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结构磁共振成像测量的可靠性:扫描会话、头部倾斜、扫描间隔、采集序列、FreeSurfer 版本和处理流程的影响。

Reliability of structural MRI measurements: The effects of scan session, head tilt, inter-scan interval, acquisition sequence, FreeSurfer version and processing stream.

机构信息

Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King's College London, 16 De Crespigny Park, London SE5 8AF, United Kingdom.

Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London SE5 8AF, United Kingdom.

出版信息

Neuroimage. 2022 Feb 1;246:118751. doi: 10.1016/j.neuroimage.2021.118751. Epub 2021 Nov 27.

Abstract

BACKGROUND

Large-scale longitudinal and multi-centre studies are used to explore neuroimaging markers of normal ageing, and neurodegenerative and mental health disorders. Longitudinal changes in brain structure are typically small, therefore the reliability of automated techniques is crucial. Determining the effects of different factors on reliability allows investigators to control those adversely affecting reliability, calculate statistical power, or even avoid particular brain measures with low reliability. This study examined the impact of several image acquisition and processing factors and documented the test-retest reliability of structural MRI measurements.

METHODS

In Phase I, 20 healthy adults (11 females; aged 20-30 years) were scanned on two occasions three weeks apart on the same scanner using the ADNI-3 protocol. On each occasion, individuals were scanned twice (repetition), after re-entering the scanner (reposition) and after tilting their head forward. At one year follow-up, nine returning individuals and 11 new volunteers were recruited for Phase II (11 females; aged 22-31 years). Scans were acquired on two different scanners using the ADNI-2 and ADNI-3 protocols. Structural images were processed using FreeSurfer (v5.3.0, 6.0.0 and 7.1.0) to provide subcortical and cortical volume, cortical surface area and thickness measurements. Intra-class correlation coefficients (ICC) were calculated to estimate test-retest reliability. We examined the effect of repetition, reposition, head tilt, time between scans, MRI sequence and scanner on reliability of structural brain measurements. Mean percentage differences were also calculated in supplementary analyses.

RESULTS

Using the FreeSurfer v7.1.0 longitudinal pipeline, we observed high reliability for subcortical and cortical volumes, and cortical surface areas at repetition, reposition, three weeks and one year (mean ICCs>0.97). Cortical thickness reliability was lower (mean ICCs>0.82). Head tilt had the greatest adverse impact on ICC estimates, for example reducing mean right cortical thickness to ICC=0.74. In contrast, changes in ADNI sequence or MRI scanner had a minimal effect. We observed an increase in reliability for updated FreeSurfer versions, with the longitudinal pipeline consistently having a higher reliability than the cross-sectional pipeline.

DISCUSSION

Longitudinal studies should monitor or control head tilt to maximise reliability. We provided the ICC estimates and mean percentage differences for all FreeSurfer brain regions, which may inform power analyses for clinical studies and have implications for the design of future longitudinal studies.

摘要

背景

大规模的纵向和多中心研究用于探索正常衰老、神经退行性和精神健康障碍的神经影像学标志物。大脑结构的纵向变化通常很小,因此自动化技术的可靠性至关重要。确定不同因素对可靠性的影响可以使研究人员控制那些对可靠性不利的因素,计算统计效力,甚至避免使用可靠性低的特定脑测量值。本研究考察了几种图像采集和处理因素的影响,并记录了结构 MRI 测量的测试-重测信度。

方法

在第一阶段,20 名健康成年人(11 名女性;年龄 20-30 岁)在三周内在同一台扫描仪上使用 ADNI-3 方案进行两次扫描。每次扫描时,个体都要在重新进入扫描仪(重新定位)和头部前倾后进行两次重复扫描。在一年的随访中,9 名返回的个体和 11 名新志愿者被招募到第二阶段(11 名女性;年龄 22-31 岁)。使用 ADNI-2 和 ADNI-3 方案在两台不同的扫描仪上采集扫描图像。使用 FreeSurfer(v5.3.0、6.0.0 和 7.1.0)对结构图像进行处理,提供皮质下和皮质体积、皮质表面积和厚度测量值。计算了组内相关系数(ICC)以估计测试-重测信度。我们研究了重复、重新定位、头部倾斜、扫描之间的时间、MRI 序列和扫描仪对结构脑测量可靠性的影响。在补充分析中还计算了平均百分比差异。

结果

使用 FreeSurfer v7.1.0 纵向管道,我们在重复、重新定位、三周和一年时观察到皮质下和皮质体积以及皮质表面积的高度可靠性(平均 ICC>0.97)。皮质厚度的可靠性较低(平均 ICC>0.82)。头部倾斜对 ICC 估计的影响最大,例如将右侧皮质厚度的平均 ICC 降低至 0.74。相比之下,ADNI 序列或 MRI 扫描仪的变化影响最小。我们观察到更新的 FreeSurfer 版本的可靠性提高,纵向管道始终比横截面管道具有更高的可靠性。

讨论

纵向研究应监测或控制头部倾斜以最大限度地提高可靠性。我们为所有 FreeSurfer 脑区提供了 ICC 估计值和平均百分比差异,这可能为临床研究的效力分析提供信息,并对未来纵向研究的设计产生影响。

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