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Nonrigid Registration of Prostate Diffusion-Weighted MRI
Motion and deformation are common in prostate diffusion-weighted magnetic resonance imaging (DWI) during acquisition. These misalignments lead to errors in estimating an apparent diffusion coefficient (ADC) map fitted with DWI. To address this problem, we propose an image registration algorithm to a...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5518523/ https://www.ncbi.nlm.nih.gov/pubmed/29065667 http://dx.doi.org/10.1155/2017/9296354 |
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author | Hao, Lei Huang, Yali Gao, Yuehua Chen, Xiaoxi Wang, Peiguang |
author_facet | Hao, Lei Huang, Yali Gao, Yuehua Chen, Xiaoxi Wang, Peiguang |
author_sort | Hao, Lei |
collection | PubMed |
description | Motion and deformation are common in prostate diffusion-weighted magnetic resonance imaging (DWI) during acquisition. These misalignments lead to errors in estimating an apparent diffusion coefficient (ADC) map fitted with DWI. To address this problem, we propose an image registration algorithm to align the prostate DWI and improve ADC map. First, we apply affine transformation to DWI to correct intraslice motions. Then, nonrigid registration based on free-form deformation (FFD) is used to compensate for intraimage deformations. To evaluate the influence of the proposed algorithm on ADC values, we perform statistical experiments in three schemes: no processing of the DWI, with the affine transform approach, and with FFD. The experimental results show that our proposed algorithm can correct the misalignment of prostate DWI and decrease the artifacts of ROI in the ADC maps. These ADC maps thus obtain sharper contours of lesions, which are helpful for improving the diagnosis and clinical staging of prostate cancer. |
format | Online Article Text |
id | pubmed-5518523 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-55185232017-07-31 Nonrigid Registration of Prostate Diffusion-Weighted MRI Hao, Lei Huang, Yali Gao, Yuehua Chen, Xiaoxi Wang, Peiguang J Healthc Eng Research Article Motion and deformation are common in prostate diffusion-weighted magnetic resonance imaging (DWI) during acquisition. These misalignments lead to errors in estimating an apparent diffusion coefficient (ADC) map fitted with DWI. To address this problem, we propose an image registration algorithm to align the prostate DWI and improve ADC map. First, we apply affine transformation to DWI to correct intraslice motions. Then, nonrigid registration based on free-form deformation (FFD) is used to compensate for intraimage deformations. To evaluate the influence of the proposed algorithm on ADC values, we perform statistical experiments in three schemes: no processing of the DWI, with the affine transform approach, and with FFD. The experimental results show that our proposed algorithm can correct the misalignment of prostate DWI and decrease the artifacts of ROI in the ADC maps. These ADC maps thus obtain sharper contours of lesions, which are helpful for improving the diagnosis and clinical staging of prostate cancer. Hindawi 2017 2017-06-27 /pmc/articles/PMC5518523/ /pubmed/29065667 http://dx.doi.org/10.1155/2017/9296354 Text en Copyright © 2017 Lei Hao et al. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Hao, Lei Huang, Yali Gao, Yuehua Chen, Xiaoxi Wang, Peiguang Nonrigid Registration of Prostate Diffusion-Weighted MRI |
title | Nonrigid Registration of Prostate Diffusion-Weighted MRI |
title_full | Nonrigid Registration of Prostate Diffusion-Weighted MRI |
title_fullStr | Nonrigid Registration of Prostate Diffusion-Weighted MRI |
title_full_unstemmed | Nonrigid Registration of Prostate Diffusion-Weighted MRI |
title_short | Nonrigid Registration of Prostate Diffusion-Weighted MRI |
title_sort | nonrigid registration of prostate diffusion-weighted mri |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5518523/ https://www.ncbi.nlm.nih.gov/pubmed/29065667 http://dx.doi.org/10.1155/2017/9296354 |
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