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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...

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Detalles Bibliográficos
Autores principales: Hao, Lei, Huang, Yali, Gao, Yuehua, Chen, Xiaoxi, Wang, Peiguang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2017
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.
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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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