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Censoring Distances Based on Labeled Cortical Distance Maps in Cortical Morphometry

机译:皮质形态计量学中基于标记皮质距离图的删失距离

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摘要

It has been demonstrated that shape differences in cortical structures may be manifested in neuropsychiatric disorders. Such morphometric differences can be measured by labeled cortical distance mapping (LCDM) which characterizes the morphometry of the laminar cortical mantle of cortical structures. LCDM data consist of signed/labeled distances of gray matter (GM) voxels with respect to GM/white matter (WM) surface. Volumes and other summary measures for each subject and the pooled distances can help determine the morphometric differences between diagnostic groups, however they do not reveal all the morphometric information contained in LCDM distances. To extract more information from LCDM data, censoring of the pooled distances is introduced for each diagnostic group where the range of LCDM distances is partitioned at a fixed increment size; and at each censoring step, the distances not exceeding the censoring distance are kept. Censored LCDM distances inherit the advantages of the pooled distances but also provide information about the location of morphometric differences which cannot be obtained from the pooled distances. However, at each step, the censored distances aggregate, which might confound the results. The influence of data aggregation is investigated with an extensive Monte Carlo simulation analysis and it is demonstrated that this influence is negligible. As an illustrative example, GM of ventral medial prefrontal cortices (VMPFCs) of subjects with major depressive disorder (MDD), subjects at high risk (HR) of MDD, and healthy control (Ctrl) subjects are used. A significant reduction in laminar thickness of the VMPFC in MDD and HR subjects is observed compared to Ctrl subjects. Moreover, the GM LCDM distances (i.e., locations with respect to the GM/WM surface) for which these differences start to occur are determined. The methodology is also applicable to LCDM-based morphometric measures of other cortical structures affected by disease.
机译:已经证明在神经精神疾病中可能表现出皮质结构的形状差异。可以通过标记的皮层距离映射(LCDM)来测量此类形态学差异,该标记的皮层距离映射表征了皮层结构的层状皮层罩的形态。 LCDM数据由相对于GM /白质(WM)表面的灰质(GM)体素的标记/标记距离组成。针对每个受试者的体积和其他汇总度量以及合并的距离可以帮助确定诊断组之间的形态学差异,但是它们无法揭示LCDM距离中包含的所有形态学信息。为了从LCDM数据中提取更多信息,对每个诊断组引入合并距离的检查,其中LCDM距离范围以固定的增量大小进行划分;并且在每个检查步骤,保持不超过检查距离的距离。审查的LCDM距离继承了合并距离的优点,但也提供了无法从合并距离获得的有关形态计量差异位置的信息。但是,在每个步骤中,经过审查的距离都会汇总,这可能会混淆结果。通过广泛的蒙特卡洛模拟分析研究了数据聚合的影响,并证明了这种影响可以忽略不计。作为说明性实例,使用患有重度抑郁症(MDD)的受试者,处于MDD的高风险(HR)的受试者和健康对照(Ctrl)受试者的腹内侧前额叶皮层(VMPFC)的GM。与Ctrl对象相比,MDD和HR对象中VMPFC的层流厚度显着减少。此外,确定开始出现这些差异的GM LCDM距离(即,相对于GM / WM表面的位置)。该方法还适用于受疾病影响的其他皮质结构的基于LCDM的形态测量。

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