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利用定制的数字病理学管道评估全脑切片的细胞密度和结构连通性。

Evaluating cellularity and structural connectivity on whole brain slides using a custom-made digital pathology pipeline.

机构信息

Institute of Neurology, Medical University of Vienna, Vienna, Austria.

Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Waehringer Guertel 18-20, 1090 Vienna, Austria.

出版信息

J Neurosci Methods. 2019 Jan 1;311:215-221. doi: 10.1016/j.jneumeth.2018.10.029. Epub 2018 Oct 24.

Abstract

AIMS

In brain research, the histopathological examination of coronar whole-brain slides provides important insights into spatial disease characteristics. Regarding brain tumor research, this enables visualization of tumor heterogeneity, infiltration patterns and the relationship with the surrounding brain parenchyma. The precise correlation between radiological imaging and post-mortem brains is of special interest.

NEW METHOD

We developed a wide-field slide scanner, comprising a microscope, a high-precision remotely controllable x-y-stage, a camera and a computer workstation, for automatically scanning uncommonly large formats. We analyzed whole brain slides of three patients and constructed cellularity heatmaps and fiber tract maps using a custom-made image processing pipeline.

RESULTS

The obtained cellularity heatmaps allow for distinguishing compact tumor (5714 ± 1786 cells/mm², mean ± standard deviation) from white matter (3581 ± 828 cells/mm²) and grey matter (2473 ± 716 cells/mm²). Compared to magnetic resonance imaging, the proposed histopathological work-up (i) reveals a larger zone of tumor infiltration around the compact tumor areas and (ii) shows how pre-existing tracts are displaced by the tumor bulk. Moreover, we highlight differences in the histological tumor growth pattern of two different radiological progression subtypes.

COMPARISON WITH EXISTING METHOD(S): Compared to existing (commercial) solutions, our slide scanning solution is adaptable and cost-efficient. Moreover, we showcase potential clinical applications by mapping whole brain histology to magnetic resonance imaging.

CONCLUSIONS

We herein provide instructions on how to (i) construct a custom-built slide scanner capable of scanning arbitrary slide formats, (ii) automatically evaluate the cell density and (iii) perform fiber tracking on whole brain slides.

摘要

目的

在脑研究中,冠状全脑切片的组织病理学检查为了解空间疾病特征提供了重要的见解。在脑肿瘤研究中,这使得能够可视化肿瘤异质性、浸润模式以及与周围脑实质的关系。放射影像学与死后大脑之间的精确相关性是特别感兴趣的。

新方法

我们开发了一种宽视场幻灯片扫描仪,包括显微镜、高精度远程可控 x-y 工作台、相机和计算机工作站,用于自动扫描不常见的大格式。我们分析了三名患者的全脑切片,并使用定制的图像处理管道构建了细胞密度热图和纤维束图。

结果

获得的细胞密度热图可用于区分致密肿瘤(5714 ± 1786 个细胞/mm²,平均值 ± 标准差)与白质(3581 ± 828 个细胞/mm²)和灰质(2473 ± 716 个细胞/mm²)。与磁共振成像相比,拟议的组织病理学检查(i)揭示了致密肿瘤区域周围更大的肿瘤浸润区,(ii)显示了预先存在的束如何被肿瘤体积移位。此外,我们还强调了两种不同放射学进展亚型的组织学肿瘤生长模式的差异。

与现有方法的比较

与现有的(商业)解决方案相比,我们的幻灯片扫描解决方案具有适应性和成本效益。此外,我们通过将全脑组织学映射到磁共振成像来展示潜在的临床应用。

结论

我们在此提供了如何(i)构建能够扫描任意幻灯片格式的定制幻灯片扫描仪,(ii)自动评估细胞密度以及(iii)在全脑幻灯片上进行纤维追踪的说明。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f862/6269083/9db820e3f387/gr1.jpg

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