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手动追踪与 FreeSurfer 估算成年后海马体体积的比较。

A comparison of manual tracing and FreeSurfer for estimating hippocampal volume over the adult lifespan.

机构信息

Program in Neuroscience, University of Mississippi Medical Center, Jackson, Mississippi.

Department of Medicine, University of Mississippi Medical Center, Jackson, Mississippi.

出版信息

Hum Brain Mapp. 2018 Jun;39(6):2500-2513. doi: 10.1002/hbm.24017. Epub 2018 Feb 21.

Abstract

MRI has become an indispensable tool for brain volumetric studies, with the hippocampus an important region of interest. Automation of the MRI segmentation process has helped advance the field by facilitating the volumetric analysis of larger cohorts and more studies. FreeSurfer has emerged as the de facto standard tool for these analyses, but studies validating its output are all based on older versions. To characterize FreeSurfer's validity, we compare several versions of FreeSurfer software with traditional hand-tracing. Using MRI images of 262 males and 402 females aged 38 to 84, we directly compare estimates of hippocampal volume from multiple versions of FreeSurfer, its hippocampal subfield routines, and our manual tracing protocol. We then use those estimates to assess asymmetry and atrophy, comparing performance of different estimators with each other and with brain atrophy measures. FreeSurfer consistently reports larger volumes than manual tracing. This difference is smaller in larger hippocampi or older people, with these biases weaker in version 6.0.0 than prior versions. All methods tested agree qualitatively on rightward asymmetry and increasing atrophy in older people. FreeSurfer saves time and money, and approximates the same atrophy measures as manual tracing, but it introduces biases that could require statistical adjustments in some studies.

摘要

MRI 已成为脑容量研究不可或缺的工具,其中海马体是一个重要的研究区域。MRI 分割过程的自动化通过促进更大队列和更多研究的容量分析,推动了该领域的发展。FreeSurfer 已成为这些分析的事实上的标准工具,但验证其输出的研究都是基于旧版本的。为了描述 FreeSurfer 的有效性,我们将 FreeSurfer 软件的几个版本与传统的手动追踪进行了比较。使用 262 名男性和 402 名年龄在 38 岁至 84 岁之间的女性的 MRI 图像,我们直接比较了来自多个版本的 FreeSurfer、其海马亚区程序以及我们手动追踪方案的海马体积估计值。然后,我们使用这些估计值来评估不对称性和萎缩,比较不同估计器之间的性能以及与大脑萎缩测量值的比较。FreeSurfer 报告的体积始终大于手动追踪。在较大的海马体或老年人中,这种差异较小,而在版本 6.0.0 中,这种偏差比以前的版本要小。所有测试的方法在右侧不对称性和老年人中逐渐增加的萎缩方面定性上是一致的。FreeSurfer 节省了时间和金钱,并近似于手动追踪的相同萎缩测量值,但它引入了一些研究可能需要进行统计调整的偏差。

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