Quantification of liver fat infiltration by magnetic resonance

A simple and inexpensive method is required to assess fatty infiltration of the liver non-invasively. To develop and compare different methods to quantify liver fat by magnetic resonance and compare it against ultrasound. Three algorithms were implemented: region growing (RG), graph cuts (GC) and hi...

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Published inRevista medíca de Chile Vol. 147; no. 7; p. 821
Main Authors Herrera, Rodrigo, Peñaloza, Francisco, Arrieta, Cristóbal, Zacconi, Flavia, Saavedra, Víctor, Saavedra, Carla, Brañes, Cecilia, Hack, Thomas, Uribe, Sergio
Format Journal Article
LanguageSpanish
Published Chile 01.07.2019
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ISSN0717-6163
0717-6163
DOI10.4067/S0034-98872019000700821

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Abstract A simple and inexpensive method is required to assess fatty infiltration of the liver non-invasively. To develop and compare different methods to quantify liver fat by magnetic resonance and compare it against ultrasound. Three algorithms were implemented: region growing (RG), graph cuts (GC) and hierarchical (HR), all based on the IDEAL method to obtain water and fat images. Using these images, the proton density fat fraction (PDFF) was calculated. The three methods were tested in phantoms with known fat percentages and later on we acquired images from 20 volunteers with an ultrasound diagnosis of fatty liver disease in different stages. For everyone, the PDFF of the nine liver segments was determined. In phantoms, the mean error between the real fat percentage and the value obtained through the three methods was -1,26, -1 and -0,8 for RG, GC and HR, respectively. The hierarchical method was more precise and efficient to obtain PDFF. The results in volunteers revealed that ultrasound showed errors categorizing the severity of hepatic steatosis in more than 50% of volunteers. We developed a tool for magnetic resonance, which allows to quantify fat in the liver. This method is less operator dependent than ultrasound and describes the heterogeneity in the fat distribution along the nine hepatic segments.
AbstractList A simple and inexpensive method is required to assess fatty infiltration of the liver non-invasively. To develop and compare different methods to quantify liver fat by magnetic resonance and compare it against ultrasound. Three algorithms were implemented: region growing (RG), graph cuts (GC) and hierarchical (HR), all based on the IDEAL method to obtain water and fat images. Using these images, the proton density fat fraction (PDFF) was calculated. The three methods were tested in phantoms with known fat percentages and later on we acquired images from 20 volunteers with an ultrasound diagnosis of fatty liver disease in different stages. For everyone, the PDFF of the nine liver segments was determined. In phantoms, the mean error between the real fat percentage and the value obtained through the three methods was -1,26, -1 and -0,8 for RG, GC and HR, respectively. The hierarchical method was more precise and efficient to obtain PDFF. The results in volunteers revealed that ultrasound showed errors categorizing the severity of hepatic steatosis in more than 50% of volunteers. We developed a tool for magnetic resonance, which allows to quantify fat in the liver. This method is less operator dependent than ultrasound and describes the heterogeneity in the fat distribution along the nine hepatic segments.
A simple and inexpensive method is required to assess fatty infiltration of the liver non-invasively.BACKGROUNDA simple and inexpensive method is required to assess fatty infiltration of the liver non-invasively.To develop and compare different methods to quantify liver fat by magnetic resonance and compare it against ultrasound.AIMTo develop and compare different methods to quantify liver fat by magnetic resonance and compare it against ultrasound.Three algorithms were implemented: region growing (RG), graph cuts (GC) and hierarchical (HR), all based on the IDEAL method to obtain water and fat images. Using these images, the proton density fat fraction (PDFF) was calculated. The three methods were tested in phantoms with known fat percentages and later on we acquired images from 20 volunteers with an ultrasound diagnosis of fatty liver disease in different stages. For everyone, the PDFF of the nine liver segments was determined.MATERIAL AND METHODSThree algorithms were implemented: region growing (RG), graph cuts (GC) and hierarchical (HR), all based on the IDEAL method to obtain water and fat images. Using these images, the proton density fat fraction (PDFF) was calculated. The three methods were tested in phantoms with known fat percentages and later on we acquired images from 20 volunteers with an ultrasound diagnosis of fatty liver disease in different stages. For everyone, the PDFF of the nine liver segments was determined.In phantoms, the mean error between the real fat percentage and the value obtained through the three methods was -1,26, -1 and -0,8 for RG, GC and HR, respectively. The hierarchical method was more precise and efficient to obtain PDFF. The results in volunteers revealed that ultrasound showed errors categorizing the severity of hepatic steatosis in more than 50% of volunteers.RESULTSIn phantoms, the mean error between the real fat percentage and the value obtained through the three methods was -1,26, -1 and -0,8 for RG, GC and HR, respectively. The hierarchical method was more precise and efficient to obtain PDFF. The results in volunteers revealed that ultrasound showed errors categorizing the severity of hepatic steatosis in more than 50% of volunteers.We developed a tool for magnetic resonance, which allows to quantify fat in the liver. This method is less operator dependent than ultrasound and describes the heterogeneity in the fat distribution along the nine hepatic segments.CONCLUSIONSWe developed a tool for magnetic resonance, which allows to quantify fat in the liver. This method is less operator dependent than ultrasound and describes the heterogeneity in the fat distribution along the nine hepatic segments.
Author Saavedra, Víctor
Saavedra, Carla
Herrera, Rodrigo
Hack, Thomas
Zacconi, Flavia
Uribe, Sergio
Peñaloza, Francisco
Arrieta, Cristóbal
Brañes, Cecilia
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Snippet A simple and inexpensive method is required to assess fatty infiltration of the liver non-invasively. To develop and compare different methods to quantify...
A simple and inexpensive method is required to assess fatty infiltration of the liver non-invasively.BACKGROUNDA simple and inexpensive method is required to...
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SubjectTerms Adipose Tissue - diagnostic imaging
Adipose Tissue - pathology
Adult
Aged
Humans
Liver - diagnostic imaging
Liver - pathology
Magnetic Resonance Imaging
Middle Aged
Non-alcoholic Fatty Liver Disease - diagnostic imaging
Non-alcoholic Fatty Liver Disease - pathology
Severity of Illness Index
Ultrasonography
Title Quantification of liver fat infiltration by magnetic resonance
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