Department of Obstetrics and Gynecology, University of Arkansas for Medical Sciences, Little Rock, AR 72205, USA.
Neuroimage. 2010 Jan 1;49(1):282-92. doi: 10.1016/j.neuroimage.2009.08.019. Epub 2009 Aug 15.
Analysis of fetal magnetoencephalographic brain recordings is restricted by low signal to noise ratio (SNR) and non-stationarity of the sources. Beamformer techniques have been applied to improve SNR of fetal evoked responses. However, until now the effect of non-stationarity was not taken into account in detail, because the detection of evoked responses is in most cases determined by averaging a large number of trials. We applied a windowing technique to improve the stationarity of the data by using short time segments recorded during a flash-evoked study. In addition, we implemented a random field theory approach for more stringent control of false-positives in the statistical parametric map of the search volume for the beamformer. The search volume was based on detailed individual fetal/maternal biometrics from ultrasound scans and fetal heart localization. Average power over a sliding window within the averaged evoked response against a randomized average background power was used as the test z-statistic. The significance threshold was set at 10% over all members of a contiguous cluster of voxels. There was at least one significant response for 62% of fetal and 95% of newborn recordings with gestational age (GA) between 28 and 45 weeks from 29 subjects. We found that the latency was either substantially unchanged or decreased with increasing GA for most subjects, with a nominal rate of about -11 ms/week. These findings support the anticipated neurophysiological development, provide validation for the beamformer model search as a methodology, and may lead to a clinical test for fetal cognitive development.
胎儿脑磁图记录的分析受到信噪比(SNR)低和源非平稳性的限制。波束形成技术已被应用于提高胎儿诱发反应的 SNR。然而,到目前为止,非平稳性的影响还没有被详细考虑,因为诱发反应的检测在大多数情况下是通过对大量试验进行平均来确定的。我们应用了一种窗口技术,通过在闪烁诱发研究中记录的短时间片段来提高数据的平稳性。此外,我们还实现了随机域理论方法,以更严格地控制波束形成器搜索体积的统计参数映射中的假阳性。搜索体积基于来自超声扫描和胎儿心脏定位的详细个体胎儿/母体生物测量。在平均诱发反应内的滑动窗口上的平均功率与随机平均背景功率相对比作为测试 z 统计量。在所有连续体素簇成员中,将显著性阈值设置为 10%。在 29 名受试者中,从妊娠 28 周到 45 周的 GA 为 62%的胎儿和 95%的新生儿记录中,至少有一个有显著反应。我们发现,对于大多数受试者来说,潜伏期要么基本不变,要么随着 GA 的增加而减少,名义速率约为-11 ms/周。这些发现支持预期的神经生理发育,为波束形成器模型搜索作为一种方法提供了验证,并可能导致对胎儿认知发育的临床测试。