Statistical Shape and Fibre Orientation Model for Muscle Architecture Characterisation of the Medial Gastrocnemius.

IF 5.4 2区 医学 Q3 ENGINEERING, BIOMEDICAL
Salim Bin Ghouth, Thor Besier, Geoffrey Handsfield
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引用次数: 0

Abstract

Purpose: Cerebral palsy (CP) is a heterogeneous, neurodevelopmental disorder arising from a static brain lesion and leading to progressive muscle degeneration. Quantitative understanding of 3D muscle morphology and fibre architecture effects of CP are lacking. Here, we present a novel imaging and computational method to investigate morphology and 3D fibre orientations of skeletal muscles in adolescents with CP.

Methods: Principal component analysis was performed on data derived from conventional MRI and diffusion tensor MRI; principal components (PCs) described dominant variations in each cohort. We applied this method to the medial gastrocnemius muscles of seven young people with CP and eight typically developing controls to quantitatively assess deviations in muscle structure associated with CP.

Results: Morphology and architecture models in each cohort had similar variance of dominant features, with size being the predominant mode of variation in both cohorts. The first three PCs accounted for a cumulative variance of CP and TD cohort of 96 and 97%, and 95 and 97% for shape models and shape and fibre orientation models, respectively. Size differences were greatest in the proximal and distal regions, rather than middle, of the muscle. Models revealed localised variation in 3D fibre orientations between the two cohorts in medial-distal region of the muscle. Local variations were observed in the medial- distal regions of the mean muscle of about 10° in the TD model compared to the CP model. PCs of architecture models indicated that greater localised angular differences in the 3D fibre orientations were associated with larger-than-average muscles.

Conclusion: This work offers insights into both muscle morphology and architecture of the medial gastrocnemius in individuals with CP, including variations of overall size and localised muscle fibre orientations. The quantitative descriptions of muscle architecture we present here may contribute to greater understanding of muscle function and dysfunction and may motivate imaging-informed perspectives on therapeutic interventions for CP.

内侧腓肠肌肌肉结构特征的统计形状和纤维取向模型。
目的:脑瘫(CP)是一种异质性的神经发育障碍,由静态脑损伤引起,并导致进行性肌肉变性。缺乏对CP的三维肌肉形态和纤维结构效应的定量理解。在这里,我们提出了一种新的成像和计算方法来研究青少年cp骨骼肌的形态和三维纤维取向。方法:对常规MRI和弥散张量MRI数据进行主成分分析;主成分(PCs)描述了每个队列的显性变异。我们将这种方法应用于7名患有CP的年轻人和8名正常发育的对照者的腓肠肌内侧,定量评估与CP相关的肌肉结构偏差。结果:每个队列的形态学和结构模型在主要特征上具有相似的方差,大小是两个队列的主要变异模式。前3个pc分别占CP和TD队列累积方差的96%和97%,占形状模型和形状和纤维取向模型累积方差的95%和97%。大小差异最大的是近端和远端区域,而不是中间的肌肉。模型显示,在肌肉的中-远端区域,两个队列之间的3D纤维取向存在局部差异。与CP模型相比,在TD模型中,在肌肉的中、远端区域观察到平均约10°的局部变化。建筑模型的pc表明,3D纤维方向上较大的局部角度差异与大于平均水平的肌肉有关。结论:这项工作为CP患者内侧腓肠肌的肌肉形态和结构提供了见解,包括总体大小和局部肌纤维方向的变化。我们在这里提出的肌肉结构的定量描述可能有助于更好地理解肌肉功能和功能障碍,并可能激发CP治疗干预的影像学信息视角。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Annals of Biomedical Engineering
Annals of Biomedical Engineering 工程技术-工程:生物医学
CiteScore
7.50
自引率
15.80%
发文量
212
审稿时长
3 months
期刊介绍: Annals of Biomedical Engineering is an official journal of the Biomedical Engineering Society, publishing original articles in the major fields of bioengineering and biomedical engineering. The Annals is an interdisciplinary and international journal with the aim to highlight integrated approaches to the solutions of biological and biomedical problems.
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