Fat quantification in liver using chemical shift imaging

Bibliographic Details
Main Author: Ribeiro, Mário J. P.
Publication Date: 2013
Format: Master thesis
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: https://hdl.handle.net/10316/25143
Summary: MRI is becoming increasingly important in the characterization of NAFLD, which is one of the most relevant di use liver diseases with increasing prevalence in the developed countries. Currently, biopsy is the gold standard in the early identi cation and staging of NAFLD, which is crucial to evaluate the risk of hepatocellular carcinoma development. However, the later is associated with sampling errors and with the development of several post-surgical complications. In this work, we address the problem of quantifying the fat accumulation in the liver using a non-invasive procedure based on chemical shift imaging and two signal models, the magnitude and complex models. In particular, we address the in uence of noise, relaxation e ects and choice of echo times in fat fraction estimation error. Our approach relied in the development of a new acquisition strategy based on the optimal choice of echo times, which were evaluated in simulation studies and later tested with phantoms. A program to perform in-vivo fat quanti cation was implemented, extending our approach to clinical data. Results indicate that good fat fraction estimation can be achieved by correctly choosing the echo times. However, it is extremely di cult to nd a single echo time combination which optimize a large range of fat fractions. Finally, we also demonstrate that the standard clinical protocol has several aws and that a new acquisition protocol must be developed.
id RCAP_354fdfd42c44e4697c0359e2a18da403
oai_identifier_str oai:estudogeral.uc.pt:10316/25143
network_acronym_str RCAP
network_name_str Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository_id_str https://opendoar.ac.uk/repository/7160
spelling Fat quantification in liver using chemical shift imagingFígado gordoRessonância magnéticaMRI is becoming increasingly important in the characterization of NAFLD, which is one of the most relevant di use liver diseases with increasing prevalence in the developed countries. Currently, biopsy is the gold standard in the early identi cation and staging of NAFLD, which is crucial to evaluate the risk of hepatocellular carcinoma development. However, the later is associated with sampling errors and with the development of several post-surgical complications. In this work, we address the problem of quantifying the fat accumulation in the liver using a non-invasive procedure based on chemical shift imaging and two signal models, the magnitude and complex models. In particular, we address the in uence of noise, relaxation e ects and choice of echo times in fat fraction estimation error. Our approach relied in the development of a new acquisition strategy based on the optimal choice of echo times, which were evaluated in simulation studies and later tested with phantoms. A program to perform in-vivo fat quanti cation was implemented, extending our approach to clinical data. Results indicate that good fat fraction estimation can be achieved by correctly choosing the echo times. However, it is extremely di cult to nd a single echo time combination which optimize a large range of fat fractions. Finally, we also demonstrate that the standard clinical protocol has several aws and that a new acquisition protocol must be developed.2013-10info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesishttps://hdl.handle.net/10316/25143https://hdl.handle.net/10316/25143TID:201534835engRibeiro, Mário J. P. - Fat quantification in liver using chemical shift imaging. Coimbra, 2013. Tese de MestradoRibeiro, Mário J. P.info:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2022-01-20T17:49:11Zoai:estudogeral.uc.pt:10316/25143Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-29T05:23:00.324542Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Fat quantification in liver using chemical shift imaging
title Fat quantification in liver using chemical shift imaging
spellingShingle Fat quantification in liver using chemical shift imaging
Ribeiro, Mário J. P.
Fígado gordo
Ressonância magnética
title_short Fat quantification in liver using chemical shift imaging
title_full Fat quantification in liver using chemical shift imaging
title_fullStr Fat quantification in liver using chemical shift imaging
title_full_unstemmed Fat quantification in liver using chemical shift imaging
title_sort Fat quantification in liver using chemical shift imaging
author Ribeiro, Mário J. P.
author_facet Ribeiro, Mário J. P.
author_role author
dc.contributor.author.fl_str_mv Ribeiro, Mário J. P.
dc.subject.por.fl_str_mv Fígado gordo
Ressonância magnética
topic Fígado gordo
Ressonância magnética
description MRI is becoming increasingly important in the characterization of NAFLD, which is one of the most relevant di use liver diseases with increasing prevalence in the developed countries. Currently, biopsy is the gold standard in the early identi cation and staging of NAFLD, which is crucial to evaluate the risk of hepatocellular carcinoma development. However, the later is associated with sampling errors and with the development of several post-surgical complications. In this work, we address the problem of quantifying the fat accumulation in the liver using a non-invasive procedure based on chemical shift imaging and two signal models, the magnitude and complex models. In particular, we address the in uence of noise, relaxation e ects and choice of echo times in fat fraction estimation error. Our approach relied in the development of a new acquisition strategy based on the optimal choice of echo times, which were evaluated in simulation studies and later tested with phantoms. A program to perform in-vivo fat quanti cation was implemented, extending our approach to clinical data. Results indicate that good fat fraction estimation can be achieved by correctly choosing the echo times. However, it is extremely di cult to nd a single echo time combination which optimize a large range of fat fractions. Finally, we also demonstrate that the standard clinical protocol has several aws and that a new acquisition protocol must be developed.
publishDate 2013
dc.date.none.fl_str_mv 2013-10
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://hdl.handle.net/10316/25143
https://hdl.handle.net/10316/25143
TID:201534835
url https://hdl.handle.net/10316/25143
identifier_str_mv TID:201534835
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Ribeiro, Mário J. P. - Fat quantification in liver using chemical shift imaging. Coimbra, 2013. Tese de Mestrado
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv reponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron:RCAAP
instname_str FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron_str RCAAP
institution RCAAP
reponame_str Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
collection Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository.name.fl_str_mv Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
repository.mail.fl_str_mv info@rcaap.pt
_version_ 1833602336389332992