Statistical analysis of relative pose of the thalamus in preterm neonates.

Yi Lao, Jie Shi, Yalin Wang, Rafeal Ceschin, Darryl Hwang, M D Nelson, Ashok Panigrahy, Natasha Leporé
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引用次数: 4

Abstract

Preterm neonates are at higher risk of neurocognitive and neurosensory abnormalities. While numerous studies have looked at the effect of prematurity on brain anatomy, none to date have attempted to understand the relative pose of subcortical structures and to assess its potential as a biomarker of abnormal growth. Here, we perform the first relative pose analysis on a point distribution model (PDM) of the thalamus between 17 preterm and 19 term-born healthy neonates. Initially, linear registration and constrained harmonic registration were computed to remove the irrelevant global pose information and obtain correspondence in vertices. All the parameters for the relative pose were then obtained through similarity transformation. Subsequently, all the pose parameters (scale, rotation and translation) were projected into a log-Euclidean space, where univariate and multivariate statistics were performed. Our method detected relative pose differences in the preterm birth for the left thalamus. Our results suggest that relative pose in subcortical structures is a useful indicator of brain injury, particularly along the anterior surface and the posterior surface. Our study supports the concept that there are regional thalamic asymmetries in the preterm that may be related to subtle white matter injury, have prognostic significance, or be related to preterm birth itself.

Abstract Image

Abstract Image

Abstract Image

早产儿丘脑相对位姿的统计分析。
早产儿有较高的神经认知和神经感觉异常风险。虽然许多研究都关注了早产对大脑解剖学的影响,但迄今为止还没有人试图了解皮层下结构的相对位置,并评估其作为异常生长生物标志物的潜力。在这里,我们对17个早产儿和19个足月出生的健康新生儿的丘脑点分布模型(PDM)进行了第一次相对姿势分析。首先计算线性配准和约束谐波配准,去除不相关的全局位姿信息,得到顶点间的对应关系。然后通过相似变换得到相对位姿的所有参数。随后,将所有姿态参数(尺度、旋转和平移)投影到对数欧几里德空间中,进行单变量和多变量统计。我们的方法检测了早产儿左丘脑的相对姿势差异。我们的研究结果表明,皮层下结构的相对姿势是一个有用的脑损伤指标,特别是沿前表面和后表面。我们的研究支持这样一种观点,即在早产儿中存在区域丘脑不对称,这可能与细微的白质损伤有关,具有预后意义,或者与早产本身有关。
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