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Reorientation methodology for reproducible head posture in serial cone beam computed tomography images

Low dose and accessibility have increased the application of cone beam computed tomography (CBCT). Often serial images are captured for patients to diagnose and plan treatment in the craniofacial region. However, CBCT images are highly variable and lack harmonious reproduction, especially in the hea...

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Autores principales: Mangal, Utkarsh, Lee, Sung Min, Lee, Seeyoon, Cha, Jung-Yul, Lee, Kee-Joon, Yu, Hyung-Seog, Jung, Hong, Choi, Sung-Hwan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9958024/
https://www.ncbi.nlm.nih.gov/pubmed/36828940
http://dx.doi.org/10.1038/s41598-023-30430-4
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author Mangal, Utkarsh
Lee, Sung Min
Lee, Seeyoon
Cha, Jung-Yul
Lee, Kee-Joon
Yu, Hyung-Seog
Jung, Hong
Choi, Sung-Hwan
author_facet Mangal, Utkarsh
Lee, Sung Min
Lee, Seeyoon
Cha, Jung-Yul
Lee, Kee-Joon
Yu, Hyung-Seog
Jung, Hong
Choi, Sung-Hwan
author_sort Mangal, Utkarsh
collection PubMed
description Low dose and accessibility have increased the application of cone beam computed tomography (CBCT). Often serial images are captured for patients to diagnose and plan treatment in the craniofacial region. However, CBCT images are highly variable and lack harmonious reproduction, especially in the head’s orientation. Though user-defined orientation methods have been suggested, the reproducibility remains controversial. Here, we propose a landmark-free reorientation methodology based on principal component analysis (PCA) for harmonious orientation of serially captured CBCTs. We analyzed three serial CBCT scans collected for 29 individuals who underwent orthognathic surgery. We first defined a region of interest with the proposed protocol by combining 2D rendering and 3D convex hull method, and identified an intermediary arrangement point. PCA identified the y-axis (anterioposterior) followed by the secondary x-axis (transverse). Finally, by defining the perpendicular z-axis, a new global orientation was assigned. The goodness of alignment (Hausdorff distance) showed a marked improvement (> 50%). Furthermore, we clustered cases based on clinical asymmetry and validated that the protocol was unaffected by the severity of the skeletal deformity. Therefore, it could be suggested that integrating the proposed algorithm as the preliminary step in CBCT evaluation will address a fundamental step towards harmonizing the craniofacial imaging records.
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spelling pubmed-99580242023-02-26 Reorientation methodology for reproducible head posture in serial cone beam computed tomography images Mangal, Utkarsh Lee, Sung Min Lee, Seeyoon Cha, Jung-Yul Lee, Kee-Joon Yu, Hyung-Seog Jung, Hong Choi, Sung-Hwan Sci Rep Article Low dose and accessibility have increased the application of cone beam computed tomography (CBCT). Often serial images are captured for patients to diagnose and plan treatment in the craniofacial region. However, CBCT images are highly variable and lack harmonious reproduction, especially in the head’s orientation. Though user-defined orientation methods have been suggested, the reproducibility remains controversial. Here, we propose a landmark-free reorientation methodology based on principal component analysis (PCA) for harmonious orientation of serially captured CBCTs. We analyzed three serial CBCT scans collected for 29 individuals who underwent orthognathic surgery. We first defined a region of interest with the proposed protocol by combining 2D rendering and 3D convex hull method, and identified an intermediary arrangement point. PCA identified the y-axis (anterioposterior) followed by the secondary x-axis (transverse). Finally, by defining the perpendicular z-axis, a new global orientation was assigned. The goodness of alignment (Hausdorff distance) showed a marked improvement (> 50%). Furthermore, we clustered cases based on clinical asymmetry and validated that the protocol was unaffected by the severity of the skeletal deformity. Therefore, it could be suggested that integrating the proposed algorithm as the preliminary step in CBCT evaluation will address a fundamental step towards harmonizing the craniofacial imaging records. Nature Publishing Group UK 2023-02-24 /pmc/articles/PMC9958024/ /pubmed/36828940 http://dx.doi.org/10.1038/s41598-023-30430-4 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This 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 Article
Mangal, Utkarsh
Lee, Sung Min
Lee, Seeyoon
Cha, Jung-Yul
Lee, Kee-Joon
Yu, Hyung-Seog
Jung, Hong
Choi, Sung-Hwan
Reorientation methodology for reproducible head posture in serial cone beam computed tomography images
title Reorientation methodology for reproducible head posture in serial cone beam computed tomography images
title_full Reorientation methodology for reproducible head posture in serial cone beam computed tomography images
title_fullStr Reorientation methodology for reproducible head posture in serial cone beam computed tomography images
title_full_unstemmed Reorientation methodology for reproducible head posture in serial cone beam computed tomography images
title_short Reorientation methodology for reproducible head posture in serial cone beam computed tomography images
title_sort reorientation methodology for reproducible head posture in serial cone beam computed tomography images
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9958024/
https://www.ncbi.nlm.nih.gov/pubmed/36828940
http://dx.doi.org/10.1038/s41598-023-30430-4
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