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Cranial reconstruction evaluation - comparison of European statistical shape model performance on Chinese dataset
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 sh...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9478677/ https://www.ncbi.nlm.nih.gov/pubmed/36120645 http://dx.doi.org/10.1016/j.bonr.2022.101611 |
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author | Fuessinger, Marc Anton Metzger, Marc Christian Rothweiler, Rene Brandenburg, Leonard Simon Schlager, Stefan |
author_facet | Fuessinger, Marc Anton Metzger, Marc Christian Rothweiler, Rene Brandenburg, Leonard Simon Schlager, Stefan |
author_sort | Fuessinger, Marc Anton |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-9478677 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-94786772022-09-17 Cranial reconstruction evaluation - comparison of European statistical shape model performance on Chinese dataset Fuessinger, Marc Anton Metzger, Marc Christian Rothweiler, Rene Brandenburg, Leonard Simon Schlager, Stefan Bone Rep Full Length Article 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. Elsevier 2022-08-13 /pmc/articles/PMC9478677/ /pubmed/36120645 http://dx.doi.org/10.1016/j.bonr.2022.101611 Text en © 2022 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Full Length Article Fuessinger, Marc Anton Metzger, Marc Christian Rothweiler, Rene Brandenburg, Leonard Simon Schlager, Stefan Cranial reconstruction evaluation - comparison of European statistical shape model performance on Chinese dataset |
title | Cranial reconstruction evaluation - comparison of European statistical shape model performance on Chinese dataset |
title_full | Cranial reconstruction evaluation - comparison of European statistical shape model performance on Chinese dataset |
title_fullStr | Cranial reconstruction evaluation - comparison of European statistical shape model performance on Chinese dataset |
title_full_unstemmed | Cranial reconstruction evaluation - comparison of European statistical shape model performance on Chinese dataset |
title_short | Cranial reconstruction evaluation - comparison of European statistical shape model performance on Chinese dataset |
title_sort | cranial reconstruction evaluation - comparison of european statistical shape model performance on chinese dataset |
topic | Full Length Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9478677/ https://www.ncbi.nlm.nih.gov/pubmed/36120645 http://dx.doi.org/10.1016/j.bonr.2022.101611 |
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