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Alpha-to-Gamma Phase-Amplitude Coupling Methods and Application to Autism Spectrum Disorder

机译:Alpha-Gamma相幅耦合方法及其在自闭症谱系障碍中的应用

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摘要

Adult studies have shown that a basic property of resting-state (RS) brain activity is the coupling of posterior alpha oscillations (alpha phase) to posterior gamma oscillations (gamma amplitude). The present study examined whether this basic RS process is present in children. Given reports of abnormal parietal–occipital RS alpha in children with autism spectrum disorder (ASD), the present study examined whether RS alpha-to-gamma phase-amplitude coupling (PAC) is disrupted in ASD. Simulations presented in this study showed limitations with traditional PAC analyses. In particular, to avoid false-positive PAC findings, simulations showed the need to use a unilateral passband to filter the upper frequency band as well as the need for longer epochs of data. For the human study, eyes-closed RS magnetoencephalography data were analyzed from 25 children with ASD and 18 typically developing (TD) children with at least 60 sec of artifact-free data. Source modeling provided continuous time course data at a midline parietal–occipital source for PAC analyses. Greater alpha-to-gamma PAC was observed in ASD than TD (p<0.005). Although children with ASD had higher PAC values, in both groups gamma activity increased at the peak of the alpha oscillation. In addition, an association between alpha power and alpha-to-gamma PAC was observed in both groups, although this relationship was stronger in ASD than TD (p<0.05). Present results demonstrated that although alpha-to-gamma PAC is present in children, this basic RS process is abnormal in children with ASD. Finally, simulations and the human data highlighted the need to consider the interplay between alpha power, epoch length, and choice of signal processing methods on PAC estimates.
机译:成人研究表明,静止状态(RS)脑部活动的基本属性是后α振动(α相)与后γ振动(γ振幅)的耦合。本研究检查了儿童中是否存在这种基本的RS过程。鉴于自闭症谱系障碍(ASD)儿童的顶叶-枕叶RS alpha异常的报道,本研究检查了ASD中RSalpha-γ相幅耦合(PAC)是否被破坏。这项研究中提出的模拟显示了传统PAC分析的局限性。特别是,为了避免PAC出现假阳性结果,仿真显示需要使用单边通带来过滤较高频段,并且需要更长的数据周期。对于人类研究,分析了25名ASD儿童和18名典型发育(TD)儿童的闭眼RS脑磁图数据,这些儿童至少有60 sec的无伪像数据。源模型在中线顶枕骨源处提供了连续的时程数据,用于PAC分析。在ASD中观察到的α-γPAC大于TD(p <0.005)。尽管患有ASD的儿童的PAC值较高,但两组中的γ活性均在α振荡高峰时增加。此外,尽管在ASD中这种关系比TD更强,但在两组中都观察到了α功率和α-γ-PAC之间的关联(p <0.05)。目前的结果表明,尽管儿童中存在α-γ-PAC,但这种基本的RS过程在ASD儿童中是异常的。最后,模拟和人类数据强调了需要考虑α功率,历元长度以及PAC估计值上信号处理方法的选择之间的相互作用。

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