Regional lung function and mechanics using image registration

The main function of the respiratory system is gas exchange. Since many disease or injury conditions can cause biomechanical or material property changes that can alter lung function, there is a great interest in measuring regional lung function and mechanics. In this thesis, we present a technique...

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Main Author: Ding, Kai
Other Authors: Reinhardt, Joseph M.
Format: Others
Language:English
Published: University of Iowa 2010
Subjects:
Online Access:https://ir.uiowa.edu/etd/662
https://ir.uiowa.edu/cgi/viewcontent.cgi?article=1847&context=etd
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spelling ndltd-uiowa.edu-oai-ir.uiowa.edu-etd-18472019-11-09T09:29:26Z Regional lung function and mechanics using image registration Ding, Kai The main function of the respiratory system is gas exchange. Since many disease or injury conditions can cause biomechanical or material property changes that can alter lung function, there is a great interest in measuring regional lung function and mechanics. In this thesis, we present a technique that uses multiple respiratory-gated CT images of the lung acquired at different levels of inflation with both breath-hold static scans and retrospectively reconstructed 4D dynamic scans, along with non-rigid 3D image registration, to make local estimates of lung tissue function and mechanics. We validate our technique using anatomical landmarks and functional Xe-CT estimated specific ventilation. The major contributions of this thesis include: 1) developing the registration derived regional expansion estimation approach in breath-hold static scans and dynamic 4DCT scans, 2) developing a method to quantify lobar sliding from image registration derived displacement field, 3) developing a method for measurement of radiation-induced pulmonary function change following a course of radiation therapy, 4) developing and validating different ventilation measures in 4DCT. The ability of our technique to estimate regional lung mechanics and function as a surrogate of the Xe-CT ventilation imaging for the entire lung from quickly and easily obtained respiratory-gated images, is a significant contribution to functional lung imaging because of the potential increase in resolution, and large reductions in imaging time, radiation, and contrast agent exposure. Our technique may be useful to detect and follow the progression of lung disease such as COPD, may be useful as a planning tool during RT planning, may be useful for tracking the progression of toxicity to nearby normal tissue during RT, and can be used to evaluate the effectiveness of a treatment post-therapy. 2010-07-01T07:00:00Z dissertation application/pdf https://ir.uiowa.edu/etd/662 https://ir.uiowa.edu/cgi/viewcontent.cgi?article=1847&context=etd Copyright © 2010 Kai Ding Theses and Dissertations eng University of IowaReinhardt, Joseph M. Biomechanics Image Registration Lung Radiation Therapy Biomedical Engineering and Bioengineering
collection NDLTD
language English
format Others
sources NDLTD
topic Biomechanics
Image Registration
Lung
Radiation Therapy
Biomedical Engineering and Bioengineering
spellingShingle Biomechanics
Image Registration
Lung
Radiation Therapy
Biomedical Engineering and Bioengineering
Ding, Kai
Regional lung function and mechanics using image registration
description The main function of the respiratory system is gas exchange. Since many disease or injury conditions can cause biomechanical or material property changes that can alter lung function, there is a great interest in measuring regional lung function and mechanics. In this thesis, we present a technique that uses multiple respiratory-gated CT images of the lung acquired at different levels of inflation with both breath-hold static scans and retrospectively reconstructed 4D dynamic scans, along with non-rigid 3D image registration, to make local estimates of lung tissue function and mechanics. We validate our technique using anatomical landmarks and functional Xe-CT estimated specific ventilation. The major contributions of this thesis include: 1) developing the registration derived regional expansion estimation approach in breath-hold static scans and dynamic 4DCT scans, 2) developing a method to quantify lobar sliding from image registration derived displacement field, 3) developing a method for measurement of radiation-induced pulmonary function change following a course of radiation therapy, 4) developing and validating different ventilation measures in 4DCT. The ability of our technique to estimate regional lung mechanics and function as a surrogate of the Xe-CT ventilation imaging for the entire lung from quickly and easily obtained respiratory-gated images, is a significant contribution to functional lung imaging because of the potential increase in resolution, and large reductions in imaging time, radiation, and contrast agent exposure. Our technique may be useful to detect and follow the progression of lung disease such as COPD, may be useful as a planning tool during RT planning, may be useful for tracking the progression of toxicity to nearby normal tissue during RT, and can be used to evaluate the effectiveness of a treatment post-therapy.
author2 Reinhardt, Joseph M.
author_facet Reinhardt, Joseph M.
Ding, Kai
author Ding, Kai
author_sort Ding, Kai
title Regional lung function and mechanics using image registration
title_short Regional lung function and mechanics using image registration
title_full Regional lung function and mechanics using image registration
title_fullStr Regional lung function and mechanics using image registration
title_full_unstemmed Regional lung function and mechanics using image registration
title_sort regional lung function and mechanics using image registration
publisher University of Iowa
publishDate 2010
url https://ir.uiowa.edu/etd/662
https://ir.uiowa.edu/cgi/viewcontent.cgi?article=1847&context=etd
work_keys_str_mv AT dingkai regionallungfunctionandmechanicsusingimageregistration
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