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Development of a novel robust measure for interhemispheric synchrony in the neonatal EEG: activation synchrony index (ASI).

机译:新生儿脑电图中半球间同步性的新的鲁棒测量方法的开发:激活同步性指数(ASI)。

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The degree of interhemispheric synchrony in the neonatal EEG assessment refers to the co-occurrence of activity bouts during quiet sleep or burst suppression, and it has been widely considered as a key component in assessing background activity. However, no objective measures have been published for measuring it, and all conventionally used visual criteria suffer from significant ambiguities. Our present study aimed to develop such a quantitative measure of (a)synchrony, called activation synchrony index (ASI). We developed the ASI paradigm based on the testing of statistical independence between two quantized amplitude envelopes of wideband-filtered signals where higher frequencies had been pre-emphasized. The core parameter settings of ASI paradigm were defined using a smaller EEG dataset, and the final ASI paradigm was tested using a visually classified dataset of EEG records from 33 fullterm and 25 preterm babies, which showed varying grades of asynchrony. Our findings show that ASI could distinguish all EEG recordings with normal synchrony from those with modest or severe asynchrony at individual level, and there was a highly significant correlation (p<0.001) between ASI and the visually assessed grade of asynchrony. In addition, we showed that i) ASI is stable in recordings over several hours in duration, such as the typical neonatal brain monitoring, that ii) ASI values are sensitive to sleep stage, and that iii) they correlate with age in the preterm babies. Comparison of ASI to other three potential paradigms demonstrated a significant competitive advantage. Finally, ASI was found to be remarkably resistant to common artefacts as tested by adding significant level of real EEG artefacts from noisy recordings. An objective and reliable measure of (a)synchrony may open novel avenues for using ASI as a putative early functional biomarker in the neonatal brain, as well as for building proper automated classifiers of neonatal EEG background. Notably, the signature of synchrony of this kind, temporal coincidence of activity bouts, is a common feature in biological signals, suggesting that ASI may also hold promise as a useful paradigm for assessing temporal synchrony in other biosignals as well, such as muscle activities or movements.
机译:新生儿脑电图评估中的半球间同步程度是指安静睡眠或猝发抑制期间同时发生活动性发作,并且已被广泛认为是评估背景活动的关键因素。然而,还没有公开测量它的客观方法,并且所有常规使用的视觉标准都存在明显的歧义。我们目前的研究旨在开发一种同步性的定量测量方法,称为激活同步指数(ASI)。我们基于对宽带滤波器信号的两个量化幅度包络之间的统计独立性进行测试的结果,开发了ASI范式,其中已预先强调了较高的频率。 ASI范式的核心参数设置使用较小的EEG数据集定义,最终的ASI范式使用来自33个足月和25个早产儿的EEG记录的直观分类数据集进行测试,这些数据显示了不同等级的异步性。我们的发现表明,ASI可以将所有具有正常同步性的EEG录音与在个体水平上具有中度或严重异步性的录音区分开,并且ASI与通过视觉评估的异步性等级之间具有极显着的相关性(p <0.001)。此外,我们表明:i)ASI在持续几个小时的录音过程中是稳定的,例如典型的新生儿大脑监测; ii)ASI值对睡眠阶段敏感; iii)它们与早产儿的年龄相关。 ASI与其他三个潜在范例的比较显示出显着的竞争优势。最后,通过从嘈杂的录音中添加显着水平的真实EEG伪像进行测试,发现ASI对普通伪像具有明显的抵抗力。客观可靠的(同步)测量可能为使用ASI作为新生儿脑中公认的早期功能性生物标记物以及建立新生儿EEG背景的适当自动分类器开辟新途径。值得注意的是,这种同步性的信号是活动信号的时间重合,这是生物学信号中的一个共同特征,这表明ASI也有望成为评估其他生物信号(例如肌肉活动或动作。

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