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Classifications of atherosclerotic plaque components with T1 and T2* mapping in 11.7 T MRI
BACKGROUND AND AIMS: Histopathology is the gold standard for analysis of atherosclerotic plaques but has drawbacks due to the destructive nature of the method. Ex vivo MRI is a non-destructive method to image whole plaques. Our aim was to use quantitative high field ex vivo MRI to classify plaque co...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7822939/ https://www.ncbi.nlm.nih.gov/pubmed/33532518 http://dx.doi.org/10.1016/j.ejro.2021.100323 |
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author | Truong, My Lennartsson, Finn Bibic, Adnan Sundius, Lena Persson, Ana Siemund, Roger In’t Zandt, René Goncalves, Isabel Wassélius, Johan |
author_facet | Truong, My Lennartsson, Finn Bibic, Adnan Sundius, Lena Persson, Ana Siemund, Roger In’t Zandt, René Goncalves, Isabel Wassélius, Johan |
author_sort | Truong, My |
collection | PubMed |
description | BACKGROUND AND AIMS: Histopathology is the gold standard for analysis of atherosclerotic plaques but has drawbacks due to the destructive nature of the method. Ex vivo MRI is a non-destructive method to image whole plaques. Our aim was to use quantitative high field ex vivo MRI to classify plaque components, with histology as gold standard. METHODS: Surgically resected carotid plaques from 12 patients with recent TIA or stroke were imaged at 11.7 T MRI. Quantitative T1/T2* mapping sequences and qualitative T1/T2* gradient echo sequences with voxel size of 30 × 30 × 60 μm(3) were obtained prior to histological preparation, sectioning and staining for lipids, inflammation, hemorrhage, and fibrous tissue. Regions of interest (ROI) were selected based on the histological staining at multiple levels matched between histology and MRI. The MRI parameters of each ROI were then analyzed with quadratic discriminant analysis (QDA) for classification. RESULTS: A total of 965 ROIs, at 70 levels matched between histology and MRI, were registered based on histological staining. In the nine plaques where three or more plaque components were possible to co-localize with MRI, the mean degree of misclassification by QDA was 16.5 %. One of the plaques contained mostly fibrous tissue and lipids and had no misclassifications, and two plaques mostly contained fibrous tissue. QDA generally showed good classification for fibrous tissue and lipids, whereas plaques with hemorrhage and inflammation had more misclassifications. CONCLUSION: 11.7 T ex vivo high field MRI shows good visual agreement with histology in carotid plaques. T1/T2* maps analyzed with QDA is a promising non-destructive method to classify plaque components, but with a higher degree of misclassifications in plaques with hemorrhage or inflammation. |
format | Online Article Text |
id | pubmed-7822939 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-78229392021-02-01 Classifications of atherosclerotic plaque components with T1 and T2* mapping in 11.7 T MRI Truong, My Lennartsson, Finn Bibic, Adnan Sundius, Lena Persson, Ana Siemund, Roger In’t Zandt, René Goncalves, Isabel Wassélius, Johan Eur J Radiol Open Article BACKGROUND AND AIMS: Histopathology is the gold standard for analysis of atherosclerotic plaques but has drawbacks due to the destructive nature of the method. Ex vivo MRI is a non-destructive method to image whole plaques. Our aim was to use quantitative high field ex vivo MRI to classify plaque components, with histology as gold standard. METHODS: Surgically resected carotid plaques from 12 patients with recent TIA or stroke were imaged at 11.7 T MRI. Quantitative T1/T2* mapping sequences and qualitative T1/T2* gradient echo sequences with voxel size of 30 × 30 × 60 μm(3) were obtained prior to histological preparation, sectioning and staining for lipids, inflammation, hemorrhage, and fibrous tissue. Regions of interest (ROI) were selected based on the histological staining at multiple levels matched between histology and MRI. The MRI parameters of each ROI were then analyzed with quadratic discriminant analysis (QDA) for classification. RESULTS: A total of 965 ROIs, at 70 levels matched between histology and MRI, were registered based on histological staining. In the nine plaques where three or more plaque components were possible to co-localize with MRI, the mean degree of misclassification by QDA was 16.5 %. One of the plaques contained mostly fibrous tissue and lipids and had no misclassifications, and two plaques mostly contained fibrous tissue. QDA generally showed good classification for fibrous tissue and lipids, whereas plaques with hemorrhage and inflammation had more misclassifications. CONCLUSION: 11.7 T ex vivo high field MRI shows good visual agreement with histology in carotid plaques. T1/T2* maps analyzed with QDA is a promising non-destructive method to classify plaque components, but with a higher degree of misclassifications in plaques with hemorrhage or inflammation. Elsevier 2021-01-21 /pmc/articles/PMC7822939/ /pubmed/33532518 http://dx.doi.org/10.1016/j.ejro.2021.100323 Text en © 2021 The Author(s) http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Truong, My Lennartsson, Finn Bibic, Adnan Sundius, Lena Persson, Ana Siemund, Roger In’t Zandt, René Goncalves, Isabel Wassélius, Johan Classifications of atherosclerotic plaque components with T1 and T2* mapping in 11.7 T MRI |
title | Classifications of atherosclerotic plaque components with T1 and T2* mapping in 11.7 T MRI |
title_full | Classifications of atherosclerotic plaque components with T1 and T2* mapping in 11.7 T MRI |
title_fullStr | Classifications of atherosclerotic plaque components with T1 and T2* mapping in 11.7 T MRI |
title_full_unstemmed | Classifications of atherosclerotic plaque components with T1 and T2* mapping in 11.7 T MRI |
title_short | Classifications of atherosclerotic plaque components with T1 and T2* mapping in 11.7 T MRI |
title_sort | classifications of atherosclerotic plaque components with t1 and t2* mapping in 11.7 t mri |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7822939/ https://www.ncbi.nlm.nih.gov/pubmed/33532518 http://dx.doi.org/10.1016/j.ejro.2021.100323 |
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