multiscale entropy

  • 文章类型: Journal Article
    背景:前额叶皮质(PFC)氧合的血流动力学受多个时间尺度上的许多过程的调节,在其产出波动中产生复杂的模式。年龄可能会改变PFC氧合的这种多尺度调节,导致这一重要调节过程的生理复杂性降低。我们旨在描述年龄对这种复杂性的影响及其与高管n-back任务绩效的关系。
    方法:24名年龄较小(28±3岁)和27名年龄较大(78±6岁)的成年人完成了这项研究。使用功能近红外光谱(fNIRS)记录PFC的连续氧合(HbO2)和脱氧(HHb)信号,同时参与者站立并观看空白屏幕(空白),当出现X(IdX)或在屏幕(2-back)上显示的序列中从“2-back”重复字母时,单击鼠标。我们使用多尺度熵来量化fNIRS信号的HbO2和HHb复杂度。
    结果:与年轻人相比,老年人表现出更低的HbO2和HHb复杂性,不管任务(p=0.0005~0.002)。两组在IdX和2-back期间的复杂性均高于空白任务(p=0.02〜0.04)。在所有参与者中,空白任务中HbO2和/或HHb复杂度较大的人表现出更快的IdX和2-back反应时间(β=-0.56〜-0.6,p=0.009〜0.02)。那些表现出从IdX到2-back任务的HbO2和/或HHb复杂性增加更大的人,从IdX到2-back任务的反应时间增加百分比较低(β=-0.41〜-0.37,p=0.005〜0.01)。
    结论:fNIRS测量的PFC氧合波动的复杂性可能捕获了衰老对基于执行功能的任务表现所涉及的前额叶血流动力学调节的影响。
    BACKGROUND: The hemodynamics of prefrontal cortex (PFC) oxygenation are regulated by numerous processes operating over multiple temporal scales, producing complex patterns in its output fluctuations. Age may alter this multiscale regulation of PFC oxygenation, leading to diminished physiologic complexity of this important regulatory process. We aimed to characterize the effects of age on such complexity and its relationship to performance of an executive n-back task.
    METHODS: Twenty-four younger (aged 28±3 years) and 27 older (aged 78±6 years) adults completed this study. Continuous oxygenation (HbO2) and deoxygenation (HHb) signals of PFC were recorded using functional near-infrared-spectroscopy (fNIRS) while participants stood and watched a blank screen (blank), clicked a mouse when an X appeared (IdX) or when a letter was repeated from \"2-back\" in a sequence shown on a screen (2-back). We used multiscale entropy to quantify the HbO2 and HHb complexity of fNIRS signals.
    RESULTS: Older adults exhibited lower HbO2 and HHb complexity compared to younger adults, regardless of task (p=0.0005~0.002). Both groups exhibited greater complexity during the IdX and 2-back than blank task (p=0.02~0.04). Across all participants, those with greater HbO2 and/or HHb complexity during the blank task exhibited faster IdX and 2-back reaction time (β=-0.56~-0.6, p=0.009~0.02). Those demonstrating greater increase of HbO2 and/or HHb complexity from IdX to 2-back task had lower percent increase in reaction time from IdX to 2-back task (β=-0.41~-0.37, p=0.005~0.01).
    CONCLUSIONS: The complexity of fNIRS-measured PFC oxygenation fluctuations may capture the influence of aging on the regulation of prefrontal hemodynamics involved in executive-function-based task performance.
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  • 文章类型: Journal Article
    背景:使用非线性方法识别患有精神疾病的患者的异常脑动力学的研究有限。这项研究使用多尺度熵(MSE)分析研究了精神分裂症(SZ)和双相情感障碍(BD)患者基于EEG的脑动力学。
    方法:收集51例SZ患者闭眼静息状态脑电图数据,51例BD患者,和51名健康对照(HCs)。BD患者进一步分为I型(n=23)和II型(n=16),然后与SZ患者进行比较。从双侧额叶评估基于样本熵的MSE,中央,和顶枕区域使用30秒无伪影的EEG数据为每个人。对MSE值与精神症状进行相关性分析。
    结果:对于SZ患者,在较高的尺度因子下观察到较高的MSE值(即,41-70)在所有地区与HCs和BD患者相比。此外,左额叶和顶枕区MSE值与PANSS评分呈正相关.对于BD患者,在中等尺度因子上观察到较高的MSE值(即,13-40)在双侧额叶和中央区与HC相比。与BDII型患者相比,BDI型患者在所有区域的较高尺度因子下表现出较高的MSE值。在I型BD中,所有左侧区域MSE与YMRS评分呈正相关。
    结论:精神疾病患者表现出群体依赖性MSE特征。这些结果表明MSE特征可能是反映病理生理特征的有用生物标志物。
    BACKGROUND: Studies that use nonlinear methods to identify abnormal brain dynamics in patients with psychiatric disorders are limited. This study investigated brain dynamics based on EEG using multiscale entropy (MSE) analysis in patients with schizophrenia (SZ) and bipolar disorder (BD).
    METHODS: The eyes-closed resting-state EEG data were collected from 51 patients with SZ, 51 patients with BD, and 51 healthy controls (HCs). Patients with BD were further categorized into type I (n = 23) and type II (n = 16), and then compared with patients with SZ. A sample entropy-based MSE was evaluated from the bilateral frontal, central, and parieto-occipital regions using 30-s artifact-free EEG data for each individual. Correlation analyses of MSE values and psychiatric symptoms were performed.
    RESULTS: For patients with SZ, higher MSE values were observed at higher-scale factors (i.e., 41-70) across all regions compared with both HCs and patients with BD. Furthermore, there were positive correlations between the MSE values in the left frontal and parieto-occipital regions and PANSS scores. For patients with BD, higher MSE values were observed at middle-scale factors (i.e., 13-40) in the bilateral frontal and central regions compared with HCs. Patients with BD type I exhibited higher MSE values at higher-scale factors across all regions compared with those with BD type II. In BD type I, positive correlations were found between MSE values in all left regions and YMRS scores.
    CONCLUSIONS: Patients with psychiatric disorders exhibited group-dependent MSE characteristics. These results suggest that MSE features may be useful biomarkers that reflect pathophysiological characteristics.
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  • 文章类型: Journal Article
    信号复杂度(即熵)描述了系统内的顺序级别。低生理信号复杂性预测各种疾病的不利结果,并被认为反映了心/脑血管系统的刚性增加,导致(或反映)自动调节失败。动脉瘤性蛛网膜下腔出血(aSAH)随后是一系列复杂的全身和大脑后遗症。在aSAH中,熵的值尚未确定。
    来自2个前瞻性队列的aSAH患者(苏黎世衍生队列,包括亚琛验证队列)。多尺度熵(MSE)估计动脉血压,颅内压,心率,以及它们的衍生物,并与二分法(1-4vs.5-8)或12个月时使用单变量和多变量(校正年龄,世界神经外科医师联合会年级,改良费舍尔(mFisher)等级,迟发性脑梗死),和序数方法(比例赔率逻辑回归/滑动二分法)。多变量逻辑回归模型在内部使用自举进行验证,在外部通过评估校准和辨别进行验证。
    分析了总共330例(推导:241例,验证:89例)aSAH患者。与协变量和分析方法无关,MSE降低与不良结局的可能性更高相关。多变量调整后的逻辑回归模型进行了很好的校准,并且在验证队列中进行评估时,仅显示区分度略有下降。序数分析显示其效果是线性的。当根据初始严重程度调整结果定义时,MSE仍然有效。
    MSE度量以及生理信号的复杂性是独立的,12个月结果的内部和外部有效预测因子。将高频生理数据作为临床结果预测的一部分,可以实现精确,个性化结果预测。这项研究的结果值得进一步研究所产生的复杂性的原因及其与重要的和潜在的可预防的并发症,包括血管痉挛和迟发性脑缺血。
    Signal complexity (i.e. entropy) describes the level of order within a system. Low physiological signal complexity predicts unfavorable outcome in a variety of diseases and is assumed to reflect increased rigidity of the cardio/cerebrovascular system leading to (or reflecting) autoregulation failure. Aneurysmal subarachnoid hemorrhage (aSAH) is followed by a cascade of complex systemic and cerebral sequelae. In aSAH, the value of entropy has not been established yet.
    aSAH patients from 2 prospective cohorts (Zurich-derivation cohort, Aachen-validation cohort) were included. Multiscale Entropy (MSE) was estimated for arterial blood pressure, intracranial pressure, heart rate, and their derivatives, and compared to dichotomized (1-4 vs. 5-8) or ordinal outcome (GOSE-extended Glasgow Outcome Scale) at 12 months using uni- and multivariable (adjusted for age, World Federation of Neurological Surgeons grade, modified Fisher (mFisher) grade, delayed cerebral infarction), and ordinal methods (proportional odds logistic regression/sliding dichotomy). The multivariable logistic regression models were validated internally using bootstrapping and externally by assessing the calibration and discrimination.
    A total of 330 (derivation: 241, validation: 89) aSAH patients were analyzed. Decreasing MSE was associated with a higher likelihood of unfavorable outcome independent of covariates and analysis method. The multivariable adjusted logistic regression models were well calibrated and only showed a slight decrease in discrimination when assessed in the validation cohort. The ordinal analysis revealed its effect to be linear. MSE remained valid when adjusting the outcome definition against the initial severity.
    MSE metrics and thereby complexity of physiological signals are independent, internally and externally valid predictors of 12-month outcome. Incorporating high-frequency physiological data as part of clinical outcome prediction may enable precise, individualized outcome prediction. The results of this study warrant further investigation into the cause of the resulting complexity as well as its association to important and potentially preventable complications including vasospasm and delayed cerebral ischemia.
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  • 文章类型: Journal Article
    生理性手震颤是影响气手枪射击目标的关键因素。然而,手震颤对射击表现的影响程度尚不清楚。在这项研究中,我们的目的是探讨手震颤与射击成绩之间的关系,以及探讨肌肉激活与手震颤之间的潜在联系。在这项研究中,来自中国国家队和空中手枪体育中心的17名男性空中手枪射手被分为两组:精英组和亚精英组。每个参与者在实验过程中完成40次射击,射手的手颤抖记录使用三轴数字加速度计贴在他们的右手。右前三角肌表面肌电图记录肌肉激活,后三角肌,肱二头肌(短头),肱三头肌(长头),径向腕屈肌,和桡侧腕骨伸肌。我们的分析显示,射击得分与多个方向的手震颤幅度之间的相关性较弱(中外侧,ML:r2=-0.22,p<0.001;垂直,VT:r2=-0.25,p<0.001),以及在射击得分和手震颤复杂性之间(ML:r2=-0.26,p<0.001;VT:r2=-0.28,p<0.001),在所有参与者中。值得注意的是,在精英组中观察到射击得分与手震颤幅度之间的弱相关性(ML:r2=-0.27,p<0.001;VT:r2=-0.33,p<0.001)和复杂性(ML:r2=-0.31,p<0.001),而在亚精英组中没有。在所有射手中,肱二头肌(短头)RMS与VT和ML方向的手震颤幅度之间存在中等相关性(ML:r2=0.49,p=0.010;VT:r2=0.44,p=0.025),精英射手在ML方向上具有中等相关性(ML:r2=0.49,p=0.034)。我们的结果表明,空气手枪射手的手颤抖与射手的技能有关,肱二头肌(长头)的肌肉激活可能是影响手震颤的一个因素。通过平衡肩关节的激动剂和拮抗剂肌肉,射手可能会减少手的颤抖和提高他们的射击得分。
    Physiologic hand tremors are a critical factor affecting the aim of air pistol shooters. However, the extent of the effect of hand tremors on shooting performance is unclear. In this study, we aim to explore the relationship between hand tremors and shooting performance scores as well as investigate potential links between muscle activation and hand tremors. In this study, 17 male air pistol shooters from China\'s national team and the Air Pistol Sports Center were divided into two groups: the elite group and the sub-elite group. Each participant completed 40 shots during the experiment, with shooters\' hand tremors recorded using three-axis digital accelerometers affixed to their right hands. Muscle activation was recorded using surface electromyography on the right anterior deltoid, posterior deltoid, biceps brachii (short head), triceps brachii (long head), flexor carpi radialis, and extensor carpi radialis. Our analysis revealed weak correlations between shooting scores and hand tremor amplitude in multiple directions (middle-lateral, ML: r2 = -0.22, p < 0.001; vertical, VT: r2 = -0.25, p < 0.001), as well as between shooting scores and hand tremor complexity (ML: r2 = -0.26, p < 0.001; VT: r2 = -0.28, p < 0.001), across all participants. Notably, weak correlations between shooting scores and hand tremor amplitude (ML: r2 = -0.27, p < 0.001; VT: r2 = -0.33, p < 0.001) and complexity (ML: r2 = -0.31, p < 0.001) were observed in the elite group but not in the sub-elite group. Moderate correlation were found between the biceps brachii (short head) RMS and hand tremor amplitude in the VT and ML directions (ML: r2 = 0.49, p = 0.010; VT: r2 = 0.44, p = 0.025) in all shooters, with a moderate correlation in the ML direction in elite shooters (ML: r2 = 0.49, p = 0.034). Our results suggest that hand tremors in air pistol shooters are associated with the skill of the shooters, and muscle activation of the biceps brachii (long head) might be a factor affecting hand tremors. By balancing the agonist and antagonist muscles of the shoulder joint, shooters might potentially reduce hand tremors and improve their shooting scores.
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  • 文章类型: Journal Article
    太极拳已被证明是平衡表现和认知的有效疗法。然而,太极拳训练对老年人站立平衡控制的影响存在不一致。这项研究旨在使用传统和非传统方法来研究太极拳对老年人站立平衡的影响。
    本研究招募了36名太极拳练习者(TC组)和36名没有太极拳练习的老年人(对照组)。使用NintendoWii平衡板记录站立平衡期间的压力中心(COP),超过20s,眼睛闭合,重复三次。小波分析,多尺度熵,复发定量分析,和传统方法用于评估前后(AP)和中外侧(ML)方向的站立平衡控制。
    (1)与对照组相比,TC组在AP方向和摇摆路径长度上发现了更大的摇摆平均速度;(2)与对照组相比,在AP和ML方向上发现了更低的极低频带(0.10-0.39Hz)和更高的中频带(1.56-6.25Hz)。(3)在较低的AP和较低的DET方向上,在较高
    长期的太极拳练习改善了老年人的感觉重新加权(更多地依赖本体感觉系统,减少对前庭系统的依赖)和站立平衡控制的复杂性。此外,更大的摇摆速度可能是TC老年人站立平衡控制的探索性作用,这与更高的复杂性相关,但在对照组中没有如此显著的关系。因此,太极拳练习对老年人站立平衡控制的影响可能归因于感觉重新加权和复杂性的改善,而不是降低摇摆速度或幅度。
    UNASSIGNED: Tai Chi has proved to be an effective therapy for balance performance and cognition. However, non-consistency exists in the results of the effect of Tai Chi training on standing balance control in older adults. This study aimed to use traditional and non-traditional methods to investigate the effect of Tai Chi on standing balance in older adults.
    UNASSIGNED: Thirty-six Tai Chi practitioners (TC group) and thirty-six older adults with no Tai Chi practice (control group) were recruited in this study. A Nintendo Wii Balance Board was used to record the center of pressure (COP) during standing balance over 20 s in the condition of eyes closed with three repetitions. The wavelet analysis, multiscale entropy, recurrence quantification analysis, and traditional methods were used to evaluate the standing balance control in the anterior-posterior (AP) and mediolateral (ML) directions.
    UNASSIGNED: (1) Greater sway mean velocity in the AP direction and sway Path length were found in the TC group compared with the control group; (2) lower Very-low frequency band (0.10-0.39 Hz) and higher Moderate frequency band (1.56-6.25 Hz) in the AP and ML directions were found in the TC group compared with the control group; (3) greater complexity index (CI) and lower determinism (DET) in the AP and ML directions were observed in the TC group compared with control group; (4) greater path length linked with smaller Very-low frequency band in the AP and ML directions and higher Moderate frequency band in the AP direction in both groups; (5) greater path length linked with lower DET and higher CI in the AP direction only in the TC group.
    UNASSIGNED: Long-term Tai Chi practice improved sensory reweighting (more reliance on the proprioception system and less reliance on the vestibular system) and complexity of standing balance control in older adults. In addition, greater sway velocity may be as an exploratory role in standing balance control of TC older adults, which correlated with greater complexity, but no such significant relationship in the control group. Therefore, the effects of Tai Chi practice on standing balance control in older adults may be attributed to the improvement of sensory reweighting and complexity rather than reduced sway velocity or amplitude.
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  • 文章类型: Preprint
    父母在通过共同注意引导婴儿对环境刺激的注意力方面起着重要作用。我们假设父母为共同关注提供更多出价的婴儿在观看社交场景时会表现出更复杂的神经反应。61名8个月大的婴儿在观看联合和平行播放的视频时接受了脑电图(EEG),并参加了父母与婴儿的免费游戏互动。使用多尺度熵分析脑电数据,它量化了时刻神经变异性。免费游戏互动被编码为父母交替凝视,一种将注意力引向环境线索的行为机制。我们发现额叶和中央大脑区域的父母交替凝视与神经熵之间存在显着的正相关。这些结果表明,父母行为与调节社会注意力的婴儿神经机制之间存在关系,父母线索在婴儿期神经网络形成中的重要性。
    Parents play a significant role in directing infant\'s attention to environmental stimuli via joint attention. We hypothesized that infants whose parents provide more bids for joint attention will display a more complex neural response when viewing social scenes. Sixty-one 8-month-old infants underwent electroencephalography (EEG) while viewing videos of joint- and parallel-play and participated in a parent-infant free play interaction. EEG data was analyzed using multiscale entropy, which quantifies moment-to-moment neural variability. Free play interactions were coded for parent alternating gaze, a behavioral mechanism for directing attention to environmental cues. We found a significant positive association between parent alternating gaze and neural entropy in frontal and central brain regions. These results suggest a relationship between parent behavior and infant neural mechanisms that regulate social attention, underlying the importance of parent cues in the formation of neural networks in infancy.
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  • 文章类型: Journal Article
    本研究采用多尺度熵(MSE)分析了407名大学生参与者的5020个双眼眼球运动记录,作为GazeBaseVR数据集的一部分,跨各种虚拟现实(VR)任务,以了解用户交互的复杂性。通过评估眼球运动在聚散度等任务中的垂直和水平分量,顺利的追求,视频观看,阅读,随机扫视,使用启用ET的VR耳机在250Hz下收集,这项研究提供了对凝视模式的可预测性和复杂性的见解。参与者在26个月的时间内被记录了多达6次,提供VR中眼动行为的纵向视角。MSE在这种情况下的应用旨在提供对VR中用户行为的更深入理解,突出显示界面优化和用户体验增强的潜在途径。结果表明,MSE可以通过适应用户的注视行为来创建更直观和身临其境的VR环境。本文讨论了这些发现对未来VR技术发展的影响,强调对直观设计的需求以及MSE为更个性化和舒适的VR体验做出贡献的潜力。
    This study employs Multiscale Entropy (MSE) to analyze 5020 binocular eye movement recordings from 407 college-aged participants, as part of the GazeBaseVR dataset, across various virtual reality (VR) tasks to understand the complexity of user interactions. By evaluating the vertical and horizontal components of eye movements across tasks such as vergence, smooth pursuit, video viewing, reading, and random saccade, collected at 250 Hz using an ET-enabled VR headset, this research provides insights into the predictability and complexity of gaze patterns. Participants were recorded up to six times over a 26-month period, offering a longitudinal perspective on eye movement behavior in VR. MSE\'s application in this context aims to offer a deeper understanding of user behavior in VR, highlighting potential avenues for interface optimization and user experience enhancement. The results suggest that MSE can be a valuable tool in creating more intuitive and immersive VR environments by adapting to users\' gaze behaviors. This paper discusses the implications of these findings for the future of VR technology development, emphasizing the need for intuitive design and the potential for MSE to contribute to more personalized and comfortable VR experiences.
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  • 文章类型: Journal Article
    前额叶皮层(PFC)的血液动力学在多个时间尺度上受到许多潜在的神经生理成分的调节。输出信号的模式,例如功能性近红外光谱波动(即,fNIRS),因此是复杂的。我们展示了首创的证据,证明这种fNIRS复杂性是捕获耐力和氢气(H2)对PFC调节的影响的标志。
    我们的目标是探索不同的运动负荷以及氢气的摄入对PFC的fNIRS复杂性的影响。
    24名健康的年轻人从0开始完成耐力自行车运动(即,基线)在吸入20分钟H2或安慰剂气体后100%的物理负荷(即,控制)在两次单独的访问中。在整个运动过程中连续记录测量PFC血流动力学和心率(HR)的fNIRS。使用多尺度熵量化fNIRS复杂度。
    与基线和运动前摄入H2后相比,在25%至100%的物理负荷条件下(p<0.0005),fNIRS复杂性的增加明显大于对照组(p=0.001~0.01)。在基线,fNIRS复杂度较高的参与者的HR较低(β=-0.35~-0.33,p=0.008~0.02)。在运动过程中,复杂性增加较大的人的HR增加较低(β=-0.30~-0.28,p=0.001~0.002)。
    这些观察结果表明,fNIRS的复杂性将是一个标志,可以捕获PFC对耐力运动的适应能力以及干预对PFC血液动力学的影响。
    UNASSIGNED: Prefrontal cortex (PFC) hemodynamics are regulated by numerous underlying neurophysiological components over multiple temporal scales. The pattern of output signals, such as functional near-infrared spectroscopy fluctuations (i.e., fNIRS), is thus complex. We demonstrate first-of-its-kind evidence that this fNIRS complexity is a marker that captures the influence of endurance capacity and the effects of hydrogen gas (H2) on PFC regulation.
    UNASSIGNED: We aim to explore the effects of different physical loads of exercise as well as the intaking of hydrogen gas on the fNIRS complexity of the PFC.
    UNASSIGNED: Twenty-four healthy young men completed endurance cycling exercise from 0 (i.e., baseline) to 100% of their physical loads after intaking 20 min of either H2 or placebo gas (i.e., control) on each of two separate visits. The fNIRS measuring the PFC hemodynamics and heart rate (HR) was continuously recorded throughout the exercise. The fNIRS complexity was quantified using multiscale entropy.
    UNASSIGNED: The fNIRS complexity was significantly greater in the conditions from 25% to 100% of the physical load (p<0.0005) compared with the baseline and after intaking H2 before exercise; this increase of fNIRS complexity was significantly greater compared with the control (p=0.001∼0.01). At the baseline, participants with a greater fNIRS complexity had a lower HR (β=-0.35∼-0.33, p=0.008∼0.02). Those with a greater increase of complexity had a lower increase of the HR (β=-0.30∼-0.28, p=0.001∼0.002) during exercise.
    UNASSIGNED: These observations suggest that fNIRS complexity would be a marker that captures the adaptive capacity of PFC to endurance exercise and to the effects of interventions on PFC hemodynamics.
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  • 文章类型: Journal Article
    研究表明,多尺度熵,跨时间尺度的脑信号行为,可靠地增加在较低的时间尺度与时间上的任务疲劳。然而,在短期警戒任务中还没有检查多尺度熵(即,≤10分钟)。解决这个差距,我们在10分钟的精神运动警觉测试(PVT)中检查多尺度熵。34名参与者在完成PVT时提供了神经数据。我们将任务的前2分钟与第7分钟和第8分钟进行了比较,以避免最终突增效应。结果表明,与任务早期相比,在较低的时间尺度上,多尺度熵的增加较晚,表明多尺度熵是短暂守夜期间任务时间疲劳发作的有力标志。对快速和慢速表演者的单独分析揭示了不同的熵模式,特别是在视觉皮层上。这里,观察到的大脑行为之间的联系熵和反应时间的缓慢的表演者表明,熵的测定在感觉皮层可能有预测价值的疲劳发作或转变从任务状态到非任务状态。
    Research has shown multiscale entropy, brain signal behavior across time scales, to reliably increase at lower time scales with time-on-task fatigue. However, multiscale entropy has not been examined in short vigilance tasks (i.e., ≤ 10 min). Addressing this gap, we examine multiscale entropy during a 10-minute Psychomotor Vigilance Test (PVT). Thirty-four participants provided neural data while completing the PVT. We compared the first 2 min of the task to the 7th and 8th minutes to avoid end-spurt effects. Results suggested increased multiscale entropy at lower time scales later compared to earlier in the task, suggesting multiscale entropy is a strong marker of time-on-task fatigue onset during short vigils. Separate analyses for Fast and Slow performers reveal differential entropy patterns, particularly over visual cortices. Here, observed brain-behavior linkage between entropy and reaction time for slow performers suggests that entropy assays over sensory cortices might have predictive value for fatigue onset or shifts from on- to off-task states.
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  • 文章类型: Journal Article
    注意缺陷多动障碍(ADHD)的特征是分布式功能性大脑网络中的损伤,例如,额顶叶网络(FPN),默认模式网络(DMN),奖励和动机相关电路(RMN),和显著性网络(SAL)。在目前的研究中,我们评估了患有ADHD行为症状的青少年前期的静息状态fMRI(rsfMRI)的复杂性和功能连通性(FC),病理学相关网络。我们利用来自青少年大脑和认知发育(ABCD)研究的数据。最终的研究样本包括63名表现出ADHD行为特征的儿童和92名年龄匹配的健康对照儿童,性别,和青春期发育状况。对于相关网络中的选定区域,ANCOVA比较了组间的多尺度熵(MSE)和FC。最后,评估MSE和FC之间的相关性差异。我们发现,与匹配的健康对照相比,青春期前的FPN中MSE显着降低,FC增加,表现出ADHD的行为症状。在健康对照的FPN和RMN中,MSE和FC之间出现了显着的部分相关性,但是在证明ADHD行为症状的参与者中却没有这种相关性。ADHD病理学中复杂性和FC的最新发现支持ADHD中抑制控制网络功能改变的假设。
    Attention deficit hyperactivity disorder (ADHD) has been characterized by impairments among distributed functional brain networks, e.g., the frontoparietal network (FPN), default mode network (DMN), reward and motivation-related circuits (RMN), and salience network (SAL). In the current study, we evaluated the complexity and functional connectivity (FC) of resting state fMRI (rsfMRI) in pre-adolescents with the behavioral symptoms of ADHD, for pathology-relevant networks. We leveraged data from the Adolescent Brain and Cognitive Development (ABCD) Study. The final study sample included 63 children demonstrating the behavioral features of ADHD and 92 healthy control children matched on age, sex, and pubertal development status. For selected regions in the relevant networks, ANCOVA compared multiscale entropy (MSE) and FC between the groups. Finally, differences in the association between MSE and FC were evaluated. We found significantly reduced MSE along with increased FC within the FPN of pre-adolescents demonstrating the behavior symptoms of ADHD compared to matched healthy controls. Significant partial correlations between MSE and FC emerged in the FPN and RMN in the healthy controls however the association was absent in the participants demonstrating the behavior symptoms of ADHD. The current findings of complexity and FC in ADHD pathology support hypotheses of altered function of inhibitory control networks in ADHD.
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