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Spatial integration of radiology and pathology images to characterize breast cancer aggressiveness on pre-surgical MRI

机译:放射学和病理学图像的空间整合,以表征术前MRI对乳腺癌的侵袭性

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The widespread use of screening mammography has resulted in a remarkable rise in the diagnosis of DuctalCarcinoma In Situ (DCIS). A resultant challenge is the early screening of these patients to identify those withconcurrent invasive breast cancer (IBC), as one in five DCIS at biopsy, are upgraded to IBC following surgery.Both x-ray mammography and multi-parametric Magnetic Resonance Imaging (MRI) lack the ability to distin-guish DCIS from IBC reliably. Our robust methodology for 3D alignment of histopathology images and MRIprovides a unique opportunity to spatially map digitized histopathology slides on pre-surgical MRI which isparticularly important in the tumors where DCIS and IBC co-occur as well as for the study of tumor heterogene-ity. In this proof-of-concept study, we developed and evaluated a methodological framework for the 3D spatialalignment of MRI and histopathology slices, using x-ray radiographs as intermediate modality. Our methodologyinvolves (1) the co-registration of 2D x-ray radiographs showing macrosections and corresponding 2D histologyslices, (2) the 3D reconstruction of the ex vivo specimen based on the x-ray images, and aligned histology slices,and (3) the registration of the 3D reconstructed ex vivo specimen with the 3D MRI. The spatially co-registeredMRI and histopathology images may enable the identification of MRI features that distinguish aggressive fromindolent disease on in vivo MRI.
机译:乳腺钼靶筛查的广泛使用已导致导管的诊断显着增加 原位癌(DCIS)。由此带来的挑战是如何对这些患者进行早期筛查,以识别出患有以下疾病的患者: 并发浸润性乳腺癌(IBC)作为活检中DCIS的五分之一,在手术后被升级为IBC。 X射线乳房X线照相术和多参数磁共振成像(MRI)都缺乏分辨能力, 从IBC可靠地检查DCIS。我们用于组织病理学图像和MRI的3D对齐的强大方法 提供了在手术前MRI上空间映射数字化组织病理学幻灯片的独特机会 在同时发生DCIS和IBC的肿瘤以及研究肿瘤异质性方面特别重要 性。在此概念验证研究中,我们开发并评估了3D空间的方法框架 X射线照相作为中间模态,对MRI和组织病理切片进行对齐。我们的方法 涉及(1)二维X射线照片的共同配准,显示宏观截面和相应的二维组织学 切片;(2)基于X射线图像和对齐的组织学切片对离体标本进行3D重建, (3)使用3D MRI对3D重建的离体标本进行配准。在空间上共同注册 MRI和组织病理学图像可以识别MRI特征,从而将侵袭性和 体内MRI表现为惰性疾病。

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