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Improvement of Fast Model-Based Acceleration of Parameter Look-Locker T(1) Mapping

Quantitative mapping is desirable in many scientific and clinical magneric resonance imaging (MRI) applications. Recent inverse recovery-look locker sequence enables single-shot T(1) mapping with a time of a few seconds but the main computational load is directed into offline reconstruction, which c...

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Autores principales: Staniszewski, Michał, Klose, Uwe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6960582/
https://www.ncbi.nlm.nih.gov/pubmed/31817483
http://dx.doi.org/10.3390/s19245371
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author Staniszewski, Michał
Klose, Uwe
author_facet Staniszewski, Michał
Klose, Uwe
author_sort Staniszewski, Michał
collection PubMed
description Quantitative mapping is desirable in many scientific and clinical magneric resonance imaging (MRI) applications. Recent inverse recovery-look locker sequence enables single-shot T(1) mapping with a time of a few seconds but the main computational load is directed into offline reconstruction, which can take from several minutes up to few hours. In this study we proposed improvement of model-based approach for T(1)-mapping by introduction of two steps fitting procedure. We provided analysis of further reduction of k-space data, which lead us to decrease of computational time and perform simulation of multi-slice development. The region of interest (ROI) analysis of human brain measurements with two different initial models shows that the differences between mean values with respect to a reference approach are in white matter—0.3% and 1.1%, grey matter—0.4% and 1.78% and cerebrospinal fluid—2.8% and 11.1% respectively. With further improvements we were able to decrease the time of computational of single slice to 6.5 min and 23.5 min for different initial models, which has been already not achieved by any other algorithm. In result we obtained an accelerated novel method of model-based image reconstruction in which single iteration can be performed within few seconds on home computer.
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spelling pubmed-69605822020-01-23 Improvement of Fast Model-Based Acceleration of Parameter Look-Locker T(1) Mapping Staniszewski, Michał Klose, Uwe Sensors (Basel) Article Quantitative mapping is desirable in many scientific and clinical magneric resonance imaging (MRI) applications. Recent inverse recovery-look locker sequence enables single-shot T(1) mapping with a time of a few seconds but the main computational load is directed into offline reconstruction, which can take from several minutes up to few hours. In this study we proposed improvement of model-based approach for T(1)-mapping by introduction of two steps fitting procedure. We provided analysis of further reduction of k-space data, which lead us to decrease of computational time and perform simulation of multi-slice development. The region of interest (ROI) analysis of human brain measurements with two different initial models shows that the differences between mean values with respect to a reference approach are in white matter—0.3% and 1.1%, grey matter—0.4% and 1.78% and cerebrospinal fluid—2.8% and 11.1% respectively. With further improvements we were able to decrease the time of computational of single slice to 6.5 min and 23.5 min for different initial models, which has been already not achieved by any other algorithm. In result we obtained an accelerated novel method of model-based image reconstruction in which single iteration can be performed within few seconds on home computer. MDPI 2019-12-05 /pmc/articles/PMC6960582/ /pubmed/31817483 http://dx.doi.org/10.3390/s19245371 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Staniszewski, Michał
Klose, Uwe
Improvement of Fast Model-Based Acceleration of Parameter Look-Locker T(1) Mapping
title Improvement of Fast Model-Based Acceleration of Parameter Look-Locker T(1) Mapping
title_full Improvement of Fast Model-Based Acceleration of Parameter Look-Locker T(1) Mapping
title_fullStr Improvement of Fast Model-Based Acceleration of Parameter Look-Locker T(1) Mapping
title_full_unstemmed Improvement of Fast Model-Based Acceleration of Parameter Look-Locker T(1) Mapping
title_short Improvement of Fast Model-Based Acceleration of Parameter Look-Locker T(1) Mapping
title_sort improvement of fast model-based acceleration of parameter look-locker t(1) mapping
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6960582/
https://www.ncbi.nlm.nih.gov/pubmed/31817483
http://dx.doi.org/10.3390/s19245371
work_keys_str_mv AT staniszewskimichał improvementoffastmodelbasedaccelerationofparameterlooklockert1mapping
AT kloseuwe improvementoffastmodelbasedaccelerationofparameterlooklockert1mapping