Delta Rhythm

三角洲节律
  • 文章类型: Journal Article
    脑电图(EEG)可穿戴设备特别适合于在执行日常认知任务时监测受试者的参与。可穿戴设备提供的EEG信息随电极的位置而变化,可以使用标准的多通道EEG记录器获得其合适的位置。认知参与可以在工作记忆(WM)任务期间进行评估,测试在短时间内处理信息的心理能力。癫痫患者的WM可能受损。本研究旨在评估9例癫痫患者的认知投入,来自Boran等人的公共数据集。,在口头WM任务期间,并为此目的确定电极的最合适位置。通过计算37个参与指数来评估认知参与,该指数是根据其频谱功率评估的两个或多个EEG节律的比率来评估的。结果表明,参与指数趋势跟随WM任务引起的认知参与的变化,and,总的来说,大多数变化出现在额叶区域最明显,在健康受试者中观察到。因此,参与指数可以反映认知状态的变化,额叶区域似乎是在设计一个可穿戴的精神参与监测脑电图系统时关注的重点,在生理和癫痫情况下。
    Electroencephalography (EEG) wearable devices are particularly suitable for monitoring a subject\'s engagement while performing daily cognitive tasks. EEG information provided by wearable devices varies with the location of the electrodes, the suitable location of which can be obtained using standard multi-channel EEG recorders. Cognitive engagement can be assessed during working memory (WM) tasks, testing the mental ability to process information over a short period of time. WM could be impaired in patients with epilepsy. This study aims to evaluate the cognitive engagement of nine patients with epilepsy, coming from a public dataset by Boran et al., during a verbal WM task and to identify the most suitable location of the electrodes for this purpose. Cognitive engagement was evaluated by computing 37 engagement indexes based on the ratio of two or more EEG rhythms assessed by their spectral power. Results show that involvement index trends follow changes in cognitive engagement elicited by the WM task, and, overall, most changes appear most pronounced in the frontal regions, as observed in healthy subjects. Therefore, involvement indexes can reflect cognitive status changes, and frontal regions seem to be the ones to focus on when designing a wearable mental involvement monitoring EEG system, both in physiological and epileptic conditions.
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  • 文章类型: Journal Article
    解码人类语音需要大脑将传入的声音信号分割为有意义的语言单位,从音节和单词到短语。将这些语言成分整合到连贯的感知中,是构成意义和理解的根源。自然语音中分割的一个重要线索是韵律线索,如停顿,但是它们与高级语言处理的相互作用仍然未知。这里,我们使用脑磁图(MEG)将韵律停顿的神经跟踪与多词块的分割分离。我们发现,操纵停顿的规律性会破坏听觉区域(低于2Hz)的双向缓慢的语音-大脑跟踪,进而增加语音开始时(约25-45Hz)的高频听觉活动的左侧连贯性。严重的,我们还发现多词块定义为短,单词间依赖关系的连贯束-通过低频活动(低于2Hz)的节律波动进行双边处理,并且与韵律提示无关。重要的是,在块起始时的低频对齐增加了双侧听觉和额叶区域中编码模型的准确性,同时控制了声学效果。我们的发现为言语感知的神经基础提供了新的见解,证明了在多字时间尺度上的声学特征(韵律提示)和抽象语言处理都是由增量频率范围内的低频电生理大脑活动独立支撑的。
    Decoding human speech requires the brain to segment the incoming acoustic signal into meaningful linguistic units, ranging from syllables and words to phrases. Integrating these linguistic constituents into a coherent percept sets the root of compositional meaning and hence understanding. One important cue for segmentation in natural speech is prosodic cues, such as pauses, but their interplay with higher-level linguistic processing is still unknown. Here, we dissociate the neural tracking of prosodic pauses from the segmentation of multi-word chunks using magnetoencephalography (MEG). We find that manipulating the regularity of pauses disrupts slow speech-brain tracking bilaterally in auditory areas (below 2 Hz) and in turn increases left-lateralized coherence of higher-frequency auditory activity at speech onsets (around 25-45 Hz). Critically, we also find that multi-word chunks-defined as short, coherent bundles of inter-word dependencies-are processed through the rhythmic fluctuations of low-frequency activity (below 2 Hz) bilaterally and independently of prosodic cues. Importantly, low-frequency alignment at chunk onsets increases the accuracy of an encoding model in bilateral auditory and frontal areas while controlling for the effect of acoustics. Our findings provide novel insights into the neural basis of speech perception, demonstrating that both acoustic features (prosodic cues) and abstract linguistic processing at the multi-word timescale are underpinned independently by low-frequency electrophysiological brain activity in the delta frequency range.
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  • 文章类型: Journal Article
    这项研究的重点是检测全脸移植和病变患者对EEG活动的愈合和皮层激活变化的反映。面部移植患者在移植前有面部病变,为了在没有移植前记录的情况下识别面部移植前患者的大脑活动,我们使用了移植前面部病变患者的数据.十健康,4例面部病变和3例全脸移植患者参与了这项研究.记录四种不同感官刺激的脑电图数据(从右脸上刷,右手,左脸,和左侧区域)使用小波包变换方法进行了分析。分析标准波段的EEG波。我们的发现表明2-4Hz频率范围发生了显着变化,这可能是面部病变和移植患者正在进行或先前进行的皮质重组的结果。面部病变和面部移植患者中出现的δ波变化也可以通过强烈的中枢可塑性来解释。我们的发现表明,δ带差异可能在将来的移植后皮质可塑性评估中用作标记。
    This study focused on detecting the reflections of healing and change in cortex activation in full-face transplantation and lesions patients on EEG activity. Face transplant patients have facial lesions before transplantation and, to identify pre-face transplant patients\' brain activity in the absence of pre-transplant recordings, we used data obtained from pre-transplant facial lesion patients. Ten healthy, four facial lesion and three full-face transplant patients participated in this study. EEG data recorded for four different sensory stimuli (brush from the right face, right hand, left face, and left-hand regions) were analyzed using wavelet packet transform method. EEG waves were analyzed for standard bands. Our findings indicate significant change in the 2-4 Hz frequency range which may be a result of ongoing or previous cortical reorganization for face lesion and transplant patients. Alterations of the delta wave seen in patients with facial lesion and face transplant can also be explained by the intense central plasticity. Our findings show that the delta band differences might be used as a marker in the evaluation of post-transplant cortical plasticity in the future.
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  • 文章类型: Journal Article
    目的:我们的目的是确定定量脑电图(QEEG)检测对急性缺血性卒中(AIS)伴机械血栓切除术(MT)的前循环大血管闭塞患者的脑水肿(CED)和临床结局是否具有预测价值。
    方法:本前瞻性研究共纳入105例前循环AIS患者。通过MT后24小时进行计算机断层扫描评估CED的发生和严重程度。根据早期神经功能恶化(END)和3个月功能状态评估临床结果。如通过改进的Rankin量表(mRS)测量的。MT后24小时进行脑电图(EEG)记录,根据标准的16个电极和2个额叶通道(F3-C3,F4-C4)计算QEEG指数。δ/α比(DAR),(δ+θ)/(α+β)比率(DTABR),在所有电极(全局)和F3-C3和F4-C4通道(正面)上对相对增量功率进行平均。使用序数和logistic回归模型评估QEEG指标对CED和临床结局的预测效果和价值。以及接收器工作特性(ROC)曲线。
    结果:重要的是,发现整体和额叶DAR都与CED的严重程度相关,结束,90天的功能效果不佳,而全球和额叶DTABR和相对delta功率与结局无关.在ROC分析中,在额叶DAR中观察到最好的预测效果,曲线下的面积约为0.80。当使用3.3的阈值时,它对放射学和临床结果表现出大约75%的敏感性和71%的特异性。
    结论:QEEG技术可能被认为是评估治疗疗效的有效床边监测方法,确定严重CED和END风险较高的患者,并预测长期功能结果。
    结论:QEEG可以帮助识别患有严重神经系统并发症的患者,这些并发症会影响接受MT的AIS患者的长期功能恢复。
    OBJECTIVE: We aimed to determine whether quantitative electroencephalography (QEEG) measures have predictive value for cerebral edema (CED) and clinical outcomes in acute ischemic stroke (AIS) patients with anterior circulation large vessel occlusion who underwent mechanical thrombectomy (MT).
    METHODS: A total of 105 patients with AIS in the anterior circulation were enrolled in this prospective study. The occurrence and severity of CED were assessed through computed tomography conducted 24 h after MT. Clinical outcomes were evaluated based on early neurological deterioration (END) and 3-month functional status, as measured by the modified Rankin scale (mRS). Electroencephalography (EEG) recordings were performed 24 h after MT, and QEEG indices were calculated from the standard 16 electrodes and 2 frontal channels (F3-C3, F4-C4). The delta/alpha ratio (DAR), the (delta + theta) / (alpha + beta) ratio (DTABR), and relative delta power were averaged over all electrodes (global) and the F3-C3 and F4-C4 channels (frontal). The predictive effect and value of QEEG indices for CED and clinical outcomes were assessed using ordinal and logistic regression models, as well as receiver operating characteristic (ROC) curves.
    RESULTS: Significantly, both global and frontal DAR were found to be associated with the severity of CED, END, and poor functional outcomes at 90 days, while global and frontal DTABR and relative delta power were not associated with outcomes. In ROC analysis, the best predictive effect was observed in frontal DAR, with an area under the curve of approximately 0.80. It exhibited approximately 75% sensitivity and 71% specificity for radiological and clinical outcomes when a threshold of 3.3 was used.
    CONCLUSIONS: QEEG techniques may be considered an efficient bedside monitoring method for assessing treatment efficacy, identifying patients at higher risk of severe CED and END, and predicting long-term functional outcomes.
    CONCLUSIONS: QEEG can help identify patients at risk of severe neurological complications that can impact long-term functional recovery in AIS patients who underwent MT.
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  • 文章类型: Journal Article
    研究了大鼠大脑中不匹配负性表现出的对新颖性的反应。在分离麻醉期间,使用硬膜外32电极阵列从体感皮层记录不匹配的负波。实验动物:野生型Wistar大鼠7只,转基因大鼠3只。在大剂量麻醉期间,在oddball范例中,在许多标准的1,000Hz音调中随机呈现了1,500Hz的音调。使用Naatanen的经典方法和次平均值的互相关方法计算“偏差减去标准_before_deviant”差波。两种方法都给出了一致的结果:N40的早期阶段性成分和后来的N100至200(错配负电性本身)强直成分。评估了伽马和δ节律功率以及下降状态(抑制活动期)的频率。在所有的老鼠中,强直成分的振幅随镇静深度的增加而增加。同时,伽玛功率的减少,同时增加delta功率和下降状态的频率。较早的相位额中央分量与偏差检测有关,而后来的补品在听觉皮层上反映了定向反应。在麻醉下,这种缓慢不匹配的负波很可能反映了系统对任何影响的响应趋势,K-复合体和下行状态,或者自发地产生它们。
    The reactions to novelty manifesting in mismatch negativity in the rat brain were studied. During dissociative anesthesia, mismatch negativity-like waves were recorded from the somatosensory cortex using an epidural 32-electrode array. Experimental animals: 7 wild-type Wistar rats and 3 transgenic rats. During high-dose anesthesia, deviant 1,500 Hz tones were presented randomly among many standard 1,000 Hz tones in the oddball paradigm. \"Deviant minus standard_before_deviant\" difference waves were calculated using both the classical method of Naatanen and method of cross-correlation of sub-averages. Both methods gave consistent results: an early phasic component of the N40 and later N100 to 200 (mismatch negativity itself) tonic component. The gamma and delta rhythms power and the frequency of down-states (suppressed activity periods) were assessed. In all rats, the amplitude of tonic component grew with increasing sedation depth. At the same time, a decrease in gamma power with a simultaneous increase in delta power and the frequency of down-states. The earlier phasic frontocentral component is associated with deviance detection, while the later tonic one over the auditory cortex reflects the orienting reaction. Under anesthesia, this slow mismatch negativity-like wave most likely reflects the tendency of the system to respond to any influences with delta waves, K-complexes and down-states, or produce them spontaneously.
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  • 文章类型: Journal Article
    发作间癫痫样放电是指癫痫发作之间的异常脑电信号,并以间歇性发作间尖峰(ISs)为特征,尖锐的波浪,和/或异常的节奏。通过脑电图(EEG)检查识别这些癫痫样活动极大地有助于癫痫的诊断和癫痫发作区的定位。ISs是癫痫动物模型中公认的发作间癫痫样放电的主要形式。IS波形的渐进变化,是费率,在各种动物模型中,和/或相关的快速纹波振荡已被证明先于自发性复发性癫痫发作(SRS)的发展。已经证明了癫痫点燃模型中的IS表达,但在扩展点燃动物的SRS发育过程中IS的变化仍有待详细说明。因此,我们使用点燃诱导的SRS的小鼠模型解决了这个问题。成年C57黑色小鼠每天接受两次海马刺激,直到SRS发生,在50、80和≥100次刺激后以及观察SRS后进行24小时脑电图监测。在受刺激的海马中,自发IS率的增加,但不在IS波形或与IS相关的快速波动中,随着海马三角洲和θ节律频率的降低,在SRS发作前观察到。在未受刺激的海马中进一步观察到IS率的相当增加,梨状皮质,和内嗅皮层,但不在未受刺激的顶叶皮层和背侧丘脑。这些数据提供了原始证据,表明海马IS率增加,在啮齿动物点燃模型中,海马δ和θ节律的减少与SRS的发展密切相关。
    Interictal epileptiform discharges refer to aberrant brain electrographic signals between seizures and feature intermittent interictal spikes (ISs), sharp waves, and/or abnormal rhythms. Recognition of these epileptiform activities by electroencephalographic (EEG) examinations greatly aids epilepsy diagnosis and localization of the seizure onset zone. ISs are a major form of interictal epileptiform discharges recognized in animal models of epilepsy. Progressive changes in IS waveforms, IS rates, and/or associated fast ripple oscillations have been shown to precede the development of spontaneous recurrent seizures (SRS) in various animal models. IS expressions in the kindling model of epilepsy have been demonstrated but IS changes during the course of SRS development in extended kindled animals remain to be detailed. We hence addressed this issue using a mouse model of kindling-induced SRS. Adult C57 black mice received twice daily hippocampal stimulations until SRS occurrence, with 24-h EEG monitoring performed following 50, 80, and ≥ 100 stimulations and after observation of SRS. In the stimulated hippocampus, increases in spontaneous ISs rates, but not in IS waveforms nor IS-associated fast ripples, along with decreased frequencies of hippocampal delta and theta rhythms, were observed before SRS onset. Comparable increases in IS rates were further observed in the unstimulated hippocampus, piriform cortex, and entorhinal cortex, but not in the unstimulated parietal cortex and dorsomedial thalamus. These data provide original evidence suggesting that increases in hippocampal IS rates, together with reductions in hippocampal delta and theta rhythms are closely associated with development of SRS in a rodent kindling model.
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  • 文章类型: Journal Article
    背景:基于神经影像学的生物标志物在中风中的应用丰富了我们对中风后恢复机制的理解,包括基于各个皮质区域的同步振荡活动的功能连通性改变。相位-振幅耦合,一种交叉频率耦合,可以提供额外的机械洞察力。
    目的:确定前额叶皮质δ(1-3Hz)振荡活动的相位如何介导个体中风后早期运动皮质β(13-20Hz)振荡的幅度。
    方法:住院康复机构的参与者在入院和出院前后完成了静息和基于任务的脑电图记录和运动评估,以及结构神经成像。未受损的对照组在一次访问中完成了EEG程序。使用混合效应线性模型来评估δ-β前额运动耦合的组内和组间差异。还确定了耦合与运动状态和损伤之间的关联。
    结果:30名中风患者和17名未受损对照者参加。对于所有参与者,在任务和休息条件下的耦合更大。尽管住院期间患肢任务表现的耦合下降,与对照组相比,耦合在放电时仍然升高。更大的基线耦合与入院和出院时更好的运动状态相关,并且与运动恢复呈正相关。耦合显示出与损伤的正相关和负相关,涉及损伤体积的测量和前丘脑辐射的重叠损伤。分别。
    结论:这项工作强调了前马达交叉频率耦合作为中风中潜在的运动状态和恢复生物标志物的实用性。这项工作中的频率和区域特异性神经回路也可能有助于中风的新型治疗策略。
    BACKGROUND: The application of neuroimaging-based biomarkers in stroke has enriched our understanding of post-stroke recovery mechanisms, including alterations in functional connectivity based on synchronous oscillatory activity across various cortical regions. Phase-amplitude coupling, a type of cross-frequency coupling, may provide additional mechanistic insight.
    OBJECTIVE: To determine how the phase of prefrontal cortex delta (1-3 Hz) oscillatory activity mediates the amplitude of motor cortex beta (13-20 Hz) oscillations in individual\'s early post-stroke.
    METHODS: Participants admitted to an inpatient rehabilitation facility completed resting and task-based EEG recordings and motor assessments around the time of admission and discharge along with structural neuroimaging. Unimpaired controls completed EEG procedures during a single visit. Mixed-effects linear models were performed to assess within- and between-group differences in delta-beta prefrontomotor coupling. Associations between coupling and motor status and injury were also determined.
    RESULTS: Thirty individuals with stroke and 17 unimpaired controls participated. Coupling was greater during task versus rest conditions for all participants. Though coupling during affected extremity task performance decreased during hospitalization, coupling remained elevated at discharge compared to controls. Greater baseline coupling was associated with better motor status at admission and discharge and positively related to motor recovery. Coupling demonstrated both positive and negative associations with injury involving measures of lesion volume and overlap injury to anterior thalamic radiation, respectively.
    CONCLUSIONS: This work highlights the utility of prefrontomotor cross-frequency coupling as a potential motor status and recovery biomarker in stroke. The frequency- and region-specific neurocircuitry featured in this work may also facilitate novel treatment strategies in stroke.
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  • 文章类型: Journal Article
    背景:在青春期前,睡眠脑电图经历了大量的定性和定量修改。尽管有这些与年龄相关的特点,尚未详尽描述青春期前觉醒-睡眠转变的特定EEG模式。
    方法:本研究的目的是表征一组23个青春期前(9-14岁)的睡眠发作(SO)过程的区域和时间电生理特征,并比较青春期前的慢波活动和δ/β比率的地形模式与年轻人的脑电图模式。
    结果:结果显示,在青春期前,成年人已知的动态相同,但是由于δ和β活性的特殊性,可能与发育性大脑修饰有关:在具有中央最大值的SO期间,δ功率显示出广泛的增加,β活性的较低bin显示出SO后的功率增加。与成年人相比,在SO期间,青春期仅在乐队最慢的垃圾箱中表现出较高的delta功率:在前额叶的SO缓慢delta活动较高之前,青春期前的额叶和枕骨区域,and,SO后,年轻组的枕骨区缓慢三角洲活动较高。在青春期前,觉醒-睡眠过渡前后,后部区域的delta/beta比率更高,在SO之后,青春期前在额叶区域也显示出较低的δ/β比,与成年人相比。
    结论:结果表明,发展中地区的稳态驱动普遍较高,与塑料相关的成熟修饰一致,生理上发生在青春期前。
    BACKGROUND: During preadolescence the sleep electroencephalography undergoes massive qualitative and quantitative modifications. Despite these relevant age-related peculiarities, the specific EEG pattern of the wake-sleep transition in preadolescence has not been exhaustively described.
    METHODS: The aim of the present study is to characterize regional and temporal electrophysiological features of the sleep onset (SO) process in a group of 23 preadolescents (9-14 years) and to compare the topographical pattern of slow wave activity and delta/beta ratio of preadolescents with the EEG pattern of young adults.
    RESULTS: Results showed in preadolescence the same dynamics known for adults, but with peculiarities in the delta and beta activity, likely associated with developmental cerebral modifications: the delta power showed a widespread increase during the SO with central maxima, and the lower bins of the beta activity showed a power increase after SO. Compared to adults, preadolescents during the SO exhibited higher delta power only in the slowest bins of the band: before SO slow delta activity was higher in prefrontal, frontal and occipital areas in preadolescents, and, after SO the younger group had higher slow delta activity in occipital areas. In preadolescents delta/beta ratio was higher in more posterior areas both before and after the wake-sleep transition and, after SO, preadolescents showed also a lower delta/beta ratio in frontal areas, compared to adults.
    CONCLUSIONS: Results point to a general higher homeostatic drive for the developing areas, consistently with plastic-related maturational modifications, that physiologically occur during preadolescence.
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  • 文章类型: Journal Article
    在早期发展中,主动睡眠是在被安静睡眠取代之前的主要睡眠状态。在老鼠身上,安静睡眠的发育增加伴随着出生后第12天(P12)左右皮质三角洲节律的突然出现(0.5-4Hz)。我们试图通过评估面旁区(PZ)活动的发育变化来解释皮质三角洲的出现,一种被认为调节成人安静睡眠的髓质结构。我们记录了P10和P12大鼠的PZ,并预测了在富含δ的皮质活动增加期间与年龄相关的神经活动增加。相反,在安静的睡眠中,我们发现了依赖睡眠的有节奏的尖峰活动,其中总的沉默阶段的中间阶段被锁定为局部的δ节奏。此外,PZ与皮质δ在P12处相干,但在P10处不相干。PZ三角洲也被锁相呼吸,提示腹侧延髓呼吸起搏器对PZ活动的睡眠依赖性调节。将主要嗅球与皮质断开连接并没有减少皮质三角洲,表明在这个年龄段呼吸对三角洲的影响不是通过鼻呼吸间接介导的。最后,我们观察到PZ中表达小清蛋白的末端在这些年龄增加,支持局部GABA能抑制在PZ的节律性中的作用。当皮质三角洲也出现时,在延髓中发现了三角洲节律性神经活动,这为脑干在调节睡眠和促进早期发育中的远程功能连接的作用提供了新的视角。
    In early development, active sleep is the predominant sleep state before it is supplanted by quiet sleep. In rats, the developmental increase in quiet sleep is accompanied by the sudden emergence of the cortical delta rhythm (0.5-4 Hz) around postnatal day 12 (P12). We sought to explain the emergence of the cortical delta by assessing developmental changes in the activity of the parafacial zone (PZ), a medullary structure thought to regulate quiet sleep in adults. We recorded from the PZ in P10 and P12 rats and predicted an age-related increase in neural activity during increasing periods of delta-rich cortical activity. Instead, during quiet sleep, we discovered sleep-dependent rhythmic spiking activity-with intervening periods of total silence-phase locked to a local delta rhythm. Moreover, PZ and cortical delta were coherent at P12 but not at P10. PZ delta was also phase locked to respiration, suggesting sleep-dependent modulation of PZ activity by respiratory pacemakers in the ventral medulla. Disconnecting the main olfactory bulbs from the cortex did not diminish cortical delta, indicating that the influence of respiration on delta at this age is not mediated indirectly through nasal breathing. Finally, we observed an increase in parvalbumin-expressing terminals in the PZ across these ages, supporting a role for local GABAergic inhibition in the PZ\'s rhythmicity. The unexpected discovery of delta-rhythmic neural activity in the medulla-when cortical delta is also emerging-provides a new perspective on the brainstem\'s role in regulating sleep and promoting long-range functional connectivity in early development.
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  • 文章类型: Journal Article
    神经血管耦合(NVC)为大脑功能的复杂活动提供了重要的见解,并可能有助于早期诊断脑部疾病。新出现的证据表明,可以通过脑电图(EEG)和功能近红外光谱(fNIRS)之间的耦合来评估NVC。然而,这一努力提出了重大挑战,由于缺乏标准化的方法和可靠的技术耦合分析这两种模式。在这项研究中,我们介绍了一种新的方法,即,协作多输出变分高斯过程收敛交叉映射(CMVGP-CCM)方法来推进EEG和fNIRS的耦合分析。为了验证CMVGP-CCM方法的鲁棒性和可靠性,我们使用具有不同噪声水平的混沌时间序列模型进行了广泛的实验,序列长度,和因果驱动优势。此外,我们采用CMVGP-CCM方法探索了使用工作记忆(WM)任务从26名健康参与者收集的EEG和fNIRS信号之间的NVC.结果揭示了脑电信号的显著因果效应,尤其是三角洲,theta,和阿尔法频带,在WM期间的fNIRS信号上。这种影响尤其在额叶观察到,随着认知需求的增加,其强度表现出下降。这项研究阐明了脑电活动和脑血流量之间的复杂联系,提供对WM潜在NVC机制的新见解。
    Neurovascular coupling (NVC) provides important insights into the intricate activity of brain functioning and may aid in the early diagnosis of brain diseases. Emerging evidences have shown that NVC could be assessed by the coupling between electroencephalography (EEG) and functional near-infrared spectroscopy (fNIRS). However, this endeavor presents significant challenges due to the absence of standardized methodologies and reliable techniques for coupling analysis of these two modalities. In this study, we introduced a novel method, i.e., the collaborative multi-output variational Gaussian process convergent cross-mapping (CMVGP-CCM) approach to advance coupling analysis of EEG and fNIRS. To validate the robustness and reliability of the CMVGP-CCM method, we conducted extensive experiments using chaotic time series models with varying noise levels, sequence lengths, and causal driving strengths. In addition, we employed the CMVGP-CCM method to explore the NVC between EEG and fNIRS signals collected from 26 healthy participants using a working memory (WM) task. Results revealed a significant causal effect of EEG signals, particularly the delta, theta, and alpha frequency bands, on the fNIRS signals during WM. This influence was notably observed in the frontal lobe, and its strength exhibited a decline as cognitive demands increased. This study illuminates the complex connections between brain electrical activity and cerebral blood flow, offering new insights into the underlying NVC mechanisms of WM.
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