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A deformable template method for describing and averaging the anatomical variation of the human nasal cavity
BACKGROUND: Understanding airflow through human airways is of importance in drug delivery and development of assisted breathing methods. In this work, we focus on development of a new method to obtain an averaged upper airway geometry from computed tomography (CT) scans of many individuals. This geo...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5045586/ https://www.ncbi.nlm.nih.gov/pubmed/27716092 http://dx.doi.org/10.1186/s12880-016-0154-8 |
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author | Nejati, Alireza Kabaliuk, Natalia Jermy, Mark C. Cater, John E. |
author_facet | Nejati, Alireza Kabaliuk, Natalia Jermy, Mark C. Cater, John E. |
author_sort | Nejati, Alireza |
collection | PubMed |
description | BACKGROUND: Understanding airflow through human airways is of importance in drug delivery and development of assisted breathing methods. In this work, we focus on development of a new method to obtain an averaged upper airway geometry from computed tomography (CT) scans of many individuals. This geometry can be used for air flow simulation. We examine the geometry resulting from a data set consisting of 26 airway scans. The methods used to achieve this include nasal cavity segmentation and a deformable template matching procedure. METHODS: The method uses CT scans of the nasal cavity of individuals to obtain a segmented mesh, and coronal cross-sections of this segmented mesh are taken. The cross-sections are processed to extract the nasal cavity, and then thinned (‘skeletonized’) representations of the airways are computed. A reference template is then deformed such that it lies on this thinned representation. The average of these deformations is used to obtain the average geometry. Our procedure tolerates a wider variety of nasal cavity geometries than earlier methods. RESULTS: To assess the averaging method, key landmark points on each of the input scans as well as the output average geometry are located and compared with one another, showing good agreement. In addition, the cross-sectional area (CSA) profile of the nasal cavities of the input scans and average geometry are also computed, showing that the CSA of the average model falls within the variation of the population. CONCLUSIONS: The use of a deformable template method for aligning and averaging the nasal cavity provides an improved, detailed geometry that is unavailable without using deformation. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12880-016-0154-8) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5045586 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-50455862016-10-12 A deformable template method for describing and averaging the anatomical variation of the human nasal cavity Nejati, Alireza Kabaliuk, Natalia Jermy, Mark C. Cater, John E. BMC Med Imaging Research Article BACKGROUND: Understanding airflow through human airways is of importance in drug delivery and development of assisted breathing methods. In this work, we focus on development of a new method to obtain an averaged upper airway geometry from computed tomography (CT) scans of many individuals. This geometry can be used for air flow simulation. We examine the geometry resulting from a data set consisting of 26 airway scans. The methods used to achieve this include nasal cavity segmentation and a deformable template matching procedure. METHODS: The method uses CT scans of the nasal cavity of individuals to obtain a segmented mesh, and coronal cross-sections of this segmented mesh are taken. The cross-sections are processed to extract the nasal cavity, and then thinned (‘skeletonized’) representations of the airways are computed. A reference template is then deformed such that it lies on this thinned representation. The average of these deformations is used to obtain the average geometry. Our procedure tolerates a wider variety of nasal cavity geometries than earlier methods. RESULTS: To assess the averaging method, key landmark points on each of the input scans as well as the output average geometry are located and compared with one another, showing good agreement. In addition, the cross-sectional area (CSA) profile of the nasal cavities of the input scans and average geometry are also computed, showing that the CSA of the average model falls within the variation of the population. CONCLUSIONS: The use of a deformable template method for aligning and averaging the nasal cavity provides an improved, detailed geometry that is unavailable without using deformation. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12880-016-0154-8) contains supplementary material, which is available to authorized users. BioMed Central 2016-10-01 /pmc/articles/PMC5045586/ /pubmed/27716092 http://dx.doi.org/10.1186/s12880-016-0154-8 Text en © The Author(s) 2016 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Nejati, Alireza Kabaliuk, Natalia Jermy, Mark C. Cater, John E. A deformable template method for describing and averaging the anatomical variation of the human nasal cavity |
title | A deformable template method for describing and averaging the anatomical variation of the human nasal cavity |
title_full | A deformable template method for describing and averaging the anatomical variation of the human nasal cavity |
title_fullStr | A deformable template method for describing and averaging the anatomical variation of the human nasal cavity |
title_full_unstemmed | A deformable template method for describing and averaging the anatomical variation of the human nasal cavity |
title_short | A deformable template method for describing and averaging the anatomical variation of the human nasal cavity |
title_sort | deformable template method for describing and averaging the anatomical variation of the human nasal cavity |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5045586/ https://www.ncbi.nlm.nih.gov/pubmed/27716092 http://dx.doi.org/10.1186/s12880-016-0154-8 |
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