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Brain magnetic resonance imaging radiomics features associated with hepatic encephalopathy in adult cirrhotic patients
PURPOSE: Hepatic encephalopathy (HE) is a potential complication of cirrhosis. Magnetic resonance imaging (MRI) may demonstrate hyperintense T1 signal in the globi pallidi. The purpose of this study was to evaluate the performance of MRI-based radiomic features for diagnosing and grading chronic HE...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9474333/ https://www.ncbi.nlm.nih.gov/pubmed/35488097 http://dx.doi.org/10.1007/s00234-022-02949-2 |
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author | Sparacia, Gianvincenzo Parla, Giuseppe Cannella, Roberto Mamone, Giuseppe Petridis, Ioannis Maruzzelli, Luigi Re, Vincenzina Lo Shahriari, Mona Iaia, Alberto Comelli, Albert Miraglia, Roberto Luca, Angelo |
author_facet | Sparacia, Gianvincenzo Parla, Giuseppe Cannella, Roberto Mamone, Giuseppe Petridis, Ioannis Maruzzelli, Luigi Re, Vincenzina Lo Shahriari, Mona Iaia, Alberto Comelli, Albert Miraglia, Roberto Luca, Angelo |
author_sort | Sparacia, Gianvincenzo |
collection | PubMed |
description | PURPOSE: Hepatic encephalopathy (HE) is a potential complication of cirrhosis. Magnetic resonance imaging (MRI) may demonstrate hyperintense T1 signal in the globi pallidi. The purpose of this study was to evaluate the performance of MRI-based radiomic features for diagnosing and grading chronic HE in adult patients affected by cirrhosis. METHODS: Adult patients with and without cirrhosis underwent brain MRI with identical imaging protocol on a 3T scanner. Patients without history of chronic liver disease were the control population. HE grading was based on underlying liver disease, severity of clinical manifestation, and number of encephalopathic episodes. Texture analysis was performed on axial T1-weighted images on bilateral lentiform nuclei at the level of the foramina of Monro. Diagnostic performance of texture analysis for the diagnosis and grading of HE was assessed by calculating the area under the receiver operating characteristics (AUROC) with 95% confidence interval (CI). RESULTS: The final study population consisted of 124 patients, 70 cirrhotic patients, and 54 non-cirrhotic controls. Thirty-eight patients had history of HE with 22 having an HE grade > 1. The radiomic features predicted the presence of HE with an AUROC of 0.82 (95% CI: 0.73, 0.90; P < .0001; 82% sensitivity, 66% specificity). Radiomic features predicted grade 1 HE (AUROC 0.75; 95% CI: 0.61, 0.89; P < .0001; 94% sensitivity, 60% specificity) and grade ≥ 2 HE (AUROC 0.82; 95% CI: 0.71, 0.93; P < .0001, 95% sensitivity, 57% specificity). CONCLUSION: In cirrhotic patients, MR radiomic is effective in predicting the presence of chronic HE and in grading its severity. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00234-022-02949-2. |
format | Online Article Text |
id | pubmed-9474333 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-94743332022-09-16 Brain magnetic resonance imaging radiomics features associated with hepatic encephalopathy in adult cirrhotic patients Sparacia, Gianvincenzo Parla, Giuseppe Cannella, Roberto Mamone, Giuseppe Petridis, Ioannis Maruzzelli, Luigi Re, Vincenzina Lo Shahriari, Mona Iaia, Alberto Comelli, Albert Miraglia, Roberto Luca, Angelo Neuroradiology Diagnostic Neuroradiology PURPOSE: Hepatic encephalopathy (HE) is a potential complication of cirrhosis. Magnetic resonance imaging (MRI) may demonstrate hyperintense T1 signal in the globi pallidi. The purpose of this study was to evaluate the performance of MRI-based radiomic features for diagnosing and grading chronic HE in adult patients affected by cirrhosis. METHODS: Adult patients with and without cirrhosis underwent brain MRI with identical imaging protocol on a 3T scanner. Patients without history of chronic liver disease were the control population. HE grading was based on underlying liver disease, severity of clinical manifestation, and number of encephalopathic episodes. Texture analysis was performed on axial T1-weighted images on bilateral lentiform nuclei at the level of the foramina of Monro. Diagnostic performance of texture analysis for the diagnosis and grading of HE was assessed by calculating the area under the receiver operating characteristics (AUROC) with 95% confidence interval (CI). RESULTS: The final study population consisted of 124 patients, 70 cirrhotic patients, and 54 non-cirrhotic controls. Thirty-eight patients had history of HE with 22 having an HE grade > 1. The radiomic features predicted the presence of HE with an AUROC of 0.82 (95% CI: 0.73, 0.90; P < .0001; 82% sensitivity, 66% specificity). Radiomic features predicted grade 1 HE (AUROC 0.75; 95% CI: 0.61, 0.89; P < .0001; 94% sensitivity, 60% specificity) and grade ≥ 2 HE (AUROC 0.82; 95% CI: 0.71, 0.93; P < .0001, 95% sensitivity, 57% specificity). CONCLUSION: In cirrhotic patients, MR radiomic is effective in predicting the presence of chronic HE and in grading its severity. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00234-022-02949-2. Springer Berlin Heidelberg 2022-04-30 2022 /pmc/articles/PMC9474333/ /pubmed/35488097 http://dx.doi.org/10.1007/s00234-022-02949-2 Text en © The Author(s) 2022, corrected publication 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Diagnostic Neuroradiology Sparacia, Gianvincenzo Parla, Giuseppe Cannella, Roberto Mamone, Giuseppe Petridis, Ioannis Maruzzelli, Luigi Re, Vincenzina Lo Shahriari, Mona Iaia, Alberto Comelli, Albert Miraglia, Roberto Luca, Angelo Brain magnetic resonance imaging radiomics features associated with hepatic encephalopathy in adult cirrhotic patients |
title | Brain magnetic resonance imaging radiomics features associated with hepatic encephalopathy in adult cirrhotic patients |
title_full | Brain magnetic resonance imaging radiomics features associated with hepatic encephalopathy in adult cirrhotic patients |
title_fullStr | Brain magnetic resonance imaging radiomics features associated with hepatic encephalopathy in adult cirrhotic patients |
title_full_unstemmed | Brain magnetic resonance imaging radiomics features associated with hepatic encephalopathy in adult cirrhotic patients |
title_short | Brain magnetic resonance imaging radiomics features associated with hepatic encephalopathy in adult cirrhotic patients |
title_sort | brain magnetic resonance imaging radiomics features associated with hepatic encephalopathy in adult cirrhotic patients |
topic | Diagnostic Neuroradiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9474333/ https://www.ncbi.nlm.nih.gov/pubmed/35488097 http://dx.doi.org/10.1007/s00234-022-02949-2 |
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