Classifications of atherosclerotic plaque components with T1 and T2* mapping in 11.7 T MRI. (2021)
- Record Type:
- Journal Article
- Title:
- Classifications of atherosclerotic plaque components with T1 and T2* mapping in 11.7 T MRI. (2021)
- Main Title:
- Classifications of atherosclerotic plaque components with T1 and T2* mapping in 11.7 T MRI
- Authors:
- Truong, My
Lennartsson, Finn
Bibic, Adnan
Sundius, Lena
Persson, Ana
Siemund, Roger
In't Zandt, René
Goncalves, Isabel
Wassélius, Johan - Abstract:
- Graphical abstract: Highlights: Ex vivo MRI in 11.7 T with T1/T2* maps, is a non-destructive method to study carotid plaque content with good visual agreement with histology. Quadratic discriminant analysis on ROI data from T1 and T2* maps, is a promising method to classify plaque content. Classification is more challenging in plaques with hemorrhage or inflammation. Abstract: 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 moreGraphical abstract: Highlights: Ex vivo MRI in 11.7 T with T1/T2* maps, is a non-destructive method to study carotid plaque content with good visual agreement with histology. Quadratic discriminant analysis on ROI data from T1 and T2* maps, is a promising method to classify plaque content. Classification is more challenging in plaques with hemorrhage or inflammation. Abstract: 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. … (more)
- Is Part Of:
- European journal of radiology open. Volume 8(2021)
- Journal:
- European journal of radiology open
- Issue:
- Volume 8(2021)
- Issue Display:
- Volume 8, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 8
- Issue:
- 2021
- Issue Sort Value:
- 2021-0008-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021
- Subjects:
- BSA bovine serum albumin -- HRP horse radish peroxidase -- MRI magnetic resonance imaging -- LRNC lipid rich necrotic core -- IPH intra-plaque hemorrhage -- SD standard deviation -- 11.7T 11.7 Tesla -- TIA transient ischemic attack -- TBS tris-buffered saline -- GE3D gradient echo three dimensional -- CI confidence interval -- CTA computed tomography angiography -- FOV field of view -- ICA internal carotid artery -- ms millisecond -- OCT optimal cutting temperature -- ROI region of interest -- RF radio frequency -- T1w T1 weighted -- T2*w T2 star weighted -- TE echo time -- TR repetition time -- FA flip angle -- 3T 3 Tesla
11.7 T MRI -- Carotid plaque -- Plaque components -- Atherosclerosis -- T1 maps -- T2*maps -- Classification
Medical radiology -- Periodicals
616.075705 - Journal URLs:
- http://www.sciencedirect.com/science/journal/23520477/ ↗
http://www.sciencedirect.com/ ↗ - DOI:
- 10.1016/j.ejro.2021.100323 ↗
- Languages:
- English
- ISSNs:
- 2352-0477
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 20262.xml