Cargando…

Determination of hepatic extraction fraction with gadoxetate low‐temporal resolution DCE‐MRI‐based deconvolution analysis: validation with ALBI score and Child‐Pugh class

INTRODUCTION: In this study, we aimed to investigate the feasibility of gadoxetate low‐temporal resolution (LTR) DCE‐MRI for voxel‐based hepatic extraction fraction (HEF) quantification for liver sparing radiotherapy using a deconvolution analysis (DA) method. METHODS: The accuracy and consistency o...

Descripción completa

Detalles Bibliográficos
Autores principales: Phonlakrai, Monchai, Ramadan, Saadallah, Simpson, John, Gholizadeh, Neda, Arm, Jameen, Skehan, Kate, Goodwin, Jonathan, Trada, Yuvnik, Martin, Jarad, Sridharan, Swetha, Lamichhane, Bishnu, Bollipo, Steven, Greer, Peter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10122932/
https://www.ncbi.nlm.nih.gov/pubmed/36088635
http://dx.doi.org/10.1002/jmrs.617
_version_ 1785029589541584896
author Phonlakrai, Monchai
Ramadan, Saadallah
Simpson, John
Gholizadeh, Neda
Arm, Jameen
Skehan, Kate
Goodwin, Jonathan
Trada, Yuvnik
Martin, Jarad
Sridharan, Swetha
Lamichhane, Bishnu
Bollipo, Steven
Greer, Peter
author_facet Phonlakrai, Monchai
Ramadan, Saadallah
Simpson, John
Gholizadeh, Neda
Arm, Jameen
Skehan, Kate
Goodwin, Jonathan
Trada, Yuvnik
Martin, Jarad
Sridharan, Swetha
Lamichhane, Bishnu
Bollipo, Steven
Greer, Peter
author_sort Phonlakrai, Monchai
collection PubMed
description INTRODUCTION: In this study, we aimed to investigate the feasibility of gadoxetate low‐temporal resolution (LTR) DCE‐MRI for voxel‐based hepatic extraction fraction (HEF) quantification for liver sparing radiotherapy using a deconvolution analysis (DA) method. METHODS: The accuracy and consistency of the deconvolution implementation in estimating liver function was first assessed using simulation data. Then, the method was applied to DCE‐MRI data collected retrospectively from 64 patients (25 normal liver function and 39 cirrhotic patients) to generate HEF maps. The normal liver function patient data were used to measure the variability of liver function quantification. Next, a correlation between HEF and ALBI score (a new model for assessing the severity of liver dysfunction) was assessed using Pearson's correlation. Differences in HEF between Child‐Pugh score classifications were assessed for significance using the Kruskal–Wallis test for all patient groups and Mann–Whitney U‐test for inter‐groups. A statistical significance was considered at a P‐value <0.05 in all tests. RESULTS: The results showed that the implemented method accurately reproduced simulated liver function; root‐mean‐square error between estimated and simulated liver response functions was 0.003, and the coefficient‐of‐variance of HEF was <20%. HEF correlation with ALBI score was r = −0.517, P < 0.0001, and HEF was significantly decreased in the cirrhotic patients compared to normal patients (P < 0.0001). Also, HEF in Child‐Pugh B/C was significantly lower than in Child‐Pugh A (P = 0.024). CONCLUSION: The study demonstrated the feasibility of gadoxetate LTR‐DCE MRI for voxel‐based liver function quantification using DA. HEF could distinguish between different grades of liver function impairment and could potentially be used for functional guidance in radiotherapy.
format Online
Article
Text
id pubmed-10122932
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher John Wiley and Sons Inc.
record_format MEDLINE/PubMed
spelling pubmed-101229322023-04-24 Determination of hepatic extraction fraction with gadoxetate low‐temporal resolution DCE‐MRI‐based deconvolution analysis: validation with ALBI score and Child‐Pugh class Phonlakrai, Monchai Ramadan, Saadallah Simpson, John Gholizadeh, Neda Arm, Jameen Skehan, Kate Goodwin, Jonathan Trada, Yuvnik Martin, Jarad Sridharan, Swetha Lamichhane, Bishnu Bollipo, Steven Greer, Peter J Med Radiat Sci Original Articles INTRODUCTION: In this study, we aimed to investigate the feasibility of gadoxetate low‐temporal resolution (LTR) DCE‐MRI for voxel‐based hepatic extraction fraction (HEF) quantification for liver sparing radiotherapy using a deconvolution analysis (DA) method. METHODS: The accuracy and consistency of the deconvolution implementation in estimating liver function was first assessed using simulation data. Then, the method was applied to DCE‐MRI data collected retrospectively from 64 patients (25 normal liver function and 39 cirrhotic patients) to generate HEF maps. The normal liver function patient data were used to measure the variability of liver function quantification. Next, a correlation between HEF and ALBI score (a new model for assessing the severity of liver dysfunction) was assessed using Pearson's correlation. Differences in HEF between Child‐Pugh score classifications were assessed for significance using the Kruskal–Wallis test for all patient groups and Mann–Whitney U‐test for inter‐groups. A statistical significance was considered at a P‐value <0.05 in all tests. RESULTS: The results showed that the implemented method accurately reproduced simulated liver function; root‐mean‐square error between estimated and simulated liver response functions was 0.003, and the coefficient‐of‐variance of HEF was <20%. HEF correlation with ALBI score was r = −0.517, P < 0.0001, and HEF was significantly decreased in the cirrhotic patients compared to normal patients (P < 0.0001). Also, HEF in Child‐Pugh B/C was significantly lower than in Child‐Pugh A (P = 0.024). CONCLUSION: The study demonstrated the feasibility of gadoxetate LTR‐DCE MRI for voxel‐based liver function quantification using DA. HEF could distinguish between different grades of liver function impairment and could potentially be used for functional guidance in radiotherapy. John Wiley and Sons Inc. 2022-09-11 2023-04 /pmc/articles/PMC10122932/ /pubmed/36088635 http://dx.doi.org/10.1002/jmrs.617 Text en © 2022 The Authors. Journal of Medical Radiation Sciences published by John Wiley & Sons Australia, Ltd on behalf of Australian Society of Medical Imaging and Radiation Therapy and New Zealand Institute of Medical Radiation Technology. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Original Articles
Phonlakrai, Monchai
Ramadan, Saadallah
Simpson, John
Gholizadeh, Neda
Arm, Jameen
Skehan, Kate
Goodwin, Jonathan
Trada, Yuvnik
Martin, Jarad
Sridharan, Swetha
Lamichhane, Bishnu
Bollipo, Steven
Greer, Peter
Determination of hepatic extraction fraction with gadoxetate low‐temporal resolution DCE‐MRI‐based deconvolution analysis: validation with ALBI score and Child‐Pugh class
title Determination of hepatic extraction fraction with gadoxetate low‐temporal resolution DCE‐MRI‐based deconvolution analysis: validation with ALBI score and Child‐Pugh class
title_full Determination of hepatic extraction fraction with gadoxetate low‐temporal resolution DCE‐MRI‐based deconvolution analysis: validation with ALBI score and Child‐Pugh class
title_fullStr Determination of hepatic extraction fraction with gadoxetate low‐temporal resolution DCE‐MRI‐based deconvolution analysis: validation with ALBI score and Child‐Pugh class
title_full_unstemmed Determination of hepatic extraction fraction with gadoxetate low‐temporal resolution DCE‐MRI‐based deconvolution analysis: validation with ALBI score and Child‐Pugh class
title_short Determination of hepatic extraction fraction with gadoxetate low‐temporal resolution DCE‐MRI‐based deconvolution analysis: validation with ALBI score and Child‐Pugh class
title_sort determination of hepatic extraction fraction with gadoxetate low‐temporal resolution dce‐mri‐based deconvolution analysis: validation with albi score and child‐pugh class
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10122932/
https://www.ncbi.nlm.nih.gov/pubmed/36088635
http://dx.doi.org/10.1002/jmrs.617
work_keys_str_mv AT phonlakraimonchai determinationofhepaticextractionfractionwithgadoxetatelowtemporalresolutiondcemribaseddeconvolutionanalysisvalidationwithalbiscoreandchildpughclass
AT ramadansaadallah determinationofhepaticextractionfractionwithgadoxetatelowtemporalresolutiondcemribaseddeconvolutionanalysisvalidationwithalbiscoreandchildpughclass
AT simpsonjohn determinationofhepaticextractionfractionwithgadoxetatelowtemporalresolutiondcemribaseddeconvolutionanalysisvalidationwithalbiscoreandchildpughclass
AT gholizadehneda determinationofhepaticextractionfractionwithgadoxetatelowtemporalresolutiondcemribaseddeconvolutionanalysisvalidationwithalbiscoreandchildpughclass
AT armjameen determinationofhepaticextractionfractionwithgadoxetatelowtemporalresolutiondcemribaseddeconvolutionanalysisvalidationwithalbiscoreandchildpughclass
AT skehankate determinationofhepaticextractionfractionwithgadoxetatelowtemporalresolutiondcemribaseddeconvolutionanalysisvalidationwithalbiscoreandchildpughclass
AT goodwinjonathan determinationofhepaticextractionfractionwithgadoxetatelowtemporalresolutiondcemribaseddeconvolutionanalysisvalidationwithalbiscoreandchildpughclass
AT tradayuvnik determinationofhepaticextractionfractionwithgadoxetatelowtemporalresolutiondcemribaseddeconvolutionanalysisvalidationwithalbiscoreandchildpughclass
AT martinjarad determinationofhepaticextractionfractionwithgadoxetatelowtemporalresolutiondcemribaseddeconvolutionanalysisvalidationwithalbiscoreandchildpughclass
AT sridharanswetha determinationofhepaticextractionfractionwithgadoxetatelowtemporalresolutiondcemribaseddeconvolutionanalysisvalidationwithalbiscoreandchildpughclass
AT lamichhanebishnu determinationofhepaticextractionfractionwithgadoxetatelowtemporalresolutiondcemribaseddeconvolutionanalysisvalidationwithalbiscoreandchildpughclass
AT bolliposteven determinationofhepaticextractionfractionwithgadoxetatelowtemporalresolutiondcemribaseddeconvolutionanalysisvalidationwithalbiscoreandchildpughclass
AT greerpeter determinationofhepaticextractionfractionwithgadoxetatelowtemporalresolutiondcemribaseddeconvolutionanalysisvalidationwithalbiscoreandchildpughclass