Measuring longitudinally dynamic cortex development in infants by reconstruction of consistent cortical surfaces

Gang Li, Jingxin Nie, Li Wang, F. Shi, J. Gilmore, Weili Lin, D. Shen
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引用次数: 3

Abstract

Quantitative measurement of dynamic cortex development during early postnatal stages is of great importance to understand early cortical structural and functional development. Conventional methods usually independently reconstruct cortical surfaces of longitudinal images from the same infant, which often generates longitudinallyinconsistent cortical surfaces and leads to inconsistence in cortex development measurement. This paper aims to address this problem by presenting a method to reconstruct consistent cortical surfaces from longitudinal brain MR images in the first-year infants for accurate and consistent measurement of dynamic cortex development. Specifically, longitudinal development of the inner cortical surface is first modeled by a deformable sheet with elasto-plasticity property to establish longitudinally smooth correspondences of inner cortical surfaces. Then, the modeled longitudinal inner cortical surfaces are jointly deformed to locate inner and outer cortical surfaces with a spatial-temporal deformable surface. The method has been applied on 10 infants, each with 5 or 6 scans acquired at every 3 months from birth. Experimental results show that our method can accurately and consistently reconstruct dynamic cortical surfaces from longitudinal infant images, with the average surface distance as low as 0.2mm. By using our method, we can quantitatively characterize longitudinally dynamic cortical thickness development in the first-year infants.
通过重建一致的皮质表面来测量婴儿纵向动态皮质发育
产后早期大脑皮层动态发育的定量测量对了解早期大脑皮层结构和功能发育具有重要意义。传统的方法通常是独立地重建同一婴儿纵向图像的皮质表面,这往往产生纵向不一致的皮质表面,从而导致皮质发育测量的不一致。为了解决这一问题,本文提出了一种方法,从一岁婴儿的纵向脑磁共振图像中重建一致的皮层表面,以准确和一致地测量动态皮层发育。具体而言,首先通过具有弹塑性特性的可变形薄片来模拟皮质内表面的纵向发展,以建立皮质内表面的纵向光滑对应关系。然后,对模拟的纵向皮质内表面进行联合变形,以时空可变形表面定位皮质内外表面。该方法已应用于10名婴儿,每个婴儿在出生后每3个月进行5或6次扫描。实验结果表明,该方法可以准确、一致地从纵向婴儿图像中重建动态皮质表面,平均表面距离低至0.2mm。通过我们的方法,我们可以定量表征1岁婴儿皮质厚度的纵向动态发展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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