Cargando…
Imaging biomarkers for steatohepatitis and fibrosis detection in non-alcoholic fatty liver disease
There is a need, in NAFLD management, to develop non-invasive methods to detect steatohepatitis (NASH) and to predict advanced fibrosis stages. We evaluated a tool based on optical analysis of liver magnetic resonance images (MRI) as biomarkers for NASH and fibrosis detection by investigating patien...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4981860/ https://www.ncbi.nlm.nih.gov/pubmed/27514671 http://dx.doi.org/10.1038/srep31421 |
_version_ | 1782447664017702912 |
---|---|
author | Gallego-Durán, Rocío Cerro-Salido, Pablo Gomez-Gonzalez, Emilio Pareja, María Jesús Ampuero, Javier Rico, María Carmen Aznar, Rafael Vilar-Gomez, Eduardo Bugianesi, Elisabetta Crespo, Javier González-Sánchez, Francisco José Aparcero, Reyes Moreno, Inmaculada Soto, Susana Arias-Loste, María Teresa Abad, Javier Ranchal, Isidora Andrade, Raúl Jesús Calleja, Jose Luis Pastrana, Miguel Iacono, Oreste Lo Romero-Gómez, Manuel |
author_facet | Gallego-Durán, Rocío Cerro-Salido, Pablo Gomez-Gonzalez, Emilio Pareja, María Jesús Ampuero, Javier Rico, María Carmen Aznar, Rafael Vilar-Gomez, Eduardo Bugianesi, Elisabetta Crespo, Javier González-Sánchez, Francisco José Aparcero, Reyes Moreno, Inmaculada Soto, Susana Arias-Loste, María Teresa Abad, Javier Ranchal, Isidora Andrade, Raúl Jesús Calleja, Jose Luis Pastrana, Miguel Iacono, Oreste Lo Romero-Gómez, Manuel |
author_sort | Gallego-Durán, Rocío |
collection | PubMed |
description | There is a need, in NAFLD management, to develop non-invasive methods to detect steatohepatitis (NASH) and to predict advanced fibrosis stages. We evaluated a tool based on optical analysis of liver magnetic resonance images (MRI) as biomarkers for NASH and fibrosis detection by investigating patients with biopsy-proven NAFLD who underwent magnetic resonance (MR) protocols using 1.5T General Electric (GE) or Philips devices. Two imaging biomarkers (NASHMRI and FibroMRI) were developed, standardised and validated using area under the receiver operating characteristic curve (AUROC) analysis. The results indicated NASHMRI diagnostic accuracy for steatohepatitis detection was 0.83 (95% CI: 0.73–0.93) and FibroMRI diagnostic accuracy for significant fibrosis determination was 0.85 (95% CI: 0.77–0.94). These findings were independent of the MR system used. We conclude that optical analysis of MRI has high potential to define non-invasive imaging biomarkers for the detection of steatohepatitis (NASHMRI) and the prediction of significant fibrosis (FibroMRI) in NAFLD patients. |
format | Online Article Text |
id | pubmed-4981860 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-49818602016-08-19 Imaging biomarkers for steatohepatitis and fibrosis detection in non-alcoholic fatty liver disease Gallego-Durán, Rocío Cerro-Salido, Pablo Gomez-Gonzalez, Emilio Pareja, María Jesús Ampuero, Javier Rico, María Carmen Aznar, Rafael Vilar-Gomez, Eduardo Bugianesi, Elisabetta Crespo, Javier González-Sánchez, Francisco José Aparcero, Reyes Moreno, Inmaculada Soto, Susana Arias-Loste, María Teresa Abad, Javier Ranchal, Isidora Andrade, Raúl Jesús Calleja, Jose Luis Pastrana, Miguel Iacono, Oreste Lo Romero-Gómez, Manuel Sci Rep Article There is a need, in NAFLD management, to develop non-invasive methods to detect steatohepatitis (NASH) and to predict advanced fibrosis stages. We evaluated a tool based on optical analysis of liver magnetic resonance images (MRI) as biomarkers for NASH and fibrosis detection by investigating patients with biopsy-proven NAFLD who underwent magnetic resonance (MR) protocols using 1.5T General Electric (GE) or Philips devices. Two imaging biomarkers (NASHMRI and FibroMRI) were developed, standardised and validated using area under the receiver operating characteristic curve (AUROC) analysis. The results indicated NASHMRI diagnostic accuracy for steatohepatitis detection was 0.83 (95% CI: 0.73–0.93) and FibroMRI diagnostic accuracy for significant fibrosis determination was 0.85 (95% CI: 0.77–0.94). These findings were independent of the MR system used. We conclude that optical analysis of MRI has high potential to define non-invasive imaging biomarkers for the detection of steatohepatitis (NASHMRI) and the prediction of significant fibrosis (FibroMRI) in NAFLD patients. Nature Publishing Group 2016-08-12 /pmc/articles/PMC4981860/ /pubmed/27514671 http://dx.doi.org/10.1038/srep31421 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Gallego-Durán, Rocío Cerro-Salido, Pablo Gomez-Gonzalez, Emilio Pareja, María Jesús Ampuero, Javier Rico, María Carmen Aznar, Rafael Vilar-Gomez, Eduardo Bugianesi, Elisabetta Crespo, Javier González-Sánchez, Francisco José Aparcero, Reyes Moreno, Inmaculada Soto, Susana Arias-Loste, María Teresa Abad, Javier Ranchal, Isidora Andrade, Raúl Jesús Calleja, Jose Luis Pastrana, Miguel Iacono, Oreste Lo Romero-Gómez, Manuel Imaging biomarkers for steatohepatitis and fibrosis detection in non-alcoholic fatty liver disease |
title | Imaging biomarkers for steatohepatitis and fibrosis detection in non-alcoholic fatty liver disease |
title_full | Imaging biomarkers for steatohepatitis and fibrosis detection in non-alcoholic fatty liver disease |
title_fullStr | Imaging biomarkers for steatohepatitis and fibrosis detection in non-alcoholic fatty liver disease |
title_full_unstemmed | Imaging biomarkers for steatohepatitis and fibrosis detection in non-alcoholic fatty liver disease |
title_short | Imaging biomarkers for steatohepatitis and fibrosis detection in non-alcoholic fatty liver disease |
title_sort | imaging biomarkers for steatohepatitis and fibrosis detection in non-alcoholic fatty liver disease |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4981860/ https://www.ncbi.nlm.nih.gov/pubmed/27514671 http://dx.doi.org/10.1038/srep31421 |
work_keys_str_mv | AT gallegoduranrocio imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT cerrosalidopablo imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT gomezgonzalezemilio imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT parejamariajesus imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT ampuerojavier imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT ricomariacarmen imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT aznarrafael imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT vilargomezeduardo imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT bugianesielisabetta imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT crespojavier imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT gonzalezsanchezfranciscojose imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT aparceroreyes imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT morenoinmaculada imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT sotosusana imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT ariaslostemariateresa imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT abadjavier imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT ranchalisidora imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT andraderauljesus imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT callejajoseluis imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT pastranamiguel imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT iaconoorestelo imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease AT romerogomezmanuel imagingbiomarkersforsteatohepatitisandfibrosisdetectioninnonalcoholicfattyliverdisease |