A pipeline to morph finite element models of the lumbar spine for generation of customised spinal cages.

IF 2.8 3区 医学 Q1 ORTHOPEDICS
Yihang Yu, Dale L Robinson, David C Ackland, Peter Vee Sin Lee
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引用次数: 0

Abstract

Background: Lumbar interbody fusion with spinal cages is an established treatment for degenerative disc disease, however, generic cages comprising standardised shapes and sizes still encounter complications such as cage migration and subsidence. Incorporating biomechanical analysis and implant customisation for pre-operative planning provides the possibility to optimise cage positioning and its 3D geometry, such that cage loading is optimised to reduce the chance of post-operative complications. However, current customisation processes involve considerable resources to develop personalised finite element models for evaluating bespoke cage designs. Therefore, this study aimed to build an automated pipeline to generate personalised lumbar FE model with a customised spinal cage.

Methods: A template lumbar FE model was established based on an average-sized healthy male, whose surface mesh was non-rigidly aligned to a training set of 46 lumbar spines. Then, a statistical shape model was built to predict the shape of new spines by changing the weightings of parameters inside, which facilitate the generation of personalised FE model. Once the spine mesh was fitted to the new subject, a customised cage was created by extruding a 2D cage template in the axial direction then trimming it via a Boolean function with the adjacent endplates. After adjustment of cage parameters, the cage model could be added to the FE model to replace one disc component. The range of motions and facet joint forces in typical lumbar rotations were extracted from the results of FE analyses.

Results: The predicted ROM and facet joint force for corresponding intact lumbar models compared well with or approached to the range of published data, while the cage insertion significantly reduced the ROM of lumbar spine in all directions (all p[Formula: see text]0.02). Also, the lateral cage position affected the ROM of the whole spine and resulted in larger fracture volume on the vertebrae based on the analysis on a specific subject.

Conclusions: The pipeline can generate personalised lumbar FE models and customised spinal cages with predictive outputs. Its automatic process reduced the effort expenditure involved in FE model development and cage design, making it viable for application in fusion surgery planning and spinal cage customisation.

一个管道来变形腰椎的有限元模型,以产生定制的脊柱笼。
背景:腰椎椎体间融合脊柱笼是治疗退行性椎间盘疾病的常用方法,然而,包括标准化形状和大小的通用笼仍然会遇到诸如笼移动和下沉等并发症。结合生物力学分析和植入定制的术前计划,提供了优化保持器定位及其3D几何形状的可能性,从而优化保持器加载以减少术后并发症的机会。然而,目前的定制过程需要大量的资源来开发个性化的有限元模型来评估定制的笼子设计。因此,本研究旨在建立一个自动化的管道来生成个性化的腰椎FE模型,并使用定制的脊柱笼。方法:以平均体型健康男性为模型对象,以46根腰椎为训练集,对其表面网格进行非刚性对齐,建立腰椎有限元模板模型。然后,建立统计形状模型,通过改变内部参数的权重来预测新刺的形状,从而便于个性化有限元模型的生成;一旦脊柱网格被安装到新的受试者上,一个定制的笼子是通过在轴向上挤压一个2D笼子模板,然后通过布尔函数与相邻的终板修剪它。调整笼形参数后,将笼形模型加入有限元模型中,替换一个圆盘部件。从有限元分析的结果中提取典型腰椎旋转的运动范围和小关节力。结果:相应完整腰椎模型的预测ROM和关节突关节力与已发表的数据相当或接近,而椎笼置入可显著降低腰椎各方向的ROM(均p[公式:见文]0.02)。此外,根据某一具体对象的分析,侧位笼位置影响了整个脊柱的ROM,导致椎骨骨折体积更大。结论:该管道可以生成个性化腰椎FE模型和具有预测输出的定制脊柱笼。它的自动化过程减少了FE模型开发和笼设计的工作量,使其在融合手术计划和脊柱笼定制中应用可行。
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
CiteScore
4.10
自引率
7.70%
发文量
494
审稿时长
>12 weeks
期刊介绍: Journal of Orthopaedic Surgery and Research is an open access journal that encompasses all aspects of clinical and basic research studies related to musculoskeletal issues. Orthopaedic research is conducted at clinical and basic science levels. With the advancement of new technologies and the increasing expectation and demand from doctors and patients, we are witnessing an enormous growth in clinical orthopaedic research, particularly in the fields of traumatology, spinal surgery, joint replacement, sports medicine, musculoskeletal tumour management, hand microsurgery, foot and ankle surgery, paediatric orthopaedic, and orthopaedic rehabilitation. The involvement of basic science ranges from molecular, cellular, structural and functional perspectives to tissue engineering, gait analysis, automation and robotic surgery. Implant and biomaterial designs are new disciplines that complement clinical applications. JOSR encourages the publication of multidisciplinary research with collaboration amongst clinicians and scientists from different disciplines, which will be the trend in the coming decades.
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