Cargando…

Generation of hemipelvis surface geometry based on statistical shape modelling and contralateral mirroring

Personalised fracture plates manufactured using 3D printing offer an improved treatment option for unstable pelvic ring fractures that may not be adequately secured using off-the-shelf components. To design fracture plates that secure the bone fragments in their pre-fracture positions, the fractures...

Descripción completa

Detalles Bibliográficos
Autores principales: Krishna, Praveen, Robinson, Dale L., Bucknill, Andrew, Lee, Peter Vee Sin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9283132/
https://www.ncbi.nlm.nih.gov/pubmed/35713823
http://dx.doi.org/10.1007/s10237-022-01594-1
_version_ 1784747267403546624
author Krishna, Praveen
Robinson, Dale L.
Bucknill, Andrew
Lee, Peter Vee Sin
author_facet Krishna, Praveen
Robinson, Dale L.
Bucknill, Andrew
Lee, Peter Vee Sin
author_sort Krishna, Praveen
collection PubMed
description Personalised fracture plates manufactured using 3D printing offer an improved treatment option for unstable pelvic ring fractures that may not be adequately secured using off-the-shelf components. To design fracture plates that secure the bone fragments in their pre-fracture positions, the fractures must be reduced virtually using medical imaging-based reconstructions, a time-consuming process involving segmentation and repositioning of fragments until surface congruency is achieved. This study compared statistical shape models (SSMs) and contralateral mirroring as automated methods to reconstruct the hemipelvis using varying amounts of bone surface geometry. The training set for the geometries was obtained from pelvis CT scans of 33 females. The root-mean-squared error (RMSE) was quantified across the entire surface of the hemipelvis and within specific regions, and deviations of pelvic landmarks were computed from their positions in the intact hemipelvis. The reconstruction of the entire hemipelvis surfaced based on contralateral mirroring had an RMSE of 1.21 ± 0.29 mm, whereas for SSMs based on the entire hemipelvis surface, the RMSE was 1.11 ± 0.29 mm, a difference that was not significant (p = 0.32). Moreover, all hemipelvis reconstructions based on the full or partial bone geometries had RMSEs and landmark deviations from contralateral mirroring that were significantly lower (p < 0.05) or statistically equivalent to the SSMs. These results indicate that contralateral mirroring tends to be more accurate than SSMs for reconstructing unilateral pelvic fractures. SSMs may still be a viable method for hemipelvis fracture reconstruction in situations where contralateral geometries are not available, such as bilateral pelvic factures, or for highly asymmetric pelvic anatomies.
format Online
Article
Text
id pubmed-9283132
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Springer Berlin Heidelberg
record_format MEDLINE/PubMed
spelling pubmed-92831322022-07-16 Generation of hemipelvis surface geometry based on statistical shape modelling and contralateral mirroring Krishna, Praveen Robinson, Dale L. Bucknill, Andrew Lee, Peter Vee Sin Biomech Model Mechanobiol Original Paper Personalised fracture plates manufactured using 3D printing offer an improved treatment option for unstable pelvic ring fractures that may not be adequately secured using off-the-shelf components. To design fracture plates that secure the bone fragments in their pre-fracture positions, the fractures must be reduced virtually using medical imaging-based reconstructions, a time-consuming process involving segmentation and repositioning of fragments until surface congruency is achieved. This study compared statistical shape models (SSMs) and contralateral mirroring as automated methods to reconstruct the hemipelvis using varying amounts of bone surface geometry. The training set for the geometries was obtained from pelvis CT scans of 33 females. The root-mean-squared error (RMSE) was quantified across the entire surface of the hemipelvis and within specific regions, and deviations of pelvic landmarks were computed from their positions in the intact hemipelvis. The reconstruction of the entire hemipelvis surfaced based on contralateral mirroring had an RMSE of 1.21 ± 0.29 mm, whereas for SSMs based on the entire hemipelvis surface, the RMSE was 1.11 ± 0.29 mm, a difference that was not significant (p = 0.32). Moreover, all hemipelvis reconstructions based on the full or partial bone geometries had RMSEs and landmark deviations from contralateral mirroring that were significantly lower (p < 0.05) or statistically equivalent to the SSMs. These results indicate that contralateral mirroring tends to be more accurate than SSMs for reconstructing unilateral pelvic fractures. SSMs may still be a viable method for hemipelvis fracture reconstruction in situations where contralateral geometries are not available, such as bilateral pelvic factures, or for highly asymmetric pelvic anatomies. Springer Berlin Heidelberg 2022-06-17 2022 /pmc/articles/PMC9283132/ /pubmed/35713823 http://dx.doi.org/10.1007/s10237-022-01594-1 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Original Paper
Krishna, Praveen
Robinson, Dale L.
Bucknill, Andrew
Lee, Peter Vee Sin
Generation of hemipelvis surface geometry based on statistical shape modelling and contralateral mirroring
title Generation of hemipelvis surface geometry based on statistical shape modelling and contralateral mirroring
title_full Generation of hemipelvis surface geometry based on statistical shape modelling and contralateral mirroring
title_fullStr Generation of hemipelvis surface geometry based on statistical shape modelling and contralateral mirroring
title_full_unstemmed Generation of hemipelvis surface geometry based on statistical shape modelling and contralateral mirroring
title_short Generation of hemipelvis surface geometry based on statistical shape modelling and contralateral mirroring
title_sort generation of hemipelvis surface geometry based on statistical shape modelling and contralateral mirroring
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9283132/
https://www.ncbi.nlm.nih.gov/pubmed/35713823
http://dx.doi.org/10.1007/s10237-022-01594-1
work_keys_str_mv AT krishnapraveen generationofhemipelvissurfacegeometrybasedonstatisticalshapemodellingandcontralateralmirroring
AT robinsondalel generationofhemipelvissurfacegeometrybasedonstatisticalshapemodellingandcontralateralmirroring
AT bucknillandrew generationofhemipelvissurfacegeometrybasedonstatisticalshapemodellingandcontralateralmirroring
AT leepeterveesin generationofhemipelvissurfacegeometrybasedonstatisticalshapemodellingandcontralateralmirroring