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颅骨重建评估——欧洲统计形状模型在中国数据集上的性能比较。

Cranial reconstruction evaluation - comparison of European statistical shape model performance on Chinese dataset.

作者信息

Fuessinger Marc Anton, Metzger Marc Christian, Rothweiler Rene, Brandenburg Leonard Simon, Schlager Stefan

机构信息

Department of Oral and Maxillofacial Surgery, Albert-Ludwigs University Freiburg, Hugstetterstr. 55, 79106 Freiburg, Germany.

Department of Physical Anthropology, Albert-Ludwigs University Freiburg, Hebelstr. 29, 79104 Freiburg, Germany.

出版信息

Bone Rep. 2022 Aug 13;17:101611. doi: 10.1016/j.bonr.2022.101611. eCollection 2022 Dec.

Abstract

PURPOSE

Morphological variability of the skull is an important consideration for cranioplasty and implant design. Differences in morphology of the skull based on the ethnicity are known. In a previous study we could show the accuracy and benefits of virtual reconstructions based on a statistical shape model (SSM) for neurocranial defects. As the SSM is trained on European data, the question arises how well this model fares when dealing with patients with a different ethnic background. In this study we aim to evaluate the accuracy and applicability of our proposed method when deploying a cranial SSM generated from European data to estimate missing parts of the neurocranium in a Chinese population.

METHODS

We used the same data and methods as in our previous study and compared the outcomes when applied to Chinese individuals. A large unilateral defect on the right side and a bilateral defect were created. The outer surface of the cranial table was reconstructed from CT scans, meshed with triangular elements, and registered to a template. Principal component analysis together with Thin Plate Spines (TPS) deformation was applied to quantify modes of variation. The mesh to mesh distances between the original defects´ surfaces and the reconstructed surface were computed.

RESULTS

Comparing the Chinese test group with the European control group, regarding the entire defect the analysis shows no significant difference for unilateral defects (test vs. control group/0.46 mm ± vs. 0.44 mm). Reconstruction of bilateral defects exhibited only in slightly higher prediction errors than those of unilateral defects (0.49 mm ± vs. 0.45 mm).

CONCLUSION

The proposed method shows a high accuracy that seems to be ethnical independent - with low error margins for virtual skull reconstruction and implant design.Clinical relevance: Metallic objects may severely impact image quality in several CBCT devices.

摘要

目的

颅骨形态的变异性是颅骨成形术和植入物设计的重要考量因素。已知基于种族的颅骨形态存在差异。在之前的一项研究中,我们展示了基于统计形状模型(SSM)的虚拟重建用于神经颅骨缺损的准确性和优势。由于该SSM是基于欧洲数据训练的,因此出现了一个问题,即当处理具有不同种族背景的患者时,该模型的表现如何。在本研究中,我们旨在评估将从欧洲数据生成的颅骨SSM用于估计中国人群神经颅骨缺失部分时,我们所提出方法的准确性和适用性。

方法

我们使用了与之前研究相同的数据和方法,并将其应用于中国个体时的结果进行比较。创建了一个右侧的大的单侧缺损和一个双侧缺损。从CT扫描重建颅骨板的外表面,用三角形单元进行网格化,并配准到一个模板。应用主成分分析和薄板样条(TPS)变形来量化变异模式。计算原始缺损表面与重建表面之间的网格到网格距离。

结果

将中国测试组与欧洲对照组进行比较,对于整个缺损,分析表明单侧缺损无显著差异(测试组对对照组/0.46毫米±对0.44毫米)。双侧缺损的重建仅显示出比单侧缺损略高的预测误差(0.49毫米±对0.45毫米)。

结论

所提出的方法显示出高准确性,似乎与种族无关——虚拟颅骨重建和植入物设计的误差 margins 较低。临床相关性:金属物体可能会严重影响几种CBCT设备的图像质量。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1a0c/9478677/909224be5428/gr1.jpg

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