Statistical shape modeling of the geometric morphology of the canine femur, tibia, and patella

Jeremy Huart, Antonio Pozzi, Jason Bleedorn, Tung-Wu Lu, S. Knell, Brian Park
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Abstract

Bone morphometry varies among dogs of different sizes and breeds. Studying these differences may help understand the predisposition of certain breeds for specific orthopedic pathologies. This study aimed to develop a statistical shape model (SSM) of the femur, patella, and tibia of dogs without any clinical orthopeadic abnormalities to analyze and compare morphological variations based on body weight and breed. A total of 97 CT scans were collected from different facilities and divided based on breed and body weight. The 3D models of the bones were obtained and aligned to a coordinate system. The SSM was created using principal component analysis (PCA) to analyze shape variations. The study found that the first few modes of variation accounted for a significant percentage of the total variation, with size/scale being the most prominent factor. The results provide valuable insights into normal anatomical variations and can be used for future research in understanding pathological bone morphologies and developing 3D imaging algorithms in veterinary medicine.
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犬股骨、胫骨和髌骨几何形态的统计形状建模
不同体型和品种的狗的骨骼形态存在差异。研究这些差异有助于了解某些犬种对特定骨科病症的易感性。本研究旨在为无任何临床骨科异常的犬建立股骨、髌骨和胫骨的统计形状模型(SSM),以分析和比较基于体重和犬种的形态变化。我们从不同机构共收集了 97 份 CT 扫描图像,并根据品种和体重进行了划分。获得骨骼的三维模型并将其与坐标系对齐。使用主成分分析法(PCA)创建了 SSM,以分析形状变化。研究发现,前几种变异模式占总变异的很大比例,其中尺寸/规模是最突出的因素。研究结果为了解正常解剖变异提供了宝贵的见解,可用于今后了解病理骨骼形态和开发兽医领域三维成像算法的研究。
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