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首页> 外文期刊>Computer methods in biomechanics and biomedical engineering >Application of a semi-automatic cartilage segmentation method for biomechanical modeling of the knee joint
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Application of a semi-automatic cartilage segmentation method for biomechanical modeling of the knee joint

机译:半自动软骨分割方法在膝关节生物力学建模中的应用

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Manual segmentation of articular cartilage from knee joint 3D magnetic resonance images (MRI) is a time consuming and laborious task. Thus, automatic methods are needed for faster and reproducible segmentations. In the present study, we developed a semi-automatic segmentation method based on radial intensity profiles to generate 3D geometries of knee joint cartilage which were then used in computational biomechanical models of the knee joint. Six healthy volunteers were imaged with a 3T MRI device and their knee cartilages were segmented both manually and semi-automatically. The values of cartilage thicknesses and volumes produced by these two methods were compared. Furthermore, the influences of possible geometrical differences on cartilage stresses and strains in the knee were evaluated with finite element modeling. The semi-automatic segmentation and 3D geometry construction of one knee joint (menisci, femoral and tibial cartilages) was approximately two times faster than with manual segmentation. Differences in cartilage thicknesses, volumes, contact pressures, stresses, and strains between segmentation methods in femoral and tibial cartilage were mostly insignificant (p>0.05) and random, i.e. there were no systematic differences between the methods. In conclusion, the devised semi-automatic segmentation method is a quick and accurate way to determine cartilage geometries; it may become a valuable tool for biomechanical modeling applications with large patient groups.
机译:从膝关节3D磁共振图像(MRI)手动分割关节软骨是一项既费时又费力的工作。因此,需要自动方法以进行更快且可重现的分割。在本研究中,我们开发了一种基于径向强度轮廓的半自动分割方法,以生成膝关节软骨的3D几何形状,然后将其用于膝关节的生物力学计算模型中。使用3T MRI装置对六名健康志愿者进行了成像,他们的膝盖软骨被手动和半自动分割。比较了这两种方法产生的软骨厚度和体积的值。此外,通过有限元建模评估了可能的几何差异对膝关节软骨应力和应变的影响。一个膝关节(半月板,股骨和胫骨软骨)的半自动分割和3D几何构造比手动分割快大约两倍。股骨和胫骨软骨分割方法之间的软骨厚度,体积,接触压力,应力和应变之间的差异主要是微不足道的(p> 0.05)和随机的,即,这两种方法之间没有系统性差异。总之,设计的半自动分割方法是一种确定软骨几何形状的快速准确的方法。它可能会成为具有大量患者群体的生物力学建模应用程序的宝贵工具。

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