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提高A型主动脉夹层微创治疗的可行性:分割与量化框架

Increasing the feasibility of minimally invasive procedures in type A aortic dissections: a framework for segmentation and quantification.

作者信息

Morariu Cosmin Adrian, Terheiden Tobias, Dohle Daniel Sebastian, Tsagakis Konstantinos, Pauli Josef

机构信息

Intelligent Systems, Faculty of Engineering, University of Duisburg-Essen, 47057, Duisburg, Germany.

Department of Thoracic and Cardiovascular Surgery, University Clinic Essen, Essen, Germany.

出版信息

Int J Comput Assist Radiol Surg. 2016 Feb;11(2):243-52. doi: 10.1007/s11548-015-1283-1. Epub 2015 Aug 29.

DOI:10.1007/s11548-015-1283-1
PMID:26319128
Abstract

PURPOSE

Our goal is to provide precise measurements of the aortic dimensions in case of dissection pathologies. Quantification of surface lengths and aortic radii/diameters together with the visualization of the dissection membrane represents crucial prerequisites for enabling minimally invasive treatment of type A dissections, which always also imply the ascending aorta.

METHODS

We seek a measure invariant to luminance and contrast for aortic outer wall segmentation. Therefore, we propose a 2D graph-based approach using phase congruency combined with additional features. Phase congruency is extended to 3D by designing a novel conic directional filter and adding a lowpass component to the 3D Log-Gabor filterbank for extracting the fine dissection membrane, which separates the true lumen from the false one within the aorta.

RESULTS

The result of the outer wall segmentation is compared with manually annotated axial slices belonging to 11 CTA datasets. Quantitative assessment of our novel 2D/3D membrane extraction algorithms has been obtained for 10 datasets and reveals subvoxel accuracy in all cases. Aortic inner and outer surface lengths, determined within 2 cadaveric CT datasets, are validated against manual measurements performed by a vascular surgeon on excised aortas of the body donors.

CONCLUSIONS

This contribution proposes a complete pipeline for segmentation and quantification of aortic dissections. Validation against ground truth of the 3D contour lengths quantification represents a significant step toward custom-designed stent-grafts.

摘要

目的

我们的目标是在主动脉夹层病变情况下提供精确的主动脉尺寸测量。量化表面长度和主动脉半径/直径,以及可视化夹层膜,是实现A型夹层微创治疗的关键前提条件,而A型夹层总是涉及升主动脉。

方法

我们寻求一种对亮度和对比度不变的测量方法用于主动脉外壁分割。因此,我们提出一种基于二维图形的方法,将相位一致性与其他特征相结合。通过设计一种新颖的圆锥方向滤波器并在三维对数-伽柏滤波器组中添加低通分量,将相位一致性扩展到三维,以提取精细的夹层膜,该膜在主动脉内将真腔与假腔分隔开。

结果

将外壁分割结果与属于11个CTA数据集的手动标注轴向切片进行比较。对10个数据集进行了我们新颖的二维/三维膜提取算法的定量评估,结果显示在所有情况下均具有亚体素精度。在2个尸体CT数据集中确定的主动脉内、外表面长度,与血管外科医生对尸体供体切除主动脉进行的手动测量结果进行了验证。

结论

本研究提出了一个完整的主动脉夹层分割和量化流程。针对三维轮廓长度量化的真实情况进行验证,是朝着定制设计的支架型人工血管迈出的重要一步。

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本文引用的文献

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Semi-automatic segmentation and detection of aorta dissection wall in MDCT angiography.MDCT 血管造影中主动脉夹层壁的半自动分割和检测。
Med Image Anal. 2014 Jan;18(1):83-102. doi: 10.1016/j.media.2013.09.004. Epub 2013 Oct 8.
2
The past, present and future of minimally invasive therapy in endovascular interventions: a review and speculative outlook.血管内介入微创治疗的过去、现在与未来:综述与前瞻性展望
Minim Invasive Ther Allied Technol. 2013 Aug;22(4):242-53. doi: 10.3109/13645706.2013.822396.
3
Aorta segmentation with a 3D level set approach and quantification of aortic calcifications in non-contrast chest CT.
基于三维水平集方法的主动脉分割及非增强胸部CT中主动脉钙化的量化分析
Annu Int Conf IEEE Eng Med Biol Soc. 2012;2012:2343-6. doi: 10.1109/EMBC.2012.6346433.
4
Automatic bone localization and fracture detection from volumetric ultrasound images using 3-D local phase features.基于三维局部相位特征的容积超声图像自动骨定位与骨折检测
Ultrasound Med Biol. 2012 Jan;38(1):128-44. doi: 10.1016/j.ultrasmedbio.2011.10.009. Epub 2011 Nov 21.
5
3-D quantification of the aortic arch morphology in 3-D CTA data for endovascular aortic repair.3-DCTA 数据中主动脉弓形态的三维定量用于血管内主动脉修复。
IEEE Trans Biomed Eng. 2010 Oct;57(10):2359-68. doi: 10.1109/TBME.2010.2053539. Epub 2010 Jun 21.