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A biomechanical model of mammographic compressions

机译:乳房X光造影的生物力学模型

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A number of biomechanical models have been proposed to improve nonrigid registration techniques for multimodal breast image alignment. A deformable breast model may also be useful for overcoming difficulties in interpreting 2D X-ray projections (mammograms) of 3D volumes (breast tissues). If a deformable model could accurately predict the shape changes that breasts undergo during mammography, then the model could serve to localize suspicious masses (visible in mammograms) in the unloaded state, or in any other deformed state required for further investigations (such as biopsy or other medical imaging modalities). In this paper, we present a validation study that was conducted in order to develop a biomechanical model based on the well-established theory of continuum mechanics (finite elasticity theory with contact mechanics) and demonstrate its use for this application.Experimental studies using gel phantoms were conducted to test the accuracy in predicting mammographic-like deformations. The material properties of the gel phantom were estimated using a nonlinear optimization process, which minimized the errors between the experimental and the model-predicted surface data by adjusting the parameter associated with the neo-Hookean constitutive relation. Two compressions (the equivalent of cranio-caudal and medio-lateral mammograms) were performed on the phantom, and the corresponding deformations were recorded using a MRI scanner. Finite element simulations were performed to mimic the experiments using the estimated material properties with appropriate boundary conditions. The simulation results matched the experimental recordings of the deformed phantom, with a sub-millimeter root-mean-square error for each compression state. Having now validated our finite element model of breast compression, the next stage is to apply the model to clinical images.
机译:已经提出了许多生物力学模型来改善用于多峰乳房图像对准的非刚性配准技术。变形的乳房模型还可用于克服解释3D体积(乳房组织)的2D X射线投影(乳房X线照片)的困难。如果可变形模型可以准确地预测乳房在乳腺X线摄影过程中发生的形状变化,那么该模型可以用于将可疑块(在乳腺X线照片中可见)定位为处于未加载状态,或处于进一步检查(例如活检或穿刺)所需的任何其他变形状态。其他医学成像方式)。在本文中,我们提出了一项验证研究,目的是基于完善的连续体力学理论(具有接触力学的有限弹性理论)开发生物力学模型,并证明其在该应用中的用途。使用凝胶体模的实验研究进行了测试,以预测乳腺X线摄影样变形的准确性。凝胶体模的材料特性是使用非线性优化过程估算的,该过程通过调整与新霍克本构关系相关的参数,将实验数据与模型预测的表面数据之间的误差最小化。在体模上进行两次压缩(相当于颅尾和左右外侧乳房X线照片),并使用MRI扫描仪记录相应的变形。进行了有限元模拟,以在适当的边界条件下使用估计的材料特性模拟实验。仿真结果与变形体模的实验记录相匹配,每种压缩状态的误差均在亚毫米范围内。现在已经验证了我们的乳房压迫有限元模型,下一步是将该模型应用于临床图像。

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