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Analysis of the contribution of experimental bias experimental noise and inter-subject biological variability on the assessment of developmental trajectories in diffusion MRI studies of the brain

机译:在大脑的弥散MRI研究中分析实验偏差实验噪声和受试者间生物变异性对发育轨迹评估的贡献分析

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摘要

Metrics derived from the diffusion tensor, such as fractional anisotropy (FA) and mean diffusivity (MD) have been used in many studies of postnatal brain development. A common finding of previous studies is that these tensor-derived measures vary widely even in healthy populations. This variability can be due to inherent inter-individual biological differences as well as experimental noise. Moreover, when comparing different studies, additional variability can be introduced by different acquisition protocols. In this study we examined scans of 61 individuals (aged 4–22 years) from the NIH MRI study of normal brain development. Two scans were collected with different protocols (low and high resolution). Our goal was to separate the contributions of biological variability and experimental noise to the overall measured variance, as well as to assess potential systematic effects related to the use of different protocols. We analyzed FA and MD in seventeen regions of interest. We found that biological variability for both FA and MD varies widely across brain regions; biological variability is highest for FA in the lateral part of the splenium and body of the corpus callosum along with the cingulum and the superior longitudinal fasciculus, and for MD in the optic radiations and the lateral part of the splenium. These regions with high inter-individual biological variability are the most likely candidates for assessing genetic and environmental effects in the developing brain. With respect to protocol-related effects, the lower resolution acquisition resulted in higher MD and lower FA values for the majority of regions compared with the higher resolution protocol. However, the majority of the regions did not show any age–protocol interaction, indicating similar trajectories were obtained irrespective of the protocol used.
机译:源自扩散张量的指标,例如分数各向异性(FA)和平均扩散率(MD),已用于许多产后大脑发育的研究中。先前研究的一个共同发现是,即使在健康人群中,这些张量测量也有很大差异。这种可变性可能是由于固有的个体间生物学差异以及实验噪声引起的。此外,当比较不同的研究时,可以通过不同的采集方案引入额外的变异性。在这项研究中,我们检查了来自NIH MRI正常大脑发育研究的61个人(4至22岁)的扫描。使用不同的协议(低分辨率和高分辨率)收集了两次扫描。我们的目标是将生物学变异性和实验噪声对总体测得方差的贡献分开,并评估与使用不同方案相关的潜在系统影响。我们分析了17个感兴趣的区域的FA和MD。我们发现,FA和MD的生物学变异性在大脑各区域之间差异很大。在脾的侧面和FA体的主体中,FA以及扣带和上纵筋膜的生物变异性最高,而在光辐射和脾的侧面中的MD的生物变异性最高。这些个体间生物变异性高的区域最有可能用于评估发育中的大脑的遗传和环境影响。关于与协议相关的效果,与高分辨率协议相比,较低分辨率的采集导致大部分区域的MD值和FA值较低。但是,大多数地区都没有显示出任何年龄-协议相互作用,这表明无论采用何种方案,都能获得相似的轨迹。

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