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Pakizer D, Kozel J, Elmers J, Feber J, Michel P, Školoudík D, Sirimarco G. Diagnostics Accuracy of Magnetic Resonance Imaging in Detection of Atherosclerotic Plaque Characteristics in Carotid Arteries Compared to Histology: A Systematic Review. J Magn Reson Imaging 2025; 61:1067-1093. [PMID: 38981139 PMCID: PMC11803704 DOI: 10.1002/jmri.29522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2024] [Revised: 06/12/2024] [Accepted: 06/17/2024] [Indexed: 07/11/2024] Open
Abstract
Carotid plaque composition represents one of the main risk factors of future ischemic stroke. MRI provides excellent soft tissue contrast that can distinguish plaque characteristics. Our objective was to analyze the diagnostic accuracy of MRI imaging in the detection of carotid plaque characteristics compared to histology in patients with symptomatic and asymptomatic carotid atherosclerosis through a systematic review. After prospective registration in PROSPERO (ID CRD42022329690), Medline Ovid, Embase.com, Cochrane Library, and Web of Science Core were searched without any search limitation up to May 27, 2022 to identify eligible articles. Of the 8168 studies, 53 (37 × 1.5 T MRI, 17 × 3 T MRI) evaluated MRI accuracy in the detection of 13 specific carotid plaque characteristics in 169 comparisons. MRI demonstrated high diagnostic accuracy for detection of calcification (3 T MRI: mean sensitivity 92%/mean specificity 90%; 1.5 T MRI: mean sensitivity 81%/mean specificity 91%), fibrous cap (1.5 T: 89%/87%), unstable plaque (1.5 T: 89%/87%), intraplaque hemorrhage (1.5 T: 86%/88%), and lipid-rich necrotic core (1.5 T: 89%/79%). MRI also proved to have a high level of tissue discrimination for the carotid plaque characteristics investigated, allowing potentially for a better risk assessment and follow-up of patients who may benefit from more aggressive treatments. These results emphasize the role of MRI as the first-line imaging modality for comprehensive assessment of carotid plaque morphology, particularly for unstable plaque. EVIDENCE LEVEL: 2 TECHNICAL EFFICACY: Stage 2.
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Affiliation(s)
- David Pakizer
- Centre for Health Research, Department of Clinical Neurosciences, Faculty of MedicineUniversity of OstravaOstravaCzech Republic
| | - Jiří Kozel
- Centre for Health Research, Department of Clinical Neurosciences, Faculty of MedicineUniversity of OstravaOstravaCzech Republic
| | - Jolanda Elmers
- Medical LibraryLausanne University Hospital and University of LausanneLausanneSwitzerland
| | - Janusz Feber
- Centre for Health Research, Department of Clinical Neurosciences, Faculty of MedicineUniversity of OstravaOstravaCzech Republic
- Division of Nephrology, Department of Pediatrics, Children's Hospital of Eastern OntarioUniversity of OttawaOttawaOntarioCanada
| | - Patrik Michel
- Stroke Center, Service of Neurology, Department of Clinical NeurosciencesLausanne University HospitalLausanneSwitzerland
| | - David Školoudík
- Centre for Health Research, Department of Clinical Neurosciences, Faculty of MedicineUniversity of OstravaOstravaCzech Republic
| | - Gaia Sirimarco
- Stroke Center, Service of Neurology, Department of Clinical NeurosciencesLausanne University HospitalLausanneSwitzerland
- Neurology Unit, Department of Internal MedicineRiviera Chablais HospitalRennazSwitzerland
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Cui Z, Xu S, Miu J, Tang Y, Pan L, Cao X, Zhang J. Development and Validation of a Fusion Model Based on Carotid Plaques and White Matter Lesion Burden Imaging Characteristics to Evaluate Ischemic Stroke Severity in Symptomatic Patients. J Magn Reson Imaging 2025; 61:648-660. [PMID: 38738856 DOI: 10.1002/jmri.29439] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2024] [Revised: 04/23/2024] [Accepted: 04/25/2024] [Indexed: 05/14/2024] Open
Abstract
BACKGROUND The diagnostic value of carotid plaque characteristics based on higher-resolution vessel wall MRI (HRVW-MRI) combined with white matter lesion (WML) burden for the risk of ischemic stroke is unclear. PURPOSE To combine carotid plaque features and WML burden to construct a hybrid model for evaluating ischemic stroke severity and prognosis in patients with symptomatic carotid artery stenosis. STUDY TYPE Retrospective. SUBJECTS One hundred and ninty-three patients with least one confirmed carotid atherosclerotic stenosis ≥30% and cerebrovascular symptoms within the last 2 weeks (136 in the training cohort and 57 in the test cohort). FIELD STRENGTH/SEQUENCE 3.0T, T2-weighted fluid attenuated inversion recovery (T2-FLAIR) and diffusion-weighted imaging (DWI); HRVW-MRI: 3D T1-weighted variable flip angle fast spin-echo sequences (VISTA), T2-weighted VISTA, simultaneous noncontrast angiography and intraplaque hemorrhage (SNAP), and contrast-enhanced T1-VISTA. ASSESSMENT The following features of the plaques or vessel wall were assessed by three MRI readers independently: calcification (CA), intraplaque hemorrhage (IPH), lipid-rich necrotic core (LRNC), ulceration, plaque enhancement (PE), maximum vessel diameter (Max VD), maximum wall thickness (Max WT), total vessel area (TVA), lumen area (LA), plaque volume, and lumen stenosis. WMLs were graded visually and categorized as absent-to-mild WMLs (Fazekas score 0-2) or moderate-severe WMLs (Fazekas score 3-6). WML volumes were quantified using a semiautomated volumetric analysis program. Modified Rankin scores (mRS) were assessed at 90 days, following an outpatient interview, or by telephone. STATISTICAL TESTS LASSO-logistic regression analysis was performed to construct a model. The performance of the model was evaluated using receiver operating characteristic (ROC) curve analyses, calibration curves, decision curve analyses, and clinical imaging curves. Conditional logistic regression analysis was used to explore the associations between the hybrid model-derived score and the modified Rankin Scale (mRS) score at 90 days. RESULTS The model was constructed using five selected features, including IPH, plaque enhancement, ulceration, NWI, and total Fazekas score in deep WMLs (DWMLs). The hybrid model yielded an area under the curve of 0.92 (95% confidence interval [CI] 0.87-0.97) in the training cohort and 0.88 (0.80-0.96) in the test cohort. Furthermore, the hybrid model-derived score (odds ratio = 1.28; 95% CI 1.06-1.53) was independently associated with the mRS score 90 days after stroke. DATA CONCLUSIONS The hybrid model constructed using MRI plaque characteristics and WML burden has potential to be an effective noninvasive method of assessing ischemic stroke severity. The model-derived score has promising utility in judging neurological function recovery. LEVEL OF EVIDENCE: 4 TECHNICAL EFFICACY Stage 2.
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Affiliation(s)
- Zhimeng Cui
- Department of Radiology, Huashan Hospital, State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
| | - Siting Xu
- Department of Radiology, Huashan Hospital, State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
| | - Jiali Miu
- Department of Radiology, Huashan Hospital, State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
| | - Ye Tang
- Department of Radiology, Huashan Hospital, State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
| | - Lei Pan
- Department of Radiology, Huashan Hospital, State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
| | - Xin Cao
- Department of Radiology, Huashan Hospital, State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
- Center for Shanghai Intelligent Imaging for Critical Brain Diseases Engineering and Technology Reasearch, Shanghai, China
| | - Jun Zhang
- Department of Radiology, Huashan Hospital, State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
- Center for Shanghai Intelligent Imaging for Critical Brain Diseases Engineering and Technology Reasearch, Shanghai, China
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Jayanandaiah A, Ayyappan A, Paramasivan NK, Narasimhaiah D, Sreedharan SE, Thulaseedharan JV, Sylaja PN. Diagnostic accuracy of carotid plaque magnetic resonance imaging compared to histopathology in symptomatic carotid artery stenosis. J Clin Neurosci 2024; 128:110802. [PMID: 39163700 DOI: 10.1016/j.jocn.2024.110802] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2024] [Revised: 08/10/2024] [Accepted: 08/13/2024] [Indexed: 08/22/2024]
Abstract
INTRODUCTION Vulnerable plaques have been shown to predict ipsilateral cerebral ischemic events and identifying them leads to appropriate secondary stroke prevention strategies. We evaluated the diagnostic accuracy of MR carotid plaque imaging in identifying plaque vulnerability when compared with histopathological findings in patients with symptomatic carotid stenosis who underwent carotid endarterectomy (CEA). METHODS A prospective cohort of forty-five consecutive patients with moderate to severe symptomatic carotid stenosis who underwent CEA at a tertiary Indian hospital had 3 T MRI plaque imaging with multi-parametric protocol between November 2021 and December 2022. Images were analyzed by a vascular radiologist blinded to histopathological data. High-risk plaque characteristics such as lipid rich necrotic core (LRNC), intraplaque hemorrhage (IPH), thin fibrous cap and ulceration were assessed and correlated with histopathological findings as per American Heart Association (AHA) classification using Cohen's kappa statistics to obtain diagnostic accuracies. RESULTS Of the 45 patients, 38(84 %) were males. The mean age was 65 ± 7.7 years and mean duration to CEA from the most recent event was 57 days (57 ± 46 days). A significant correlation between MR plaque imaging and histopathology was noted for IPH (sensitivity-91 %, specificity-86 %, κ = 0.774, p < 0.001), LRNC (sensitivity-92.1 %, specificity-85.7 %, κ = 0.697, p < 0.001), and plaque ulceration (sensitivity-84.6 %, specificity-78.1 %, κ = 0.563, p < 0.001). MRI had an overall sensitivity and specificity of 92.3 % and 84.2 % respectively (κ = 0.77, p < 0.001) in discriminating high risk plaques. CONCLUSION MR plaque imaging shows a very good correlation with histopathology and can identify unstable high-risk plaques with high accuracy. This may have implication in selection of patients for carotid revascularization in symptomatic carotid stenosis.
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Affiliation(s)
- Akash Jayanandaiah
- Comprehensive Stroke Care Program, Department of Neurology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Thiruvananthapuram, Kerala, India
| | - Anoop Ayyappan
- Department of Imaging Science and Interventional Radiology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Thiruvananthapuram, Kerala, India
| | - Naveen K Paramasivan
- Comprehensive Stroke Care Program, Department of Neurology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Thiruvananthapuram, Kerala, India
| | - Deepthi Narasimhaiah
- Department of Pathology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Thiruvananthapuram, Kerala, India
| | - Sapna E Sreedharan
- Comprehensive Stroke Care Program, Department of Neurology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Thiruvananthapuram, Kerala, India
| | - Jissa V Thulaseedharan
- Achutha Menon Centre for Health Science Studies, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Thiruvananthapuram, Kerala, India
| | - P N Sylaja
- Comprehensive Stroke Care Program, Department of Neurology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Thiruvananthapuram, Kerala, India.
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Li B, Xie R, Sun Z, Shao X, Lian Y, Guo H, You R, You Z, Zhao X. Nonlinear metamaterials enhanced surface coil array for parallel magnetic resonance imaging. Nat Commun 2024; 15:7949. [PMID: 39261525 PMCID: PMC11390956 DOI: 10.1038/s41467-024-52423-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2023] [Accepted: 09/05/2024] [Indexed: 09/13/2024] Open
Abstract
Magnetic resonance imaging (MRI) is a crucial medical imaging modality, with parallel MRI accelerating scans but often reducing the signal-to-noise ratio (SNR). Recent advances in metamaterials have shown considerable potential in enhancing the SNR of MRI and consequently improving the quality of parallel MRI. In this study, we present a nonlinear metamaterial comprising nonlinear meta-atoms designed to selectively enhance the radio-frequency reception field in MRI, while minimizing interference with the radio-frequency transmission field. We develop an electromagnetic field-circuit joint simulation process for analyzing and optimizing the nonlinear response. Experimental validation confirms that nonlinear metamaterial integration in a surface coil array delivers a 3-fold SNR increase for parallel MRI compared to using the surface coil array alone. This research advances our understanding of such metamaterials and demonstrates their potential for practical utilization in MRI and clinical settings, thereby promising substantial enhancements in imaging capabilities.
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Affiliation(s)
- Bingbai Li
- Department of Precision Instrument, Tsinghua University, Beijing, 100084, China
| | - Rongbo Xie
- Department of Precision Instrument, Tsinghua University, Beijing, 100084, China
| | - Zhenci Sun
- Department of Precision Instrument, Tsinghua University, Beijing, 100084, China
| | - Xin Shao
- Center for Biomedical Imaging Research, School of Biomedical Engineering, Tsinghua University, Beijing, 100084, China
| | - Yuan Lian
- Center for Biomedical Imaging Research, School of Biomedical Engineering, Tsinghua University, Beijing, 100084, China
| | - Hua Guo
- Center for Biomedical Imaging Research, School of Biomedical Engineering, Tsinghua University, Beijing, 100084, China
| | - Rui You
- School of Instrument Science and Opto-electronics Engineering, Beijing Information Science and Technology University, Beijing, 100192, China.
| | - Zheng You
- Department of Precision Instrument, Tsinghua University, Beijing, 100084, China.
- Beijing Advanced Innovation Center for Integrated Circuits, Beijing, 100084, China.
| | - Xiaoguang Zhao
- Department of Precision Instrument, Tsinghua University, Beijing, 100084, China.
- Beijing Advanced Innovation Center for Integrated Circuits, Beijing, 100084, China.
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Parillo M, Mallio CA, Dekkers IA, Rovira À, van der Molen AJ, Quattrocchi CC. Late/delayed gadolinium enhancement in MRI after intravenous administration of extracellular gadolinium-based contrast agents: is it worth waiting? MAGMA (NEW YORK, N.Y.) 2024; 37:151-168. [PMID: 38386150 DOI: 10.1007/s10334-024-01151-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Revised: 01/17/2024] [Accepted: 01/30/2024] [Indexed: 02/23/2024]
Abstract
The acquisition of images minutes or even hours after intravenous extracellular gadolinium-based contrast agents (GBCA) administration ("Late/Delayed Gadolinium Enhancement" imaging; in this review, further termed LGE) has gained significant prominence in recent years in magnetic resonance imaging. The major limitation of LGE is the long examination time; thus, it becomes necessary to understand when it is worth waiting time after the intravenous injection of GBCA and which additional information comes from LGE. LGE can potentially be applied to various anatomical sites, such as heart, arterial vessels, lung, brain, abdomen, breast, and the musculoskeletal system, with different pathophysiological mechanisms. One of the most popular clinical applications of LGE regards the assessment of myocardial tissue thanks to its ability to highlight areas of acute myocardial damage and fibrotic tissues. Other frequently applied clinical contexts involve the study of the urinary tract with magnetic resonance urography and identifying pathological abdominal processes characterized by high fibrous stroma, such as biliary tract tumors, autoimmune pancreatitis, or intestinal fibrosis in Crohn's disease. One of the current areas of heightened research interest revolves around the possibility of non-invasively studying the dynamics of neurofluids in the brain (the glymphatic system), the disruption of which could underlie many neurological disorders.
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Affiliation(s)
- Marco Parillo
- Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200, 00128, Rome, Italy
- Operative Research Unit of Diagnostic Imaging and Interventional Radiology, Department of Medicine and Surgery, Università Campus Bio-Medico Di Roma, Via Alvaro del Portillo, 200, 00128, Rome, Italy
| | - Carlo Augusto Mallio
- Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200, 00128, Rome, Italy.
- Operative Research Unit of Diagnostic Imaging and Interventional Radiology, Department of Medicine and Surgery, Università Campus Bio-Medico Di Roma, Via Alvaro del Portillo, 200, 00128, Rome, Italy.
| | - Ilona A Dekkers
- Department of Radiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Àlex Rovira
- Section of Neuroradiology, Department of Radiology, Autonomous University of Barcelona and Hospital Vall d'Hebron, Passeig Vall d'Hebron, Barcelona, Spain
| | - Aart J van der Molen
- Department of Radiology, Leiden University Medical Center, Leiden, The Netherlands
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Koppara T, Dregely I, Nekolla SG, Nährig J, Langwieser N, Bradaric C, Ganter C, Laugwitz KL, Schwaiger M, Ibrahim T. Simultaneous 18-FDG PET and MR imaging in lower extremity arterial disease. Front Cardiovasc Med 2024; 11:1352696. [PMID: 38404725 PMCID: PMC10884315 DOI: 10.3389/fcvm.2024.1352696] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2023] [Accepted: 01/22/2024] [Indexed: 02/27/2024] Open
Abstract
Background Simultaneous positron emission tomography (PET) and magnetic resonance imaging (MRI) is a novel hybrid imaging method integrating the advances of morphological tissue characterization of MRI with the pathophysiological insights of PET applications. Aim This study evaluated the use of simultaneous 18-FDG PET/MR imaging for characterizing atherosclerotic lesions in lower extremity arterial disease (LEAD). Methods Eight patients with symptomatic stenoses of the superficial femoral artery (SFA) under simultaneous acquisition of 18-FDG PET and contrast-enhanced MRI using an integrated whole-body PET/MRI scanner. Invasive plaque characterization of the SFA was performed by intravascular imaging using optical coherence tomography. Histological analysis of plaque specimens was performed after directional atherectomy. Results MRI showed contrast enhancement at the site of arterial stenosis, as assessed on T2-w and T1-w images, compared to a control area of the contralateral SFA (0.38 ± 0.15 cm vs. 0.23 ± 0.11 cm; 1.77 ± 0.19 vs. 1.57 ± 0.15; p-value <0.05). On PET imaging, uptake of 18F-FDG (target-to-background ratio TBR > 1) at the level of symptomatic stenosis was observed in all but one patient. Contrast medium-induced MR signal enhancement was detected in all plaques, whereas FDG uptake in PET imaging was increased in lesions with active fibroatheroma and reduced in fibrocalcified lesions. Conclusion In this multimodal imaging study, we report the feasibility and challenges of simultaneous PET/MR imaging of LEAD, which might offer new perspectives for risk estimation.
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Affiliation(s)
- Tobias Koppara
- Department of Internal Medicine I, Cardiology and Angiology, School of Medicine and Health, Technical University of Munich, Munich, Germany
- DZHK (German Center for Cardiovascular Research)—Partner Site Munich Heart Alliance, Munich, Germany
| | - Isabel Dregely
- Department of Nuclear Medicine, School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Stephan G. Nekolla
- DZHK (German Center for Cardiovascular Research)—Partner Site Munich Heart Alliance, Munich, Germany
- Department of Nuclear Medicine, School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Jörg Nährig
- Institute of Pathology, School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Nicolas Langwieser
- Department of Internal Medicine I, Cardiology and Angiology, School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Christian Bradaric
- Department of Internal Medicine I, Cardiology and Angiology, School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Carl Ganter
- Institute of Radiology, School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Karl-Ludwig Laugwitz
- Department of Internal Medicine I, Cardiology and Angiology, School of Medicine and Health, Technical University of Munich, Munich, Germany
- DZHK (German Center for Cardiovascular Research)—Partner Site Munich Heart Alliance, Munich, Germany
| | - Markus Schwaiger
- DZHK (German Center for Cardiovascular Research)—Partner Site Munich Heart Alliance, Munich, Germany
- Department of Nuclear Medicine, School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Tareq Ibrahim
- Department of Internal Medicine I, Cardiology and Angiology, School of Medicine and Health, Technical University of Munich, Munich, Germany
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Li Q, Cai M, Wang H, Chen L. Diagnostic Performance of Contrast-Enhanced Ultrasound and High-Resolution Magnetic Resonance Imaging for Carotid Atherosclerotic Plaques: A Systematic Review and Meta-Analysis. JOURNAL OF ULTRASOUND IN MEDICINE : OFFICIAL JOURNAL OF THE AMERICAN INSTITUTE OF ULTRASOUND IN MEDICINE 2023; 42:739-749. [PMID: 36321389 DOI: 10.1002/jum.16122] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/03/2022] [Revised: 08/17/2022] [Accepted: 10/17/2022] [Indexed: 06/16/2023]
Abstract
OBJECTIVES The aim of this meta-analysis was to evaluate the diagnostic value of contrast-enhanced ultrasound (CEUS) and high-resolution magnetic resonance imaging (HR-MRI) in patients with carotid vulnerable plaques. METHODS A systematic review was conducted in PubMed, Embase, Cochrane Library, and Web of Science using the search terms carotid artery, atherosclerotic plaque, CEUS, contrast-enhanced ultrasound, HR-MRI, and high-resolution magnetic resonance. Studies published since the establishment of the library until December 2021 were retrieved. The statistical analyses were performed with Meta-DiSc version 1.4. Beyond that, the potential sources of heterogeneity for CEUS and HR-MRI were explored. RESULTS Nine articles were included in this study. For CEUS, the pooled sensitivity and specificity for detecting carotid vulnerable plaques 91% (95% confidence interval [CI]: 84%, 95%) and 67% (95% CI: 54%, 79%), respectively. For HR-MRI, the pooled sensitivity and specificity were 78% (95% CI: 72%, 83%) and 65% (95% CI, 56%, 73%), respectively. The area under the summary receiver operating characteristic curve for CEUS and HR-MRI were 0.9218 and 0.8129, respectively. However, the difference in diagnostic accuracy between CEUS and HR-MRI diagnostic accuracy was not statistically significant. CONCLUSIONS The study shows that the sensitivity of CEUS was higher than that of HR-MRI, and the specificity was similar to HR-MRI. CEUS and HR-MRI provide a similar diagnostic yield in detecting a vulnerable plaque. Thus, CEUS may be a useful tool for the diagnosis of carotid vulnerable plaques.
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Affiliation(s)
- Qiuping Li
- Department of Ultrasonography, China-Japan Union Hospital of Jilin University, Changchun, Jilin, China
| | - Miaomiao Cai
- Department of Ultrasonography, China-Japan Union Hospital of Jilin University, Changchun, Jilin, China
| | - Hui Wang
- Department of Ultrasonography, China-Japan Union Hospital of Jilin University, Changchun, Jilin, China
| | - Libo Chen
- Department of Ultrasonography, China-Japan Union Hospital of Jilin University, Changchun, Jilin, China
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Pan J, Chen Y, Hu Y, Wang H, Chen W, Zhou Q. Molecular imaging research in atherosclerosis: A 23-year scientometric and visual analysis. Front Bioeng Biotechnol 2023; 11:1152067. [PMID: 37122864 PMCID: PMC10133554 DOI: 10.3389/fbioe.2023.1152067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Accepted: 04/06/2023] [Indexed: 05/02/2023] Open
Abstract
Background: Cardiovascular and cerebrovascular diseases are major global health problems, and the main cause is atherosclerosis. Recently, molecular imaging has been widely employed in the diagnosis and therapeutic applications of a variety of diseases, including atherosclerosis. Substantive facts have announced that molecular imaging has broad prospects in the early diagnosis and targeted treatment of atherosclerosis. Objective: We conducted a scientometric analysis of the scientific publications over the past 23 years on molecular imaging research in atherosclerosis, so as to identify the key progress, hotspots, and emerging trends. Methods: Original research and reviews regarding molecular imaging in atherosclerosis were retrieved from the Web of Science Core Collection database. Microsoft Excel 2021 was used to analyze the main findings. CiteSpace, VOSviewer, and a scientometric online platform were used to perform visualization analysis of the co-citation of journals and references, co-occurrence of keywords, and collaboration between countries/regions, institutions, and authors. Results: A total of 1755 publications were finally included, which were published by 795 authors in 443 institutions from 59 countries/regions. The United States was the top country in terms of the number and centrality of publications in this domain, with 810 papers and a centrality of 0.38, and Harvard University published the largest number of articles (182). Fayad, ZA was the most productive author, with 73 papers, while LIBBY P had the most co-citations (493). CIRCULATION was the top co-cited journal with a frequency of 1,411, followed by ARTERIOSCL THROM VAS (1,128). The co-citation references analysis identified eight clusters with a well-structured network (Q = 0.6439) and highly convincing clustering (S = 0.8865). All the studies calculated by keyword co-occurrence were divided into five clusters: "nanoparticle," "magnetic resonance imaging," "inflammation," "positron emission tomography," and "ultrasonography". Hot topics mainly focused on cardiovascular disease, contrast media, macrophage, vulnerable plaque, and microbubbles. Sodium fluoride ⁃PET, targeted drug delivery, OCT, photoacoustic imaging, ROS, and oxidative stress were identified as the potential trends. Conclusion: Molecular imaging research in atherosclerosis has attracted extensive attention in academia, while the challenges of clinical transformation faced in this field have been described in this review. The findings of the present research can inform funding agencies and researchers toward future directions.
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Tritanon O, Mataeng S, Apirakkan M, Panyaping T. Utility of high-resolution magnetic resonance vessel wall imaging in differentiating between atherosclerotic plaques, vasculitis, and arterial dissection. Neuroradiology 2023; 65:441-451. [PMID: 36456894 PMCID: PMC9905173 DOI: 10.1007/s00234-022-03093-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2022] [Accepted: 11/17/2022] [Indexed: 12/03/2022]
Abstract
PURPOSE Differentiating between atherosclerosis, vasculitis, and dissection is a diagnostic challenge because of inconclusive findings on conventional imaging and some overlap in the vessel wall patterns. The aim of this study was to determine whether vessel wall MRI patterns can differentiate between these vasculopathies. METHODS We retrospectively reviewed 3T high-resolution vessel wall imaging studies of patients diagnosed with atherosclerotic plaques, vasculitis, and dissection. The patterns of involvement, wall enhancement, and T1 and T2 signals, as well as the specific patterns, were assessed and compared between the three diseases. RESULTS Fifty-nine patients with atherosclerosis (n = 33), vasculitis (n = 13), and dissection (n = 13) were enrolled. There were significant differences in the pattern of involvement between the three groups (P < 0.001), with concentric wall thickening in vasculitis patients (84.6%) and eccentric wall thickening in atherosclerosis (97%) and dissection (92.3%) patients. There was also a significant difference in the specific pattern (P < 0.001), with intimal flap (76.9%) and intramural hematoma (23.1%) in dissection patients and intraplaque hemorrhage (18.2%) in atherosclerosis patients. Furthermore, subgroup analysis showed a significant difference in the wall enhancement pattern between atherosclerosis and vasculitis patients (P < 0.05). Finally, there was a significant difference in the location of involvement between the three groups (P < 0.001). CONCLUSION By using the pattern of involvement, wall enhancement, and specific patterns, vessel wall MRI can help differentiate between atherosclerosis, vasculitis, and dissection.
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Affiliation(s)
- Oranan Tritanon
- Division of Diagnostic Neuroradiology, Department of Diagnostic and Therapeutic Radiology, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, 270 Rama VI Road, Thung Phaya Thai, Ratchathewi, Bangkok, 10400 Thailand ,Department of Diagnostic and Therapeutic Radiology, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, 270 Rama VI Road, Ratchathewi, Bangkok, 10400 Thailand
| | - Suphanika Mataeng
- Department of Diagnostic and Therapeutic Radiology, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, 270 Rama VI Road, Ratchathewi, Bangkok, 10400 Thailand
| | - Mungkorn Apirakkan
- Department of Diagnostic and Therapeutic Radiology, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, 270 Rama VI Road, Ratchathewi, Bangkok, 10400 Thailand
| | - Theeraphol Panyaping
- Department of Diagnostic and Therapeutic Radiology, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, 270 Rama VI Road, Ratchathewi, Bangkok, 10400, Thailand.
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Zhang Y, Taylor E, Huang N, Hamilton J, Cheng JX. Survival intravascular photoacoustic imaging of lipid-rich plaque in cholesterol fed rabbits. TRANSLATIONAL BIOPHOTONICS 2022; 4:e202200012. [PMID: 38283396 PMCID: PMC10812843 DOI: 10.1002/tbio.202200012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2022] [Accepted: 08/24/2022] [Indexed: 11/11/2022] Open
Abstract
Intravascular photoacoustic (IVPA) imaging is a promising modality for quantitative assessment of lipid-laden atherosclerotic plaques. Yet, survival IVPA imaging of the same plaque in the same animal is not demonstrated. Here, using a sheathed IVUS/PA catheter of 0.9 mm in diameter, we demonstrate MRI-guided survival IVPA imaging of same plaque in an aorta of a well-established rabbit model mimicking atherosclerosis in human patients. The IVUS/PA results were confirmed by histology. These advances open the opportunity to evaluate the effectiveness of a therapy that aims to reduce the size of atherosclerotic plaques and demonstrates the potential of translating the IVPA catheter into clinic for detection of lipid-rich plaques that are at high risk for thrombosis.
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Affiliation(s)
- Yi Zhang
- Department of Physics, Boston University, Boston, 02215, USA
| | - Erik Taylor
- Department of Physiology and Biophysics, Boston University School of Medicine, Boston, 02118, USA
| | - Nasi Huang
- Department of Physiology and Biophysics, Boston University School of Medicine, Boston, 02118, USA
| | - James Hamilton
- Department of Physiology and Biophysics, Boston University School of Medicine, Boston, 02118, USA
| | - Ji-Xin Cheng
- Department of Physics, Boston University, Boston, 02215, USA
- Department of Biomedical Engineering, Boston University, Boston, 02215, USA
- Department of Electrical and Computer Engineering, Boston University, Boston, 02215, USA
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11
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Shishikura D, Octavia Y, Hayat U, Thondapu V, Barlis P. Atherogenesis and Inflammation. Interv Cardiol 2022. [DOI: 10.1002/9781119697367.ch1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
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12
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Yang W, Wasserman B, Yang H, Liu L, Orman G, Intrapiromkul J, Trout H, Qiao Y. Characterization of Restenosis following Carotid Endarterectomy Using Contrast-Enhanced Vessel Wall MR Imaging. AJNR Am J Neuroradiol 2022; 43:422-428. [PMID: 35177544 PMCID: PMC8910800 DOI: 10.3174/ajnr.a7423] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Accepted: 12/09/2021] [Indexed: 11/07/2022]
Abstract
BACKGROUND AND PURPOSE Restenosis is an important determinant of the long-term efficacy of carotid endarterectomy. Our aim was to assess the role of high-resolution vessel wall MR imaging for characterizing restenosis after carotid endarterectomy. MATERIALS AND METHODS Patients who underwent vessel wall MR imaging after carotid endarterectomy were included in this study. Restenotic lesions were classified as myointimal hyperplasia or recurrent atherosclerotic plaques based on MR imaging features of lesion compositions. Imaging characteristics of myointimal hyperplasia were compared with those of normal post-carotid endarterectomy and recurrent plaque groups. Recurrent plaques were matched with primary plaques by categories of stenosis, and differences in plaque features were compared between the 2 groups. RESULTS Twenty-two recurrent lesions from 18 patients (14 unilateral and 4 bilateral) were classified as myointimal hyperplasia or recurrent plaque. Myointimal hyperplasia showed no difference in enhancement compared with normal post-carotid endarterectomy vessels (5 unilateral) but showed stronger enhancement than recurrent plaques (80.10% [SD, 42.42%] versus 56.74% [SD, 46.54%], P = .042). A multivariate logistic regression model of plaque-feature detection in recurrent plaques compared with primary plaques adjusted for maximum wall thickness revealed that recurrent plaques were longer (OR, 4.27; 95% CI, 1.32-13.85; P = .015) and more likely to involve a flow divider and side walls (OR, 6.96; 95% CI, 1.37-35.28; P = .019). Recurrent plaques had a higher prevalence of intraplaque hemorrhage (61.5% versus 30.8%, P = .048) by a χ2 test, but compositional differences were not significant in the multivariate model. CONCLUSIONS Vessel wall MR imaging can distinguish recurrent plaques from myointimal hyperplasia and reveal features that may differ between primary and recurrent plaques, highlighting its value for evaluating patients with carotid restenosis.
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Affiliation(s)
- W. Yang
- From The Russell H. Morgan Department of Radiology and Radiological Sciences (W.Y., B.A.W., L.L., J.I., Y.Q.), The Johns Hopkins Hospital, Baltimore, Maryland
| | - B.A. Wasserman
- From The Russell H. Morgan Department of Radiology and Radiological Sciences (W.Y., B.A.W., L.L., J.I., Y.Q.), The Johns Hopkins Hospital, Baltimore, Maryland
| | - H. Yang
- Department of Radiology (H.Y.), Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - L. Liu
- From The Russell H. Morgan Department of Radiology and Radiological Sciences (W.Y., B.A.W., L.L., J.I., Y.Q.), The Johns Hopkins Hospital, Baltimore, Maryland
| | - G. Orman
- Department of Radiology (G.O.), Texas Children's Hospital, Houston, Texas
| | - J. Intrapiromkul
- From The Russell H. Morgan Department of Radiology and Radiological Sciences (W.Y., B.A.W., L.L., J.I., Y.Q.), The Johns Hopkins Hospital, Baltimore, Maryland
| | - H.H. Trout
- Department of Surgery (H.H.T.), Suburban Hospital, Bethesda, Maryland
| | - Y. Qiao
- From The Russell H. Morgan Department of Radiology and Radiological Sciences (W.Y., B.A.W., L.L., J.I., Y.Q.), The Johns Hopkins Hospital, Baltimore, Maryland
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13
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Guo Y, Canton G, Chen L, Sun J, Geleri DB, Balu N, Xu D, Mossa-Basha M, Hatsukami TS, Yuan C. Multi-Planar, Multi-Contrast and Multi-Time Point Analysis Tool (MOCHA) for Intracranial Vessel Wall Characterization. J Magn Reson Imaging 2022; 56:944-955. [PMID: 35099091 DOI: 10.1002/jmri.28087] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 01/16/2022] [Accepted: 01/18/2022] [Indexed: 01/11/2023] Open
Abstract
BACKGROUND Three-dimensional (3D) intracranial vessel wall (IVW) magnetic resonance imaging can reliably image intracranial atherosclerotic disease (ICAD). However, an integrated, streamlined, and optimized workflow for IVW analysis to provide qualitative and quantitative measurements is lacking. PURPOSE To propose and evaluate an image analysis pipeline (MOCHA) that can register multicontrast and multitime point 3D IVW for multiplanar review and quantitative plaque characterization. STUDY TYPE Retrospective. POPULATION A total of 11 subjects with ICAD (68 ± 10 years old, 6 males). FIELD STRENGTH/SEQUENCE A 3.0 T, 3D time-of-flight gradient echo sequence and T1- and proton density-weighted fast spin echo sequences. ASSESSMENT Each participant underwent two IVW sessions within 2 weeks. Scan and rescan IVW images were preprocessed using MOCHA. The presence of atherosclerotic lesions was identified in different intracranial arterial segments by two readers (GC and JS, 12 years of vascular MR imaging experience each) following an established review protocol to reach consensus on each of the reviews. For all locations with identified plaques, plaque length, lumen and vessel wall areas, maximum and mean wall thickness values, normalized wall index and contrast enhancement ratio were measured. STATISTICAL TESTS Percent agreement and Cohen's κ were used to test scan-rescan reproducibility of detecting plaques using MOCHA. Intraclass correlation coefficient (ICC) and Bland-Altman analysis were used to evaluate scan-rescan reproducibility for plaque morphologic and enhancement measurements. RESULTS In 150 paired intracranial vessel segments, the overall agreement in plaque detection was 92.7% (κ = 0.822). The ICCs (all ICCs > 0.90) and Bland-Altman plots (no bias observed) indicated excellent scan-rescan reproducibility for all morphologic and enhancement measurements. DATA CONCLUSION Findings from this study demonstrate that MOCHA provides high scan-rescan reproducibility for identification and quantification of atherosclerosis along multiple intracranial arterial segments and highlight its potential use in characterizing plaque composition and monitoring plaque development. EVIDENCE LEVEL 4 TECHNICAL EFFICACY: Stage 2.
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Affiliation(s)
- Yin Guo
- Department of Bioengineering, University of Washington, Seattle, Washington, 98109, USA
| | - Gador Canton
- Department of Radiology, University of Washington, Seattle, Washington, 98109, USA
| | - Li Chen
- Department of Electrical and Computer Engineering, University of Washington, Seattle, Washington, 98109, USA
| | - Jie Sun
- Department of Radiology, University of Washington, Seattle, Washington, 98109, USA
| | - Duygu Baylam Geleri
- Department of Radiology, University of Washington, Seattle, Washington, 98109, USA
| | - Niranjan Balu
- Department of Radiology, University of Washington, Seattle, Washington, 98109, USA
| | - Dongxiang Xu
- Department of Radiology, University of Washington, Seattle, Washington, 98109, USA
| | - Mahmud Mossa-Basha
- Department of Radiology, University of Washington, Seattle, Washington, 98109, USA
| | - Thomas S Hatsukami
- Department of Surgery, University of Washington, Seattle, Washington, 98109, USA
| | - Chun Yuan
- Department of Bioengineering, University of Washington, Seattle, Washington, 98109, USA.,Department of Radiology, University of Washington, Seattle, Washington, 98109, USA
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14
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Bonati LH, Brown MM. Carotid Artery Disease. Stroke 2022. [DOI: 10.1016/b978-0-323-69424-7.00022-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
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15
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Truong M, Håkansson C, HaileMichael M, Svensson J, Lätt J, Markenroth Bloch K, Siemund R, Gonçalves I, Wassélius J. The potential role of T2*-weighted multi-echo data image combination as an imaging marker for intraplaque hemorrhage in carotid plaque imaging. BMC Med Imaging 2021; 21:121. [PMID: 34380454 PMCID: PMC8356411 DOI: 10.1186/s12880-021-00652-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2021] [Accepted: 07/14/2021] [Indexed: 01/14/2023] Open
Abstract
Background Carotid atherosclerotic plaques with intraplaque hemorrhage (IPH) are associated with elevated stroke risk. IPH is predominantly imaged based on paramagnetic properties of the upstream hemoglobin degradation product methemoglobin. This is an explorative observational study to test the feasibility of a spoiled gradient echo based T2* weighted MRI sequence (3D MEDIC) for carotid plaque imaging, and to compare signs suggestive of the downstream degradation product hemosiderin on 3D MEDIC with signs of methemoglobin on a T1wBB sequence.
Methods Patients with recent TIA or stroke were selected based on the presence on non-calcified plaque components on CTA to promote an enriched prevalence of IPH in the material. Patients (n = 42) underwent 3T MRI with 3D MEDIC and 2D turbo spin echo T1w black blood (T1wBB). Images were independently evaluated by two neuroradiologists and Cohens Kappa was used for inter-reader agreement for each sequence. Results The technical feasibility for 3D MEDIC, was 34/42 patients (81%). Non-calcified plaque components with susceptibility effect without simultaneous T1-shortening—a combination suggestive of hemosiderin, was seen in 13/34 of the plaques. An equally large group display elevated T1w signal in combination with signal loss on 3D MEDIC, a combination suggestive of both hemosiderin and methemoglobin. Cohen’s kappa for inter-reader agreement was 0.64 (CI 0.345–0.925) for 3D MEDIC and 0.94 (CI 0.81–1.00) for T1wBB. Conclusions 3D MEDIC shows signal loss, without elevated T1w signal on T1wBB, in non-calcified tissue in many plaques in this group of patients. If further studies, including histological verification, confirm that the 3D MEDIC susceptibility effect is indeed caused by hemosiderin, 3D MEDIC could aid in the detection of IPH, beyond elevation of T1w signal.
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Affiliation(s)
- My Truong
- Department of Medical Imaging and Physiology, Skåne University Hospital, Lund, Sweden.,Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Claes Håkansson
- Department of Medical Imaging and Physiology, Skåne University Hospital, Lund, Sweden.,Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Makda HaileMichael
- Department of Medical Imaging and Physiology, Skåne University Hospital, Lund, Sweden
| | - Jonas Svensson
- Department of Medical Imaging and Physiology, Skåne University Hospital, Lund, Sweden.,Medical Radiation Physics, Department of Translational Medicine, Lund University , Lund, Sweden
| | - Jimmy Lätt
- Department of Medical Imaging and Physiology, Skåne University Hospital, Lund, Sweden
| | | | - Roger Siemund
- Department of Medical Imaging and Physiology, Skåne University Hospital, Lund, Sweden.,Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Isabel Gonçalves
- Department of Clinical Sciences, Lund University, Malmö, Sweden.,Department of Cardiology, Skåne University Hospital, Malmö , Sweden
| | - Johan Wassélius
- Department of Medical Imaging and Physiology, Skåne University Hospital, Lund, Sweden. .,Department of Clinical Sciences, Lund University, Lund, Sweden. .,Department of Radiology, Skåne University Hospital, 221 85, Lund, Sweden.
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16
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Kang N, Qiao Y, Wasserman BA. Essentials for Interpreting Intracranial Vessel Wall MRI Results: State of the Art. Radiology 2021; 300:492-505. [PMID: 34313475 DOI: 10.1148/radiol.2021204096] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Intracranial vessel wall (VW) MRI has become widely available in clinical practice, providing multiple uses for evaluation of neurovascular diseases. The Vessel Wall Imaging Study Group of the American Society of Neuroradiology has recently reported expert consensus recommendations for the clinical implementation of this technique. However, the complexity of the neurovascular system and caveats to the technique may challenge its application in clinical practice. The purpose of this article is to review concepts essential for accurate interpretation of intracranial VW MRI results. This knowledge is intended to improve diagnostic confidence and performance in the interpretation of VW MRI scans. © RSNA, 2021 Online supplemental material is available for this article.
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Affiliation(s)
- Ningdong Kang
- From the Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, HSF III 8106, 670 W Baltimore St, Baltimore, MD, 21201 (B.A.W.). Russell H. Morgan Department of Radiology & Radiological Sciences, Johns Hopkins University School of Medicine, Baltimore, MD. (N.K., Y.Q., B.A.W.)
| | - Ye Qiao
- From the Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, HSF III 8106, 670 W Baltimore St, Baltimore, MD, 21201 (B.A.W.). Russell H. Morgan Department of Radiology & Radiological Sciences, Johns Hopkins University School of Medicine, Baltimore, MD. (N.K., Y.Q., B.A.W.)
| | - Bruce A Wasserman
- From the Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, HSF III 8106, 670 W Baltimore St, Baltimore, MD, 21201 (B.A.W.). Russell H. Morgan Department of Radiology & Radiological Sciences, Johns Hopkins University School of Medicine, Baltimore, MD. (N.K., Y.Q., B.A.W.)
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17
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Müller MD, Bonati LH. Carotid artery stenosis – Current evidence and treatment recommendations. CLINICAL AND TRANSLATIONAL NEUROSCIENCE 2021. [DOI: 10.1177/2514183x211001654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Background: Carotid artery stenosis is an important cause for stroke. Carotid endarterectomy (CEA) reduces the risk of stroke in patients with symptomatic carotid stenosis and to some extent in patients with asymptomatic carotid stenosis. More than 20 years ago, carotid artery stenting (CAS) emerged as an endovascular treatment alternative to CEA. Objective and Methods: This review summarises the available evidence from randomised clinical trials in patients with symptomatic as well as in patients with asymptomatic carotid stenosis. Results: CAS is associated with a higher risk of death or any stroke between randomisation and 30 days after treatment than CEA (odds ratio (OR) = 1.74, 95% CI 1.3 to 2.33, p < 0.0001). In a pre-defined subgroup analysis, the OR for stroke or death within 30 days after treatment was 1.11 (95% CI 0.74 to 1.64) in patients <70 years old and 2.23 (95% CI 1.61 to 3.08) in patients ≥70 years old, resulting in a significant interaction between patient age and treatment modality (interaction p = 0.007). The combination of death or any stroke up to 30 days after treatment or ipsilateral stroke during follow-up also favoured CEA (OR = 1.51, 95% CI 1.24 to 1.85, p < 0.0001). In asymptomatic patients, there is a non-significant increase in death or stroke occurring within 30 days of treatment with CAS compared to CEA (OR = 1.72, 95% CI 1.00 to 2.97, p = 0.05). The risk of peri-procedural death or stroke or ipsilateral stroke during follow-up did not differ significantly between treatments (OR = 1.27, 95% CI 0.87 to 1.84, p = 0.22). Discussion and Conclusion: In symptomatic patients, randomised evidence has consistently shown CAS to be associated with a higher risk of stroke or death within 30 days of treatment than CEA. This extra risk is mostly attributed to an increase in strokes occurring on the day of the procedure in patients ≥70 years. In asymptomatic patients, there may be a small increase in the risk of stroke or death within 30 days of treatment with CAS compared to CEA, but the currently available evidence is insufficient and further data from ongoing randomised trials are needed.
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Affiliation(s)
- Mandy D Müller
- Department of Neurology and Stroke Center, University Hospital Basel, University of Basel, Basel, Switzerland
- Department of Neurosurgery, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Leo H Bonati
- Department of Neurology and Stroke Center, University Hospital Basel, University of Basel, Basel, Switzerland
- Department of Brain Repair and Rehabilitation, Stroke Research Centre, UCL Institute of Neurology, University College London, London, UK
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18
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Karimi-Bidhendi S, Arafati A, Cheng AL, Wu Y, Kheradvar A, Jafarkhani H. Fully‑automated deep‑learning segmentation of pediatric cardiovascular magnetic resonance of patients with complex congenital heart diseases. J Cardiovasc Magn Reson 2020; 22:80. [PMID: 33256762 PMCID: PMC7706241 DOI: 10.1186/s12968-020-00678-0] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2020] [Accepted: 09/09/2020] [Indexed: 01/25/2023] Open
Abstract
BACKGROUND For the growing patient population with congenital heart disease (CHD), improving clinical workflow, accuracy of diagnosis, and efficiency of analyses are considered unmet clinical needs. Cardiovascular magnetic resonance (CMR) imaging offers non-invasive and non-ionizing assessment of CHD patients. However, although CMR data facilitates reliable analysis of cardiac function and anatomy, clinical workflow mostly relies on manual analysis of CMR images, which is time consuming. Thus, an automated and accurate segmentation platform exclusively dedicated to pediatric CMR images can significantly improve the clinical workflow, as the present work aims to establish. METHODS Training artificial intelligence (AI) algorithms for CMR analysis requires large annotated datasets, which are not readily available for pediatric subjects and particularly in CHD patients. To mitigate this issue, we devised a novel method that uses a generative adversarial network (GAN) to synthetically augment the training dataset via generating synthetic CMR images and their corresponding chamber segmentations. In addition, we trained and validated a deep fully convolutional network (FCN) on a dataset, consisting of [Formula: see text] pediatric subjects with complex CHD, which we made publicly available. Dice metric, Jaccard index and Hausdorff distance as well as clinically-relevant volumetric indices are reported to assess and compare our platform with other algorithms including U-Net and cvi42, which is used in clinics. RESULTS For congenital CMR dataset, our FCN model yields an average Dice metric of [Formula: see text] and [Formula: see text] for LV at end-diastole and end-systole, respectively, and [Formula: see text] and [Formula: see text] for RV at end-diastole and end-systole, respectively. Using the same dataset, the cvi42, resulted in [Formula: see text], [Formula: see text], [Formula: see text] and [Formula: see text] for LV and RV at end-diastole and end-systole, and the U-Net architecture resulted in [Formula: see text], [Formula: see text], [Formula: see text] and [Formula: see text] for LV and RV at end-diastole and end-systole, respectively. CONCLUSIONS The chambers' segmentation results from our fully-automated method showed strong agreement with manual segmentation and no significant statistical difference was found by two independent statistical analyses. Whereas cvi42 and U-Net segmentation results failed to pass the t-test. Relying on these outcomes, it can be inferred that by taking advantage of GANs, our method is clinically relevant and can be used for pediatric and congenital CMR segmentation and analysis.
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Affiliation(s)
- Saeed Karimi-Bidhendi
- Center for Pervasive Communications and Computing, University of California, Irvine, Irvine, USA
| | - Arghavan Arafati
- Edwards Lifesciences Center for Advanced Cardiovascular Technology, University of California, Irvine, Irvine, USA
| | - Andrew L Cheng
- The Keck School of Medicine, University of Southern California and Children's Hospital Los Angeles, Los Angeles, USA
| | - Yilei Wu
- Center for Pervasive Communications and Computing, University of California, Irvine, Irvine, USA
| | - Arash Kheradvar
- Edwards Lifesciences Center for Advanced Cardiovascular Technology, University of California, Irvine, Irvine, USA.
| | - Hamid Jafarkhani
- Center for Pervasive Communications and Computing, University of California, Irvine, Irvine, USA.
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19
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Zhou J, Cai SF, Yuan XS, Pang ZY, Yu BX, Yao H, Xu JJ, Pang YJ, Guo N, Liu XP. Remodeling of occluded internal carotid artery in vessel wall magnetic resonance imaging. Int J Neurosci 2020; 132:860-867. [PMID: 33153335 DOI: 10.1080/00207454.2020.1847105] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
OBJECTIVE The purpose of the present study was to investigate the remodeling pattern of the extracranial occluded internal carotid artery (OICA) by vessel wall magnetic resonance imaging (VWI). METHODS Thirty-nine atherosclerotic OICAs from 32 consecutive cases underwent 3-Tesla VWI to acquire pre- and post-contrast T1-weighted two-dimensional fluid-attenuated inversion recovery fast spin echo sequences. 25 symptomatic CAs exhibited ipsilateral downstream cerebral ischemia or ophthalmic artery embolism within last three months. The 14 remaining CAs were asymptomatic. Twenty-four CAs from 22 patients with atherosclerosis but no stenosis were recruited as control group. The outer wall area (OWA) was calculated based on the outer contour of the carotid artery drawn on the pre-contrast VWI. Negative remodeling was defined as a lower OWA compared to that of control group. RESULTS Clinical characteristics including age, sex and vascular risk factors showed no significant difference between the occluded and control group. However, the OWA was lower in the occluded group than in the control group (0.63 versus 0.90 cm2, p = 0.004). For all OICAs, the OWA was larger in symptomatic cases than asymptomatic cases (0.71 versus 0.49cm2, p = 0.025). Using a cutoff value of 0.44, the sensitivity and specificity of OWA for detecting symptomatic OICA were 0.88 and 0.57, respectively. Heterogeneous signal intensity and enhancement were more often observed at the proximal than the distal segment of occlusion (p < 0.001). The inter-observer agreement regarding the evaluation of VWI characteristics was desirable (κ = 0.805 ∼ 0.847). CONCLUSIONS Negative remodeling is prevalent in OICA, especially in asymptomatic cases.
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Affiliation(s)
- Jun Zhou
- Department of Senile Neurology, Shandong Provincial Hospital, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China
| | - Shi-Feng Cai
- Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Xian-Shun Yuan
- Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Zai-Ying Pang
- Department of Senile Neurology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Bing-Xin Yu
- Department of Health Management, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Hong Yao
- Department of Senile Neurology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Jing-Jing Xu
- Department of Senile Neurology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Yue-Jiu Pang
- Department of Senile Neurology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Ning Guo
- Department of Senile Neurology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Xue-Ping Liu
- Department of Senile Neurology, Shandong Provincial Hospital, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China.,Department of Senile Neurology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
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20
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Zhang R, Zhang Q, Ji A, Lv P, Zhang J, Fu C, Lin J. Identification of high-risk carotid plaque with MRI-based radiomics and machine learning. Eur Radiol 2020; 31:3116-3126. [PMID: 33068185 DOI: 10.1007/s00330-020-07361-z] [Citation(s) in RCA: 57] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2020] [Revised: 03/01/2020] [Accepted: 03/12/2020] [Indexed: 11/26/2022]
Abstract
OBJECTIVES We sought to build a high-risk plaque MRI-based model (HRPMM) using radiomics features and machine learning for differentiating symptomatic from asymptomatic carotid plaques. MATERIALS AND METHODS One hundred sixty-two patients with carotid stenosis were randomly divided into training and test cohorts. Multi-contrast MRI including time of flight (TOF), T1- and T2-weighted imaging, and contrast-enhanced imaging was done. Radiological characteristics of the carotid plaques were recorded and calculated to build a traditional model. After extracting the radiomics features on these images, we constructed HRPMM with least absolute shrinkage and selection operator algorithm in the training cohort and evaluated its performance in the test cohort. A combined model was also built using both the traditional and radiomics features. The performance of all the models in the identification of high-risk carotid plaque was compared. RESULTS Intraplaque hemorrhage and lipid-rich necrotic core were independently associated with clinical symptoms and were used to build the traditional model, which achieved an area under the curve (AUC) of 0.825 versus 0.804 in the training and test cohorts. The HRPMM and the combined model achieved an AUC of 0.988 versus 0.984 and of 0.989 versus 0.986 respectively in the two cohorts. Both the radiomics model and combined model outperformed the traditional model, whereas the combined model showed no significant difference with the HRPMM. CONCLUSIONS Our MRI-based radiomics model can accurately distinguish symptomatic from asymptomatic carotid plaques. It is superior to the traditional model in the identification of high-risk plaques. KEY POINTS • Carotid plaque multi-contrast MRI stores other valuable information to be further exploited by radiomics analysis. • Radiomics analysis can accurately distinguish symptomatic from asymptomatic carotid plaques. • The radiomics model is superior to the traditional model in the identification of high-risk plaques.
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Affiliation(s)
- Ranying Zhang
- Department of Radiology, Zhongshan Hospital, Fudan University and Shanghai Institute of Medical Imaging, 180 Fenglin Road, Shanghai, 200032, China
| | - Qingwei Zhang
- Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Institute of Digestive Disease, 145 Middle Shandong Road, Shanghai, China
| | - Aihua Ji
- Department of Radiology, Zhongshan Hospital, Fudan University and Shanghai Institute of Medical Imaging, 180 Fenglin Road, Shanghai, 200032, China
| | - Peng Lv
- Department of Radiology, Zhongshan Hospital, Fudan University and Shanghai Institute of Medical Imaging, 180 Fenglin Road, Shanghai, 200032, China
| | - Jingjing Zhang
- Department of Radiology, Zhongshan Hospital, Fudan University and Shanghai Institute of Medical Imaging, 180 Fenglin Road, Shanghai, 200032, China
| | - Caixia Fu
- MR Application Development, Siemens Shenzhen Magnetic Resonance Ltd., Gaoxin C. Ave, 2nd, Hi-Tech Industrial Park, Shenzhen, 518057, China
| | - Jiang Lin
- Department of Radiology, Zhongshan Hospital, Fudan University and Shanghai Institute of Medical Imaging, 180 Fenglin Road, Shanghai, 200032, China.
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Kassem M, Florea A, Mottaghy FM, van Oostenbrugge R, Kooi ME. Magnetic resonance imaging of carotid plaques: current status and clinical perspectives. ANNALS OF TRANSLATIONAL MEDICINE 2020; 8:1266. [PMID: 33178798 PMCID: PMC7607136 DOI: 10.21037/atm-2020-cass-16] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Rupture of a vulnerable carotid plaque is one of the leading causes of stroke. Carotid magnetic resonance imaging (MRI) is able to visualize all the main hallmarks of plaque vulnerability. Various MRI sequences have been developed in the last two decades to quantify carotid plaque burden and composition. Often, a combination of multiple sequences is used. These MRI techniques have been extensively validated with histological analysis of carotid endarterectomy specimens. High agreement between the MRI and histological measures of plaque burden, intraplaque hemorrhage (IPH), lipid-rich necrotic core (LRNC), fibrous cap (FC) status, inflammation and neovascularization has been demonstrated. Novel MRI sequences allow to generate three-dimensional isotropic images with a large longitudinal coverage. Other new sequences can acquire multiple contrasts using a single sequence leading to a tremendous reduction in scan time. IPH can be easily identified as a hyperintense signal in the bulk of the plaque on strongly T1-weighted images, such as magnetization-prepared rapid acquisition gradient echo images, acquired within a few minutes with a standard neurovascular coil. Carotid MRI can also be used to evaluate treatment effects. Several meta-analyses have demonstrated a strong predictive value of IPH, LRNC, thinning or rupture of the FC for ischemic cerebrovascular events. Recently, in a large meta-analysis based on individual patient data of asymptomatic and symptomatic individuals with carotid artery stenosis, it was shown that IPH on MRI is an independent risk predictor for stroke, stronger than any known clinical risk parameter. Expert recommendations on carotid plaque MRI protocols have recently been described in a white paper. The present review provides an overview of the current status and applications of carotid plaque MR imaging and its future potential in daily clinical practice.
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Affiliation(s)
- Mohamed Kassem
- CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands.,Department of Radiology and Nuclear Medicine, Maastricht University Medical Center (MUMC+), Maastricht, The Netherlands
| | - Alexandru Florea
- Department of Radiology and Nuclear Medicine, Maastricht University Medical Center (MUMC+), Maastricht, The Netherlands.,Department of Nuclear Medicine, University Hospital RWTH Aachen, Aachen, Germany
| | - Felix M Mottaghy
- Department of Radiology and Nuclear Medicine, Maastricht University Medical Center (MUMC+), Maastricht, The Netherlands.,Department of Nuclear Medicine, University Hospital RWTH Aachen, Aachen, Germany
| | - Robert van Oostenbrugge
- CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands.,Department of Neurology, MUMC+, Maastricht, The Netherlands
| | - M Eline Kooi
- CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands.,Department of Radiology and Nuclear Medicine, Maastricht University Medical Center (MUMC+), Maastricht, The Netherlands
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22
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Abstract
Current risk stratification for stroke is still based upon percentage of carotid stenosis, despite this measure providing minimal patient-specific information on the actual risk of stroke for both symptomatic individuals without significant carotid artery stenosis as well as asymptomatic carotid stenosis patients. A continuously growing body of literature suggests that the identification and quantification of certain carotid plaque characteristics, including lipid-rich necrotic core (LRNC), thin/ruptured fibrous cap (FC), and intraplaque hemorrhage (IPH), provide a superior means of predicting future stroke. These characteristics are identifiable via magnetic resonance imaging (MRI), with most features detectable using commercially available coils and sequences utilized in routine clinical practice in as little as 4 minutes. The presence of LRNC, a thin/ruptured FC, and IPH is associated with increased risk of future stroke or TIA. Plaques with greater than 40% LRNC with a thin overlying FC are prone to rupture. LRNC is T2 hypointense and lacks enhancement on contrast enhanced T1 weighted images. Increasing LRNC size is associated with the development of new ulceration, FC rupture, increasing plaque burden, as well as fatal and nonfatal myocardial infarction, ischemic stroke, hospitalization for acute coronary syndrome (ACS), and symptom-driven revascularization, allowing for MR biomarkers of carotid plaque vulnerability to be utilized for systemic athero-thrombotic risk and not just stroke/TIA. LRNC typically shrinks with appropriate statin therapy, with PCSK9 inhibitors possibly playing a role in patients with inadequate response. Carotid plaques with IPH represent a more advanced stage of atherosclerotic disease. IPH is detectable with field strengths of both 3.0 T and 1.5 T and will demonstrate high signal on all T1 weighted imaging sequences. The presence of IPH increases the risk of future stroke in both symptomatic and asymptomatic patients, with multivariate analysis identifying IPH as a predictor of stroke, independent of percent stenosis, with no statistical difference in men vs. women, demonstrating that simple carotid stenosis measurements and traditional risk factor analysis may be inadequate in identifying patients at the highest risk for adverse cerebrovascular events. In the evaluation for recurrent stroke in recently symptomatic patients with >50% carotid stenosis, the estimated annual stroke risk is 23.2% in IPH+ patients and only 0.6% in IPH- patients, calling into question the current risk-benefit assessment for CEA. Additionally, a recent meta-analysis suggests that IPH+ plaque in patients with symptomatic <50% stenosis may be the etiology of embolic strokes previously labeled as "embolic stroke of undetermined source" (ESUS). There are no prospective drug trials testing the ability of any lipid-lowering therapies to decrease IPH and/or total plaque volume (TPV). Given the continuously increasing evidence of IPH as a significant predictor of carotid plaque progression and future adverse vascular events, trials aimed at targeted therapy for IPH represents a significant need.
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Affiliation(s)
- Michael E Porambo
- Department of Radiology, Walter Reed National Military Medical Center, Bethesda, MD, USA
| | - J Kevin DeMarco
- Department of Radiology, Walter Reed National Military Medical Center, Bethesda, MD, USA.,Department of Radiology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
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Yang WJ, Abrigo J, Soo YOY, Wong S, Wong KS, Leung TWH, Chu WCW, Chen XY. Regression of Plaque Enhancement Within Symptomatic Middle Cerebral Artery Atherosclerosis: A High-Resolution MRI Study. Front Neurol 2020; 11:755. [PMID: 32849214 PMCID: PMC7399098 DOI: 10.3389/fneur.2020.00755] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2019] [Accepted: 06/18/2020] [Indexed: 01/10/2023] Open
Abstract
Objective: Contrast enhancement is a vital feature of the intracranial atherosclerotic plaque on high-resolution magnetic resonance imaging (HRMRI), but its clinical significance is still unclear. We aimed to quantitatively assess plaque enhancement patterns in the middle cerebral artery (MCA) atherosclerotic plaque. Methods: We conducted a cross-sectional study by prospectively recruiting stroke or transient ischemic attack patients with >30% of MCA stenosis of either side. All patients underwent contrast-enhanced HRMRI scans. Enrolled patients were classified into acute phase (<4 weeks), subacute phase (4-12 weeks) and chronic phase (>12 weeks) groups based on the time interval from stroke onset to imaging scan. Plaque enhancement index was calculated for each MCA lesion at the maximal narrowing site. Results: We identified a total of 89 MCA plaques [53 (60%) symptomatic and 36 (40%) asymptomatic; 57 (64%) acute, 18 (20%) subacute and 14 (16%) chronic] in 58 patients on HRMRI. Among the acute lesions, symptomatic plaques had a significantly stronger plaque enhancement than asymptomatic plaques (symptomatic vs. asymptomatic: 38.9 ± 18.2 vs. 18.2 ± 16.2, p < 0.001). Among the symptomatic lesions, plaque enhancement diminished with increasing time after stroke onset (38.9 ± 18.2, 22.0 ± 22.8, and 5.0 ± 10.1 for acute, subacute, and chronic phase, respectively; p = 0.001). Conclusion: Plaque enhancement in the acute atherosclerotic plaque is closely related to recent ischemic events. In symptomatic atherosclerosis, plaque enhancement regresses over time after ischemic stroke, which may offer the potential to monitor the plaque activity in intracranial atherosclerosis using HRMRI.
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Affiliation(s)
- Wen-Jie Yang
- The Russell H. Morgan Department of Radiology and Radiological Sciences, The Johns Hopkins University, Baltimore, MD, United States
| | - Jill Abrigo
- Department of Imaging and Interventional Radiology, Prince of Wales Hospital, The Chinese University of Hong Kong, Shatin, China
| | - Yannie Oi-Yan Soo
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Shatin, China
| | - Simon Wong
- Department of Imaging and Interventional Radiology, Prince of Wales Hospital, The Chinese University of Hong Kong, Shatin, China
| | - Ka-Sing Wong
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Shatin, China
| | - Thomas Wai-Hong Leung
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Shatin, China
| | - Winnie Chiu-Wing Chu
- Department of Imaging and Interventional Radiology, Prince of Wales Hospital, The Chinese University of Hong Kong, Shatin, China
| | - Xiang-Yan Chen
- Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Kowloon, China
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24
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Krasteva MP, Lau KK, Mordasini P, Tsang ACO, Heldner MR. Intracranial Atherosclerotic Stenoses: Pathophysiology, Epidemiology, Risk Factors and Current Therapy Options. Adv Ther 2020; 37:1829-1865. [PMID: 32270364 PMCID: PMC7467483 DOI: 10.1007/s12325-020-01291-4] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2020] [Indexed: 01/03/2023]
Abstract
Intracranial atherosclerotic stenoses (ICAS) are one of the most common causes of first and recurrent cerebrovascular ischaemic events worldwide, with highest prevalence in Asian, Hispanic and African populations. Clinical trials have improved the understanding of epidemiology, risk factors and imaging characteristics of patients with ICAS. Current therapeutic approaches concerning these patients include management of risk factors, best medical therapy, potentially endovascular and rarely surgical therapy. In our review, we elucidate the current epidemiology and evidence in evaluation of risk factors and therapeutic options for providing favourable outcome for patients with ICAS.
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Affiliation(s)
- Marina Petrova Krasteva
- Department of Neurology, Inselspital, University Hospital and University of Bern, Bern, Switzerland
| | - Kui Kai Lau
- Division of Neurology, Department of Medicine, Queen Mary Hospital, The University of Hong Kong, Pokfulam, Hong Kong
| | - Pasquale Mordasini
- Institute of Diagnostic and Interventional Neuroradiology, Inselspital, University Hospital and University of Bern, Bern, Switzerland
| | - Anderson Chun On Tsang
- Division of Neurosurgery, Department of Surgery, Queen Mary Hospital, The University of Hong Kong, Pokfulam, Hong Kong
| | - Mirjam Rachel Heldner
- Department of Neurology, Inselspital, University Hospital and University of Bern, Bern, Switzerland.
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25
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Wu B, Fang Y, Lai X. Left ventricle automatic segmentation in cardiac MRI using a combined CNN and U-net approach. Comput Med Imaging Graph 2020; 82:101719. [PMID: 32325284 DOI: 10.1016/j.compmedimag.2020.101719] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2019] [Revised: 03/05/2020] [Accepted: 03/30/2020] [Indexed: 10/24/2022]
Abstract
Cardiovascular diseases can be effectively prevented from worsening through early diagnosis. To this end, various methods have been proposed to detect the disease source by analyzing cardiac magnetic resonance images (MRI), wherein left ventricular segmentation plays an indispensable role. However, since the left ventricle (LV) is easily confused with other regions in cardiac MRI, segmentation of the LV is a challenging problem. To address this issue, we propose a composite model combining CNN and U-net to accurately segment the LV. In our model, CNN is used to locate the region of interest (ROI) and the U-net network achieve segmentation of LV. We used the cardiac MRI datasets of the MICCAI 2009 left ventricular segmentation challenge to train and test our model and demonstrated the accuracy and robustness of the proposed model. The proposed model achieved state-of-the-art results. The metrics are Dice metric (DM), volumetric overlap error (VOE) and Hausdorff distance (HD), in which DM reaches 0.951, VOE reaches 0.053 and HD reaches 3.641.
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Affiliation(s)
- Bofeng Wu
- College of Medical Technology, Zhejiang Chinese Medical University, Hangzhou, 310053, China
| | - Ying Fang
- College of Medical Technology, Zhejiang Chinese Medical University, Hangzhou, 310053, China
| | - Xiaobo Lai
- College of Medical Technology, Zhejiang Chinese Medical University, Hangzhou, 310053, China.
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26
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Yoshida K, Miyamoto S. Stratification by Multidimensional Approach for Rational Treatment of Asymptomatic Carotid Stenosis (SMART-K Study): Study Protocol. Neurol Med Chir (Tokyo) 2020; 60:10-16. [PMID: 31708514 PMCID: PMC6970068 DOI: 10.2176/nmc.st.2019-0188] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
With recent advances in medical treatments for carotid artery stenosis (CS), indications for carotid surgery should be more carefully considered for asymptomatic CS (ACS). Accurate stratification of ACS should be based on the risk of cerebral infarction, and subgroups of patients more likely to benefit from surgical treatment should be differentiated. Magnetic resonance imaging (MRI) offers a non-invasive, accurate modality for characterizing carotid plaque. Intraplaque hemorrhage (IPH) seems the most promising feature of vulnerable plaque detectable by MRI. Lectin-like oxidized low-density lipoprotein receptor-1 (LOX-1) is a type II membrane protein of the C-type lectin family with an extracellular domain that can be proteolytically cleaved and released as a soluble form (sLOX-1). This sLOX-1 plays a key role in the pathogenesis of atherosclerosis, and elevated sLOX-1 concentrations correlate with thin or ruptured fibrous caps in patients with acute coronary syndrome. This ongoing study aims to clarify the incidence of ischemic stroke in patients with ACS and IPH confirmed by MRI, and to assess whether sLOX-1 could provide a biomarker for risk of future ischemic events. The study population comprises patients with ACS (>60% area stenosis) associated with MRI-diagnosed IPH receiving follow-up under medical treatment. Primary endpoints comprise transient ischemic attack, stroke or amaurosis resulting from concerned CS. Secondary endpoints comprise any stroke or surgical treatment for progressive luminal stenosis. The target number of patients is 120 and the observational period is 36 months. The study results could help identify individuals with ACS who are refractory to medical therapy.
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Affiliation(s)
- Kazumichi Yoshida
- Department of Neurosurgery, Kyoto University Graduate School of Medicine
| | - Susumu Miyamoto
- Department of Neurosurgery, Kyoto University Graduate School of Medicine
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27
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Hajhosseiny R, Bahaei TS, Prieto C, Botnar RM. Molecular and Nonmolecular Magnetic Resonance Coronary and Carotid Imaging. Arterioscler Thromb Vasc Biol 2020; 39:569-582. [PMID: 30760017 DOI: 10.1161/atvbaha.118.311754] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Atherosclerosis is the leading cause of cardiovascular morbidity and mortality. Over the past 2 decades, increasing research attention is converging on the early detection and monitoring of atherosclerotic plaque. Among several invasive and noninvasive imaging modalities, magnetic resonance imaging (MRI) is emerging as a promising option. Advantages include its versatility, excellent soft tissue contrast for plaque characterization and lack of ionizing radiation. In this review, we will explore the recent advances in multicontrast and multiparametric imaging sequences that are bringing the aspiration of simultaneous arterial lumen, vessel wall, and plaque characterization closer to clinical feasibility. We also discuss the latest advances in molecular magnetic resonance and multimodal atherosclerosis imaging.
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Affiliation(s)
- Reza Hajhosseiny
- From the School of Biomedical Engineering and Imaging Sciences, King's College London, United Kingdom (R.H., T.S.B., C.P., R.M.B.).,National Heart and Lung Institute, Imperial College London, United Kingdom (R.H.)
| | - Tamanna S Bahaei
- From the School of Biomedical Engineering and Imaging Sciences, King's College London, United Kingdom (R.H., T.S.B., C.P., R.M.B.)
| | - Claudia Prieto
- From the School of Biomedical Engineering and Imaging Sciences, King's College London, United Kingdom (R.H., T.S.B., C.P., R.M.B.).,Escuela de Ingeniería, Pontificia Universidad Catolica de Chile, Santiago, Chile (C.P., R.M.B.)
| | - René M Botnar
- From the School of Biomedical Engineering and Imaging Sciences, King's College London, United Kingdom (R.H., T.S.B., C.P., R.M.B.).,Escuela de Ingeniería, Pontificia Universidad Catolica de Chile, Santiago, Chile (C.P., R.M.B.)
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28
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Kern KC, Liebeskind DS. Vessel Wall Imaging of Cerebrovascular Disorders. CURRENT TREATMENT OPTIONS IN CARDIOVASCULAR MEDICINE 2019; 21:65. [DOI: 10.1007/s11936-019-0782-8] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
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29
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Why is middle cerebral artery plaque augmented by contrast media? A phantom study using middle cerebral artery stenotic silicon model. Neuroradiology 2019; 61:1173-1180. [DOI: 10.1007/s00234-019-02271-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2019] [Accepted: 07/29/2019] [Indexed: 01/03/2023]
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30
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Chiocchi M, Chiaravalloti A, Morosetti D, Loreni G, Gandini R, Mancino S, Fabiano S, Simonetti G. Virtual histology-intravascular ultrasound as a diagnostic alternative for morphological characterization of carotid plaque. J Cardiovasc Med (Hagerstown) 2019; 20:335-342. [DOI: 10.2459/jcm.0b013e328356a5d2] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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31
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Abstract
Background The quality of carotid wall MRI can benefit substantially from a dedicated RF coil that is tailored towards the human neck geometry and optimized for image signal-to-noise ratio (SNR), parallel imaging performance and RF penetration depth and coverage. In last decades, several of such dedicated carotid coils were introduced. However, a comparison of the more successful designs is still lacking. Objective To perform a head-to-head comparison over four dedicated MR carotid surface coils with 4, 6, 8 and 30 coil elements, respectively. Material and methods Ten volunteers were scanned on a 3T scanner. For each subject, multiple black-blood carotid vessel wall images were measured using the four coils with different parallel imaging settings. The performance of the coils was evaluated and compared in terms of image coverage, penetration depth and noise correlations between elements. Vessel wall of a common carotid section was delineated manually. Subsequently, images were assessed based on vessel wall morphology and image quality parameters. The morphological parameters consisted of the vessel wall area, thickness, and normalized wall index (wall area/total vessel area). Image quality parameters consisted of vessel wall SNR, wall-lumen contrast-to-noise ratio (CNR), the vessel g-factor, and CNRindex ((wall–lumen signal) / (wall+lumen signal)). Repeated measures analysis of variance (rmANOVA) was applied for each parameter for the averaged 10 slices for all volunteers to assess effect of coil and SENSE factor. If the rmANOVA was significant, post-hoc comparisons were conducted. Results No significant coil effect were found for vessel wall morphological parameters. SENSE acceleration affected some morphological parameters for 6- and 8-channel coils, but had no effect on the 30-channel coil. The 30-channel coil achieved high acceleration factors (10x) with significantly lower vessel g-factor values (ps ≤ 0.01), but lower vessel wall SNR and CNR values (ps ≤ 0.01). Conclusion All four coils were capable of high-quality carotid MRI. The 30-channel coil is recommended when rapid image acquisition acceleration is required for 3D measurements, whereas 6- and 8-channel coils demonstrated the highest SNR performance.
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Visualization of basilar artery atherosclerotic plaques by conventional T2-weighted magnetic resonance imaging: A case-control study. PLoS One 2019; 14:e0212570. [PMID: 30807597 PMCID: PMC6391016 DOI: 10.1371/journal.pone.0212570] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2018] [Accepted: 02/05/2019] [Indexed: 11/19/2022] Open
Abstract
Objective In vivo visualization of intracranial atherosclerotic plaque has been performed only with high-resolution magnetic resonance imaging (HRMR). We investigated whether atherosclerotic plaque of the basilar artery (BA) can be identified in conventional magnetic resonance imaging (MRI). Methods Patients with acute ischemic stroke who had BA stenosis (“symptomatic BAA”) were retrospectively recruited using the prospective stroke registry. In the HRMR databank, subjects without BA stenosis were recruited and classified as those with silent plaque (“silent BAA”) and without any plaque (“normal controls”). Outer diameter of the BA and T2 plaque sign (an eccentric or complete obscuration of normal flow-void) within the BA were assessed by two blinded raters using conventional T2 MRI. Results Seventy-five patients with symptomatic BAA, 40 with asymptomatic BAA, and 36 normal controls were included in the study. Maximal BA diameter was significantly larger in symptomatic BAA patients with <30%, 30–50%, 50–70%, and >70% stenosis (all p<0.01 in each subgroup) and silent BAA subjects (p = 0.018) than controls. T2 plaque signs were present in 46 (61.3%) patients with symptomatic BAA and 6 (14.6%) subjects with asymptomatic BAA, while none in normal controls (p <0.001 and 0.057, respectively). Detection rates were increased with an increase in stenosis degree (25.0% in <30% stenosis, 57.9% in 30–50% stenosis, 38.5% in 50–70% stenosis, 92.3% in 70–99% stenosis, and 100.0% in occlusion). Conclusions Our data suggest that BA atherosclerosis can be detected by conventional MRI. When the use of HRMR is limited, conventional MR imaging may give additive information to clinicians.
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Alexander MD, de Havenon A, Kim SE, Parker DL, McNally JS. Assessment of quantitative methods for enhancement measurement on vessel wall magnetic resonance imaging evaluation of intracranial atherosclerosis. Neuroradiology 2019; 61:643-650. [PMID: 30675639 DOI: 10.1007/s00234-019-02167-3] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2018] [Accepted: 01/11/2019] [Indexed: 11/29/2022]
Abstract
PURPOSE Quantitative measures of vessel wall magnetic resonance imaging (vwMRI) for the evaluation of intracranial atherosclerotic disease (ICAD) offers standardization not available with previously used qualitative approaches that may be difficult to replicate. METHODS vwMRI studies performed to evaluate ICAD that had caused a stroke were analyzed. Two blinded reviewers qualitatively rated culprit lesions for the presence of enhancement on T1 delay alternating with nutation for tailored excitation (DANTE) SPACE images. At least 3 months later, quantitative analysis was performed of the same images, comparing lesion enhancement to reference structures. Cohen's kappa and intraclass correlation coefficients were calculated to assess agreement. Ratios of enhancement of lesions to references were compared to qualitative ratings. RESULTS Studies from 54 patients met inclusion criteria. A mean of 49 (90.7%) lesions were qualitatively rated as enhancing, with good inter-rater agreement (κ = 0.783). Among reference structure candidates, low infundibulum demonstrated the highest inter-rater agreement on pre- and post-contrast imaging. The ratio of percentage increase in plaque signal following contrast to the same measure in low infundibulum demonstrated the highest agreement with qualitative assessment, with highest agreement seen with a ratio of 0.8 set as a threshold (κ = 0.675). CONCLUSION Quantitative metrics can yield objective data to better standardize techniques and acceptance of vwMRI evaluation of ICAD. The low infundibulum had the highest inter-rater agreement on both pre- and post-contrast images and is best suited as a normally enhancing reference structure. Such quantitative techniques should be implemented in future research of vwMRI for the evaluation of ICAD.
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Affiliation(s)
- Matthew D Alexander
- Department of Radiology and Imaging Sciences, University of Utah, Salt Lake City, UT, USA. .,Department of Neurosurgery, University of Utah, 30 North 1900 East, Room 1A071, Salt Lake City, UT, 84132, USA.
| | - Adam de Havenon
- Department of Neurology, University of Utah, Salt Lake City, UT, USA
| | - Seong-Eun Kim
- Department of Radiology and Imaging Sciences, University of Utah, Salt Lake City, UT, USA
| | - Dennis L Parker
- Department of Radiology and Imaging Sciences, University of Utah, Salt Lake City, UT, USA
| | - Joseph S McNally
- Department of Radiology and Imaging Sciences, University of Utah, Salt Lake City, UT, USA
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Noukeu LC, Wolf J, Yuan B, Banerjee S, Nguyen KT. Nanoparticles for Detection and Treatment of Peripheral Arterial Disease. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2018; 14:e1800644. [PMID: 29952061 DOI: 10.1002/smll.201800644] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/14/2018] [Indexed: 06/08/2023]
Abstract
Peripheral arterial disease (PAD) is defined as a slow, progressive disorder of the lower extremity arterial vessels characterized by chronic narrowing that often results in occlusion and is associated with loss of functional capacity. Although the PAD occurrence rate is increasing in the elderly population, outcomes with current treatment strategies are suboptimal. Hence, there is an urgent need to develop new technologies that overcome limitations of traditional modalities for PAD detection and therapy. In this Review, the application of nanotechnology as a tool that bridges the gap in PAD diagnosis and therapy is in focus. Several materials including synthetic, natural, biodegradable, and biocompatible materials are used to develop nanoparticles for PAD diagnostic and/or therapeutic applications. Moreover, various recent research approaches are being explored to diagnose PAD through multimodality imaging with different nanoplatforms. Further efforts include targeted delivery of various therapeutic agents using nanostructures as carriers to treat PAD. Last, but not least, despite being a fairly new field, researchers are exploring the use of nanotheranostics for PAD detection and therapy.
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Affiliation(s)
- Linda C Noukeu
- Department of Bioengineering, University of Texas at Arlington, Arlington, TX, 76010, USA
- Joint Biomedical Engineering Program, University of Texas Southwestern, Dallas, TX, 75235, USA
| | - Joseph Wolf
- Department of Bioengineering, University of Texas at Arlington, Arlington, TX, 76010, USA
- Joint Biomedical Engineering Program, University of Texas Southwestern, Dallas, TX, 75235, USA
| | - Baohong Yuan
- Department of Bioengineering, University of Texas at Arlington, Arlington, TX, 76010, USA
- Joint Biomedical Engineering Program, University of Texas Southwestern, Dallas, TX, 75235, USA
| | - Subhash Banerjee
- Division of Cardiology, University of Texas Southwestern Medical Center, Dallas, TX, 75235, USA
| | - Kytai T Nguyen
- Department of Bioengineering, University of Texas at Arlington, Arlington, TX, 76010, USA
- Joint Biomedical Engineering Program, University of Texas Southwestern, Dallas, TX, 75235, USA
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35
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Botnar RM, Brangsch J, Reimann C, Janssen CHP, Razavi R, Hamm B, Makowski MR. In Vivo Molecular Characterization of Abdominal Aortic Aneurysms Using Fibrin-Specific Magnetic Resonance Imaging. J Am Heart Assoc 2018; 7:e007909. [PMID: 29848500 PMCID: PMC6015382 DOI: 10.1161/jaha.117.007909] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/19/2017] [Accepted: 01/24/2018] [Indexed: 01/07/2023]
Abstract
BACKGROUND The incidence of abdominal aortic aneurysms (AAAs) will significantly increase during the next decade. Novel biomarkers, besides diameter, are needed for a better characterization of aneurysms and the estimation of the risk of rupture. Fibrin is a key protein in the formation of focal hematoma associated with the dissection of the aortic wall and the development of larger thrombi during the progression of AAAs. This study evaluated the potential of a fibrin-specific magnetic resonance (MR) probe for the in vivo characterization of the different stages of AAAs. METHODS AND RESULTS AAAs spontaneously developed in ApoE-/- mice following the infusion of angiotensin-II (Ang-II, 1 μg/kg-1·per minute). An established fibrin-specific molecular MR probe (EP2104R, 10 μmol/kg-1) was administered after 1 to 4 weeks following Ang-II infusion (n=8 per group). All imaging experiments were performed on a clinical 3T Achieva MR system with a microscopy coil (Philips Healthcare, Netherlands). The development of AAA-associated fibrin-rich hematoma and thrombi was assessed. The high signal generated by the fibrin probe enabled high-resolution MR imaging for an accurate assessment and quantification of the relative fibrin composition of focal hematoma and thrombi. Contrast-to-noise-ratios (CNRs) and R1-relaxation rates following the administration of the fibrin probe were in good agreement with ex vivo immunohistomorphometry (R2=0.83 and 0.85) and gadolinium concentrations determined by inductively coupled plasma mass spectroscopy (R2=0.78 and 0.72). CONCLUSIONS The fibrin-specific molecular MR probe allowed the delineation and quantification of changes in fibrin content in early and advanced AAAs. Fibrin MRI could provide a novel in vivo biomarker to improve the risk stratification of patients with aortic aneurysms.
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MESH Headings
- Angiotensin II
- Animals
- Aorta, Abdominal/diagnostic imaging
- Aorta, Abdominal/metabolism
- Aortic Aneurysm, Abdominal/chemically induced
- Aortic Aneurysm, Abdominal/diagnostic imaging
- Aortic Aneurysm, Abdominal/genetics
- Aortic Aneurysm, Abdominal/metabolism
- Disease Models, Animal
- Fibrin/metabolism
- Magnetic Resonance Imaging
- Male
- Mice, Inbred C57BL
- Mice, Knockout, ApoE
- Molecular Imaging/methods
- Predictive Value of Tests
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Affiliation(s)
- René M Botnar
- Division of Imaging Sciences, King's College London, London, United Kingdom
- BHF Centre of Excellence, King's College London, London, United Kingdom
- Wellcome Trust and EPSRC Medical Engineering Center, King's College London, London, United Kingdom
- NIHR Biomedical Research Centre, King's College London, London, United Kingdom
| | | | | | | | - Reza Razavi
- Division of Imaging Sciences, King's College London, London, United Kingdom
- BHF Centre of Excellence, King's College London, London, United Kingdom
- Wellcome Trust and EPSRC Medical Engineering Center, King's College London, London, United Kingdom
- NIHR Biomedical Research Centre, King's College London, London, United Kingdom
| | - Bernd Hamm
- Department of Radiology, Charite, Berlin, Germany
| | - Marcus R Makowski
- Division of Imaging Sciences, King's College London, London, United Kingdom
- Department of Radiology, Charite, Berlin, Germany
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36
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Molinari F, Liboni W, Giustetto P, Pavanelli E, Marsico A, Suri JS. Carotid Plaque Characterization with Contrast-Enhanced Ultrasound Imaging and its Histological Validation. ACTA ACUST UNITED AC 2018. [DOI: 10.1177/154431671003400402] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Introduction Better methods are needed to determine the course of intervention in patients with atherosclerosis; therefore, plaque characterization is increasing in importance. Current guidelines suggest that the degree of stenosis and symptoms are the only criteria for the selection of the surgical intervention. However, there remain some challenges. The characterization of plaque morphology may help determine the best course of therapy. Magnetic resonance imaging and computed tomography are current standard techniques to evaluate plaque morphology, but they are expensive and unsuitable for long term surveillance and monitoring. Objective In this research, an ultrasound-based methodology for the characterization of carotid plaques is shown. This technique requires the injection of a small volume (approximately 1.5 mL) of contrast agent and the acquisition of postcontrast images. The rationale of this technique is that poorly perfused tissues (such as lipids) show a lower contrast enhancement with respect to highly perfused tissues (such as fibrous and muscular tissue). Methods The technique consists of two steps. First, the plaque region is automatically segmented by a completely user-independent algorithm. Then, the portion of the wall corresponding to the plaque is analyzed and color-coded intensity is assigned to a specific tissue. Performance evaluation was performed against histology. Twenty plaque specimens were sent to pathology for reporting. Correlation of the histology report and of the contrast-enhanced ultrasound analysis was performed. Results Plaque components that could be effectively identified were thrombi, lipids, fibrous/muscular tissue, and calcium. Overall the errors on 20 plaques between automated classification and histology were: 3.1 ± 1.1% for thrombus, 4.2 ± 1.5% for lipids, 5 ± 3.4% for fibrous/muscular tissue, and 3.2 ± 1.0% for calcium. Conclusion Despite the need for further investigation and a quantitative evaluation of the results, this methodology showed encouraging results. This analysis architecture is undergoing validation in a neurology division and is aimed at being used for the follow-up of patients and quantification of drug therapy effects.
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Affiliation(s)
- Filippo Molinari
- Biolab, Department of Electronics, Politecnico di Torino, Torino, Italy
| | | | | | | | | | - Jasjit S. Suri
- Biomedical Technologies Inc., Denver, CO
- Department of Biomedical Engineering, Idaho State University (Aff), Pocatello, ID
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37
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Lavin Plaza B, Gebhardt P, Phinikaridou A, Botnar RM. Atherosclerotic Plaque Imaging. PROTOCOLS AND METHODOLOGIES IN BASIC SCIENCE AND CLINICAL CARDIAC MRI 2018:261-300. [DOI: 10.1007/978-3-319-53001-7_8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2025]
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38
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Makowski MR, Jansen CHP, Ebersberger U, Schaeffter T, Razavi R, Mangino M, Spector TD, Botnar RM, Greil GF. Influence of acquired obesity on coronary vessel wall late gadolinium enhancement in discordant monozygote twins. Eur Radiol 2017; 27:4612-4618. [PMID: 27743116 PMCID: PMC5635090 DOI: 10.1007/s00330-016-4616-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2015] [Revised: 09/09/2016] [Accepted: 09/22/2016] [Indexed: 12/01/2022]
Abstract
OBJECTIVES The aim of this study was to investigate the impact of BMI on late gadolinium enhancement (LGE) of the coronary artery wall in identical monozygous twins discordant for BMI. Coronary LGE represents a useful parameter for the detection and quantification of atherosclerotic coronary vessel wall disease. METHODS Thirteen monozygote female twin pairs (n = 26) with significantly different BMIs (>1.6 kg/m2) were recruited out of >10,000 twin pairs (TwinsUK Registry). A coronary 3D-T2prep-TFE MR angiogram and 3D-IR-TFE vessel wall scan were performed prior to and following the administration of 0.2 mmol/kg of Gd-DTPA on a 1.5 T MR scanner. The number of enhancing coronary segments and contrast to noise ratios (CNRs) of the coronary wall were quantified. RESULTS An increase in BMI was associated with an increased number of enhancing coronary segments (5.3 ± 1.5 vs. 3.5 ± 1.6, p < 0.0001) and increased coronary wall enhancement (6.1 ± 1.1 vs. 4.8 ± 0.9, p = 0.0027) compared to matched twins with lower BMI. CONCLUSIONS This study in monozygous twins indicates that acquired factors predisposing to obesity, including lifestyle and environmental factors, result in increased LGE of the coronary arteries, potentially reflecting an increase in coronary atherosclerosis in this female study population. KEY POINTS • BMI-discordant twins allow the investigation of the influence of lifestyle factors independent from genetic confounders. • Only thirteen obesity-discordant twins were identified underlining the strong genetic component of BMI. • In female twins, a BMI increase is associated with increased coronary late gadolinium enhancement. • Increased late gadolinium enhancement in the coronary vessel wall potentially reflects increased atherosclerosis.
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Affiliation(s)
- Marcus R Makowski
- Division of Imaging Sciences and Biomedical Engineering, King's College London, London, SE1 7EH, UK
- Wellcome Trust and EPSRC Medical Engineering Centre, London, UK
- BHF Centre of Excellence, King's College London, London, UK
- NIHR Biomedical Research Centre, King's College London, London, UK
- Department of Radiology, Charité-Universitätsmedizin, Berlin, Germany
| | - Christian H P Jansen
- Division of Imaging Sciences and Biomedical Engineering, King's College London, London, SE1 7EH, UK
| | - Ullrich Ebersberger
- Department of Cardiology and Intensive Care Medicine, Heart Center Munich-Bogenhausen, Munich, Germany
| | - Tobias Schaeffter
- Division of Imaging Sciences and Biomedical Engineering, King's College London, London, SE1 7EH, UK
- Wellcome Trust and EPSRC Medical Engineering Centre, London, UK
- BHF Centre of Excellence, King's College London, London, UK
- NIHR Biomedical Research Centre, King's College London, London, UK
| | - Reza Razavi
- Division of Imaging Sciences and Biomedical Engineering, King's College London, London, SE1 7EH, UK
- Wellcome Trust and EPSRC Medical Engineering Centre, London, UK
- BHF Centre of Excellence, King's College London, London, UK
- NIHR Biomedical Research Centre, King's College London, London, UK
| | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
- National Institute for Health Research (NIHR) Biomedical Research Centre at Guy's and St. Thomas' Foundation Trust, London, UK
| | - Tim D Spector
- Department of Cardiology and Intensive Care Medicine, Heart Center Munich-Bogenhausen, Munich, Germany
| | - Rene M Botnar
- Division of Imaging Sciences and Biomedical Engineering, King's College London, London, SE1 7EH, UK
- Wellcome Trust and EPSRC Medical Engineering Centre, London, UK
- BHF Centre of Excellence, King's College London, London, UK
- NIHR Biomedical Research Centre, King's College London, London, UK
| | - Gerald F Greil
- Division of Imaging Sciences and Biomedical Engineering, King's College London, London, SE1 7EH, UK.
- Wellcome Trust and EPSRC Medical Engineering Centre, London, UK.
- BHF Centre of Excellence, King's College London, London, UK.
- NIHR Biomedical Research Centre, King's College London, London, UK.
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39
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High-resolution vessel wall MRI for the evaluation of intracranial atherosclerotic disease. Neuroradiology 2017; 59:1193-1202. [PMID: 28942481 DOI: 10.1007/s00234-017-1925-9] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2017] [Accepted: 09/11/2017] [Indexed: 01/23/2023]
Abstract
High-resolution vessel wall MRI (vwMRI) of the intracranial arteries is an emerging diagnostic imaging technique with the goal of evaluating vascular pathology. vwMRI sequences have high spatial resolution and directly image the vessel wall by suppressing blood signal. With vwMRI, it is possible to identify distinct morphologic and enhancement patterns of atherosclerosis that can provide important information about stroke etiology and recurrence risk. We present a review of vwMRI research in relation to intracranial atherosclerosis, with a focus on the relationship between ischemic stroke and atherosclerotic plaque T1 post-contrast enhancement or plaque/vessel wall morphology. The goal of this review is to provide readers with the most current understanding of the reliability, incidence, and importance of specific vwMRI findings in intracranial atherosclerosis, to guide their interpretation of vwMRI research, and help inform clinical interpretation of vwMRI. We will also provide a translational perspective on the existing vwMRI literature and insight into future vwMRI research questions and objectives. With increased use of high field strength MRI, powerful gradients, and improved pulse sequences, vwMRI will become standard-of-care in the diagnosis and prognosis of patients with cerebrovascular disease, making a firm grasp of its strengths and weakness important for neuroimagers.
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40
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Kerwin WS, Miller Z, Yuan C. Imaging of the high-risk carotid plaque: magnetic resonance imaging. Semin Vasc Surg 2017; 30:54-61. [PMID: 28818259 DOI: 10.1053/j.semvascsurg.2017.04.009] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
The emergence of the concept of high-risk atherosclerotic plaque has led to considerable interest in noninvasive imaging techniques to identify high-risk features before clinical sequelae. For plaques in the carotid arteries, magnetic resonance imaging has undergone considerable histologic validation to link imaging features to indicators of plaque instability, including plaque burden, intraplaque hemorrhage, fibrous cap disruption, lipid rich necrotic core, and calcification. Recently introduced imaging technologies, especially those focused on three-dimensional imaging sequences, are now poised for integration into the clinical workup of patients with suspected carotid atherosclerosis. The purpose of this article is to review the carotid plaque magnetic resonance imaging techniques that are most ready for integration into the clinic.
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Affiliation(s)
- William S Kerwin
- University of Washington Vascular Imaging Lab, Department of Radiology, 850 Republican Street, Seattle, WA 98109
| | - Zach Miller
- University of Washington Vascular Imaging Lab, Department of Radiology, 850 Republican Street, Seattle, WA 98109
| | - Chun Yuan
- University of Washington Vascular Imaging Lab, Department of Radiology, 850 Republican Street, Seattle, WA 98109.
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41
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Hjelmgren O, Johansson L, Prahl U, Schmidt C, Bergström GML. Inverse association between size of the lipid-rich necrotic core and vascularization in human carotid plaques. Clin Physiol Funct Imaging 2017; 38:326-331. [DOI: 10.1111/cpf.12418] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2016] [Accepted: 01/19/2017] [Indexed: 01/01/2023]
Affiliation(s)
- Ola Hjelmgren
- The Wallenberg Laboratory; Department of Molecular and Clinical Medicine; Institute of Medicine; Sahlgrenska Academy at the University of Gothenburg; Gothenburg Sweden
- Department of Clinical Physiology; Sahlgrenska University Hospital; Gothenburg Sweden
| | - Lars Johansson
- Department of Radiology; Uppsala University; Uppsala Sweden
| | - Ulrica Prahl
- The Wallenberg Laboratory; Department of Molecular and Clinical Medicine; Institute of Medicine; Sahlgrenska Academy at the University of Gothenburg; Gothenburg Sweden
| | - Caroline Schmidt
- The Wallenberg Laboratory; Department of Molecular and Clinical Medicine; Institute of Medicine; Sahlgrenska Academy at the University of Gothenburg; Gothenburg Sweden
| | - Göran M. L. Bergström
- The Wallenberg Laboratory; Department of Molecular and Clinical Medicine; Institute of Medicine; Sahlgrenska Academy at the University of Gothenburg; Gothenburg Sweden
- Department of Clinical Physiology; Sahlgrenska University Hospital; Gothenburg Sweden
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42
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Fukumitsu R, Yoshida K, Kurosaki Y, Torihashi K, Sadamasa N, Koyanagi M, Narumi O, Sato T, Chin M, Handa A, Yamagata S, Miyamoto S. Short-Term Results of Carotid Endarterectomy and Stenting After the Introduction of Carotid Magnetic Resonance Imaging: A Single-Institution Retrospective Study. World Neurosurg 2017; 101:308-314. [PMID: 28214642 DOI: 10.1016/j.wneu.2017.02.032] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2016] [Revised: 02/06/2017] [Accepted: 02/07/2017] [Indexed: 01/03/2023]
Abstract
OBJECTIVE Although carotid artery stenting (CAS) has been gaining popularity as an alternative to carotid endarterectomy (CEA), perioperative stroke rate following contemporary CAS remains significantly higher than stroke rate after CEA. The purpose of this study was to assess perioperative (within 30 days) therapeutic results in patients with carotid stenosis (CS) after introduction of preoperative carotid magnetic resonance imaging plaque evaluation in a single center performing both CEA and CAS. METHODS Based on prospectively collected data for patients with CS who were scheduled for carotid revascularization, retrospective analysis was conducted of 295 consecutive patients with CS. An intervention was selected after consideration of periprocedural risks for both CEA and CAS. Concerning risk factors for CAS, results of magnetic resonance imaging plaque evaluation were emphasized with a view toward reducing embolic complications. RESULTS CAS was performed in 114 patients, and CEA was performed in 181 patients. Comparing baseline characteristics of the 295 patients, age, T1 signal intensity of plaque, symptomatic CS, urgent intervention, and diabetes mellitus differed significantly between CAS and CEA groups. Among patients who underwent CAS, new hyperintense lesions on diffusion-weighted imaging were confirmed in 47 patients. New hyperintense lesions on diffusion-weighted imaging were recognized in 21.4% of patients who underwent CEA (n = 39), significantly less frequent than in patients who underwent CAS. CONCLUSIONS The overall short-term outcome of CEA and CAS is acceptable. Preoperative carotid magnetic resonance imaging evaluation of plaque might contribute to low rates of ischemic complications in CAS.
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Affiliation(s)
- Ryu Fukumitsu
- Department of Neurosurgery, Kurashiki Central Hospital, Okayama, Japan
| | - Kazumichi Yoshida
- Department of Neurosurgery, Kurashiki Central Hospital, Okayama, Japan.
| | | | - Koichi Torihashi
- Department of Neurosurgery, Kurashiki Central Hospital, Okayama, Japan
| | - Nobutake Sadamasa
- Department of Neurosurgery, Kurashiki Central Hospital, Okayama, Japan
| | - Masaomi Koyanagi
- Department of Neurosurgery, Kurashiki Central Hospital, Okayama, Japan
| | - Osamu Narumi
- Department of Neurosurgery, Kurashiki Central Hospital, Okayama, Japan
| | - Tsukasa Sato
- Department of Neurosurgery, Kurashiki Central Hospital, Okayama, Japan
| | - Masaki Chin
- Department of Neurosurgery, Kurashiki Central Hospital, Okayama, Japan
| | - Akira Handa
- Department of Neurosurgery, Kurashiki Central Hospital, Okayama, Japan
| | - Sen Yamagata
- Department of Neurosurgery, Kurashiki Central Hospital, Okayama, Japan
| | - Susumu Miyamoto
- Department of Neurosurgery, Kyoto University Graduate School of Medicine, Kyoto, Japan
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43
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Automatic segmentation of the right ventricle from cardiac MRI using a learning-based approach. Magn Reson Med 2017; 78:2439-2448. [DOI: 10.1002/mrm.26631] [Citation(s) in RCA: 88] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2016] [Revised: 01/11/2017] [Accepted: 01/11/2017] [Indexed: 11/07/2022]
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44
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Manual versus Automated Carotid Artery Plaque Component Segmentation in High and Lower Quality 3.0 Tesla MRI Scans. PLoS One 2016; 11:e0164267. [PMID: 27930665 PMCID: PMC5145140 DOI: 10.1371/journal.pone.0164267] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2016] [Accepted: 09/22/2016] [Indexed: 01/29/2023] Open
Abstract
PURPOSE To study the interscan reproducibility of manual versus automated segmentation of carotid artery plaque components, and the agreement between both methods, in high and lower quality MRI scans. METHODS 24 patients with 30-70% carotid artery stenosis were planned for 3T carotid MRI, followed by a rescan within 1 month. A multicontrast protocol (T1w,T2w, PDw and TOF sequences) was used. After co-registration and delineation of the lumen and outer wall, segmentation of plaque components (lipid-rich necrotic cores (LRNC) and calcifications) was performed both manually and automated. Scan quality was assessed using a visual quality scale. RESULTS Agreement for the detection of LRNC (Cohen's kappa (k) is 0.04) and calcification (k = 0.41) between both manual and automated segmentation methods was poor. In the high-quality scans (visual quality score ≥ 3), the agreement between manual and automated segmentation increased to k = 0.55 and k = 0.58 for, respectively, the detection of LRNC and calcification larger than 1 mm2. Both manual and automated analysis showed good interscan reproducibility for the quantification of LRNC (intraclass correlation coefficient (ICC) of 0.94 and 0.80 respectively) and calcified plaque area (ICC of 0.95 and 0.77, respectively). CONCLUSION Agreement between manual and automated segmentation of LRNC and calcifications was poor, despite a good interscan reproducibility of both methods. The agreement between both methods increased to moderate in high quality scans. These findings indicate that image quality is a critical determinant of the performance of both manual and automated segmentation of carotid artery plaque components.
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45
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Hayat U, Thondapu V, Tsay T, Barlis P. Atherogenesis and Inflammation. Interv Cardiol 2016. [DOI: 10.1002/9781118983652.ch1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Affiliation(s)
- Umair Hayat
- Melbourne Medical School; The University of Melbourne; Australia
| | - Vikas Thondapu
- Melbourne Medical School; The University of Melbourne; Australia
| | - Tim Tsay
- Melbourne Medical School; The University of Melbourne; Australia
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46
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Kim J, Park JE, Nahrendorf M, Kim DE. Direct Thrombus Imaging in Stroke. J Stroke 2016; 18:286-296. [PMID: 27733029 PMCID: PMC5066439 DOI: 10.5853/jos.2016.00906] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2016] [Revised: 09/01/2016] [Accepted: 09/17/2016] [Indexed: 01/02/2023] Open
Abstract
There is an emergent need for imaging methods to better triage patients with acute stroke for tissue-plasminogen activator (tPA)-mediated thrombolysis or endovascular clot retrieval by directly visualizing the size and distribution of cerebral thromboemboli. Currently, magnetic resonance (MR) or computed tomography (CT) angiography visualizes the obstruction of blood flow within the vessel lumen rather than the thrombus itself. The present visualization method, which relies on observation of the dense artery sign (the appearance of cerebral thrombi on a non-enhanced CT), suffers from low sensitivity. When translated into the clinical setting, direct thrombus imaging is likely to enable individualized acute stroke therapy by allowing clinicians to detect the thrombus with high sensitivity, assess the size and nature of the thrombus more precisely, serially monitor the therapeutic effects of thrombolysis, and detect post-treatment recurrence. This review is intended to provide recent updates on stroke-related direct thrombus imaging using MR imaging, positron emission tomography, or CT.
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Affiliation(s)
- Jongseong Kim
- Molecular Imaging and Neurovascular Research (MINER) Laboratory, Dongguk University Ilsan Hospital, Goyang, Korea.,Global Research Laboratory for Thrombus-targeted Theranostics at Dongguk University Ilsan Hospital (Korea) and Massachusetts General Hospital ( USA )
| | - Jung E Park
- Department of Neurology, Dongguk University Ilsan Hospital, Goyang, Korea
| | - Matthias Nahrendorf
- Global Research Laboratory for Thrombus-targeted Theranostics at Dongguk University Ilsan Hospital (Korea) and Massachusetts General Hospital ( USA ).,Center for Systems Biology, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Dong-Eog Kim
- Molecular Imaging and Neurovascular Research (MINER) Laboratory, Dongguk University Ilsan Hospital, Goyang, Korea.,Global Research Laboratory for Thrombus-targeted Theranostics at Dongguk University Ilsan Hospital (Korea) and Massachusetts General Hospital ( USA ).,Department of Neurology, Dongguk University Ilsan Hospital, Goyang, Korea
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47
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Abstract
Atherosclerotic cardiovascular disease is becoming a major cause of death in the world due to global epidemic of diabetes and obesity. For the prevention of atherosclerotic cardiovascular disease, it is necessary to detect high-risk atherosclerotic plaques prior to events. Recent technological advances enable to visualize atherosclerotic plaques noninvasively. This ability of noninvasive imaging helps to refine cardiovascular risk assessment in various individuals, select optimal therapeutic strategy and evaluate the efficacy of medical therapies. In this review, we discuss the role of the currently available imaging modalities including computed tomography (CT), magnetic resonance imaging (MRI) and positron emission tomography. Advantages and disadvantages of each noninvasive imaging modality will be also summarized.
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Affiliation(s)
- Daisuke Shishikura
- Department of Cardiology, Osaka Medical College, Takatsuki, Osaka, Japan
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48
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Mandell DM, Mossa-Basha M, Qiao Y, Hess CP, Hui F, Matouk C, Johnson MH, Daemen MJAP, Vossough A, Edjlali M, Saloner D, Ansari SA, Wasserman BA, Mikulis DJ. Intracranial Vessel Wall MRI: Principles and Expert Consensus Recommendations of the American Society of Neuroradiology. AJNR Am J Neuroradiol 2016; 38:218-229. [PMID: 27469212 DOI: 10.3174/ajnr.a4893] [Citation(s) in RCA: 454] [Impact Index Per Article: 50.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Intracranial vessel wall MR imaging is an adjunct to conventional angiographic imaging with CTA, MRA, or DSA. The technique has multiple potential uses in the context of ischemic stroke and intracranial hemorrhage. There remain gaps in our understanding of intracranial vessel wall MR imaging findings and research is ongoing, but the technique is already used on a clinical basis at many centers. This article, on behalf of the Vessel Wall Imaging Study Group of the American Society of Neuroradiology, provides expert consensus recommendations for current clinical practice.
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Affiliation(s)
- D M Mandell
- From the Division of Neuroradiology (D.M.M., D.J.M.), Department of Medical Imaging, University Health Network and the University of Toronto, Toronto, Ontario, Canada
| | - M Mossa-Basha
- Department of Radiology (M.M.-B.), University of Washington, Seattle, Washington
| | - Y Qiao
- The Russell H. Morgan Department of Radiology and Radiological Sciences (Y.Q., F.H., B.A.W.), Johns Hopkins Hospital, Baltimore, Maryland
| | - C P Hess
- Department of Radiology and Biomedical Imaging (C.P.H., D.S.), University of California, San Francisco, San Francisco, California
| | - F Hui
- The Russell H. Morgan Department of Radiology and Radiological Sciences (Y.Q., F.H., B.A.W.), Johns Hopkins Hospital, Baltimore, Maryland
| | - C Matouk
- Departments of Neurosurgery (C.M., M.H.J.).,Radiology and Biomedical Imaging (C.M., M.H.J.)
| | - M H Johnson
- Departments of Neurosurgery (C.M., M.H.J.).,Radiology and Biomedical Imaging (C.M., M.H.J.).,Surgery (M.H.J.), Yale University School of Medicine, New Haven, Connecticut
| | - M J A P Daemen
- Department of Pathology (M.J.A.P.D.), Academic Medical Center, Amsterdam, the Netherlands
| | - A Vossough
- Departments of Surgery (A.V.).,Radiology (A.V.), Children's Hospital of Philadelphia and Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - M Edjlali
- Department of Radiology (M.E.), Université Paris Descartes Sorbonne Paris Cité, Institut National de la Santé et de la Recherche Médicale S894, Centre Hospitalier Sainte-Anne, Paris, France
| | - D Saloner
- Department of Radiology and Biomedical Imaging (C.P.H., D.S.), University of California, San Francisco, San Francisco, California
| | - S A Ansari
- Departments of Radiology (S.A.A.).,Neurology (S.A.A.).,Neurological Surgery (S.A.A.), Northwestern University, Feinberg School of Medicine, Chicago, Illinois
| | - B A Wasserman
- The Russell H. Morgan Department of Radiology and Radiological Sciences (Y.Q., F.H., B.A.W.), Johns Hopkins Hospital, Baltimore, Maryland
| | - D J Mikulis
- From the Division of Neuroradiology (D.M.M., D.J.M.), Department of Medical Imaging, University Health Network and the University of Toronto, Toronto, Ontario, Canada
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49
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U-King-Im JM, Tang T, Moustafa RR, Baron JC, Warburton EA, Gillard JH. Imaging the Cellular Biology of the Carotid Plaque. Int J Stroke 2016; 2:85-96. [DOI: 10.1111/j.1747-4949.2007.00123.x] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
Carotid atherosclerotic disease is a significant preventable cause of stroke. Clinical decision-making in current practice is based primarily on detection of the severity of luminal stenosis, as determined by ultrasound or conventional angiographic imaging modalities. New insights in the biology of atherosclerosis now suggests that the morphological characteristics of the carotid plaque as well as the molecular and cellular processes occurring within it may be more important markers of plaque vulnerability and stroke risk. This review summarizes emerging applications in the molecular imaging of atherosclerosis and detection of the vulnerable carotid plaque. We discuss how advances in imaging platforms and biochemical technology (e.g. targeted contrast agents) have driven some exciting and promising novel diagnostic imaging approaches from bench to bedside.
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Affiliation(s)
- Jean Marie U-King-Im
- Department of Radiology, Addenbrooke's Hospital and the University of Cambridge, Cambridge CB22QQ, UK
| | - Tjun Tang
- Department of Radiology, Addenbrooke's Hospital and the University of Cambridge, Cambridge CB22QQ, UK
| | - Ramez R. Moustafa
- Department of Stroke Medicine, Addenbrooke's Hospital and the University of Cambridge, Cambridge CB22QQ, UK
| | - Jean Claude Baron
- Department of Stroke Medicine, Addenbrooke's Hospital and the University of Cambridge, Cambridge CB22QQ, UK
| | - Elizabeth A. Warburton
- Department of Stroke Medicine, Addenbrooke's Hospital and the University of Cambridge, Cambridge CB22QQ, UK
| | - Jonathan H. Gillard
- Department of Radiology, Addenbrooke's Hospital and the University of Cambridge, Cambridge CB22QQ, UK
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50
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