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基于计算机断层扫描图像的骨损伤定量表征方法。

Methods for quantitative characterization of bone injury from computed-tomography images.

作者信息

Hernandez-Cerdan Pablo, Paniagua Beatriz, Prothero Jack, Marron J S, Livingston Eric, Bateman Ted, McCormick Matthew

机构信息

Kitware, Inc. 101 East Weaver Street, Carrboro, NC, USA 25710.

Dept. of Statistics and Operations Research, University of North Carolina at Chapel Hill, Hanes Hall, Campus Box 3260, Chapel Hill, NC, USA 27599.

出版信息

Proc SPIE Int Soc Opt Eng. 2019 Feb;10953. doi: 10.1117/12.2513007. Epub 2019 Mar 15.

Abstract

Computed tomography (CT) images can potentially provide insights into bone structure for diagnosis of disorders and diseases. However, evaluation of trabecular bone structure and whole bone shape is often qualitative or semi-quantitative. This limits inter-study comparisons and the ability to detect subtle bone quality variations during early disease onset or in response to new treatments. In this work, we enable quantitative characterization of bone diseases through bone morphometry, texture analysis, and shape analysis methods. The potential of our analysis methods to identify the impact of hemophilia is validated in a mouse femur wound model. In our results, shape localizes and characterizes the formation of spurious bone, and our texture and bone morphometry analysis results provide extra information about the composition of that bone. Some of our one-dimensional (1D) textural features were able to significantly differentiate our injured femurs from our healthy femurs, even with this small sample size demonstrating the potential of the proposed analysis framework. While trabecular bone morphometrics have been a pillar in 3D microCT bone research for decades, the proposed analysis framework augments how we define and understand phenotypical presentation of bone disease. The contributed open source software is exposed to the medical image analysis community through 3D Slicer extensions to ensure both robustness and reproducibility.

摘要

计算机断层扫描(CT)图像有可能为疾病诊断提供有关骨骼结构的见解。然而,对小梁骨结构和整个骨骼形状的评估通常是定性或半定量的。这限制了研究间的比较以及在疾病早期发作期间或对新治疗的反应中检测细微骨质量变化的能力。在这项工作中,我们通过骨形态计量学、纹理分析和形状分析方法实现了对骨疾病的定量表征。我们的分析方法在小鼠股骨伤口模型中验证了识别血友病影响的潜力。在我们的结果中,形状定位并表征了假骨的形成,我们的纹理和骨形态计量学分析结果提供了有关该骨骼组成的额外信息。即使样本量很小,我们的一些一维(1D)纹理特征也能够显著区分受伤的股骨和健康的股骨,这证明了所提出分析框架的潜力。虽然几十年来小梁骨形态计量学一直是三维显微CT骨研究的支柱,但所提出的分析框架扩展了我们定义和理解骨疾病表型表现的方式。通过3D Slicer扩展将贡献的开源软件提供给医学图像分析社区,以确保其稳健性和可重复性。

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