Brain Waves

脑波
  • 文章类型: Journal Article
    脑电图神经反馈训练(EEGNFT)旨在通过教运动员控制精神状态来提高运动表现,导致更好的认知,情感,和物理结果。精神运动效率假说表明,优化大脑功能可以增强运动能力,指示EEGNFT的潜力。然而,EEG-NFT改变关键大脑活动模式的能力的证据,例如感觉运动节律和额叶中线theta键,用于集中和放松-尚未完全建立。目前的研究缺乏规范的方法和全面的研究。这种不足是由于脑电图目标选择不一致以及训练中对连贯性的关注不足。这篇综述旨在为脑电目标选择提供经验支持。进行详细的控制分析,并检查电极和频率与精神运动效率假说的关系的特异性。按照PRISMA方法,2869项实证研究来自PubMed,科学直接,WebofScience,Embase,CNKI,和PsycINFO。13项研究符合纳入标准:(i)熟练的技能水平;(ii)脑电图的使用;(iii)神经反馈训练(NFT);(iv)运动表现指标(反应时间,精度,灵巧,平衡);(v)用于NFT比较的对照组;(vi)同行评审的英文出版物;(vii)随机对照试验(RCT)设计。研究表明,NFT可以提高运动性能,包括提高拍摄精度,高尔夫推杆,和整体运动技能,精神运动效率假说支持。EEGNFT显示出通过优化表演者的精神状态和精神运动效率来提高运动表现的潜力。然而,当前的研究主体受到不一致的方法和缺乏标准化的EEG目标选择的阻碍。为了加强支持EEGNFT的经验证据,未来的研究需要集中在标准化目标选择上,采用严格的控制分析,并调查未开发的脑电图标志物。这些步骤对于支持EEGNFT的证据并增强其在提高运动表现方面的有效性至关重要。
    Electroencephalographic Neurofeedback Training (EEG NFT) aims to improve sport performance by teaching athletes to control their mental states, leading to better cognitive, emotional, and physical outcomes. The psychomotor efficiency hypothesis suggests that optimizing brain function could enhance athletic ability, indicating the potential of EEG NFT. However, evidence for EEG-NFT\'s ability to alter critical brain activity patterns, such as sensorimotor rhythm and frontal midline theta-key for concentration and relaxation-is not fully established. Current research lacks standardized methods and comprehensive studies. This shortfall is due to inconsistent EEG target selection and insufficient focus on coherence in training. This review aims to provide empirical support for EEG target selection, conduct detailed control analyses, and examine the specificity of electrodes and frequencies to relation to the psychomotor efficiency hypothesis. Following the PRISMA method, 2,869 empirical studies were identified from PubMed, Science Direct, Web of Science, Embase, CNKI, and PsycINFO. Thirteen studies met the inclusion criteria: (i) proficient skill levels; (ii) use of EEG; (iii) neurofeedback training (NFT); (iv) motor performance metrics (reaction time, precision, dexterity, balance); (v) control group for NFT comparison; (vi) peer-reviewed English-language publication; and (vii) randomized controlled trial (RCT) design. Studies indicate that NFT can enhance sports performance, including improvements in shooting accuracy, golf putting, and overall motor skills, as supported by the psychomotor efficiency hypothesis. EEG NFT demonstrates potential in enhancing sports performance by optimizing performers\' mental states and psychomotor efficiency. However, the current body of research is hampered by inconsistent methodologies and a lack of standardized EEG target selection. To strengthen the empirical evidence supporting EEG NFT, future studies need to focus on standardizing target selection, employing rigorous control analyses, and investigating underexplored EEG markers. These steps are vital to bolster the evidence for EEG NFT and enhance its effectiveness in boosting sport performance.
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  • 文章类型: Systematic Review
    在脑电图(EEG)数据中,工频斜率指数(1/f_β)可以提供体内神经活动兴奋-抑制(E:I)平衡的非侵入性标记。E:在神经发育状况下,I平衡可能会改变;因此,了解1/fβ在婴儿期/儿童期的演变对制定早期评估/干预措施具有重要意义。本系统综述(PROSPERO-ID:CRD42023363294)探讨了静息状态EEG1/f测量的早期成熟(0-26年)(非周期性[AE],幂律[PLE]和赫斯特[HE]指数),包括包含≥111/f测量值和≥10名典型发展参与者的研究。在2023年3月期间搜索了五个数据库(包括Embase和Scopus)。确定了42项研究(Nparticipants=3478)。使用具有不同研究工具的质量评估评估偏倚风险。HE数据的叙事综合表明,在整个发育过程中都会发生非平稳的EEG活动。与年龄相关的趋势很复杂,婴儿期AEs迅速减少,此后异质性变化。区域,AE最大值发生发展变化,可能反映了成熟大脑连通性的空间趋势。这项工作强调了进一步表征1/f措施的发展以更好地了解E:I平衡如何塑造大脑和认知发展的重要性。
    In electroencephalographic (EEG) data, power-frequency slope exponents (1/f_β) can provide non-invasive markers of in vivo neural activity excitation-inhibition (E:I) balance. E:I balance may be altered in neurodevelopmental conditions; hence, understanding how 1/fβ evolves across infancy/childhood has implications for developing early assessments/interventions. This systematic review (PROSPERO-ID: CRD42023363294) explored the early maturation (0-26 yrs) of resting-state EEG 1/f measures (aperiodic [AE], power law [PLE] and Hurst [HE] exponents), including studies containing ≥1 1/f measures and ≥10 typically developing participants. Five databases (including Embase and Scopus) were searched during March 2023. Forty-two studies were identified (Nparticipants=3478). Risk of bias was assessed using the Quality Assessment with Diverse Studies tool. Narrative synthesis of HE data suggests non-stationary EEG activity occurs throughout development. Age-related trends were complex, with rapid decreases in AEs during infancy and heterogenous changes thereafter. Regionally, AE maxima shifted developmentally, potentially reflecting spatial trends in maturing brain connectivity. This work highlights the importance of further characterising the development of 1/f measures to better understand how E:I balance shapes brain and cognitive development.
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  • 文章类型: Meta-Analysis
    目的:用颅内电极记录的高频振荡(HFO;波纹80-250Hz;快速波纹[FR]250-500Hz)引起兴奋,并争论其定位癫痫灶的潜力。我们对颅内脑电图(iEEG)进入多个亚组时完全切除HFOs区(crHFOs区)对癫痫手术结果的预后价值进行了系统评价和荟萃分析。
    方法:我们搜索了PubMed,Embase,和WebofScience从开始到2022年10月27日的原始研究。我们将有利的手术结果(FSO)定义为EngelI类,国际抗癫痫联盟1级或无癫痫状态。通过(1)crHFOs面积后的合并FSO比例评估crHFOs面积对FSO的预后价值;(2)crHFOs面积与无crHFOs面积的FSO;(3)预测性能。我们将高联合预后价值定义为FSO比例>80%+FSOcrHFOs-面积>无crHFOs-面积+曲线下面积(AUC)>0.75,并对临床亚组进行了检查(研究设计,年龄,诊断类型,HFOs识别方法,HFOs速率阈值,和iEEG状态)。通过二分类变量分析将颞叶癫痫(TLE)与TLE外癫痫进行比较。对患者的性别进行了个体分析,受影响的半球,MRI检查结果,手术位置,和病理学。
    结果:在筛选的1,387项研究中,31项研究(703名患者)符合我们的资格标准。27项研究(602名患者)分析了FR和20项研究(424名患者)涟漪。CRHFOs面积后的集合FSO比例为FR的81%(95%CI76%-86%),波纹的比例为82%(73%-89%)。具有crHFOs面积的患者比没有crHFOs面积的患者更容易获得FSO(FRs优势比[OR]6.38,4.03-10.09,p<0.001;波纹4.04,2.32-7.04,p<0.001)。FR的合并AUC为0.81(0.77-0.84),波纹为0.76(0.72-0.79)。10个亚组的综合预后价值较高:回顾性,孩子们,长期iEEG,阈值(FR和波纹)和自动检测和发作间(FR)。与TLE患者相比,TLE患者完全切除FR区(crFR区)后获得FSO的频率较低(OR0.37,0.15-0.89,p=0.006)。个体患者分析表明,有FSO的患者比没有MRI病变的患者更多(多次校正后p=0.02)。
    结论:完全切除HFOs脑区与良好的术后预后相关。其预后价值成立,特别是对于FR,对于各种子组。对于TLE外患者使用HFOs需要进一步的证据。
    OBJECTIVE: High-frequency oscillations (HFOs; ripples 80-250 Hz; fast ripples [FRs] 250-500 Hz) recorded with intracranial electrodes generated excitement and debate about their potential to localize epileptogenic foci. We performed a systematic review and meta-analysis on the prognostic value of complete resection of the HFOs-area (crHFOs-area) for epilepsy surgical outcome in intracranial EEG (iEEG) accessing multiple subgroups.
    METHODS: We searched PubMed, Embase, and Web of Science for original research from inception to October 27, 2022. We defined favorable surgical outcome (FSO) as Engel class I, International League Against Epilepsy class 1, or seizure-free status. The prognostic value of crHFOs-area for FSO was assessed by (1) the pooled FSO proportion after crHFOs-area; (2) FSO for crHFOs-area vs without crHFOs-area; and (3) the predictive performance. We defined high combined prognostic value as FSO proportion >80% + FSO crHFOs-area >without crHFOs-area + area under the curve (AUC) >0.75 and examined this for the clinical subgroups (study design, age, diagnostic type, HFOs-identification method, HFOs-rate thresholding, and iEEG state). Temporal lobe epilepsy (TLE) was compared with extra-TLE through dichotomous variable analysis. Individual patient analysis was performed for sex, affected hemisphere, MRI findings, surgery location, and pathology.
    RESULTS: Of 1,387 studies screened, 31 studies (703 patients) met our eligibility criteria. Twenty-seven studies (602 patients) analyzed FRs and 20 studies (424 patients) ripples. Pooled FSO proportion after crHFOs-area was 81% (95% CI 76%-86%) for FRs and 82% (73%-89%) for ripples. Patients with crHFOs-area achieved more often FSO than those without crHFOs-area (FRs odds ratio [OR] 6.38, 4.03-10.09, p < 0.001; ripples 4.04, 2.32-7.04, p < 0.001). The pooled AUCs were 0.81 (0.77-0.84) for FRs and 0.76 (0.72-0.79) for ripples. Combined prognostic value was high in 10 subgroups: retrospective, children, long-term iEEG, threshold (FRs and ripples) and automated detection and interictal (FRs). FSO after complete resection of FRs-area (crFRs-area) was achieved less often in people with TLE than extra-TLE (OR 0.37, 0.15-0.89, p = 0.006). Individual patient analyses showed that crFRs-area was seen more in patients with FSO with than without MRI lesions (p = 0.02 after multiple correction).
    CONCLUSIONS: Complete resection of the brain area with HFOs is associated with good postsurgical outcome. Its prognostic value holds, especially for FRs, for various subgroups. The use of HFOs for extra-TLE patients requires further evidence.
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  • 文章类型: Systematic Review
    自古以来,植物的香气提取物已被用于各种不适情况。芳香疗法是一种公认的补充治疗方法,以各种方式进行,如按摩或皮肤应用,其主要用途涉及放松,疼痛缓解,和压力管理。几项研究概述了吸入香料可能会影响大脑功能,因为它们的成分可以穿过血脑屏障并与中枢神经系统受体相互作用。这篇综述的目的是系统地介绍有关脑电图报道的α脑电波活动的发现。本研究是根据系统评价和荟萃分析指南的首选报告项目进行的。PubMed和Scopus数据库进行了相关论文的筛选,根据具体的资格标准。该过程的最后一步导致了1998年至2021年间发表的13项研究,使用不同的精油。大多数研究表明,吸入精油后α脑电波活动增加。鉴于在认知表现和更好的精神状态等多个领域增加的α波活动已证明是积极的结果,有必要进一步研究吸入精油的影响。
    Aroma extracts from plant species have been utilized since ancient times for a variety of discomforting circumstances. Aromatherapy is a recognized complementary therapeutic treatment performed in various ways such as massage or dermal application, with its main uses involving relaxation, pain relief, and stress management. Several studies have outlined that inhalation of fragrance may influence the brain function since their components can cross the blood-brain barrier and interact with central nervous system receptors. The aim of this review was to systematically present findings regarding alpha brain wave activity reported exclusively by electroencephalography. The study was conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. The PubMed and Scopus databases were screened for relevant papers, based on specific eligibility criteria. The final step of the process resulted in 13 studies published between 1998 and 2021, using different essential oils. Most of the studies revealed the increase of alpha brainwave activity post-essential oil inhalation. Given the proven positive outcomes of increased alpha wave activity on several domains such as cognitive performance and better mental state, further research on the impact of essential oil inhalation is warranted.
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  • 文章类型: Systematic Review
    背景:这篇综述系统地研究了有关用于评估人类精神受累的脑电图衍生比率指标的科学文献,为了推断它们是什么,如何定义和使用它们,以及它们最好的应用领域是什么。(2)方法:根据系统评价和荟萃分析(PRISMA)指南的首选报告项目进行审查。(3)结果:从搜索查询,82份文件产生。大多数(82%)被归类为与精神紧张有关,而12%的人被归类为与感觉和情绪方面有关,和6%的运动。使用的脑电图电极蒙太奇低密度为13%,6%的文件密度很高,81%的文件密度很低。用于计算受累指数的最常用电极位置是额叶和前额叶皮层。总的来说,发现了37种不同的参与指数公式。它们都不能与特定的应用领域直接相关。(4)结论:这些指标的定义缺乏标准化,在考虑的频带和开发的电极。未来的研究可能集中在具有独特定义的指标的开发上,以监测和表征心理参与。
    BACKGROUND: This review systematically examined the scientific literature about electroencephalogram-derived ratio indexes used to assess human mental involvement, in order to deduce what they are, how they are defined and used, and what their best fields of application are. (2) Methods: The review was carried out according to the Preferred Reporting Items for Systematic Review and Meta-Analyses (PRISMA) guidelines. (3) Results: From the search query, 82 documents resulted. The majority (82%) were classified as related to mental strain, while 12% were classified as related to sensory and emotion aspects, and 6% to movement. The electroencephalographic electrode montage used was low-density in 13%, high-density in 6% and very-low-density in 81% of documents. The most used electrode positions for computation of involvement indexes were in the frontal and prefrontal cortex. Overall, 37 different formulations of involvement indexes were found. None of them could be directly related to a specific field of application. (4) Conclusions: Standardization in the definition of these indexes is missing, both in the considered frequency bands and in the exploited electrodes. Future research may focus on the development of indexes with a unique definition to monitor and characterize mental involvement.
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  • 文章类型: Systematic Review
    双耳节拍是一种听觉现象,当两个不同频率的音调发生时,它们分别呈现在每只耳朵上,引起以两种音调的不同频率振荡的第三种音调的感觉。可以在大约1-30Hz的频率范围内感知双耳节拍,与人类主要脑电图频带一致的范围。脑波夹带假说,假设一定频率的外部刺激会导致大脑的皮质电活动以相同的频率振荡,为研究双耳搏动刺激对认知和情感状态的影响提供了依据。研究,特别是在更多的应用领域,通常是指神经科学研究表明双耳搏动引起EEG参数的系统变化。乍一看,然而,关于双耳搏动刺激引起的脑电波夹带效应的现有文献似乎充其量尚无定论。本系统审查的目的是,因此,综合现有的实证研究。14项已发表研究的样本符合我们的纳入标准。结果证实了经验结果总体不一致的印象,有五项研究报告的结果与脑电波夹带假说一致,八项研究报告相互矛盾,和一个混合的结果。值得注意的是,这篇综述中包含的14项研究在双耳节拍的实施方面非常不同,实验设计,以及EEG参数和分析。这一研究领域的方法论异质性最终限制了研究结果的可比性。本系统综述的结果强调了研究方法标准化的必要性,以便将来能够可靠地了解脑电波夹带效应。
    Binaural beats are an auditory phenomenon that occurs when two tones of different frequencies, which are presented separately to each ear, elicit the sensation of a third tone oscillating at the difference frequency of the two tones. Binaural beats can be perceived in the frequency range of about 1-30 Hz, a range that coincides with the main human EEG frequency bands. The brainwave entrainment hypothesis, which assumes that external stimulation at a certain frequency leads to the brain\'s electrocortical activity oscillating at the same frequency, provides the basis for research on the effects of binaural beat stimulation on cognitive and affective states. Studies, particularly in more applied fields, usually refer to neuroscientific research demonstrating that binaural beats elicit systematic changes in EEG parameters. At first glance, however, the available literature on brainwave entrainment effects due to binaural beat stimulation appears to be inconclusive at best. The aim of the present systematic review is, thus, to synthesize existing empirical research. A sample of fourteen published studies met our criteria for inclusion. The results corroborate the impression of an overall inconsistency of empirical outcomes, with five studies reporting results in line with the brainwave entrainment hypothesis, eight studies reporting contradictory, and one mixed results. What is to be noticed is that the fourteen studies included in this review were very heterogeneous regarding the implementation of the binaural beats, the experimental designs, and the EEG parameters and analyses. The methodological heterogeneity in this field of study ultimately limits the comparability of research outcomes. The results of the present systematic review emphasize the need for standardization in study approaches so as to allow for reliable insight into brainwave entrainment effects in the future.
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  • 文章类型: Systematic Review
    近几十年来,脑电图(EEG)技术获得的脑电波的自动识别和解释已经经历了显着的增长,从而导致脑机接口(BCI)的快速发展。基于EEG的BCI是非侵入性系统,其允许人类与直接解释大脑活动的外部设备之间的通信。由于神经技术的进步,尤其是在可穿戴设备领域,BCI现在也在医疗和临床应用之外使用。在此背景下,本文对基于脑电图的BCI进行了系统综述,专注于基于运动图像(MI)的最有前途的范例之一,并将分析限制在采用可穿戴设备的应用程序中。这篇综述旨在评估这些系统的成熟度水平,从技术和计算的角度来看。论文的选择是在系统审查和荟萃分析(PRISMA)的首选报告项目之后进行的,导致了过去十年(从2012年到2022年)中考虑的84种出版物。除了技术和计算方面,这篇综述还旨在系统地列出实验范式和可用数据集,以确定开发新应用程序和计算模型的基准和指南。
    In recent decades, the automatic recognition and interpretation of brain waves acquired by electroencephalographic (EEG) technologies have undergone remarkable growth, leading to a consequent rapid development of brain-computer interfaces (BCIs). EEG-based BCIs are non-invasive systems that allow communication between a human being and an external device interpreting brain activity directly. Thanks to the advances in neurotechnologies, and especially in the field of wearable devices, BCIs are now also employed outside medical and clinical applications. Within this context, this paper proposes a systematic review of EEG-based BCIs, focusing on one of the most promising paradigms based on motor imagery (MI) and limiting the analysis to applications that adopt wearable devices. This review aims to evaluate the maturity levels of these systems, both from the technological and computational points of view. The selection of papers has been performed following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA), leading to 84 publications considered in the last ten years (from 2012 to 2022). Besides technological and computational aspects, this review also aims to systematically list experimental paradigms and available datasets in order to identify benchmarks and guidelines for the development of new applications and computational models.
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  • 文章类型: Systematic Review
    背景:经颅交流电刺激(tACS)已成为众多研究方法之一,因为它们具有调节大脑振荡的潜力;但是,这种调查给出了矛盾的结果和缺乏标准化。
    目的:在本系统综述中,我们旨在评估tACS调节α谱功率的潜力.次要结果是确定tACS方法学关键参数,不利影响,和感觉。
    方法:纳入了在接受主动和假tACS干预或任何不同状况的健康成人中的研究。通过脑电图或脑磁图评估的主要结果是α光谱功率的增加/减少。次要结果是方法学参数,轰动一时的报道,和不利影响。使用Cochrane评估工具评估偏倚风险和研究质量。
    结果:我们获得了1429个参考文献,和20符合选择标准。在使用连续tACS刺激的9项研究和使用设置在α范围内的频率的间歇性tACS刺激的2项研究中观察到统计学上显著的α功率增加。在使用α范围之外的刺激频率的另外三项研究中观察到统计学上显著的α功率增加。认识到刺激参数之间的异质性。报告的不良反应轻微。使用tACS确定双盲的实施具有挑战性,部分是由于对记录信号的刺激产生的电伪影。
    结论:大多数评估研究报道tACS具有调节大脑α功率的潜力。这种非侵入性脑刺激方法的优化主要是由于其潜在的临床应用与α脑活动的扰动相关的神经系统疾病而引起的兴趣。然而,需要更多的研究努力来标准化最佳参数,以实现持久的调制效果,开发方法学替代方案以减少实验偏差,并提高使用tACS调节大脑活动的研究质量。
    BACKGROUND: Transcranial alternating current stimulation (tACS) has been one of numerous investigation methods used for their potential to modulate brain oscillations; however, such investigations have given contradictory results and a lack of standardization.
    OBJECTIVE: In this systematic review, we aimed to assess the potential of tACS to modulate alpha spectral power. The secondary outcome was the identification of tACS methodologic key parameters, adverse effects, and sensations.
    METHODS: Studies in healthy adults who were receiving active and sham tACS intervention or any differential condition were included. The main outcome assessed was the increase/decrease of alpha spectral power through either electroencephalography or magnetoencephalography. Secondary outcomes were methodologic parameters, sensation reporting, and adverse effects. Risks of bias and the study quality were assessed with the Cochrane assessment tool.
    RESULTS: We obtained 1429 references, and 20 met the selection criteria. A statistically significant alpha-power increase was observed in nine studies using continuous tACS stimulation and two using intermittent tACS stimulation set at a frequency within the alpha range. A statistically significant alpha-power increase was observed in three more studies using a stimulation frequency outside the alpha range. Heterogeneity among stimulation parameters was recognized. Reported adverse effects were mild. The implementation of double blind was identified as challenging using tACS, in part owing to electrical artifacts generated by stimulation on the recorded signal.
    CONCLUSIONS: Most assessed studies reported that tACS has the potential to modulate brain alpha power. The optimization of this noninvasive brain stimulation method is of interest mostly for its potential clinical applications with neurological conditions associated with perturbations in alpha brain activity. However, more research efforts are needed to standardize optimal parameters to achieve lasting modulation effects, develop methodologic alternatives to reduce experimental bias, and improve the quality of studies using tACS to modulate brain activity.
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  • 文章类型: Journal Article
    评价强迫症患者神经反馈治疗效果的相关证据。在不同的数据库中对目前有OCD症状的患者的对照试验进行了文献综述和荟萃分析。所以,主要结局指标是基于DSMIV的受试者的OCD症状.Y-BOCS被认为是主要结果。9人符合纳入标准(包括1211例患者)。分析显示,与其他治疗相比,神经反馈治疗具有重要的益处(MD=-6.815;95%CI=[-9.033,-4.598];P<0.001)。结果提供了初步证据,证明NFB是治疗强迫症的有效方法,并表明需要更多的临床试验来比较常见的治疗方法,如药物,神经学,和行为干预。
    To evaluate the evidences related to the effectiveness of neurofeedback treatment for people with OCD. A literature review and meta-analysis of current controlled trials for patients with OCD symptoms was conducted across different databases. So, the primary outcome measure was OCD symptoms in subjects based on DSM IV. Y-BOCS was considered as primary outcomes. Nine met inclusion criteria (including 1211 patients). Analysis showed there was an important benefit of neurofeedback treatment in comparison to other treatments (MD = -6.815; 95% CI = [-9.033, -4.598]; P < 0.001). The results provide preliminary evidence that NFB is efficacious method for OCD and suggest that more clinical trials are needed to compare common treatment such as medication, neurological, and behavioral interventions.
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  • 文章类型: Journal Article
    这项研究将集中在最近的研究脑电图信号对阿尔茨海默病的诊断,识别和比较基于EEG的阿尔茨海默病(AD)检测的关键步骤,如脑电信号采集,预处理函数提取,和分类方法。此外,强调一般方法,变体,并在使用脑电图方面达成了共识,发现了从人口统计学特征到未来研究的结局监测等多个实验阶段的缺点和指南。根据文章的目的定义了两个主要目标:(1)判别(或检测),即,寻找不同组的基于EEG的特征的差异,如MCI,中度阿尔茨海默病,极端的阿尔茨海默病,其他形式的痴呆症,和稳定的正常老年人对照;和(2)进展确定,即,寻找基于脑电图的特征和与MCI至AD转换和阿尔茨海默病强度进展相关的临床标志物之间的相关性。本研究还收集和探讨了综述论文中提到的局限性,目的是更好地理解需要解决的问题,以推进脑电图在阿尔茨海默病科学中的应用。
    This study will concentrate on recent research on EEG signals for Alzheimer\'s diagnosis, identifying and comparing key steps of EEG-based Alzheimer\'s disease (AD) detection, such as EEG signal acquisition, preprocessing function extraction, and classification methods. Furthermore, highlighting general approaches, variations, and agreement in the use of EEG identified shortcomings and guidelines for multiple experimental stages ranging from demographic characteristics to outcomes monitoring for future research. Two main targets have been defined based on the article\'s purpose: (1) discriminative (or detection), i.e., look for differences in EEG-based features across groups, such as MCI, moderate Alzheimer\'s disease, extreme Alzheimer\'s disease, other forms of dementia, and stable normal elderly controls; and (2) progression determination, i.e., look for correlations between EEG-based features and clinical markers linked to MCI-to-AD conversion and Alzheimer\'s disease intensity progression. Limitations mentioned in the reviewed papers were also gathered and explored in this study, with the goal of gaining a better understanding of the problems that need to be addressed in order to advance the use of EEG in Alzheimer\'s disease science.
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