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Development of cortical shape in the human brain from 6 to 24 months of age via a novel measure of shape complexity

机译:通过新颖的形状复杂度测量,可发现6至24个月大的人脑皮质形状发展

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摘要

The quantification of local surface morphology in the human cortex is important for examining population differences as well as developmental changes in neurodegenerative or neurodevelopmental disorders. We propose a novel cortical shape measure, referred to as the 'shape complexity index' (SCI), that represents localized shape complexity as the difference between the observed distributions of local surface topology, as quantified by the shape index (SI) measure, to its best fitting simple topological model within a given neighborhood. We apply a relatively small, adaptive geodesic kernel to calculate the SCI. Due to the small size of the kernel, the proposed SCI measure captures fine differences of cortical shape. With this novel cortical feature, we aim to capture comparatively small local surface changes that capture a) the widening versus deepening of sulcal and gyral regions, as well as b) the emergence and development of secondary and tertiary sulci. Current cortical shape measures, such as the gyrification index (GI) or intrinsic curvature measures, investigate the cortical surface at a different scale and are less well suited to capture these particular cortical surface changes. In our experiments, the proposed SCI demonstrates higher complexity in the gyral/sulcal wall regions, lower complexity in wider gyral ridges and lowest complexity in wider sulcal fundus regions. In early postnatal brain development, our experiments show that SCI reveals a pattern of increased cortical shape complexity with age, as well as sexual dimorphisms in the insula, middle cingulate, parieto-occipital sulcal and Broca's regions. Overall, sex differences were greatest at 6 months of age and were reduced at 24 months, with the difference pattern switching from higher complexity in males at 6 months to higher complexity in females at 24 months. This is the first study of longitudinal, cortical complexity maturation and sex differences, in the early postnatal period from 6 to 24 months of age with fine scale, cortical shape measures. These results provide information that complement previous studies of gyrification index in early brain development. (C) 2016 Elsevier Inc. All rights reserved.
机译:人体皮质中局部表面形态的量化对于检查种群差异以及神经退行性疾病或神经发育障碍的发育变化非常重要。我们提出了一种新颖的皮质形状度量,称为“形状复杂性指数”(SCI),它表示局部形状复杂性,即观察到的局部表面拓扑分布之间的差异,通过形状指数(SI)度量来量化。给定邻域内最适合的简单拓扑模型。我们应用相对较小的自适应测地线内核来计算SCI。由于核的尺寸小,因此提出的SCI量度可捕获皮质形状的细微差异。借助这种新颖的皮质功能,我们旨在捕获相对较小的局部表面变化,这些变化捕获a)沟和回旋区域的扩大与加深,以及b)次级和第三沟的出现和发展。当前的皮质形状度量,例如回旋指数(GI)或固有曲率度量,以不同的比例研究皮质表面,因此不太适合捕获这些特定的皮质表面变化。在我们的实验中,提出的SCI证明了在回旋/沟壁区域的复杂性较高,在较宽的回旋脊区域的复杂度较低,在较宽的沟底区域的复杂度最低。在出生后的早期大脑发育中,我们的实验表明SCI揭示了随着年龄增长皮质形状复杂性增加的模式,以及在岛状,中扣带状,顶枕沟和Broca区域的性二态性。总体而言,性别差异在6个月大时最大,并在24个月时减小,差异模式从6个月时男性较高的复杂性转变为24个月时女性较高的复杂性。这是首次纵向,皮质复杂性成熟度和性别差异的研究,在出生后的6至24个月大的初期,采用了精细的皮层形状测量方法。这些结果提供了补充信息,以补充先前在早期大脑发育中回旋指数的研究。 (C)2016 Elsevier Inc.保留所有权利。

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