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Classifications of atherosclerotic plaque components with T1 and T2* mapping in 11.7 T MRI
- Source :
- European Journal of Radiology Open, European Journal of Radiology Open, Vol 8, Iss, Pp 100323-(2021)
- Publication Year :
- 2020
-
Abstract
- Graphical abstract<br />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.<br />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 μm3 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.
- Subjects :
- Pathology
ROI, region of interest
R895-920
Plaque components
FOV, field of view
030218 nuclear medicine & medical imaging
Medical physics. Medical radiology. Nuclear medicine
0302 clinical medicine
TBS, tris-buffered saline
HRP, horse radish peroxidase
OCT, optimal cutting temperature
11.7T, 11.7 Tesla
RF, radio frequency
LRNC, lipid rich necrotic core
TE, echo time
medicine.diagnostic_test
GE3D, gradient echo three dimensional
Classification
Carotid plaque
TR, repetition time
030220 oncology & carcinogenesis
CTA, computed tomography angiography
Internal carotid artery
ms, millisecond
medicine.medical_specialty
TIA, transient ischemic attack
3T, 3 Tesla
IPH, intra-plaque hemorrhage
T2*maps
ICA, internal carotid artery
Article
11.7 T MRI
03 medical and health sciences
Region of interest
medicine.artery
medicine
Radiology, Nuclear Medicine and imaging
ComputingMethodologies_COMPUTERGRAPHICS
T1 maps
T1w, T1 weighted
business.industry
Magnetic resonance imaging
Histology
Gold standard (test)
Atherosclerosis
T2*w, T2 star weighted
Staining
FA, flip angle
CI, confidence interval
Histopathology
BSA, bovine serum albumin
business
SD, standard deviation
MRI, magnetic resonance imaging
Ex vivo
Subjects
Details
- ISSN :
- 23520477
- Volume :
- 8
- Database :
- OpenAIRE
- Journal :
- European journal of radiology open
- Accession number :
- edsair.doi.dedup.....8c63b78ceecc97fc637874708a4a4c7b