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一种提高 DTI 分析对组间差异敏感性的方法:与体素分析比较的验证研究。

A method to enhance the sensitivity of DTI analyses to group differences: a validation study with comparison to voxelwise analyses.

机构信息

University of Texas Health Science Center, San Antonio, TX, USA.

出版信息

Psychiatry Res. 2011 Sep 30;193(3):191-8. doi: 10.1016/j.pscychresns.2011.03.005. Epub 2011 Jul 20.

DOI:10.1016/j.pscychresns.2011.03.005
PMID:21764564
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3156862/
Abstract

Studies of white matter (WM) abnormalities in psychiatric and neurological disorders often use the analysis package Tract-Based Spatial Statistics (TBSS). However, with small samples and/or subtle effects, a study using the standard TBSS approach can be underpowered. For such cases, a new method is presented that summarizes global differences between TBSS-derived fractional anisotropy (FA) images with a single paired t-statistic, estimating the degrees of freedom using spatial autocorrelation. The sensitivity of the method is demonstrated by using well-known aging effects on FA as a proxy for disease effects. Sixty healthy subjects were divided equally into younger- (YA), middle- (MA), and older-aged (OA) groups and significant global differences were demonstrated in the YA versus OA (all N ≥ 4, FA difference≈0.023), MA versus OA (all N≥4, FA difference≈0.017), and YA versus MA (FA difference≈0.005 at N=20) comparisons. In contrast, no significant difference could be detected in the YA versus MA comparison using voxelwise TBSS analysis with the full sample (N=20 per group). This method should facilitate localizing analyses in the direction of a proven group difference while providing clinically relevant information about pathophysiologic processes globally affecting WM.

摘要

研究表明,在精神和神经紊乱方面,对脑白质(WM)异常的研究通常使用基于束路径的空间统计学(TBSS)分析包。然而,对于小样本量和/或细微效应的研究,使用标准 TBSS 方法可能会因功效不足而受到限制。对于这种情况,本文提出了一种新的方法,它使用单个配对 t 统计量来总结 TBSS 衍生的各向异性分数(FA)图像之间的全局差异,使用空间自相关来估计自由度。该方法的灵敏度通过使用众所周知的 FA 老化效应作为疾病效应的替代指标来证明。将 60 名健康受试者平均分为年轻组(YA)、中年组(MA)和老年组(OA),在 YA 与 OA(所有 N≥4,FA 差异≈0.023)、MA 与 OA(所有 N≥4,FA 差异≈0.017)和 YA 与 MA(在 N=20 时 FA 差异≈0.005)比较中,均显示出明显的全局差异。相比之下,在使用全样本(每组 N=20)的基于体素 TBSS 分析中,在 YA 与 MA 比较中无法检测到显著差异。该方法应该有助于在已证实的组间差异方向上进行定位分析,同时提供关于整体影响 WM 的病理生理过程的临床相关信息。

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