Ramirez Joel, Scott Christopher J M, McNeely Alicia A, Berezuk Courtney, Gao Fuqiang, Szilagyi Gregory M, Black Sandra E
LC Campbell Cognitive Neurology Research Unit, Heart & Stroke Foundation Canadian Partnership for Stroke Recovery, Brain Sciences Research Program, Sunnybrook Health Sciences Centre;
LC Campbell Cognitive Neurology Research Unit, Heart & Stroke Foundation Canadian Partnership for Stroke Recovery, Brain Sciences Research Program, Sunnybrook Health Sciences Centre.
J Vis Exp. 2014 Apr 14(86):50887. doi: 10.3791/50887.
Obtaining in vivo human brain tissue volumetrics from MRI is often complicated by various technical and biological issues. These challenges are exacerbated when significant brain atrophy and age-related white matter changes (e.g. Leukoaraiosis) are present. Lesion Explorer (LE) is an accurate and reliable neuroimaging pipeline specifically developed to address such issues commonly observed on MRI of Alzheimer's disease and normal elderly. The pipeline is a complex set of semi-automatic procedures which has been previously validated in a series of internal and external reliability tests(1,2). However, LE's accuracy and reliability is highly dependent on properly trained manual operators to execute commands, identify distinct anatomical landmarks, and manually edit/verify various computer-generated segmentation outputs. LE can be divided into 3 main components, each requiring a set of commands and manual operations: 1) Brain-Sizer, 2) SABRE, and 3) Lesion-Seg. Brain-Sizer's manual operations involve editing of the automatic skull-stripped total intracranial vault (TIV) extraction mask, designation of ventricular cerebrospinal fluid (vCSF), and removal of subtentorial structures. The SABRE component requires checking of image alignment along the anterior and posterior commissure (ACPC) plane, and identification of several anatomical landmarks required for regional parcellation. Finally, the Lesion-Seg component involves manual checking of the automatic lesion segmentation of subcortical hyperintensities (SH) for false positive errors. While on-site training of the LE pipeline is preferable, readily available visual teaching tools with interactive training images are a viable alternative. Developed to ensure a high degree of accuracy and reliability, the following is a step-by-step, video-guided, standardized protocol for LE's manual procedures.
从磁共振成像(MRI)中获取活体人类脑组织体积数据常常因各种技术和生物学问题而变得复杂。当出现明显的脑萎缩和与年龄相关的白质变化(如脑白质疏松症)时,这些挑战会更加突出。病变探测器(LE)是一种专门开发的准确且可靠的神经成像流程,旨在解决在阿尔茨海默病和正常老年人的MRI中常见的此类问题。该流程是一组复杂的半自动程序,此前已在一系列内部和外部可靠性测试中得到验证(1,2)。然而,LE的准确性和可靠性高度依赖于经过适当培训的人工操作员来执行命令、识别不同的解剖标志,并手动编辑/验证各种计算机生成的分割输出。LE可分为3个主要组件,每个组件都需要一组命令和人工操作:1)脑体积测量仪(Brain-Sizer),2)基于自动脑图谱的区域分割工具(SABRE),以及3)病变分割工具(Lesion-Seg)。脑体积测量仪的人工操作包括编辑自动去除颅骨后的总颅内腔(TIV)提取掩码、指定脑室脑脊液(vCSF),以及去除幕下结构。SABRE组件需要检查沿前后连合(ACPC)平面的图像对齐情况,并识别区域分割所需的几个解剖标志。最后,病变分割工具组件涉及手动检查皮质下高信号(SH)的自动病变分割是否存在假阳性错误。虽然对LE流程进行现场培训是更可取的,但带有交互式训练图像的现成视觉教学工具也是一种可行的选择。为确保高度的准确性和可靠性而开发,以下是LE人工操作的逐步、视频引导的标准化协议。