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用于分析手腕类风湿性关节炎演变的多时间点容积配准

Multitemporal Volume Registration for the Analysis of Rheumatoid Arthritis Evolution in the Wrist.

作者信息

Ferretti Roberta, Dellepiane Silvana G

机构信息

DITEN, Università degli Studi di Genova, Via Opera Pia 11a, 16145 Genova, Italy.

出版信息

Int J Biomed Imaging. 2017;2017:7232751. doi: 10.1155/2017/7232751. Epub 2017 Oct 19.

DOI:10.1155/2017/7232751
PMID:29201039
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5672126/
Abstract

This paper describes a method based on an automatic segmentation process to coregister carpal bones of the same patient imaged at different time points. A rigid registration was chosen to avoid artificial bone deformations and to allow finding eventual differences in the bone shape due to erosion, disease regression, or other eventual pathological signs. The actual registration step is performed on the basis of principal inertial axes of each carpal bone volume, as estimated from the inertia matrix. In contrast to already published approaches, the proposed method suggests splitting the 3D rotation into successive rotations about one axis at a time (the so-called basic or elemental rotations). In such a way, singularity and ambiguity drawbacks affecting other classical methods, for instance, the Euler angles method, are addressed. The proposed method was quantitatively evaluated using a set of real magnetic resonance imaging (MRI) sequences acquired at two different times from healthy wrists and by choosing a direct volumetric comparison as a cost function. Both the segmentation and registration steps are not based on a priori models, and they are therefore able to obtain good results even in pathological cases, as proven by the visual evaluation of actual pathological cases.

摘要

本文描述了一种基于自动分割过程的方法,用于对同一患者在不同时间点成像的腕骨进行配准。选择刚性配准以避免人工骨变形,并允许发现由于侵蚀、疾病消退或其他最终病理迹象导致的骨形状的最终差异。实际的配准步骤是基于从惯性矩阵估计的每个腕骨体积的主惯性轴来执行的。与已发表的方法不同,所提出的方法建议将3D旋转分解为一次围绕一个轴的连续旋转(所谓的基本或元素旋转)。通过这种方式,解决了影响其他经典方法(例如欧拉角方法)的奇异性和模糊性缺点。使用从健康手腕在两个不同时间获取的一组真实磁共振成像(MRI)序列,并选择直接体积比较作为代价函数,对所提出的方法进行了定量评估。分割和配准步骤都不基于先验模型,因此即使在病理情况下也能够获得良好的结果,实际病理病例的视觉评估证明了这一点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/b61400a32fbc/IJBI2017-7232751.010.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/38e86d643593/IJBI2017-7232751.001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/596c9b770137/IJBI2017-7232751.002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/c9278aa8a5ab/IJBI2017-7232751.003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/9ee457a927d9/IJBI2017-7232751.004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/978eff9dee81/IJBI2017-7232751.005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/91ee2154f3e1/IJBI2017-7232751.006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/da8837b9739a/IJBI2017-7232751.007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/387d9714991f/IJBI2017-7232751.008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/296f7e3bda1a/IJBI2017-7232751.009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/b61400a32fbc/IJBI2017-7232751.010.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/38e86d643593/IJBI2017-7232751.001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/596c9b770137/IJBI2017-7232751.002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/c9278aa8a5ab/IJBI2017-7232751.003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/9ee457a927d9/IJBI2017-7232751.004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/978eff9dee81/IJBI2017-7232751.005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/91ee2154f3e1/IJBI2017-7232751.006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/da8837b9739a/IJBI2017-7232751.007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/387d9714991f/IJBI2017-7232751.008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/296f7e3bda1a/IJBI2017-7232751.009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c9fe/5672126/b61400a32fbc/IJBI2017-7232751.010.jpg

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本文引用的文献

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2
Registration-Based Morphometry for Shape Analysis of the Bones of the Human Wrist.基于配准的形态测量法用于人类腕骨形状分析
IEEE Trans Med Imaging. 2016 Feb;35(2):416-26. doi: 10.1109/TMI.2015.2476817.
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Computer-aided and manual quantifications of MRI synovitis, bone marrow edema-like lesions, erosion and cartilage loss in rheumatoid arthritis of the wrist.
计算机辅助和手动定量评估腕关节类风湿关节炎中的MRI滑膜炎、骨髓水肿样病变、侵蚀及软骨损伤。
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Methods and considerations for longitudinal structural brain imaging analysis across development.发育过程中纵向脑结构成像分析的方法与注意事项
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Validity of a computer-assisted manual segmentation software to quantify wrist erosion volume using computed tomography scans in rheumatoid arthritis.利用计算机断层扫描评估类风湿关节炎腕关节侵蚀程度的计算机辅助手动分割软件的有效性。
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In vivo kinematics of the scaphoid, lunate, capitate, and third metacarpal in extreme wrist flexion and extension.舟骨、月骨、头状骨及第三掌骨在腕关节极度屈曲和伸展时的体内运动学
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