Samavati Navid, McGrath Deirdre M, Jewett Michael A S, van der Kwast Theo, Ménard Cynthia, Brock Kristy K
Institute of Biomaterials and Biomedical Engineering, University of Toronto, Toronto, Ontario M5S 3G9, Canada.
Phys Med Biol. 2015 Jan 7;60(1):195-209. doi: 10.1088/0031-9155/60/1/195. Epub 2014 Dec 9.
Biomechanical model based deformable image registration has been widely used to account for prostate deformation in various medical imaging procedures. Biomechanical material properties are important components of a biomechanical model. In this study, the effect of incorporating tumor-specific material properties in the prostate biomechanical model was investigated to provide insight into the potential impact of material heterogeneity on the prostate deformation calculations. First, a simple spherical prostate and tumor model was used to analytically describe the deformations and demonstrate the fundamental effect of changes in the tumor volume and stiffness in the modeled deformation. Next, using a clinical prostate model, a parametric approach was used to describe the variations in the heterogeneous prostate model by changing tumor volume, stiffness, and location, to show the differences in the modeled deformation between heterogeneous and homogeneous prostate models. Finally, five clinical prostatectomy examples were used in separately performed homogeneous and heterogeneous biomechanical model based registrations to describe the deformations between 3D reconstructed histopathology images and ex vivo magnetic resonance imaging, and examine the potential clinical impact of modeling biomechanical heterogeneity of the prostate. The analytical formulation showed that increasing the tumor volume and stiffness could significantly increase the impact of the heterogeneous prostate model in the calculated displacement differences compared to the homogeneous model. The parametric approach using a single prostate model indicated up to 4.8 mm of displacement difference at the tumor boundary compared to a homogeneous model. Such differences in the deformation of the prostate could be potentially clinically significant given the voxel size of the ex vivo MR images (0.3 × 0.3 × 0.3 mm). However, no significant changes in the registration accuracy were observed using heterogeneous models for the limited number of clinical prostatectomy patients modeled and evaluated in this study.
基于生物力学模型的可变形图像配准已广泛应用于各种医学成像程序中,以考虑前列腺的变形。生物力学材料特性是生物力学模型的重要组成部分。在本研究中,研究了在前列腺生物力学模型中纳入肿瘤特异性材料特性的效果,以深入了解材料异质性对前列腺变形计算的潜在影响。首先,使用一个简单的球形前列腺和肿瘤模型进行分析,以描述变形情况,并展示肿瘤体积和刚度变化对模型变形的基本影响。接下来,使用临床前列腺模型,采用参数化方法,通过改变肿瘤体积、刚度和位置来描述异质前列腺模型的变化,以显示异质和均质前列腺模型在模型变形方面的差异。最后,将五个临床前列腺切除病例分别用于基于均质和异质生物力学模型的配准,以描述三维重建组织病理学图像与离体磁共振成像之间的变形,并研究对前列腺生物力学异质性建模的潜在临床影响。分析公式表明,与均质模型相比,增加肿瘤体积和刚度可显著增加异质前列腺模型在计算位移差异中的影响。使用单个前列腺模型的参数化方法表明,与均质模型相比,肿瘤边界处的位移差异可达4.8毫米。考虑到离体MR图像的体素大小(0.3×0.3×0.3毫米),前列腺变形的这种差异在临床上可能具有重要意义。然而,在本研究中对有限数量的临床前列腺切除患者进行建模和评估时,使用异质模型未观察到配准精度有显著变化。