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脑容量自动测量中的损伤诱导误差:来自小儿创伤性脑损伤队列的数据。

Lesion Induced Error on Automated Measures of Brain Volume: Data From a Pediatric Traumatic Brain Injury Cohort.

作者信息

King Daniel J, Novak Jan, Shephard Adam J, Beare Richard, Anderson Vicki A, Wood Amanda G

机构信息

College of Health and Life Sciences, Aston Institute of Health and Neurodevelopment, Aston University, Birmingham, United Kingdom.

Developmental Imaging, Clinical Sciences, Murdoch Children's Research Institute, Melbourne, VIC, Australia.

出版信息

Front Neurosci. 2020 Nov 30;14:491478. doi: 10.3389/fnins.2020.491478. eCollection 2020.

Abstract

Structural segmentation of T1-weighted (T1w) MRI has shown morphometric differences, both compared to controls and longitudinally, following a traumatic brain injury (TBI). While many patients with TBI present with abnormalities on structural MRI images, most neuroimaging software packages have not been systematically evaluated for accuracy in the presence of these pathology-related MRI abnormalities. The current study aimed to assess whether acute MRI lesions (MRI acquired 7-71 days post-injury) cause error in the estimates of brain volume produced by the semi-automated segmentation tool, Freesurfer. More specifically, to investigate whether this error was global, the presence of lesion-induced error in the contralesional hemisphere, where no abnormal signal was present, was measured. A dataset of 176 simulated lesion cases was generated using actual lesions from 16 pediatric TBI (pTBI) cases recruited from the emergency department and 11 typically-developing controls. Simulated lesion cases were compared to the "ground truth" of the non-lesion control-case T1w images. Using linear mixed-effects models, results showed that hemispheric measures of cortex volume were significantly lower in the contralesional-hemisphere compared to the ground truth. Interestingly, however, cortex volume (and cerebral white matter volume) were not significantly different in the lesioned hemisphere. However, percent volume difference (PVD) between the simulated lesion and ground truth showed that the magnitude of difference of cortex volume in the contralesional-hemisphere (mean PVD = 0.37%) was significantly smaller than that in the lesioned hemisphere (mean PVD = 0.47%), suggesting a small, but systematic lesion-induced error. Lesion characteristics that could explain variance in the PVD for each hemisphere were investigated. Taken together, these results suggest that the lesion-induced error caused by simulated lesions was not focal, but globally distributed. Previous post-processing approaches to adjust for lesions in structural analyses address the focal region where the lesion was located however, our results suggest that focal correction approaches are insufficient for the global error in morphometric measures of the injured brain.

摘要

与对照组相比以及在创伤性脑损伤(TBI)后进行纵向比较时,T1加权(T1w)磁共振成像(MRI)的结构分割显示出形态计量学差异。虽然许多TBI患者在结构MRI图像上呈现异常,但大多数神经影像软件包在存在这些与病理相关的MRI异常情况下,尚未进行准确性的系统评估。本研究旨在评估急性MRI病变(伤后7 - 71天获取的MRI)是否会对半自动化分割工具Freesurfer产生的脑容量估计造成误差。更具体地说,为了研究这种误差是否是全局性的,测量了在对侧半球(不存在异常信号)中由病变引起的误差的存在情况。使用从急诊科招募的16例小儿TBI(pTBI)病例和11例正常发育对照的实际病变生成了一个包含176个模拟病变病例的数据集。将模拟病变病例与非病变对照病例的T1w图像的“真实情况”进行比较。使用线性混合效应模型,结果显示与真实情况相比,对侧半球皮层体积的半球测量值显著更低。然而,有趣的是,病变半球的皮层体积(和脑白质体积)并无显著差异。但是,模拟病变与真实情况之间的体积百分比差异(PVD)表明,对侧半球皮层体积的差异幅度(平均PVD = 0.37%)显著小于病变半球(平均PVD = 0.47%),这表明存在小但系统性的病变诱导误差。研究了能够解释每个半球PVD差异变异的病变特征。综上所述,这些结果表明由模拟病变引起的病变诱导误差并非局部性的,而是全局分布的。先前在结构分析中针对病变进行调整的后处理方法处理的是病变所在的局部区域,然而,我们的结果表明局部校正方法不足以解决受伤大脑形态计量测量中的全局误差。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8e3a/7793828/fa9d8ae69f70/fnins-14-491478-g0001.jpg

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