, the experimental group had significantly higher depression scores (<i>M</i> = 55.02, <i>SD</i> = 4.42) compared to the control group (<i>M</i> = 28.10, <i>SD</i> = 6.05), <i>F</i> = 7.14, <i>p</i> = .05, and significantly lower well-being scores (<i>M</i> = 56.60, <i>SD</i> = 4.69) versus (<i>M</i> = 65.88, <i>SD</i> = 4.94), <i>F</i> = 0.017, <i>p</i> = .05.</p><p><strong>Conclusion: </strong>The intervention was effective in reducing depressive symptoms and enhancing PWB among participants, demonstrating its potential as a beneficial programme for mental health improvement.</p>","PeriodicalId":7921,"journal":{"name":"Annals of Neurosciences","volume":" ","pages":"09727531251406994"},"PeriodicalIF":2.4,"publicationDate":"2026-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12819130/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146028083","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Executive Dysfunction Across Anxiety Severity Level: Evidence for Cognitive Plateau. 跨焦虑严重程度的执行功能障碍:认知平台的证据。
IF 2.4 Q4 NEUROSCIENCES Pub Date : 2026-01-19 DOI: 10.1177/09727531251406465
Shreyansh Srivastava, Tatsat Vanzara, Asha Srivastava, Smita Pandey, Prakhar Bajpai, Jerry Jacob, Krishan Kumar Sony

Background: Anxiety disorders are increasingly recognized as involving neurocognitive impairments in executive functioning, including working memory, inhibitory control, and cognitive flexibility. However, Indian research has predominantly emphasized emotional and behavioural manifestations, leaving the neuropsychological correlates of anxiety severity underexplored.

Purpose: To investigate the relationship and differences in executive functioning among individuals with varying levels of anxiety.

Method: A cross-sectional study was conducted with 60 patients, classified into mild, moderate, or severe anxiety using the PROMIS Anxiety-Adult Short Form. Neuropsychological assessment included the Wechsler Memory Scale (WMI), Stroop Test (inhibitory control), and Wisconsin Card Sorting Test (conceptual processing). Data were analysed using ANOVA, post hoc comparisons, chi-square tests, Pearson's correlations, and linear regression. Ethical approval and informed consent were obtained.

Results: Significant group differences emerged across all domains (WMI: F = 6.87, p = .002; Stroop: F = 13.09, p < .001; WCST: F = 17.72, p < .001). Post hoc tests showed superior performance in the mild group relative to moderate and severe groups, with no significant differences between the latter two. Anxiety severity correlated negatively with executive functioning (r = -0.45 to -0.61, p < .01). Regression analyses confirmed severity as a significant predictor, explaining 20%-37% of variance in executive performance.

Conclusion: Executive dysfunction worsens with increasing anxiety severity, with cognitive decline plateauing between moderate and severe levels. Strong correlations highlight severity as a critical determinant of working memory, inhibitory control, and conceptual processing. Findings underscore the need to integrate neuropsychological assessment and cognitive rehabilitation into anxiety management in Indian clinical settings.

背景:越来越多的人认为焦虑症涉及执行功能的神经认知障碍,包括工作记忆、抑制控制和认知灵活性。然而,印度的研究主要强调情绪和行为表现,没有充分探索焦虑严重程度的神经心理学相关性。目的:探讨不同焦虑水平个体执行功能的关系和差异。方法:对60例患者进行横断面研究,使用PROMIS焦虑-成人简短表格将其分为轻度、中度或重度焦虑。神经心理学评估包括韦氏记忆量表(WMI)、Stroop测试(抑制控制)和Wisconsin卡片分类测试(概念加工)。数据分析采用方差分析、事后比较、卡方检验、Pearson相关性和线性回归。获得了伦理批准和知情同意。结果:WMI: F = 6.87, p = 0.002; Stroop: F = 13.09, p < 0.001; WCST: F = 17.72, p < 0.001)。事后测试显示,轻度组的表现优于中度组和重度组,后两者之间无显著差异。焦虑严重程度与执行功能呈负相关(r = -0.45 ~ -0.61, p < 0.01)。回归分析证实,严重程度是一个重要的预测因素,可以解释高管业绩中20%-37%的差异。结论:执行功能障碍随着焦虑严重程度的增加而恶化,认知能力下降在中度和重度之间趋于稳定。强相关性强调了严重性是工作记忆、抑制控制和概念加工的关键决定因素。研究结果强调了在印度临床环境中将神经心理学评估和认知康复纳入焦虑管理的必要性。
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引用次数: 0
Validation of a Gamified Eye-hand Coordination Tool for Post-stroke Upper Limb Assessment Using Tobii EyeX and Leap Motion: A Pilot Study. 使用Tobii EyeX和跳跃运动的脑卒中后上肢评估的游戏化眼手协调工具的验证:一项试点研究。
IF 2.4 Q4 NEUROSCIENCES Pub Date : 2026-01-19 DOI: 10.1177/09727531251403320
Nikhil Choudhary, Priya Rawat

Background: Eye-hand coordination is an important component of accurate upper limb movement and is frequently compromised following stroke, leading to persistent functional impairments. Existing methods for the assessment and training of eye -hand coordination are resource-intensive and largely limited to research environments. Therefore, affordable sensor-based technologies may represent a feasible and engaging approach for clinical stroke rehabilitation.

Purpose: To evaluate the feasibility and concurrent validity of a gamified eye-hand coordination system using Tobii EyeX and Leap Motion for assessing visuomotor performance in individuals with chronic stroke, and to explore its associations with validated clinical outcome measures.

Methods: Prospective, single-group, longitudinal pilot study conducted at a physiotherapy rehabilitation center in Jodhpur, India. Fifteen community-dwelling individuals with chronic stroke (≥1 year post-event), aged 45 -70 years, underwent 10 weeks of standard physiotherapy, supplemented with biweekly gamified sessions using the HandEye system. Outcome measures included the Fugl-Meyer Assessment for Upper Extremity (FMA-UE), Box and Block Test (BBT), and HandEye game scores. Statistical analyses included repeated measures analysis of variance (ANOVA), Friedman tests, Spearman correlations, and linear fixed-effects modeling.

Results: Participants demonstrated significant improvements in FMA-UE (mean change = +6.86), BBT (+10.2 blocks), and HandEye scores (+4.62 points) over the 10-week period (p < .001 for all). Strong correlations were observed between HandEye scores and BBT (ρ = 0.726, p < .001), and moderate correlations with FMA-UE (ρ = 0.349, p = .019). Fixed-effects modeling revealed a significant association between HandEye scores and FMA-UE (β = 0.59, p < .001), though not with BBT. System performance remained stable across sessions, with <5% missing data for gaze and hand tracking.

Conclusion: The HandEye system integrating Tobii EyeX and Leap Motion provides a low-cost, feasible approach for assessing visuomotor function in stroke rehabilitation settings. Strong associations with manual dexterity suggest potential as an adjunct assessment tool. However, limitations in study design, low training dosage, and unvalidated sensor accuracy necessitate larger randomized trials for clinical validation.

背景:眼手协调是上肢准确运动的重要组成部分,在中风后经常受损,导致持续的功能损伤。现有的评估和训练手眼协调能力的方法是资源密集型的,并且很大程度上局限于研究环境。因此,可负担得起的基于传感器的技术可能代表了临床卒中康复的可行和引人入胜的方法。目的:评估使用Tobii EyeX和Leap Motion的游戏化眼手协调系统评估慢性脑卒中患者视觉运动表现的可行性和同时有效性,并探讨其与经验证的临床结果指标的关联。方法:前瞻性、单组、纵向试点研究在印度焦特布尔的物理治疗康复中心进行。15名社区居住的慢性卒中患者(≥1年后),年龄45 -70岁,接受10周的标准物理治疗,并辅以每两周使用handdeye系统的游戏化会议。结果测量包括Fugl-Meyer上肢评估(FMA-UE)、盒块测试(BBT)和handdeye游戏分数。统计分析包括重复测量方差分析(ANOVA)、Friedman检验、Spearman相关性和线性固定效应模型。结果:在10周期间,参与者在FMA-UE(平均变化= +6.86),BBT(+10.2块)和handdeye评分(+4.62分)方面表现出显着改善(所有p < 0.001)。HandEye评分与BBT呈正相关(ρ = 0.726, p < 0.001),与FMA-UE呈正相关(ρ = 0.349, p = 0.019)。固定效应模型显示,HandEye评分与FMA-UE之间存在显著关联(β = 0.59, p < .001),但与BBT无关。结论:集成Tobii EyeX和Leap Motion的HandEye系统为卒中康复环境中的视觉运动功能评估提供了一种低成本、可行的方法。与手工灵巧性的强烈联系表明有可能作为辅助评估工具。然而,研究设计的局限性、低训练剂量和未经验证的传感器精度需要更大规模的随机试验来进行临床验证。
{"title":"Validation of a Gamified Eye-hand Coordination Tool for Post-stroke Upper Limb Assessment Using Tobii EyeX and Leap Motion: A Pilot Study.","authors":"Nikhil Choudhary, Priya Rawat","doi":"10.1177/09727531251403320","DOIUrl":"10.1177/09727531251403320","url":null,"abstract":"<p><strong>Background: </strong>Eye-hand coordination is an important component of accurate upper limb movement and is frequently compromised following stroke, leading to persistent functional impairments. Existing methods for the assessment and training of eye -hand coordination are resource-intensive and largely limited to research environments. Therefore, affordable sensor-based technologies may represent a feasible and engaging approach for clinical stroke rehabilitation.</p><p><strong>Purpose: </strong>To evaluate the feasibility and concurrent validity of a gamified eye-hand coordination system using Tobii EyeX and Leap Motion for assessing visuomotor performance in individuals with chronic stroke, and to explore its associations with validated clinical outcome measures.</p><p><strong>Methods: </strong>Prospective, single-group, longitudinal pilot study conducted at a physiotherapy rehabilitation center in Jodhpur, India. Fifteen community-dwelling individuals with chronic stroke (≥1 year post-event), aged 45 -70 years, underwent 10 weeks of standard physiotherapy, supplemented with biweekly gamified sessions using the HandEye system. Outcome measures included the Fugl-Meyer Assessment for Upper Extremity (FMA-UE), Box and Block Test (BBT), and HandEye game scores. Statistical analyses included repeated measures analysis of variance (ANOVA), Friedman tests, Spearman correlations, and linear fixed-effects modeling.</p><p><strong>Results: </strong>Participants demonstrated significant improvements in FMA-UE (mean change = +6.86), BBT (+10.2 blocks), and HandEye scores (+4.62 points) over the 10-week period (p < .001 for all). Strong correlations were observed between HandEye scores and BBT (ρ = 0.726, p < .001), and moderate correlations with FMA-UE (ρ = 0.349, p = .019). Fixed-effects modeling revealed a significant association between HandEye scores and FMA-UE (β = 0.59, p < .001), though not with BBT. System performance remained stable across sessions, with <5% missing data for gaze and hand tracking.</p><p><strong>Conclusion: </strong>The HandEye system integrating Tobii EyeX and Leap Motion provides a low-cost, feasible approach for assessing visuomotor function in stroke rehabilitation settings. Strong associations with manual dexterity suggest potential as an adjunct assessment tool. However, limitations in study design, low training dosage, and unvalidated sensor accuracy necessitate larger randomized trials for clinical validation.</p>","PeriodicalId":7921,"journal":{"name":"Annals of Neurosciences","volume":" ","pages":"09727531251403320"},"PeriodicalIF":2.4,"publicationDate":"2026-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12819121/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146028000","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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