桡骨远端畸形愈合矫正性截骨的形状完成模型。

IF 2.3 3区 医学 Q3 ENGINEERING, BIOMEDICAL
Camiel J Smees, Judith Olde Heuvel, Stein van der Heide, Esmee D van Uum, Anne J H Vochteloo, Gabriëlle J M Tuijthof
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引用次数: 0

摘要

目的:对桡骨远端不愈合患者进行截骨术的三维规划时,通常采用对侧桡骨作为模板进行重建。然而,在大约10%的病例中,对侧桡骨不适合使用。形状完成模型可提供一种替代方法,即基于不愈合骨的近端部分生成健康半径模型。本研究的目的是开发和临床评估这种形状完成模型。方法:使用100张健康半径的CT分段扫描,其中80张用于训练统计形状模型(SSM)。该SSM为形状补全模型奠定了基础,该模型能够根据近端88%预测远端12%。利用10个分段三维模型对超参数进行优化,保留10个模型用于测试形状补全模型的性能。结果:形状完成模型一致产生临床可行的三维重建。在旋转误差方面,预测模型与相应参考模型的平均绝对误差分别为:径向倾角2.6±1.7°,掌侧倾角3.6±2.2°,轴向倾角2.6±2.8°。平移误差为:背移0.7±0.6 mm,径向移0.8±0.5 mm,伸长1.7±1.1 mm。结论:本研究成功建立了一种基于近端骨重建健康三维桡骨模型的形状完成模型。观察到的误差表明该模型可用于缺乏健康对侧桡骨的患者的三维规划。然而,由于在健康人群中观察到的误差范围超过双侧差异,因此尚不建议在健康的对侧桡骨患者中常规使用。在模型中发现的与临床最相关的错误是长度不匹配,如果同侧尺骨保持完整,在3D规划时可以很容易地纠正。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A shape completion model for corrective osteotomy of distal radius malunion.

Purpose: When performing 3D planning for osteotomies in patients with distal radius malunion, the contralateral radius is commonly used as a template for reconstruction. However, in approximately 10% of the cases, the contralateral radius is not suitable for use. A shape completion model may provide an alternative by generating a healthy radius model based on the proximal part of the malunited bone. The aim of this study is to develop and clinically evaluate such a shape completion model.

Method: A total of 100 segmented CT scans of healthy radii were used, with 80 scans used to train a statistical shape model (SSM). This SSM formed the base for a shape completion model capable of predicting the distal 12% based on the proximal 88%. Hyperparameters were optimized using 10 segmented 3D models, and the remaining 10 models were reserved for testing the performance of the shape completion model.

Results: The shape completion model consistently produced clinically viable 3D reconstructions. The mean absolute errors between the predicted and corresponding reference models in the rotational errors were 2.6 ± 1.7° for radial inclination, 3.6 ± 2.2° for volar tilt, and 2.6 ± 2.8° for axial rotation. Translational errors were 0.7 ± 0.6 mm in dorsal shift, 0.8 ± 0.5 mm in radial shift, and 1.7 ± 1.1 mm in lengthening.

Conclusion: This study successfully developed a shape completion model capable of reconstructing healthy 3D radius models based on the proximal bone. The observed errors indicate that the model is viable for use in 3D planning for patients lacking a healthy contralateral radius. However, routine use in patients with a healthy contralateral radius is not yet advised, as error margins exceed bilateral differences observed in healthy populations. The most clinically relevant error found in the model, length mismatch, can be easily corrected during 3D planning if the ipsilateral ulna remains intact.

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来源期刊
International Journal of Computer Assisted Radiology and Surgery
International Journal of Computer Assisted Radiology and Surgery ENGINEERING, BIOMEDICAL-RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
CiteScore
5.90
自引率
6.70%
发文量
243
审稿时长
6-12 weeks
期刊介绍: The International Journal for Computer Assisted Radiology and Surgery (IJCARS) is a peer-reviewed journal that provides a platform for closing the gap between medical and technical disciplines, and encourages interdisciplinary research and development activities in an international environment.
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