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安静睡眠期间婴儿脑电图频谱相干数据:无限制主成分分析——各因素与胎龄、医疗风险和神经行为状态的关系

Infant EEG spectral coherence data during quiet sleep: unrestricted principal components analysis--relation of factors to gestational age, medical risk, and neurobehavioral status.

作者信息

Duffy Frank H, Als Heidelise, McAnulty Gloria B

机构信息

Boston Chidren's Hospital, Developmental Neurophysiology Laboratory, Department of Neurology, Harvard Medical School, 300 Longwood Avenue, Boston, MA 02115, USA.

出版信息

Clin Electroencephalogr. 2003 Apr;34(2):54-69. doi: 10.1177/155005940303400204.

Abstract

EEG spectral coherence data in quiet sleep of 312 infants were evaluated, at 42 weeks post-menstrual age. All were medically healthy and living at home by time of evaluation. The sample consisted of prematurely bom infants with a wide spectrum of underlying risk factors, as well as healthy full-term infants. Initial 3040 coherence variables were reduced by principal components analysis in an unrestricted manner, which avoided the folding of spectral and spatial information into among-subject variance. One hundred fifty factors explained 90% of the total variance; 40 Varimax rotated factors explained 65% of the variance yielding a 50:1 data reduction. Factor loading patterns ranged from multiple spectral bands for a single electrode pair to multiple electrode pairs for a single spectral band and all intermediate possibilities. Simple left-right and anterior-posterior pairings were not observed within the factor loadings. By multiple regression analysis, the 40 factors significantly predicted gestational age at birth. By canonical correlation, significant relationships were demonstrated between the coherence factors and medical risk factors as well as neurobehavioral factors. Using discriminant analysis, the coherence factors successfully discriminated between infants with high and low medical risk status and between those with the best and worst neurobehavioral status. The two factors accounting for the most variance, and chosen across several analyses, indicated increased left central-temporal coherence from 6-24 Hz, and increased frontal-occipital coherence at 10 Hz, for the infants born closest to term with lowest medical risk factors and best neurobehavioral performance.

摘要

对312名婴儿在孕龄42周时安静睡眠状态下的脑电图频谱相干数据进行了评估。所有婴儿在评估时身体健康且居家生活。样本包括具有广泛潜在风险因素的早产婴儿以及健康的足月儿。最初的30 - 40个相干变量通过主成分分析以无限制的方式进行了缩减,这避免了频谱和空间信息折叠到个体间差异中。150个因子解释了总方差的90%;40个经方差最大化旋转的因子解释了65%的方差,实现了50:1的数据缩减。因子载荷模式范围从单个电极对的多个频谱带,到单个频谱带的多个电极对以及所有中间可能性。在因子载荷中未观察到简单的左右和前后配对。通过多元回归分析,这40个因子显著预测了出生时的胎龄。通过典型相关分析,证明了相干因子与医学风险因素以及神经行为因素之间存在显著关系。使用判别分析,相干因子成功区分了高医学风险状态和低医学风险状态的婴儿,以及神经行为状态最佳和最差的婴儿。在多项分析中选择的解释方差最大的两个因子表明,对于出生时胎龄最接近足月、医学风险因素最低且神经行为表现最佳的婴儿,其左中央 - 颞部6 - 24赫兹的相干性增加,以及10赫兹时额枕部相干性增加。

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