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Ricci-flow based conformal mapping of the proximal femur to identify exercise loading effects

机译:基于Ricci-flow的股骨近端共形映射以识别运动负荷效应

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摘要

The causal relationship between habitual loading and adaptive response in bone morphology is commonly explored by analysing the spatial distribution of mechanically relevant features. In this study, 3D distribution of features in the proximal femur of 91 female athletes (5 exercise loading groups representing habitual loading) is contrasted with 20 controls. A femur specific Ricci-flow based conformal mapping procedure was developed for establishing correspondence among the periosteal surfaces. The procedure leverages the invariance of the conformal mapping method to isometric shape differences to align surfaces in the 2D parametric domain, to produce dense correspondences across an isotopological set of surfaces. This is implemented through a multi-parametrisation approach to detect surface features and to overcome the issue of inconsistency in the anatomical extent present in the data. Subsequently, the group-wise distribution of two mechanically relevant features was studied – cortical thickness and surface principal strains (simulation results of a sideways fall). Statistical inferences over the surfaces were made by contrasting the athlete groups with the controls through statistical parametric mapping. With the aid of group-wise and composite-group maps, proximal femur regions affected by specific loading groups were identified with a high degree of spatial localisation.
机译:通常通过分析机械相关特征的空间分布来探究习惯负荷与骨骼形态适应性反应之间的因果关系。在这项研究中,将91位女运动员(5个运动负荷组代表惯常负荷)在股骨近端的特征3D分布与20个对照进行了对比。股骨特定的基于Ricci流的保形映射程序已开发出来,用于在骨膜表面之间建立对应关系。该过程利用等角形映射方法对等距形状差异的不变性,以在2D参数域中对齐曲面,从而在整个等拓扑曲面集之间产生密集的对应关系。这是通过多参数化方法来实现的,以检测表面特征并克服数据中存在的解剖学范围不一致的问题。随后,研究了两个机械相关特征的分组分布–皮层厚度和表面主应变(侧向跌落的模拟结果)。通过统计参数映射将运动员组与对照组进行对比,得出表面上的统计推断。借助逐组映射和复合分组映射,可以确定受特定载荷组影响的股骨近端区域的空间定位高度。

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