首页> 外文会议>Annual International Conference of the IEEE Engineering in Medicine and Biology Society >Automatically Identified Micro-scale Sharp-wave Transients in the Early-Latent Phase of Hypoxic-Ischemic EEG from Preterm Fetal Sheep Reveal Timing Relationship to Subcortical Neuronal Survival
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Automatically Identified Micro-scale Sharp-wave Transients in the Early-Latent Phase of Hypoxic-Ischemic EEG from Preterm Fetal Sheep Reveal Timing Relationship to Subcortical Neuronal Survival

机译:早产胎绵羊缺氧缺血性脑电图的早期潜伏期中的自动识别的微尺度尖波瞬变揭示了与皮层下神经元存活的时间关系

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Perinatal Hypoxic-Ischemia Encephalopathy (HIE) in newborn infants, due to birth-related circumstances such as oxygen deprivation in brain cells, is caused by the disruption in blood flow through the umbilical cord. Subcortical neuronal loss due to the HIE can lead to cerebral palsy and other chronic neurological conditions. Pre-clinical EEG studies using in utero sheep have demonstrated that particular micro-scale HI transients emerge along a suppressed EEG background during a latent phase of 3-6 hours, after a severe HI insult. Whilst the nature of these micro-scale transients is not well understood, it has been hypothesized that such transients may be signatures of the evolving hypoxic-ischemic brain injury, possessing the potential to be served as the diagnosis biomarkers for the injury. Cerebral hypothermia is optimally neuroprotective only if administered within the first 2-3 hours post HI insult. Using data from a cohort of in utero preterm fetal sheep (n=5, at 0.7 of gestational age), this paper indicates how the number of automatically quantified micro-scale sharp wave transients from asphyxiated preterm fetal sheep, statistically correlate to the amount of NeuN-positive neurons measured in caudate nucleus of striatum. Different temporal window sizes of 2hrs, 1hr, ½hr and 10mins within the early phase of the latent phase are examined using our developed Wavelet Type-2 Fuzzy classifier for sharp detection. Analyses were narrowed down to 10min intervals to assess where exactly in time the occurrence of the HI micro-scale sharp waves demonstrate a significant correlation. Signal processing wise, results from the sub-windows indicate a timing trend that highlights a positive correlation, between the number of automatic quantifications and the amount of surviving neurons in the preterm brain, permitting the possibility of a point of care (POC) intervention to stop the spread of injury before it becomes irreversible.
机译:新生婴儿围产期缺氧缺血性脑病(HIE),是由于与出生相关的情况,例如脑细胞中的氧气缺乏,是由脐带血流中断引起的。 HIE引起的皮层下神经元丢失可导致脑瘫和其他慢性神经系统疾病。在子宫羊中进行的临床前脑电图研究表明,在严重的HI损伤后的3-6小时的潜伏期中,特定的微型HI瞬变沿抑制的EEG背景出现。尽管这些微观瞬态的本质尚未得到很好的理解,但已经假设这种瞬态可能是发展的缺氧缺血性脑损伤的特征,具有作为损伤的诊断生物标志物的潜力。仅在HI损伤后的2-3小时内给予脑低温治疗才具有最佳的神经保护作用。利用来自宫内早产羊群的数据(胎龄为0.7,n = 5),本文表明窒息早产羊的自动量化的微尺度锐波瞬变数与统计学上的相关。在纹状体尾状核中测量的NeuN阳性神经元。使用我们开发的小波2型模糊分类器对潜伏期的早期阶段中的2小时,1小时,1/2小时和10分钟的不同时间窗口大小进行了清晰的检测。将分析范围缩小到10分钟,以评估HI微米级尖锐波的发生在确切的时间显示出显着的相关性。从子窗口的角度来看,信号处理是明智的,它显示了定时趋势,该趋势突出了自动定量的数量和早产儿大脑中存活的神经元数量之间的正相关关系,从而允许进行即时护理(POC)干预在伤害变得不可逆转之前停止伤害的蔓延。

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