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Interactive Local Super-Resolution Reconstruction of Whole-Body MRI Mouse Data: A Pilot Study with Applications to Bone and Kidney Metastases

In small animal imaging studies, when the locations of the micro-structures of interest are unknown a priori, there is a simultaneous need for full-body coverage and high resolution. In MRI, additional requirements to image contrast and acquisition time will often make it impossible to acquire such...

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Autores principales: Dzyubachyk, Oleh, Khmelinskii, Artem, Plenge, Esben, Kok, Peter, Snoeks, Thomas J. A., Poot, Dirk H. J., Löwik, Clemens W. G. M., Botha, Charl P., Niessen, Wiro J., van der Weerd, Louise, Meijering, Erik, Lelieveldt, Boudewijn P. F.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4181866/
https://www.ncbi.nlm.nih.gov/pubmed/25265510
http://dx.doi.org/10.1371/journal.pone.0108730
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author Dzyubachyk, Oleh
Khmelinskii, Artem
Plenge, Esben
Kok, Peter
Snoeks, Thomas J. A.
Poot, Dirk H. J.
Löwik, Clemens W. G. M.
Botha, Charl P.
Niessen, Wiro J.
van der Weerd, Louise
Meijering, Erik
Lelieveldt, Boudewijn P. F.
author_facet Dzyubachyk, Oleh
Khmelinskii, Artem
Plenge, Esben
Kok, Peter
Snoeks, Thomas J. A.
Poot, Dirk H. J.
Löwik, Clemens W. G. M.
Botha, Charl P.
Niessen, Wiro J.
van der Weerd, Louise
Meijering, Erik
Lelieveldt, Boudewijn P. F.
author_sort Dzyubachyk, Oleh
collection PubMed
description In small animal imaging studies, when the locations of the micro-structures of interest are unknown a priori, there is a simultaneous need for full-body coverage and high resolution. In MRI, additional requirements to image contrast and acquisition time will often make it impossible to acquire such images directly. Recently, a resolution enhancing post-processing technique called super-resolution reconstruction (SRR) has been demonstrated to improve visualization and localization of micro-structures in small animal MRI by combining multiple low-resolution acquisitions. However, when the field-of-view is large relative to the desired voxel size, solving the SRR problem becomes very expensive, in terms of both memory requirements and computation time. In this paper we introduce a novel local approach to SRR that aims to overcome the computational problems and allow researchers to efficiently explore both global and local characteristics in whole-body small animal MRI. The method integrates state-of-the-art image processing techniques from the areas of articulated atlas-based segmentation, planar reformation, and SRR. A proof-of-concept is provided with two case studies involving CT, BLI, and MRI data of bone and kidney tumors in a mouse model. We show that local SRR-MRI is a computationally efficient complementary imaging modality for the precise characterization of tumor metastases, and that the method provides a feasible high-resolution alternative to conventional MRI.
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spelling pubmed-41818662014-10-07 Interactive Local Super-Resolution Reconstruction of Whole-Body MRI Mouse Data: A Pilot Study with Applications to Bone and Kidney Metastases Dzyubachyk, Oleh Khmelinskii, Artem Plenge, Esben Kok, Peter Snoeks, Thomas J. A. Poot, Dirk H. J. Löwik, Clemens W. G. M. Botha, Charl P. Niessen, Wiro J. van der Weerd, Louise Meijering, Erik Lelieveldt, Boudewijn P. F. PLoS One Research Article In small animal imaging studies, when the locations of the micro-structures of interest are unknown a priori, there is a simultaneous need for full-body coverage and high resolution. In MRI, additional requirements to image contrast and acquisition time will often make it impossible to acquire such images directly. Recently, a resolution enhancing post-processing technique called super-resolution reconstruction (SRR) has been demonstrated to improve visualization and localization of micro-structures in small animal MRI by combining multiple low-resolution acquisitions. However, when the field-of-view is large relative to the desired voxel size, solving the SRR problem becomes very expensive, in terms of both memory requirements and computation time. In this paper we introduce a novel local approach to SRR that aims to overcome the computational problems and allow researchers to efficiently explore both global and local characteristics in whole-body small animal MRI. The method integrates state-of-the-art image processing techniques from the areas of articulated atlas-based segmentation, planar reformation, and SRR. A proof-of-concept is provided with two case studies involving CT, BLI, and MRI data of bone and kidney tumors in a mouse model. We show that local SRR-MRI is a computationally efficient complementary imaging modality for the precise characterization of tumor metastases, and that the method provides a feasible high-resolution alternative to conventional MRI. Public Library of Science 2014-09-29 /pmc/articles/PMC4181866/ /pubmed/25265510 http://dx.doi.org/10.1371/journal.pone.0108730 Text en © 2014 Dzyubachyk et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Dzyubachyk, Oleh
Khmelinskii, Artem
Plenge, Esben
Kok, Peter
Snoeks, Thomas J. A.
Poot, Dirk H. J.
Löwik, Clemens W. G. M.
Botha, Charl P.
Niessen, Wiro J.
van der Weerd, Louise
Meijering, Erik
Lelieveldt, Boudewijn P. F.
Interactive Local Super-Resolution Reconstruction of Whole-Body MRI Mouse Data: A Pilot Study with Applications to Bone and Kidney Metastases
title Interactive Local Super-Resolution Reconstruction of Whole-Body MRI Mouse Data: A Pilot Study with Applications to Bone and Kidney Metastases
title_full Interactive Local Super-Resolution Reconstruction of Whole-Body MRI Mouse Data: A Pilot Study with Applications to Bone and Kidney Metastases
title_fullStr Interactive Local Super-Resolution Reconstruction of Whole-Body MRI Mouse Data: A Pilot Study with Applications to Bone and Kidney Metastases
title_full_unstemmed Interactive Local Super-Resolution Reconstruction of Whole-Body MRI Mouse Data: A Pilot Study with Applications to Bone and Kidney Metastases
title_short Interactive Local Super-Resolution Reconstruction of Whole-Body MRI Mouse Data: A Pilot Study with Applications to Bone and Kidney Metastases
title_sort interactive local super-resolution reconstruction of whole-body mri mouse data: a pilot study with applications to bone and kidney metastases
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4181866/
https://www.ncbi.nlm.nih.gov/pubmed/25265510
http://dx.doi.org/10.1371/journal.pone.0108730
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