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Li T, Liu H, Wang L, Su X, Hu Q, Li K. Imaging of non-stenotic carotid plaque for embolic stroke of undetermined source. Eur J Radiol 2025; 187:112097. [PMID: 40209482 DOI: 10.1016/j.ejrad.2025.112097] [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: 11/05/2024] [Revised: 03/26/2025] [Accepted: 04/03/2025] [Indexed: 04/12/2025]
Abstract
PURPOSE Ischemic stroke is a significant cause of death and disability. Embolic Stroke of Undetermined Source (ESUS) accounts for a large proportion of acute ischemic strokes. A clear etiology is crucial for the treatment and prevention of stroke. The pathogenic mechanism of non-stenotic carotid plaque (NSCP) in ESUS is not yet fully understood. This study used computed tomographic angiography (CTA) to assess the correlation between NSCP and ESUS. METHOD Eighty-one patients with unilateral anterior circulation ESUS were retrospectively enrolled between June 2020 and June 2022. The prevalence of NSCP, degree of stenosis, plaque thickness, plaque type, plaque irregularity, plaque ulceration, focal areas of hypodensity within the plaque, and positive remodeling were evaluated in both carotid arteries on CTA. Univariate and multivariate logistic regression were used to determine the relationship between NSCP, plaque characteristics, and ipsilateral stroke. RESULTS Among 81 patients with unilateral anterior circulation ESUS, the incidence of NCSP was significantly higher in the ipsilateral carotid artery than in the contralateral side (76.5 % vs. 60.5 %, P = 0.028). Plaque type, plaque thickness, plaque thickness >3 mm, and focal areas of hypodensity within the plaque were remarkably different between two sides of carotid plaques (all P < 0.05). In addition, multifactorial logistic regression showed that intraplaque hypodensity (aOR = 6.449 [95 % CI, 1.818-22.878]) and greater plaque thickness (aOR = 2.476 [95 % CI, 1.14-5.38]) were significantly associated with ESUS. CONCLUSIONS The prevalence of NSCP ipsilateral to stroke is higher in ESUS patients, and more complex plaque features were found on the ipsilateral side. Greater plaque thickness and hypodensity within the plaque were significantly associated with ESUS, and these plaques may be an important embolization source of ESUS.
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Affiliation(s)
- Ting Li
- Department of Radiology, The First People's Hospital of Jintang County, Chengdu 610000 Sichuan Province, China
| | - Hui Liu
- Department of Radiology, The First People's Hospital of Jintang County, Chengdu 610000 Sichuan Province, China
| | - Lijuan Wang
- Department of Radiology, The First People's Hospital of Jintang County, Chengdu 610000 Sichuan Province, China
| | - Xiaolei Su
- Department of Radiology, The First People's Hospital of Jintang County, Chengdu 610000 Sichuan Province, China
| | - Qiongling Hu
- Department of Radiology, The First People's Hospital of Jintang County, Chengdu 610000 Sichuan Province, China
| | - Kang Li
- Department of Radiology, Chongqing General Hospital, Chongqing University, Chongqing 401147, China.
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Zedde M, Pascarella R. Many strokes from a single non-stenosing plaque: from the last event a light to the first one? Neurol Sci 2025; 46:2303-2307. [PMID: 39752008 DOI: 10.1007/s10072-024-07975-x] [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: 09/20/2024] [Accepted: 12/23/2024] [Indexed: 01/04/2025]
Abstract
INTRODUCTION Large artery atherosclerosis is a relevant cause of ischemic stroke. Beyond carotid artery stenosis ≥ 50%, causative in etiological classification of stroke, non-stenosing plaques are an increasingly reported cause of stroke with embolic pattern. METHODS We are presenting the case of a 56 years old woman presenting with a first symptomatic multifocal ischemic stroke in the right internal carotid artery (ICA) territory on 2018 and a finding of asymptomatic past vascular injury in the same vascular territory on neuroimaging studies. Extended etiological search, including extra- and intracranial vascular investigations, cardiological studies with prolonged heart rhythm monitoring, screening for acquired and genetic prothrombotic conditions failed to reveal any cause. In 2021, the patient went again for a recurrent symptomatic stroke in right ICA territory and Computed Tomography Angiography (CTA) found a huge floating thrombus on a very small plaque at the right ICA, already known from the previous CTA. Treatment with low-molecular-weight-heparin at anticoagulant dosage was started until documentation of thrombus resolution and finally the patient underwent stenting. The clinical and neuroradiological follow-up until now did not show changes. DISCUSSION Even very small carotid plaques might be associated with stroke and the putative mechanism of artery-to artery embolism from superimposed thrombus is often hypothesized but seldom imaged. This could lead to a misclassification of stroke etiology and to a non-negligible rate of atherothrombotic embolic stroke of undetermined source (ESUS) with higher risk of recurrence. CONCLUSIONS Atherothrombotic stroke may come from non-stenosing plaques and artery-to artery embolism is a common mechanism.
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Affiliation(s)
- Marialuisa Zedde
- Neurology Unit, Stroke Unit, Azienda Unità Sanitaria Locale-IRCCS di Reggio Emilia, Via Amendola 2, Reggio Emilia, 42122, Italy.
| | - Rosario Pascarella
- Neuroradiology Unit, Azienda Unità Sanitaria Locale-IRCCS di Reggio Emilia, Via Amendola 2, Reggio Emilia, 42122, Italy
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Rubin J, Cao Q, Sakai Y, Arnett N, Phi HQ, Hu AC, Cucchiara BL, Bos D, Saba L, Zee J, Song JW. Carotid Plaque Calcification Attenuation Characteristics are Associated with Intraplaque Hemorrhage Volumes: A 3D Segmentation-Based Analysis. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.04.08.25325406. [PMID: 40297431 PMCID: PMC12036392 DOI: 10.1101/2025.04.08.25325406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/30/2025]
Abstract
Background and Purpose Despite the high prevalence of plaque calcifications in carotid atherosclerosis, the association between morphologic and attenuation features of calcifications and intraplaque hemorrhage (IPH) remains unclear. Methods Carotid bifurcation calcific plaques were identified on neck CTAs from patients with unilateral anterior circulation ischemic stroke consistent with embolic stroke of undetermined source. Plaque calcifications were manually segmented using 3D Slicer to measure volume, surface area, shape, and attenuation (Hounsfield Units (HU)) characteristics. IPH volume (IPHvol) was quantified using a semi-automated software. A linear mixed regression model evaluated associations between calcification features and IPHvol, adjusting for sex, age, and cardiovascular risk factors. An interaction term between calcification volume and attenuation was included after dichotomizing attenuation (>924HU) and volume (>30mm 3 ) as high versus low based on median values. Results From 70 patients (median age 68 years, 50% female), 116 calcific plaques containing 269 plaque calcifications were analyzed. Adjusting for age, cardiovascular risk factors and plaque calcification features, being female showed lower IPHvols compared to males (mean ratio 0.34, p=0.002). A significant interaction between calcification volume and attenuation emerged (p=0.042). Among plaques with low volumes (<30mm 3 ) of plaque calcifications, plaques with low-attenuation (<924HU) calcifications showed 5.53 times higher IPHvols than plaques with high-attenuation calcifications (p=0.003). Among plaques with high-attenuation calcifications (>924HU), plaques with high volumes of these calcifications showed 4.40 times higher IPHvols compared to low-volumes of high-attenuation calcifications (p=0.011). Conclusions Plaque calcification attenuation characteristics are associated with IPHvols. Beyond presence or volumes of plaque calcifications, calcification attenuation characteristics should be considered when evaluating unstable plaque components.
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Chu T, Guo Z, Zhang Y, Liu Y, Gu Y. Study on the correlation between carotid plaque calcification types and acute ischemic stroke. Front Neurol 2025; 16:1550014. [PMID: 40012998 PMCID: PMC11860065 DOI: 10.3389/fneur.2025.1550014] [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: 12/22/2024] [Accepted: 01/27/2025] [Indexed: 02/28/2025] Open
Abstract
Introduction Computed tomography angiography (CTA) was used to explore the correlation between the calcification types of carotid plaques and ipsilateral acute ischemic stroke. This could provide new insights into the clinical evaluation and treatment of ischemic stroke. Methods This study obtained information on patients undergoing head and neck CTA examinations at the First People's Hospital of Lianyungang between September 2022 and August 2023 to investigate the clinical differences in baseline data between the acute ischemic stroke and control groups. Patients meeting the inclusion and exclusion criteria were classified into 1 to 6 groups according to their plaque calcification characteristics. The correlation between calcified plaque type and ipsilateral acute ischemic anterior circulation stroke was analyzed using paired sample chi-square and Spearman correlation tests. Results Based on the inclusion and exclusion criteria, this study included 589 patients with plaques at the bifurcation of the carotid arteries. In both the acute ischemic stroke and control groups, sex, smoking, alcohol consumption, systolic blood pressure, blood sugar, cholesterol, high-density lipoprotein, and homocysteine levels were statistically significant (p < 0.05). During the Spearman correlation analysis between calcification type and acute stroke (1,178 carotid arteries), different calcification types of plaques were linked with ipsilateral acute anterior circulation stroke with statistically significant differences (p < 0.001). Finally, the chi-squared test of the paired samples showed that the grade of plaque calcification is often higher on the side of acute infarction than on the side without acute infarction, and the difference is statistically significant (p < 0.001). Discussion Carotid plaque calcification is associated with acute ischemic stroke. Our findings provide novel insights into the study of calcification in carotid atherosclerotic plaques and additional radiological evidence to clinically assess the risk of ischemic stroke.
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Affiliation(s)
| | | | | | | | - Yan Gu
- Department of Radiology, Lianyungang Clinical College of Nanjing Medical University, The First People's Hospital of Lianyungang, Lianyungang, China
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Giuricin A, Rapillo CM, Arba F, Lombardo I, Sperti M, Scrima GD, Fainardi E, Nencini P, Nesi M, Sarti C. Prevalence of non-stenotic vulnerable carotid plaques in embolic stroke of undetermined source. Neurol Sci 2025; 46:239-247. [PMID: 39174770 DOI: 10.1007/s10072-024-07744-w] [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: 05/31/2024] [Accepted: 08/20/2024] [Indexed: 08/24/2024]
Abstract
INTRODUCTION The latest research in ischaemic stroke pathogenesis is directed to unveil what is inside embolic stroke of undetermined source (ESUS). Whether vulnerable non stenotic carotid plaques (NSTEPS), i.e. atherosclerotic lesions in carotid arteries determining a stenosis lower than 50%, may represent a cause of stroke in ESUS is a matter of debate. We aimed to study the prevalence of NSTEPS in an ESUS population. PATIENTS AND METHODS We retrospectively identified a consecutive ESUS population admitted to the Stroke-Unit of Careggi Hospital, Italy from 2019 to 2022. Characteristics of atherosclerotic plaques (thickness, ulceration, hypodensity) and their location (ipsilateral versus contralateral to the stroke) were studied on carotid CT angiography (CTA). Follow-up data were recorded up to 24 months after stroke. RESULTS We identified 57 ESUS patients with unilateral ischaemic lesions studied with CTA; 53 (93%) had an ipsilateral carotid plaque, 81% contralateral, (p = 0.754) and 74% both. Plaques ipsilateral to stroke were ≥ 3 mm thick in 15 (28%) patients; hypodense in 14 (26%) and ulcerated in 5 (9%). The frequency of hypodensity was higher in ipsilateral compared to contralateral plaques (26% vs. 13%, p = 0.039) and ulceration was around four times more frequent, although not statistically significant (9% vs. 2%, p = 0.219). At follow-up, six patients had stroke recurrence (11%), 2 of them were in the same vascular territory of the former. DISCUSSION AND CONCLUSIONS Our data suggest that plaques ipsilateral to stroke seem to be more frequently vulnerable and consequently more prone to embolization. Prospective data are needed to clarify the causal role of NSTEPS in ESUS.
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Affiliation(s)
- Alessandro Giuricin
- NEUROFARBA Department, Neuroscience Section, University of Florence, Florence, Italy
| | - Costanza Maria Rapillo
- Stroke Unit, Humanitas Research Hospital, Rozzano Via Manzoni 56, 20089, Rozzano, Italy.
| | - Francesco Arba
- Stroke Unit, Careggi University Hospital, Florence, Italy
| | - Ivano Lombardo
- Neuroradiology Unit, Department of Radiology, Careggi University Hospital, Florence, Italy
| | - Martina Sperti
- NEUROFARBA Department, Neuroscience Section, University of Florence, Florence, Italy
| | - Giulia Domna Scrima
- NEUROFARBA Department, Neuroscience Section, University of Florence, Florence, Italy
- Stroke Unit, Careggi University Hospital, Florence, Italy
| | - Enrico Fainardi
- Neuroradiology Unit, Department of Radiology, Careggi University Hospital, Florence, Italy
- Neuroradiology Unit, Department of Experimental and Clinical Biomedical Sciences, University of Florence, Florence, Italy
| | | | - Mascia Nesi
- Stroke Unit, Careggi University Hospital, Florence, Italy
| | - Cristina Sarti
- NEUROFARBA Department, Neuroscience Section, University of Florence, Florence, Italy
- Stroke Unit, Careggi University Hospital, Florence, Italy
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Sakai Y, Kim J, Phi HQ, Hu AC, Balali P, Guggenberger KV, Woo JH, Bos D, Kasner SE, Cucchiara BL, Saba L, Huang Z, Haehn D, Song JW. Explainable machine-learning model to classify culprit calcified carotid plaque in embolic stroke of undetermined source. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.10.25.24316081. [PMID: 39574846 PMCID: PMC11581071 DOI: 10.1101/2024.10.25.24316081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/30/2024]
Abstract
Background Embolic stroke of undetermined source (ESUS) may be associated with carotid artery plaques with <50% stenosis. Plaque vulnerability is multifactorial, possibly related to intraplaque hemorrhage (IPH), lipid-rich-necrotic-core (LRNC), perivascular adipose tissue (PVAT), and calcification morphology. Machine-learning (ML) approaches in plaque classification are increasingly popular but often limited in clinical interpretability by black-box nature. We apply an explainable ML approach, using noncalcified plaque components and calcification features with SHapley Additive exPlanations (SHAP) framework to classify calcified carotid plaques as culprit/non-culprit. Methods In this retrospective cross-sectional study, patients with unilateral anterior circulation ESUS who underwent neck CT angiography and had calcific carotid plaque were analyzed. Calcification-level features were derived from manual segmentations. Plaque-level features were assessed by a neuroradiologist blinded to stroke-side and by semi-automated software. Calcifications/plaques were classified as culprit if ipsilateral to stroke-side. Eight baseline ML models were compared. Three CatBoost models were trained: Plaque-level, Calcification-level, and Combined. SHAP was incorporated to explain model decisions. Results 70 patients yielded 116 calcific carotid plaques (60 ipsilateral to stroke; 270 calcifications (146 ipsilateral)). 17 plaque-level and 15 calcification-level features were extracted. Baseline CatBoost model outperformed other models. Combined model achieved test AUC 0.77 (95% CI: 0.59-0.92), accuracy 0.82 (95% CI: 0.71 - 0.91), mean cross-validation AUC 0.78. Plaque-level and calcification-level models performed lower (AUC 0.41 95% CI: 0.15-0.68, 0.60 95% CI 0.44-0.76). Combined model utilized five features: plaque thickness, IPH/LRNC volume ratio, PVAT volume, calcification minimum density, and total calcification volume over mean density ratio. Plaque thickness was most important feature based on SHAP values, with potential threshold at >2.6 mm. Conclusions ML model trained with noncalcified plaque and calcification features can classify culprit calcific carotid plaque with greater accuracy than models trained using only plaque-level or calcification-level features. Model using clinically interpretable features with SHAP framework provides explanations for its decisions and allows identification of potential thresholds for high-risk features.
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Jumah A, Aboul Nour H, Fana M, Choudhury O, Eltous L, Zoghoul S, Jumah F, Alsrouji OK, Alhajala H, Intikhab O, Marin H, Chebl A, Miller D. The role of non-stenosing carotid artery plaques in embolic stroke of undetermined source, is it a silent offender? A review of literature. Interv Neuroradiol 2024; 30:759-767. [PMID: 36451548 PMCID: PMC11569466 DOI: 10.1177/15910199221143172] [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: 10/25/2022] [Accepted: 11/17/2022] [Indexed: 02/17/2024] Open
Abstract
PURPOSE Atherosclerotic cervical internal carotid artery disease is one of the major causes of ischemic stroke and transient ischemic attacks. The risk of stroke from mild to moderate stenoses (i.e. <50% stenosis) might be underestimated. There is increasing evidence that plaque morphological features reflect plaque instability that may harbor high risk for embolization. In this narrative review, we will review the literature on plaque features that predict vulnerability beyond the degree of stenosis, discuss the clinical association with stroke, and evaluate the evidence that these lesions serve as a source for embolic stroke of unknown source (ESUS). METHODS We performed a literature search using PubMed, EMBASE, and Web of Science. The terms "embolic stroke of undetermined source" and "plaque morphology" were used either alone or in combination with "non-flow limiting stenosis," "non-stenosing plaques," "high-risk plaque features" or "internal carotid artery plaque." Data on plaque morphology and ESUS were mainly taken from review articles, observational studies including retrospective cohort and cross-sectional studies, meta-analyses, and systematic reviews. CONCLUSION Nonstenosing carotid artery plaques with high-risk features carry a remarkable risk for stroke occurrence and randomized clinical trials are warranted for further evaluation of using carotid artery stenting or carotid endarterectomy to mitigate the risk of stroke.
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Affiliation(s)
- Ammar Jumah
- Department of Neurology, Henry Ford Hospital, Detroit, MI, USA
| | - Hassan Aboul Nour
- Department of Vascular Neurology, Emory University Hospital, Atlanta, GA, USA
| | - Michael Fana
- Department of Neurology, Henry Ford Hospital, Detroit, MI, USA
| | - Omar Choudhury
- Department of Neurology, Henry Ford Hospital, Detroit, MI, USA
| | - Lara Eltous
- Jordan University of Science and Technology, Irbid, Jordan
| | - Sohaib Zoghoul
- Department of Radiology, Hamad Medical Corporation, Doha, Qatar
| | - Fareed Jumah
- Department of Neurosurgery, University of Missouri Hospital, Columbia, MO, USA
| | | | - Hisham Alhajala
- Department of Vascular Neurology, University of Toledo, Toledo, OH, USA
| | - Osama Intikhab
- Department of Interventional Neuroradiology, Johns Hopkins Hospital, Baltimore, MD, USA
| | - Horia Marin
- Department of Neuroradiology, Henry Ford Hospital, Detroit, MI, USA
| | - Alex Chebl
- Department of Neurology, Henry Ford Hospital, Detroit, MI, USA
| | - Daniel Miller
- Department of Neurology, Henry Ford Hospital, Detroit, MI, USA
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Roh J, Baik SK, Yeom JA, Park KP, Ahn SH, Park MG. Usefulness of cone-beam computed tomography to predict residual stenosis after carotid artery stenting. Interv Neuroradiol 2024; 30:720-727. [PMID: 36523192 PMCID: PMC11569486 DOI: 10.1177/15910199221143259] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2022] [Accepted: 11/13/2022] [Indexed: 02/17/2024] Open
Abstract
OBJECTIVES The long-term durability of carotid artery stenting (CAS) may be determined by various factors; however, residual stenosis is a known risk factor for in-stent restenosis. The authors of this article utilized cone-beam computed tomography (CBCT) in angiosuite to investigate plaque features affecting the character and quality of stent expansion after CAS. METHODS Forty-two CAS cases with both pre- and post-CAS CBCT evaluations were included in this retrospective analysis. Five features derived from pre-CAS images were tested: (1) eccentricity, (2) overballoon, (3) maximum plaque thickness, (4) calcification barrier, and (5) stenotic degree. For post-CAS CBCT, stent configuration was assessed if the stent was expanded and oval or round in shape as well as outward or inward in orientation. Variables were tested if they were associated with oval expansion, outward expansion, and 20% residual stenosis after CAS. RESULTS Oval or outward expansion is directly related to residual stenosis. The oval expansion was associated with maximum plaque thickness, and outward expansion was associated with the presence of a calcification barrier. Variables related to > 20% residual stenosis were the maximum plaque thickness, calcification barrier, and pre-CAS stenotic degree. CONCLUSIONS CBCT for carotid stenosis may provide valuable information about plaque features, especially calcification features that may interfere with the angioplasty effect, as well as the characteristics and quality of stent expansion. Residual stenosis > 20% was associated with calcification barrier, maximum plaque thickness, and pre-CAS stenotic degree.
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Affiliation(s)
- Jieun Roh
- Department of Radiology, Pusan National University Yangsan Hospital, Yangsan-si, South Korea
| | - Seung Kug Baik
- Department of Radiology, Pusan National University Yangsan Hospital, Yangsan-si, South Korea
| | - Jeong A Yeom
- Department of Radiology, Pusan National University Yangsan Hospital, Yangsan-si, South Korea
| | - Kyung-Pil Park
- Department of Neurology, Pusan National University Yangsan Hospital, Yangsan-si, South Korea
| | - Sung-Ho Ahn
- Department of Neurology, Pusan National University Yangsan Hospital, Yangsan-si, South Korea
| | - Min-Gyu Park
- Department of Neurology, Pusan National University Yangsan Hospital, Yangsan-si, South Korea
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Xu T, Li S, Wu S, Zhang S, Wang X. Non-alcoholic fatty liver disease: A new predictor of recurrent ischemic stroke and transient ischemic attack in patients with carotid atherosclerosis. Eur J Radiol 2024; 181:111754. [PMID: 39341166 DOI: 10.1016/j.ejrad.2024.111754] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2024] [Revised: 08/21/2024] [Accepted: 09/20/2024] [Indexed: 09/30/2024]
Abstract
PURPOSE Non-alcoholic fatty liver disease (NAFLD) is the most common chronic liver disease. This study focused on assessing the predictive significance of NAFLD for recurrent stroke and transient ischemic attack (TIA) risk to determine the value of NAFLD. METHOD This study included 742 participants (mean age: 64.26 ± 9.42 years, 497 males) with carotid atherosclerosis who underwent carotid CT angiography (CTA) between January 2013 and December 2021 in this retrospective study. NAFLD was diagnosed by non-enhanced abdominal CT. The clinical endpoint was a recurrent ischemic stroke or TIA. Cox proportional hazards and Kaplan-Meier analysis assessed whether NAFLD was associated with the endpoint. We accessed the predictive values of NAFLD, clinical, plaque characteristics, and combined model by the C statistics. The predictive performance of the combined model was assessed by receiver operating characteristic curve (ROC) analysis. RESULTS A total of 742 participants (mean age: 64.26 ± 9.42 years, 497 males) were included. During 2.9 years of follow-up (interquartile range, 2.1-3.9), 166 patients reached the clinical endpoint. Multivariable cox analyses showed NAFLD was associated with recurrent stroke or TIA in all groups (all P<0.05). Patients with NAFLD had a lower event-free survival (EFS) rate than those without NAFLD (P<0.05). The combined model, including NAFLD, clinical data and plaque features, showed the best performance in predicting the clinical endpoint (AUC=0.79). CONCLUSIONS NAFLD contributes to the prediction of recurrent ischemic stroke or TIA. NAFLD may be a novel imaging marker that offers a new perspective on preventing cardiovascular disease in the clinic.
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Affiliation(s)
- Tianqi Xu
- Cheeloo College of Medicine, Shandong University, No. 44, Wenhua West Road, Jinan 250012, Shandong, China; Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Shandong University, No. 324, Jingwu Road, Jinan 250021, Shandong, China
| | - Sha Li
- Cheeloo College of Medicine, Shandong University, No. 44, Wenhua West Road, Jinan 250012, Shandong, China; Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Shandong University, No. 324, Jingwu Road, Jinan 250021, Shandong, China
| | - Siyu Wu
- Cheeloo College of Medicine, Shandong University, No. 44, Wenhua West Road, Jinan 250012, Shandong, China; Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Shandong University, No. 324, Jingwu Road, Jinan 250021, Shandong, China
| | - Shuai Zhang
- Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Shandong University, No. 324, Jingwu Road, Jinan 250021, Shandong, China.
| | - Ximing Wang
- Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Shandong University, No. 324, Jingwu Road, Jinan 250021, Shandong, China.
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Fu F, Liu X, Zhang R, Zhang S, Mao J, Li Y, Wan S, Xu S. Prevalence and clinical implications of calcification in internal carotid artery stenosis: a retrospective study. BMC Neurol 2024; 24:279. [PMID: 39127616 DOI: 10.1186/s12883-024-03788-9] [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: 06/22/2023] [Accepted: 07/30/2024] [Indexed: 08/12/2024] Open
Abstract
BACKGROUND Calcification is common in advanced atheromatous plaque, but its clinical significance remains unclear. This study aimed to assess the prevalence of plaque calcification in the moderate-to-severe internal carotid artery stenosis and investigate its relationship with ipsilateral ischemia. METHODS The retrospective study included 178 patients detected with proximal internal carotid artery (pICA) stenosis of ≥ 50% on multidetector computed tomography at Zhejiang Hospital from January 2019 to March 2023. Association between plaque calcification characteristics (calcification thickness, position, type, circumferential extent, calcium volume and calcium score) and ipsilateral cerebrovascular events was analyzed. RESULTS The 178 patients (mean age 71.24 ± 10.02 years, 79.78% males) had 224 stenosed pICAs overall. Plaque calcification was noted in 200/224 (89.29%) arteries. Calcification rates were higher in older age-groups. Calcification volume (r = 0.219, p < 0.001) and calcification score (r = 0.230, p < 0.001) were correlated with age. Ipsilateral ischemic events were significantly more common in the noncalcification group than in the calcification group (χ2 = 4.160, p = 0.041). The most common calcification type was positive rim sign calcification (87/200, 43.50%), followed by bulky calcification (66/200, 33.00%); both were significantly associated with ischemic events (χ2 = 10.448, p = 0.001 and χ2 = 4.552, p = 0.033, respectively). Calcification position, thickness, and circumferential extent, and calcification volume and score, were not associated with ischemic events. In multivariate analysis, positive rim signs (OR = 2.795, 95%CI 1.182-6.608, p = 0.019) was an independent predictor of ischemic events. CONCLUSIONS Plaque calcification in proximal internal carotid artery is common, and prevalence increases with age. Calcification characteristics could be predictive of ipsilateral ischemic events. The positive rim sign within plaque is a high-risk factor for a future ischemic event.
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Affiliation(s)
- Fengli Fu
- Radiology Department, Zhejiang Hospital, Hangzhou, 310030, China
| | - Xiaoli Liu
- Neurology Department, Zhejiang Hospital, Hangzhou, 310030, China
- Zhejiang Province Engineering Research Center for Precision Medicine in Cerebrovascular Diseases, Hangzhou, 310030, China
| | - Rui Zhang
- The Second School of Clinical Medicine, Zhejiang Chinese Medical School, Hangzhou, 310053, China
| | - Siran Zhang
- Neurology Department, Zhejiang Hospital, Hangzhou, 310030, China
| | - Jianhua Mao
- Radiology Department, Zhejiang Hospital, Hangzhou, 310030, China
| | - Yan Li
- Neurology Department, Zhejiang Hospital, Hangzhou, 310030, China
| | - Shu Wan
- Zhejiang Province Engineering Research Center for Precision Medicine in Cerebrovascular Diseases, Hangzhou, 310030, China.
- Brain Center, Zhejiang Hospital, Hangzhou, 310030, China.
| | - Shanhu Xu
- Neurology Department, Zhejiang Hospital, Hangzhou, 310030, China.
- Zhejiang Province Engineering Research Center for Precision Medicine in Cerebrovascular Diseases, Hangzhou, 310030, China.
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Pisu F, Chen H, Jiang B, Zhu G, Usai MV, Austermann M, Shehada Y, Johansson E, Suri J, Lanzino G, Benson JC, Nardi V, Lerman A, Wintermark M, Saba L. Machine learning detects symptomatic patients with carotid plaques based on 6-type calcium configuration classification on CT angiography. Eur Radiol 2024; 34:3612-3623. [PMID: 37982835 DOI: 10.1007/s00330-023-10347-2] [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: 04/17/2023] [Revised: 08/14/2023] [Accepted: 08/18/2023] [Indexed: 11/21/2023]
Abstract
OBJECTIVES While the link between carotid plaque composition and cerebrovascular vascular (CVE) events is recognized, the role of calcium configuration remains unclear. This study aimed to develop and validate a CT angiography (CTA)-based machine learning (ML) model that uses carotid plaques 6-type calcium grading, and clinical parameters to identify CVE patients with bilateral plaques. MATERIAL AND METHODS We conducted a multicenter, retrospective diagnostic study (March 2013-May 2020) approved by the institutional review board. We included adults (18 +) with bilateral carotid artery plaques, symptomatic patients having recently experienced a carotid territory ischemic event, and asymptomatic patients either after 3 months from symptom onset or with no such event. Four ML models (clinical factors, calcium configurations, and both with and without plaque grading [ML-All-G and ML-All-NG]) and logistic regression on all variables identified symptomatic patients. Internal validation assessed discrimination and calibration. External validation was also performed, and identified important variables and causes of misclassifications. RESULTS We included 790 patients (median age 72, IQR [61-80], 42% male, 64% symptomatic) for training and internal validation, and 159 patients (age 68 [63-76], 36% male, 39% symptomatic) for external testing. The ML-All-G model achieved an area-under-ROC curve of 0.71 (95% CI 0.58-0.78; p < .001) and sensitivity 80% (79-81). Performance was comparable on external testing. Calcified plaque, especially the positive rim sign on the right artery in older and hyperlipidemic patients, had a major impact on identifying symptomatic patients. CONCLUSION The developed model can identify symptomatic patients using plaques calcium configuration data and clinical information with reasonable diagnostic accuracy. CLINICAL RELEVANCE The analysis of the type of calcium configuration in carotid plaques into 6 classes, combined with clinical variables, allows for an effective identification of symptomatic patients. KEY POINTS • While the association between carotid plaques composition and cerebrovascular events is recognized, the role of calcium configuration remains unclear. • Machine learning of 6-type plaque grading can identify symptomatic patients. Calcified plaques on the right artery, advanced age, and hyperlipidemia were the most important predictors. • Fast acquisition of CTA enables rapid grading of plaques upon the patient's arrival at the hospital, which streamlines the diagnosis of symptoms using ML.
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Affiliation(s)
- Francesco Pisu
- Department of Radiology, Azienda Ospedaliero Universitaria, Monserrato, Cagliari, Italy
| | - Hui Chen
- Department of Neuroradiology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Bin Jiang
- Department of Radiology, Stanford University, Stanford, CA, USA
| | - Guangming Zhu
- Department of Neurology, University of Arizona, Tucson, AZ, USA
| | - Marco Virgilio Usai
- Department of Vascular Surgery, St. Franziskus Hospital, University of Münster, Münster, Germany
| | - Martin Austermann
- Department of Vascular Surgery, St. Franziskus Hospital, University of Münster, Münster, Germany
| | - Yousef Shehada
- Department of Vascular Surgery, St. Franziskus Hospital, University of Münster, Münster, Germany
| | - Elias Johansson
- Clinical Science, Neurosciences, Umeå University, Umeå, Sweden
| | - Jasjit Suri
- Global Biomedical Technologies Inc., Roseville, CA, USA
| | | | - J C Benson
- Department of Radiology, Mayo Clinic, Rochester, MN, USA
| | - Valentina Nardi
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN, USA
| | - Amir Lerman
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN, USA
| | - Max Wintermark
- Department of Neuroradiology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Luca Saba
- Department of Radiology, Azienda Ospedaliero Universitaria, Monserrato, Cagliari, Italy.
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Ntaios G, Baumgartner H, Doehner W, Donal E, Edvardsen T, Healey JS, Iung B, Kamel H, Kasner SE, Korompoki E, Navi BB, Pristipino C, Saba L, Schnabel RB, Svennberg E, Lip GYH. Embolic strokes of undetermined source: a clinical consensus statement of the ESC Council on Stroke, the European Association of Cardiovascular Imaging and the European Heart Rhythm Association of the ESC. Eur Heart J 2024; 45:1701-1715. [PMID: 38685132 PMCID: PMC11107123 DOI: 10.1093/eurheartj/ehae150] [Citation(s) in RCA: 22] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/02/2024] Open
Abstract
One in six ischaemic stroke patients has an embolic stroke of undetermined source (ESUS), defined as a stroke with unclear aetiology despite recommended diagnostic evaluation. The overall cardiovascular risk of ESUS is high and it is important to optimize strategies to prevent recurrent stroke and other cardiovascular events. The aim of clinicians when confronted with a patient not only with ESUS but also with any other medical condition of unclear aetiology is to identify the actual cause amongst a list of potential differential diagnoses, in order to optimize secondary prevention. However, specifically in ESUS, this may be challenging as multiple potential thromboembolic sources frequently coexist. Also, it can be delusively reassuring because despite the implementation of specific treatments for the individual pathology presumed to be the actual thromboembolic source, patients can still be vulnerable to stroke and other cardiovascular events caused by other pathologies already identified during the index diagnostic evaluation but whose thromboembolic potential was underestimated. Therefore, rather than trying to presume which particular mechanism is the actual embolic source in an ESUS patient, it is important to assess the overall thromboembolic risk of the patient through synthesis of the individual risks linked to all pathologies present, regardless if presumed causally associated or not. In this paper, a multi-disciplinary panel of clinicians/researchers from various backgrounds of expertise and specialties (cardiology, internal medicine, neurology, radiology and vascular surgery) proposes a comprehensive multi-dimensional assessment of the overall thromboembolic risk in ESUS patients through the composition of individual risks associated with all prevalent pathologies.
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Affiliation(s)
- George Ntaios
- Department of Internal Medicine, School of Health Sciences, University of Thessaly, Larissa University Hospital, Larissa 41132, Greece
| | - Helmut Baumgartner
- Department of Cardiology III: Adult Congenital and Valvular Heart Disease, University Hospital Muenster, Muenster, Germany
| | - Wolfram Doehner
- Department of Cardiology (Campus Virchow), Center of Stroke Research Berlin, German Centre for Cardiovascular Research (DZHK) partner site Berlin, Berlin Institute of Health-Center for Regenerative Therapies, Deutsches Herzzentrum der Charité, Charité, Berlin, Germany
| | - Erwan Donal
- Service de Cardiologie et CIC-IT 1414, CHU Rennes, Rennes, France
| | - Thor Edvardsen
- Department of Cardiology, Faculty of Medicine, Oslo University Hospital, Rikshospitalet, University of Oslo, Oslo, Norway
| | - Jeff S Healey
- Cardiology Division, McMaster University, Hamilton, Canada
| | - Bernard Iung
- Bichat Hospital, APHP and Université Paris-Cité, INSERM LVTS U1148, Paris, France
| | - Hooman Kamel
- Clinical and Translational Neuroscience Unit, Feil Family Brain and Mind Research Institute, Department of Neurology, Weill Cornell Medicine, New York, NY, USA
| | - Scott E Kasner
- Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Eleni Korompoki
- Department of Clinical Therapeutics, Alexandra Hospital, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Babak B Navi
- Clinical and Translational Neuroscience Unit, Feil Family Brain and Mind Research Institute, Department of Neurology, Weill Cornell Medicine, New York, NY, USA
- Department of Neurology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Christian Pristipino
- Interventional and Intensive Cardiology Unit, San Filippo Neri Hospital, ASL Roma 1, Rome, Italy
| | - Luca Saba
- Department of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari—Polo di Monserrato, Cagliari, Italy
| | - Renate B Schnabel
- Department of Cardiology, University Heart & Vascular Center Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- DZHK (German Center for Cardiovascular Research), partner site Hamburg/Kiel/Luebeck, Germany
| | - Emma Svennberg
- Department of Medicine, Karolinska Institutet, Karolinska University Hospital Huddinge, Stockholm, Sweden
| | - Gregory Y H Lip
- Liverpool Centre for Cardiovascular Science at University of Liverpool, Liverpool John Moores University, Liverpool Heart & Chest Hospital, Liverpool, UK
- Danish Center for Health Services Research, Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
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13
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Saba L, Cau R, Spinato G, Suri JS, Melis M, De Rubeis G, Antignani P, Gupta A. Carotid stenosis and cryptogenic stroke. J Vasc Surg 2024; 79:1119-1131. [PMID: 38190926 DOI: 10.1016/j.jvs.2024.01.004] [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: 12/13/2023] [Revised: 12/30/2023] [Accepted: 01/04/2024] [Indexed: 01/10/2024]
Abstract
OBJECTIVES Cryptogenic stroke represents a type of ischemic stroke with an unknown origin, presenting a significant challenge in both stroke management and prevention. According to the Trial of Org 10,172 in Acute Stroke Treatment criteria, a stroke is categorized as being caused by large artery atherosclerosis only when there is >50% luminal narrowing of the ipsilateral internal carotid artery. However, nonstenosing carotid artery plaques can be an underlying cause of ischemic stroke. Indeed, emerging evidence documents that some features of plaque vulnerability may act as an independent risk factor, regardless of the degree of stenosis, in precipitating cerebrovascular events. This review, drawing from an array of imaging-based studies, explores the predictive values of carotid imaging modalities in the detection of nonstenosing carotid plaque (<50%), that could be the cause of a cerebrovascular event when some features of vulnerability are present. METHODS Google Scholar, Scopus, and PubMed were searched for articles on cryptogenic stroke and those reporting the association between cryptogenic stroke and imaging features of carotid plaque vulnerability. RESULTS Despite extensive diagnostic evaluations, the etiology of a considerable proportion of strokes remains undetermined, contributing to the recurrence rate and persistent morbidity in affected individuals. Advances in imaging modalities, such as magnetic resonance imaging, computed tomography scans, and ultrasound examination, facilitate more accurate detection of nonstenosing carotid artery plaque and allow better stratification of stroke risk, leading to a more tailored treatment strategy. CONCLUSIONS Early detection of nonstenosing carotid plaque with features of vulnerability through carotid imaging techniques impacts the clinical management of cryptogenic stroke, resulting in refined stroke subtype classification and improved patient management. Additional research is required to validate these findings and recommend the integration of these state-of-the-art imaging methodologies into standard diagnostic protocols to improve stroke management and prevention.
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Affiliation(s)
- Luca Saba
- Department of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), Cagliari, Italy.
| | - Riccardo Cau
- Department of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), Cagliari, Italy
| | - Giacomo Spinato
- Department of Neurosciences, Section of Otolaryngology and Regional Centre for Head and Neck Cancer, University of Padova, Treviso, Italy
| | - Jasjit S Suri
- Stroke Monitoring and Diagnostic Division, AtheroPoint™, Roseville, CA
| | - Marta Melis
- Department of Neurology, Azienda Ospedaliero Universitaria (A.O.U.), Cagliari, Italy
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Tsutsui T, Yamada K, Ikedo T, Morita Y, Hamano E, Imamura H, Mori H, Iihara K, Kataoka H. Risk factors for recurrent ischemic events in symptomatic carotid artery stenosis on CT angiography. Vasc Med 2024; 29:211-212. [PMID: 38334056 DOI: 10.1177/1358863x231225463] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/10/2024]
Affiliation(s)
- Takeyoshi Tsutsui
- Department of Neurosurgery, National Cerebral and Cardiovascular Center, Osaka, Japan
| | - Kiyofumi Yamada
- Department of Neurosurgery, National Cerebral and Cardiovascular Center, Osaka, Japan
| | - Taichi Ikedo
- Department of Neurosurgery, National Cerebral and Cardiovascular Center, Osaka, Japan
| | - Yoshiaki Morita
- Department of Radiology, National Cerebral and Cardiovascular Center, Osaka, Japan
| | - Eika Hamano
- Department of Neurosurgery, National Cerebral and Cardiovascular Center, Osaka, Japan
| | - Hirotoshi Imamura
- Department of Neurosurgery, National Cerebral and Cardiovascular Center, Osaka, Japan
| | - Hisae Mori
- Department of Neurosurgery, National Cerebral and Cardiovascular Center, Osaka, Japan
| | - Koji Iihara
- Department of Neurosurgery, National Cerebral and Cardiovascular Center, Osaka, Japan
| | - Hiroharu Kataoka
- Department of Neurosurgery, National Cerebral and Cardiovascular Center, Osaka, Japan
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15
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Mezzetto L, Mastrorilli D, Zanetti E, Scoccia E, Pecoraro B, Sboarina A, Mantovani A, Veraldi GF. Clinical risk factors and features on computed tomography angiography in high-risk carotid artery plaque in patients with type 2 diabetes. INT ANGIOL 2024; 43:280-289. [PMID: 38470152 DOI: 10.23736/s0392-9590.24.05154-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/13/2024]
Abstract
BACKGROUND High-risk carotid artery plaque (HPR) is associated with a markedly increased risk of ischemic stroke. The aims of this study were: 1) to examine the prevalence of HRP in a cohort of asymptomatic adults with type 2 diabetes (T2D); 2) to investigate the relationship between HRP, established cardiovascular risk factors and computed tomography angiography (CTA) profile; and 3) to assess whether the presence of HRP is associated with an increased risk of major adverse cardiovascular events (MACE). METHODS This was a retrospective cohort study of T2D asymptomatic patients who underwent carotid endarterectomy (CEA) from January 2018 to July 2021. The carotid atherosclerotic plaque (CAP) was assessed for the presence of ulceration, the presence of lipids, fibrosis, thrombotic deposits, hemorrhage, neovascularization, and inflammation. A CAP presenting at least five of these histological features was defined as a HRP (Group A); in all other cases it was defined as a mild to moderate heterogeneous plaque and no-HRP (Group B). CTA features included the presence of rim sign consisting of thin peripheral adventitial calcification (<2 mm) and internal soft plaque (≥2 mm), NASCET percent diameter stenosis, maximum plaque thickness, ulceration, calcification, and intraluminal thrombus were recorded. Binary logistic regression with Uni- and Multivariate was used to evaluate possible predictors for HRP while multivariable Cox Proportional Hazards was used to assess independent predictors for MACE. RESULTS One hundred eighty-five asymptomatic patients (mean age 73±8 years, 131 men), undergoing carotid endarterectomy, were included. Of these, 124 (67%) had HRP, and the 61 (33%) did not. Diabetic complications (OR 2.4, 95% CI: 1.1-5.1, P=0.01), NASCET stenosis ≥75% (OR 2.4, 95% CI: 1.2-3.7, P=0.02) and carotid RIM sign (OR 4.3, 95% CI: 3.9-7.3, P<0.001) were independently associated with HRP. However, HRP was not associated with a higher risk of MACE (freedom from MACE at 5 years: HRP 83.4% vs. non HRP 87.8%, P=0.72) or a reduction of survival (5-year survival estimates: HRP 96.4% vs. non HRP: 94.6%, P=0.76). CONCLUSIONS A high prevalence of HRP (67%) was observed in asymptomatic and elderly T2D patients. Independent predictors of HRP were diabetic complications, NASCET stenosis ≥75% and carotid RIM sign (OR 4.3, 95% CI: 3.9-7.3, P<0.001). HRP was not associated with an increased risk of MACE during a mean follow-up of 39±24 years.
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Affiliation(s)
- Luca Mezzetto
- Department of Vascular Surgery, University Hospital and Trust of Verona, University of Verona School of Medicine, Verona, Italy
| | - Davide Mastrorilli
- Department of Vascular Surgery, University Hospital and Trust of Verona, University of Verona School of Medicine, Verona, Italy -
| | - Elisa Zanetti
- Department of Vascular Surgery, University Hospital and Trust of Verona, University of Verona School of Medicine, Verona, Italy
| | - Enrico Scoccia
- Section of Endocrinology, Diabetes and Metabolism, Department of Medicine, University and Azienda Ospedaliera Universitaria Integrata of Verona, Verona, Italy
| | - Barbara Pecoraro
- Section of Endocrinology, Diabetes and Metabolism, Department of Medicine, University and Azienda Ospedaliera Universitaria Integrata of Verona, Verona, Italy
| | - Andrea Sboarina
- Department of Surgery, Dentistry, Pediatrics and Gynecology, University of Verona, Verona, Italy
| | - Alessandro Mantovani
- Section of Endocrinology, Diabetes and Metabolism, Department of Medicine, University and Azienda Ospedaliera Universitaria Integrata of Verona, Verona, Italy
| | - Gian F Veraldi
- Department of Vascular Surgery, University Hospital and Trust of Verona, University of Verona School of Medicine, Verona, Italy
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16
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Zhao Y, Gu Y, Liu Y, Guo Z. Evaluation of the Correlation Between Distribution Location and Vulnerability of Carotid Plaque in Patients with Transient Ischemic Attack. Vasc Health Risk Manag 2024; 20:77-87. [PMID: 38464675 PMCID: PMC10922953 DOI: 10.2147/vhrm.s447418] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Accepted: 02/25/2024] [Indexed: 03/12/2024] Open
Abstract
Purpose To analyze the relationship among distribution location, characteristics, and vulnerability of carotid plaque using CTA and provide more information on the risk factors of carotid atherosclerotic plaque. Patients and Methods We retrospectively analyzed the CTA images of the head and neck of 93 patients with carotid atherosclerosis. Atherosclerosis was developed in 148 carotid arteries. The plaques were divided into a high-risk plaque group and a low-risk plaque group according to whether the plaques had high-risk characteristics. The maximum cross-sectional area of carotid artery bifurcation plaque on the axial image was selected, and the cross-sectional lumen was equally divided into four 90-degree sectors, ventral side wall, dorsal side wall, inner side wall, and outer side wall. The differences in the characteristics and distribution locations of the plaques in the two groups were analyzed. The characteristic parameters of the cross-sectional plaques at the bifurcation of the carotid artery. The logistic regression analysis was used to further analyze the risk factors associated with plaque vulnerability. Results Among 148 carotid arteries,80 were classified as high-risk and 68 as low-risk groups. There were significant differences between the two groups concerning the thickness, length, maximum cross-sectional area, burden, and cross-sectional distribution of the plaques (P < 0.05). The plaque distribution on the dorsal side wall of the carotid bifurcation was higher in the high-risk group than that in the low-risk group (P < 0.05), dorsal side wall plaque-independent risk factors for the development of vulnerability of plaques in transient ischemic attack (TIA) patients (95% CI:1.522~6.991, P<0.05). Conclusion High-risk plaques tend to occur on the dorsal side wall of the carotid bifurcation, whereas low-risk plaques tend to occur on the outer side wall of the carotid bifurcation.
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Affiliation(s)
- Yinan Zhao
- Department of Radiology, The Affiliated Jinzhou Medical University, Jinzhou, People’s Republic of China
| | - Yan Gu
- Department of Radiology, The Affiliated First People’s Hospital of Lianyungang, Lianyungang, People’s Republic of China
| | - Ying Liu
- Department of Radiology, The Affiliated Lianyungang Hospital of Xuzhou Medical University, Lianyungang, People’s Republic of China
| | - Zhongping Guo
- Department of Radiology, The Affiliated Lianyungang Clinical College of Nanjing Medical University, Lianyungang, People’s Republic of China
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Mota L, Wang SX, Cronenwett JL, Nolan BW, Malas MB, Schermerhorn ML, Liang P. Association of stroke or death with severity of carotid lesion calcification in patients undergoing carotid artery stenting. J Vasc Surg 2024; 79:305-315.e3. [PMID: 37913944 DOI: 10.1016/j.jvs.2023.10.046] [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: 08/11/2023] [Revised: 10/18/2023] [Accepted: 10/20/2023] [Indexed: 11/03/2023]
Abstract
OBJECTIVE Carotid artery stenting (CAS) for heavily calcified lesions is controversial due to concern for stent failure and increased perioperative stroke risk. However, the degree to which calcification affects outcomes is poorly understood, particularly in transcarotid artery revascularization (TCAR). With the precipitous increase in TCAR use and its expansion to standard surgical-risk patients, we aimed to determine the impact of lesion calcification on CAS outcomes to ensure its safe and appropriate use. METHODS We identified patients in the Vascular Quality Initiative who underwent first-time transfemoral CAS (tfCAS) and TCAR between 2016 and 2021. Patients were stratified into groups based on degree of lesion calcification: no calcification, 1% to 50% calcification, 51% to 99% calcification, and 100% circumferential calcification or intraluminal protrusion. Outcomes included in-hospital and 1-year composite stroke/death, as well as individual stroke, death, and myocardial infarction outcomes. Logistic regression was used to evaluate associations between degree of calcification and these outcomes. RESULTS Among 21,860 patients undergoing CAS, 28% patients had no calcification, 34% had 1% to 50% calcification, 35% had 51% to 99% calcification, and 3% had 100% circumferential calcification/protrusion. Patients with 51% to 99% and circumferential calcification/protrusion had higher odds of in-hospital stroke/death (odds ratio [OR], 1.3; 95% confidence interval [CI], 1.02-1.6; P = .034; OR, 1.9; 95% CI, 1.1-2.9; P = .004, respectively) compared with those with no calcification. Circumferential calcification was also associated with increased risk for in-hospital myocardial infarction (OR, 3.5; 95% CI, 1.5-8.0; P = .003). In tfCAS patients, only circumferential calcification/protrusion was associated with higher in-hospital stroke/death odds (OR, 2.0; 95% CI, 1.2-3.4; P = .013), whereas for TCAR patients, 51% to 99% calcification was associated with increased odds of in-hospital stroke/death (OR, 1.5; 95% CI, 1.1-2.2; P = .025). At 1 year, circumferential calcification/protrusion was associated with higher odds of ipsilateral stroke/death (12.4% vs 6.6%; hazard ratio, 1.64; P = .002). CONCLUSIONS Among patients undergoing CAS, there is an increased risk of in-hospital stroke/death for lesions with >50% calcification or circumferential/protruding plaques. Increasing severity of carotid lesion calcification is a significant risk factor for stroke/death in patients undergoing CAS, regardless of approach.
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Affiliation(s)
- Lucas Mota
- Division of Vascular and Endovascular Surgery, Beth Israel Deaconess Medical Center, Boston, MA
| | - Sophie X Wang
- Division of Vascular and Endovascular Surgery, Beth Israel Deaconess Medical Center, Boston, MA
| | - Jack L Cronenwett
- Section of Vascular Surgery, Dartmouth Institute, Dartmouth-Hitchcock Medical Center, Lebanon, NH
| | - Brian W Nolan
- Division of Vascular and Endovascular Surgery, Maine Medical Center, Portland, ME
| | - Mahmoud B Malas
- Department of Vascular and Endovascular Surgery, University of California San Diego, La Jolla, CA
| | - Marc L Schermerhorn
- Division of Vascular and Endovascular Surgery, Beth Israel Deaconess Medical Center, Boston, MA
| | - Patric Liang
- Division of Vascular and Endovascular Surgery, Beth Israel Deaconess Medical Center, Boston, MA.
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Shi J, Sun Y, Hou J, Li X, Fan J, Zhang L, Zhang R, You H, Wang Z, Zhang A, Zhang J, Jin Q, Zhao L, Yang B. Radiomics Signatures of Carotid Plaque on Computed Tomography Angiography : An Approach to Identify Symptomatic Plaques. Clin Neuroradiol 2023; 33:931-941. [PMID: 37195452 PMCID: PMC10654187 DOI: 10.1007/s00062-023-01289-9] [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: 11/18/2022] [Accepted: 03/23/2023] [Indexed: 05/18/2023]
Abstract
PURPOSE To develop and validate a combined model incorporating conventional clinical and imaging characteristics and radiomics signatures based on head and neck computed tomography angiography (CTA) to assess plaque vulnerability. METHODS We retrospectively analyzed 167 patients with carotid atherosclerosis who underwent head and neck CTA and brain magnetic resonance imaging (MRI) within 1 month. Clinical risk factors and conventional plaque characteristics were evaluated, and radiomic features were extracted from the carotid plaques. The conventional, radiomics and combined models were developed using fivefold cross-validation. Model performance was evaluated using receiver operating characteristic (ROC), calibration, and decision curve analyses. RESULTS Patients were divided into symptomatic (n = 70) and asymptomatic (n = 97) groups based on MRI results. Homocysteine (odds ratio, OR 1.057; 95% confidence interval, CI 1.001-1.116), plaque ulceration (OR 6.106; 95% CI 1.933-19.287), and carotid rim sign (OR 3.285; 95% CI 1.203-8.969) were independently associated with symptomatic status and were used to construct the conventional model and s radiomic features were retained to establish the radiomics model. Radiomics scores incorporated with conventional characteristics were used to establish the combined model. The area under the ROC curve (AUC) of the combined model was 0.832, which outperformed the conventional (AUC = 0.767) and radiomics (AUC = 0.797) models. Calibration and decision curves analysis showed that the combined model was clinically useful. CONCLUSION Radiomics signatures of carotid plaque on CTA can well predict plaque vulnerability, which may provide additional value to identify high-risk patients and improve outcomes.
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Affiliation(s)
- Jinglong Shi
- Jinzhou Medical University General Hospital of Northern Theater, Command Postgraduate Training Base, Shenyang, China
| | - Yu Sun
- Department of Radiology, General Hospital of Northern Theater Command, 83 Wenhua Road, 110016, Shenyang, Liaoning Province, China
- Key Laboratory of Cardiovascular Imaging and Research of Liaoning Province, Shenyang, China
| | - Jie Hou
- Department of Radiology, General Hospital of Northern Theater Command, 83 Wenhua Road, 110016, Shenyang, Liaoning Province, China
- Key Laboratory of Cardiovascular Imaging and Research of Liaoning Province, Shenyang, China
| | - Xiaogang Li
- Department of Radiology, General Hospital of Northern Theater Command, 83 Wenhua Road, 110016, Shenyang, Liaoning Province, China
- Key Laboratory of Cardiovascular Imaging and Research of Liaoning Province, Shenyang, China
| | - Jitao Fan
- Beijing Deepwise & League of PHD Technology Co. Ltd, Beijing, China
| | - Libo Zhang
- Department of Radiology, General Hospital of Northern Theater Command, 83 Wenhua Road, 110016, Shenyang, Liaoning Province, China
- Key Laboratory of Cardiovascular Imaging and Research of Liaoning Province, Shenyang, China
| | - Rongrong Zhang
- Department of Radiology, General Hospital of Northern Theater Command, 83 Wenhua Road, 110016, Shenyang, Liaoning Province, China
- Key Laboratory of Cardiovascular Imaging and Research of Liaoning Province, Shenyang, China
| | - Hongrui You
- Department of Radiology, General Hospital of Northern Theater Command, 83 Wenhua Road, 110016, Shenyang, Liaoning Province, China
- Key Laboratory of Cardiovascular Imaging and Research of Liaoning Province, Shenyang, China
| | - Zhenguo Wang
- Department of Radiology, General Hospital of Northern Theater Command, 83 Wenhua Road, 110016, Shenyang, Liaoning Province, China
- Key Laboratory of Cardiovascular Imaging and Research of Liaoning Province, Shenyang, China
| | - Anxiaonan Zhang
- Department of Radiology, General Hospital of Northern Theater Command, 83 Wenhua Road, 110016, Shenyang, Liaoning Province, China
- Key Laboratory of Cardiovascular Imaging and Research of Liaoning Province, Shenyang, China
| | - Jianhua Zhang
- Department of Radiology, General Hospital of Northern Theater Command, 83 Wenhua Road, 110016, Shenyang, Liaoning Province, China
- Key Laboratory of Cardiovascular Imaging and Research of Liaoning Province, Shenyang, China
| | - Qiuyue Jin
- Department of Radiology, General Hospital of Northern Theater Command, 83 Wenhua Road, 110016, Shenyang, Liaoning Province, China
- Key Laboratory of Cardiovascular Imaging and Research of Liaoning Province, Shenyang, China
| | - Lianlian Zhao
- Department of Radiology, General Hospital of Northern Theater Command, 83 Wenhua Road, 110016, Shenyang, Liaoning Province, China
- Key Laboratory of Cardiovascular Imaging and Research of Liaoning Province, Shenyang, China
| | - Benqiang Yang
- Department of Radiology, General Hospital of Northern Theater Command, 83 Wenhua Road, 110016, Shenyang, Liaoning Province, China.
- Key Laboratory of Cardiovascular Imaging and Research of Liaoning Province, Shenyang, China.
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Benson JC, Saba L, Bathla G, Brinjikji W, Nardi V, Lanzino G. MR Imaging of Carotid Artery Atherosclerosis: Updated Evidence on High-Risk Plaque Features and Emerging Trends. AJNR Am J Neuroradiol 2023; 44:880-888. [PMID: 37385681 PMCID: PMC10411837 DOI: 10.3174/ajnr.a7921] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Accepted: 05/14/2023] [Indexed: 07/01/2023]
Abstract
MR imaging is well-established as the criterion standard for carotid artery atherosclerosis imaging. The capability of MR imaging to differentiate numerous plaque components has been demonstrated, including those features that are associated with a high risk of sudden changes, thrombosis, or embolization. The field of carotid plaque MR imaging is constantly evolving, with continued insight into the imaging appearance and implications of various vulnerable plaque characteristics. This article will review the most up-to-date knowledge of these high-risk plaque features on MR imaging and will delve into 2 major emerging topics: the role of vulnerable plaques in cryptogenic strokes and the potential use of MR imaging to modify carotid endarterectomy treatment guidelines.
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Affiliation(s)
- J C Benson
- From the Departments of Radiology (J.C.B., G.B., W.B.)
| | - L Saba
- Department of Medical Sciences (L.S.), University of Cagliari, Cagliari, Italy
| | - G Bathla
- From the Departments of Radiology (J.C.B., G.B., W.B.)
| | - W Brinjikji
- From the Departments of Radiology (J.C.B., G.B., W.B.)
| | - V Nardi
- Cardiovascular Medicine (V.N.)
| | - G Lanzino
- Neurosurgery (G.L.), Mayo Clinic, Rochester, Minnesota
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Wang LJ, Zhai PQ, Xue LL, Shi CY, Zhang Q, Zhang H. Machine learning-based identification of symptomatic carotid atherosclerotic plaques with dual-energy computed tomography angiography. J Stroke Cerebrovasc Dis 2023; 32:107209. [PMID: 37290153 DOI: 10.1016/j.jstrokecerebrovasdis.2023.107209] [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: 01/28/2023] [Revised: 05/30/2023] [Accepted: 06/02/2023] [Indexed: 06/10/2023] Open
Abstract
OBJECTIVE This study aimed to develop and validate a machine learning model incorporating both dual-energy computed tomography (DECT) angiography quantitative parameters and clinically relevant risk factors for the identification of symptomatic carotid plaques to prevent acute cerebrovascular events. METHODS The data of 180 patients with carotid atherosclerosis plaques were analysed from January 2017 to December 2021; 110 patients (64.03±9.58 years old, 20 women, 90 men) were allocated to the symptomatic group, and 70 patients (64.70±9.89 years old, 50 women, 20 men) were allocated to the asymptomatic group. Overall, five machine learning models using the XGBoost algorithm, based on different CT and clinical features, were developed in the training cohort. The performances of all five models were assessed in the testing cohort using receiver operating characteristic curves, accuracy, recall rate, and F1 score. RESULTS The shapley additive explanation (SHAP) value ranking showed fat fraction (FF) as the highest among all CT and clinical features and normalised iodine density (NID) as the 10th. The model based on the top 10 features from the SHAP measurement showed optimal performance (area under the curve [AUC] .885, accuracy .833, recall rate .933, F1 score .861), compared with the other four models based on conventional CT features (AUC .588, accuracy .593, recall rate .767, F1 score .676), DECT features (AUC .685, accuracy .648, recall rate .667, F1 score .678), conventional CT and DECT features (AUC .819, accuracy .740, recall rate .867, F1 score .788), and all CT and clinical features (AUC .878, accuracy .833, recall rate .867, F1 score .852). CONCLUSION FF and NID can serve as useful imaging markers of symptomatic carotid plaques. This tree-based machine learning model incorporating both DECT and clinical features could potentially comprise a non-invasive method for identification of symptomatic carotid plaques to guide clinical treatment strategies.
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Affiliation(s)
- Ling-Jie Wang
- Department of Radiology, First Hospital of Shanxi Medical University, Taiyuan, Shanxi Province 030001, PR China.
| | - Pei-Qing Zhai
- Department of Radiology, First Hospital of Shanxi Medical University, Taiyuan, Shanxi Province 030001, PR China.
| | - Li-Li Xue
- Department of Radiology, First Hospital of Shanxi Medical University, Taiyuan, Shanxi Province 030001, PR China.
| | - Cai-Yun Shi
- Department of Radiology, First Hospital of Shanxi Medical University, Taiyuan, Shanxi Province 030001, PR China.
| | - Qian Zhang
- Department of Radiology, First Hospital of Shanxi Medical University, Taiyuan, Shanxi Province 030001, PR China.
| | - Hua Zhang
- Department of Radiology, First Hospital of Shanxi Medical University, Taiyuan, Shanxi Province 030001, PR China.
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Homssi M, Vora A, Zhang C, Baradaran H, Kamel H, Gupta A. Association Between Spotty Calcification in Nonstenosing Extracranial Carotid Artery Plaque and Ipsilateral Ischemic Stroke. J Am Heart Assoc 2023; 12:e028525. [PMID: 37183863 PMCID: PMC10227294 DOI: 10.1161/jaha.122.028525] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Accepted: 04/04/2023] [Indexed: 05/16/2023]
Abstract
Background Small spotty calcifications in the coronary arteries are associated with an increased risk of myocardial infarction. We examined the association between spotty calcifications near the carotid bifurcations and ipsilateral ischemic stroke in patients with <50% luminal stenosis of the extracranial carotid arteries. Methods and Results We used data from the CAESAR (Cornell Acute Stroke Academic Registry), a prospective registry of all patients with acute ischemic stroke admitted to our institution. We included patients who met criteria for cryptogenic stroke and underwent computed tomography angiography and brain magnetic resonance imaging. Patients with extracranial carotid artery stenosis ≥50% and patients with posterior or bilateral anterior circulation infarcts were excluded. We examined the carotid bifurcations for spotty calcifications, defined as ≥1 contiguous regions of luminal calcification ≤3 mm along the long axis of the vessel. We also measured low-density plaque and maximum plaque thickness. The eligible cohort consisted of 117 patients with a mean age of 66.7±1.65 years with a median National Institute of Health Stroke Scale stroke at the time of arrival of 6 (range, 3-13). The number of spotty calcifications present within a low-density plaque was significantly associated with ipsilateral infarction (0.3±0.8 versus 0.1±0.4, P=0.02). Maximum plaque thickness was also significantly associated with ipsilateral infarction (1.4 mm ±1.5 versus 1.0 mm ±1.1, P=0.004). Conclusions Spotty calcifications associated with low-density plaque and maximum plaque thickness were associated with ipsilateral ischemic stroke in patients with nonstenotic carotid atherosclerosis, suggesting a role as imaging markers of high-risk plaque.
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Affiliation(s)
- Moayad Homssi
- Department of Radiology, Weill Cornell MedicineNew YorkNYUSA
| | - Amar Vora
- Department of Radiology, Weill Cornell MedicineNew YorkNYUSA
| | - Cenai Zhang
- Clinical and Translational Neuroscience Unit, Feil Family Brain and Mind Research Institute and Department of Neurology, Weill Cornell MedicineNew YorkNYUSA
| | - Hediyeh Baradaran
- Department of Radiology and Imaging SciencesUniversity of UtahSalt Lake CityUTUSA
| | - Hooman Kamel
- Brain Mind Institute, Weill Cornell MedicineNew YorkNYUSA
- Department of Neurology, Weill Cornell MedicineNew YorkNYUSA
| | - Ajay Gupta
- Department of Radiology, Weill Cornell MedicineNew YorkNYUSA
- Brain Mind Institute, Weill Cornell MedicineNew YorkNYUSA
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22
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Obaid DR, Okonji I, Cheng SF, Giannopoulos AA, Kamalathevan P, Halcox J, Rodriguez-Justo M, Richards T. Identification of vulnerable carotid plaque with histologically validated CT-derived plaque maps. Br J Radiol 2023:20220982. [PMID: 37183910 DOI: 10.1259/bjr.20220982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/16/2023] Open
Abstract
OBJECTIVES Ruptured carotid plaque causes stroke, but differentiating rupture-prone necrotic core from fibrous tissue with CT is limited by overlap of X-ray attenuation. We investigated the ability of CT-derived plaque maps created from ratios of plaque/contrast attenuation to identify histologically proven vulnerable plaques. METHODS Seventy patients underwent carotid CT angiography and carotid endarterectomy. A derivation cohort of 20 patients had CT images matched with histology and carotid plaque components attenuation defined. In a validation cohort of 50 patients, CT-derived plaque maps were compared in 43 symptomatic vs 40 asymptomatic carotid plaques and accuracy detecting vulnerable plaques calculated. RESULTS In 250 plaque areas co-registered with histology, the median attenuation (HU) of necrotic core 43(26-63), fibrous plaque 127(110-162) and calcified plaque 964 (816-1207) created significantly different ratios of plaque/contrast attenuation. CT-derived plaque maps revealed symptomatic plaques had larger necrotic core than asymptomatic (13.5%(5.9-33.3) vs 7.4%(2.3-14.3), p = 0.004) with large necrotic core predicting symptoms (area under ROC curve 0.68, p = 0.004). Twenty-four of 47 carotid plaques were histologically classified as most vulnerable (Starry-Type VI). Plaque maps revealed Type VI plaques had a greater necrotic core volume than Type IV/V plaques and a necrotic core/fibrous plaque ratio >0.5 distinguished Type VI plaques with sensitivity 75.0% (55.1-88.0) and specificity of 39.1% (22.2-59.2). CONCLUSIONS Carotid plaque components can be differentiated by CT using a ratio of plaque/contrast attenuation. CT-derived plaque map volumes of necrotic core help distinguished the most vulnerable plaques. ADVANCES IN KNOWLEDGE CT-derived plaque maps based on plaque/contrast attenuation may provide new markers of carotid plaque vulnerability.
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Affiliation(s)
| | - Ike Okonji
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Suk F Cheng
- University College London Hospitals NHS Foundation Trust, London, UK
| | | | | | | | | | - Toby Richards
- Department of Surgery, University of Western Australia, Perth, Australia
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Carotid Plaque Vulnerability Diagnosis by CTA versus MRA: A Systematic Review. Diagnostics (Basel) 2023; 13:diagnostics13040646. [PMID: 36832133 PMCID: PMC9955971 DOI: 10.3390/diagnostics13040646] [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: 01/05/2023] [Revised: 02/01/2023] [Accepted: 02/07/2023] [Indexed: 02/12/2023] Open
Abstract
Stenosis grade of the carotid arteries has been the primary indicator for risk stratification and surgical treatment of carotid artery disease. Certain characteristics of the carotid plaque render it vulnerable and have been associated with increased plaque rupture rates. Computed tomography angiography (CTA) and magnetic resonance angiography (MRA) have been shown to detect these characteristics to a different degree. The aim of the current study was to report on the detection of vulnerable carotid plaque characteristics by CTA and MRA and their possible association. A systematic review of the medical literature was executed, utilizing PubMed, SCOPUS and CENTRAL databases, according to the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) 2020 guidelines. The study protocol has been registered to PROSPERO (CRD42022381801). Comparative studies reporting on both CTA and MRA carotid artery studies were included in the analysis. The QUADAS tools were used for risk of bias diagnostic imaging studies. Outcomes included carotid plaque vulnerability characteristics described in CTA and MRA and their association. Five studies, incorporating 377 patients and 695 carotid plaques, were included. Four studies reported on symptomatic status (326 patients, 92.9%). MRA characteristics included intraplaque hemorrhage, plaque ulceration, type VI AHA plaque hallmarks and intra-plaque high-intensity signal. Intraplaque hemorrhage detected in MRA was the most described characteristic and was associated with increased plaque density, increased lumen stenosis, plaque ulceration and increased soft-plaque and hard-plaque thickness. Certain characteristics of vulnerable carotid plaques can be detected in carotid artery CTA imaging studies. Nevertheless, MRA continues to provide more detailed and thorough imaging. Both imaging modalities can be applied for comprehensive carotid artery work-up, each one complementing the other.
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24
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Association between high-risk extracranial carotid plaque and covert brain infarctions and cerebral microbleeds. Neuroradiology 2023; 65:287-295. [PMID: 36278979 DOI: 10.1007/s00234-022-03062-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Accepted: 10/02/2022] [Indexed: 01/25/2023]
Abstract
PURPOSE Covert brain infarctions (CBIs) and cerebral microbleeds (CMBs) represent subclinical sequelae of ischemic and hemorrhagic cerebral small vessel disease, respectively. In addition to thromboembolic stroke, carotid atherosclerosis has been associated with downstream vascular brain injury, including inflammation and small vessel disease. The specific plaque features responsible for this are unknown. We aimed to determine the association of specific vulnerable carotid plaque features to CBIs and CMBs to better understand the relation of large and small vessel disease in a single-center retrospective observational study. METHODS Intraplaque hemorrhage (IPH) and plaque ulceration were recorded on carotid MRA and total, cortical, and lacunar CBIs and CMBs were recorded on brain MR in 349 patients (698 carotid arteries). Multivariable Poisson regression was performed to relate plaque features to CBIs and CMBs. Within-subject analysis in those with unilateral IPH and ulceration was performed with Poisson regression. RESULTS Both IPH and plaque ulceration were associated with total CBI (prevalence ratios (PR) 3.33, 95% CI: 2.16-5.15 and 1.91, 95% CI: 1.21-3.00, respectively), after adjusting for stenosis, demographic, and vascular risk factors. In subjects with unilateral IPH, PR was 2.83, 95% CI: 1.76-4.55, for CBI in the ipsilateral hemisphere after adjusting for stenosis. Among those with unilateral ulceration, PR was 1.82, 95% CI: 1.18-2.81, for total CBI ipsilateral to ulceration after adjusting for stenosis. No statistically significant association was seen with CMBs. CONCLUSION Both IPH and plaque ulceration are associated with total, cortical, and lacunar type CBIs but not CMBs suggesting that advanced atherosclerosis contributes predominantly to ischemic markers of subclinical vascular injury.
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25
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Phyo WSY, Shirakawa M, Yamada K, Kuwahara S, Yoshimura S. Characteristics of Calcification and Their Association with Carotid Plaque Vulnerability. World Neurosurg 2022; 167:e1017-e1024. [PMID: 36058484 DOI: 10.1016/j.wneu.2022.08.127] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2022] [Accepted: 08/28/2022] [Indexed: 11/16/2022]
Abstract
BACKGROUND Carotid plaque vulnerability is one of the important features for evaluating the risk of subsequent ischemic stroke. Although magnetic resonance imaging (MRI) is the gold standard modality for evaluating plaque vulnerability, some patients cannot undergo MRI because of physical or economic issues. Computed tomography (CT) is more readily available. The purpose of this study was to establish a new category of calcification on CT and to assess its usefulness for detecting vulnerable plaque. MATERIALS AND METHODS We retrospectively evaluated consecutive patients who underwent plaque imaging using CT and MRI before carotid revascularization at our institute. Calcifications were classified into 4 types according to the new calcium classification. The patients were divided into 2 groups, the double layer sign (DLS)-positive group and the DLS-negative group. Signal intensity ratio (SIR) of carotid plaque was measured on MRI for evaluating plaque vulnerability and compared between type of calcification and SIR. RESULTS Among the 132 patients evaluated, 50 patients (62.5%) in DLS positive group and 16 patients (30.8%) in DLS negative group had calcification with vulnerable plaque (SIR > 1.47) (P < 0.01). Substantial interobserver agreement of type of calcification was observed (kappa, 0.79; P < 0.01). Multivariate analysis showed that DLS (odds ratio 3.03; 95% confidence interval 1.35-6.8; P < 0.01) and male sex (odds ratio 3.15; 95% confidence interval 1.02-9.68; P = 0.04) were independent predictors of vulnerable plaque. CONCLUSIONS DLS in our new classification of calcification on CT reliably detects vulnerable plaque and could thus be used in patients who cannot undergo MRI.
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Affiliation(s)
- Wint Shwe Yee Phyo
- Department of Neurosurgery, Hyogo College of Medicine, Nishinomiya, Hyogo, Japan
| | - Manabu Shirakawa
- Department of Neurosurgery, Hyogo College of Medicine, Nishinomiya, Hyogo, Japan
| | - Kiyofumi Yamada
- Department of Neurosurgery, Hyogo College of Medicine, Nishinomiya, Hyogo, Japan
| | - Shuntaro Kuwahara
- Department of Neurosurgery, Hyogo College of Medicine, Nishinomiya, Hyogo, Japan
| | - Shinichi Yoshimura
- Department of Neurosurgery, Hyogo College of Medicine, Nishinomiya, Hyogo, Japan.
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26
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Baradaran H, Kamel H, Gupta A. The role of cross-sectional imaging of the extracranial and intracranial vasculature in embolic stroke of undetermined source. Front Neurol 2022; 13:982896. [PMID: 36090870 PMCID: PMC9459011 DOI: 10.3389/fneur.2022.982896] [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] [Received: 06/30/2022] [Accepted: 08/10/2022] [Indexed: 11/13/2022] Open
Abstract
Despite an extensive workup, nearly one third of ischemic strokes are defined as Embolic Stroke of Undetermined Source (ESUS), indicating that no clear etiologic cause has been identified. Since large vessel atherosclerotic disease is a major cause of ischemic stroke, we focus on imaging of large vessel atherosclerosis to identify further sources of potential emboli which may be contributing to ESUS. For a stroke to be considered ESUS, both the extracranial and intracranial vessels must have <50% stenosis. Given the recent paradigm shift in our understanding of the role of plaque vulnerability in ischemic stroke risk, we evaluate the role of imaging specific high-risk extracranial plaque features in non-stenosing plaque and their potential contributions to ESUS. Further, intracranial vessel-wall MR is another potential tool to identify non-stenosing atherosclerotic plaques which may also contribute to ESUS. In this review, we discuss the role of cross-sectional imaging of the extracranial and intracranial arteries and how imaging may potentially uncover high risk plaque features which may be contributing to ischemic strokes.
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Affiliation(s)
- Hediyeh Baradaran
- Department of Radiology and Imaging Sciences, University of Utah, Salt Lake City, UT, United States
| | - Hooman Kamel
- Department of Neurology, Weill Cornell Medicine, New York, NY, United States
- Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, United States
| | - Ajay Gupta
- Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, United States
- Department of Radiology, Weill Cornell Medicine, New York, NY, United States
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27
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Hou D, Yang X, Wang Y, Huang S, Tang Y, Wu D. Carotid Siphon Calcification Predicts the Symptomatic Progression in Branch Artery Disease With Intracranial Artery Stenosis. Arterioscler Thromb Vasc Biol 2022; 42:1094-1101. [PMID: 35652332 PMCID: PMC9311467 DOI: 10.1161/atvbaha.122.317670] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022]
Abstract
Arterial calcification in the aortic arch, carotid bifurcation, or siphon on computed tomography was associated with cardiovascular disease. The association between arterial calcification prevalence and progression of branch atheromatous disease (BAD) in intracranial artery atherosclerosis was little investigated.
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Affiliation(s)
- Duanlu Hou
- Department of Neurology, Shanghai Fifth People's Hospital, Fudan University, Shanghai, China. (D.H., X.Y., Y.W., S.H., D.W.)
| | - Xiaoli Yang
- Department of Neurology, Shanghai Fifth People's Hospital, Fudan University, Shanghai, China. (D.H., X.Y., Y.W., S.H., D.W.)
| | - Yuanyuan Wang
- Department of Neurology, Shanghai Fifth People's Hospital, Fudan University, Shanghai, China. (D.H., X.Y., Y.W., S.H., D.W.)
| | - Shengwen Huang
- Department of Neurology, Shanghai Fifth People's Hospital, Fudan University, Shanghai, China. (D.H., X.Y., Y.W., S.H., D.W.)
| | - Yuping Tang
- Department of Neurology, Huashan Hospital, Fudan University, Shanghai, China. (Y.T.)
| | - Danhong Wu
- Department of Neurology, Shanghai Fifth People's Hospital, Fudan University, Shanghai, China. (D.H., X.Y., Y.W., S.H., D.W.)
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Thin calcification (< 2 mm) can highly predict intraplaque hemorrhage in carotid plaque: the clinical significance of calcification types. Acta Neurochir (Wien) 2022; 164:1635-1643. [PMID: 35415806 DOI: 10.1007/s00701-022-05205-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Accepted: 04/04/2022] [Indexed: 11/01/2022]
Abstract
PURPOSE Calcification pathogenesis and the relationship between calcification and plaque composition remain unclear. This study explored the calcification characteristics of vulnerable plaques, especially focusing on calcification thickness, using computed tomography angiography and magnetic resonance plaque imaging. METHODS Demographic, computed tomography angiography, and magnetic resonance plaque imaging data were acquired from 178 patients with 229 lesions diagnosed with carotid stenosis. The calcification types were categorized by calcification thickness. We evaluated their features, including the anatomical location and the plaque composition compared with MR plaque imaging, and clarify the clinical characteristics. Furthermore, an immunohistochemical subgroup analysis was performed on 84 lesions treated with carotid endarterectomy. RESULTS The result of the ROC analysis suggested the threshold between symptomatic and asymptomatic calcification was 2.04 mm (AUC;0.841, 95%CI; 0.771-0.894). Calcification with ≥ 2 mm thickness was classified as thick calcification and < 2 mm thickness as thin calcification. Multivariate analysis suggested the prevalence of symptomatic patients in the thin calcification group was significantly higher than others (P = 0.01; odds ratio, 4.1; 95% confidence interval 2.8-7.2). Plaques with thin calcification were associated with plaque with intraplaque hemorrhage (P < 0.01). The interobserver reliability (κ) of calcification type was 0.962 (95% confidence interval, 0.941-0.988). Immunohistochemical analysis demonstrated that the numbers of CD68-positive cells and CD31-positive microvessels in shoulder lesions were significantly higher in the thin calcification group than in the non-thin group (both P < 0.01). CONCLUSIONS Thin calcification was associated with plaques with intraplaque hemorrhage and had different clinical implications than thick calcification.
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Saba L, Antignani PL, Gupta A, Cau R, Paraskevas KI, Poredos P, Wasserman B, Kamel H, Avgerinos ED, Salgado R, Caobelli F, Aluigi L, Savastano L, Brown M, Hatsukami T, Hussein E, Suri JS, Mansilha A, Wintermark M, Staub D, Montequin JF, Rodriguez RTT, Balu N, Pitha J, Kooi ME, Lal BK, Spence JD, Lanzino G, Marcus HS, Mancini M, Chaturvedi S, Blinc A. International Union of Angiology (IUA) consensus paper on imaging strategies in atherosclerotic carotid artery imaging: From basic strategies to advanced approaches. Atherosclerosis 2022; 354:23-40. [DOI: 10.1016/j.atherosclerosis.2022.06.1014] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2022] [Revised: 06/10/2022] [Accepted: 06/14/2022] [Indexed: 12/24/2022]
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30
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Benson J, Nardi V, Madhavan A, Bois M, Saba L, Savastano L, Lerman A, Lanzino G. Reassessing the Carotid Artery Plaque "Rim Sign" on CTA: A New Analysis with Histopathologic Confirmation. AJNR Am J Neuroradiol 2022; 43:429-434. [PMID: 35210276 PMCID: PMC8910788 DOI: 10.3174/ajnr.a7443] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Accepted: 10/23/2021] [Indexed: 11/07/2022]
Abstract
BACKGROUND AND PURPOSE The CTA "rim sign" has been proposed as an imaging marker of intraplaque hemorrhage in carotid plaques. This study sought to investigate such findings using histopathologic confirmation. MATERIALS AND METHODS Included patients had CTA neck imaging <1 year before carotid endarterectomy. On imaging, luminal stenosis and the presence of adventitial (<2-mm peripheral) and "bulky" (≥2-mm) calcifications, total plaque thickness, soft-tissue plaque thickness, calcification thickness, and the presence of ulcerations were assessed. The rim sign was defined as the presence of adventitial calcifications with internal soft-tissue plaque of ≥2 mm in maximum thickness. Carotid endarterectomy specimens were assessed for both the presence and the proportional makeup of lipid material, intraplaque hemorrhage, and calcification. RESULTS Sixty-seven patients were included. Twenty-three (34.3%) were women; the average age was 70.4 years. Thirty-eight (57.7%) plaques had a rim sign on imaging, with strong interobserver agreement (κ = 0.85). A lipid core was present in 64 (95.5%) plaques (average, 22.2% proportion of plaque composition); intraplaque hemorrhage was present in 52 (77.6%), making up, on average, 13.7% of the plaque composition. The rim sign was not associated with the presence of intraplaque hemorrhage (P = .11); however, it was associated with a greater proportion of intraplaque hemorrhage in a plaque (P = .049). The sensitivity and specificity of the rim sign for intraplaque hemorrhage were 61.5% and 60.0%, respectively. CONCLUSIONS The rim sign is not associated with the presence of intraplaque hemorrhage on histology. However, it is associated with a higher proportion of hemorrhage within a plaque and therefore may be a biomarker of more severe intraplaque hemorrhage, if present.
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Affiliation(s)
- J.C. Benson
- From the Departments of Radiology (J.C.B., A.A.M.)
| | | | | | - M.C. Bois
- Laboratory Medicine and Pathology (M.C.B., A.L.)
| | - L. Saba
- Department of Medical Sciences (L. Saba), University of Cagliari, Cagliari, Italy
| | - L. Savastano
- Neurosurgery (L. Savastano, G.L.), Mayo Clinic, Rochester, Minnesota
| | - A. Lerman
- Laboratory Medicine and Pathology (M.C.B., A.L.)
| | - G. Lanzino
- Neurosurgery (L. Savastano, G.L.), Mayo Clinic, Rochester, Minnesota
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31
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Gimnich OA, Zil-E-Ali A, Brunner G. Imaging Approaches to the Diagnosis of Vascular Diseases. Curr Atheroscler Rep 2022; 24:85-96. [PMID: 35080717 PMCID: PMC11619728 DOI: 10.1007/s11883-022-00988-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/13/2021] [Indexed: 12/12/2022]
Abstract
PURPOSE OF REVIEW Vascular imaging is a complex field including numerous modalities and imaging markers. This review is focused on important and recent findings in atherosclerotic carotid artery plaque imaging with an emphasis on developments in magnetic resonance imaging (MRI) and computed tomography (CT). RECENT FINDINGS Recent evidence shows that carotid plaque characteristics and not only established measures of carotid plaque burden and stenosis are associated independently with cardiovascular outcomes. On carotid MRI, the presence of a lipid-rich necrotic core (LRNC) has been associated with incident cardiovascular disease (CVD) events independent of wall thickness, a traditional measure of plaque burden. On carotid MRI, intraplaque hemorrhage (IPH) presence has been identified as an independent predictor of stroke. The presence of a fissured carotid fibrous cap has been associated with contrast enhancement on CT angiography imaging. Carotid artery plaque characteristics have been associated with incident CVD events, and advanced plaque imaging techniques may gain additional prominence in the clinical treatment decision process.
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Affiliation(s)
- Olga A Gimnich
- Penn State Heart and Vascular Institute, Pennsylvania State University College of Medicine, Hershey, PA, USA
| | - Ahsan Zil-E-Ali
- Penn State Heart and Vascular Institute, Pennsylvania State University College of Medicine, Hershey, PA, USA
| | - Gerd Brunner
- Penn State Heart and Vascular Institute, Pennsylvania State University College of Medicine, Hershey, PA, USA.
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Saba L, Chen H, Cau R, Rubeis G, Zhu G, Pisu F, Jang B, Lanzino G, Suri J, Qi Y, Wintermark M. Impact Analysis of Different CT Configurations of Carotid Artery Plaque Calcifications on Cerebrovascular Events. AJNR Am J Neuroradiol 2022; 43:272-279. [PMID: 35121588 PMCID: PMC8985662 DOI: 10.3174/ajnr.a7401] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Accepted: 11/15/2021] [Indexed: 02/03/2023]
Abstract
BACKGROUND AND PURPOSE CT is considered the standard reference both for quantification and characterization of carotid artery calcifications. Our aim was to investigate the relationship among different types of calcium configurations detected with CT within the plaque with a novel classification and to investigate the prevalence of cerebrovascular events. MATERIALS AND METHODS Seven hundred ninety patients (men = 332; mean age, 69.7 [SD, 13] years; 508 symptomatic for cerebrovascular symptoms and 282 asymptomatic) who underwent computed tomography of the carotid arteries were retrospectively included in this institutional review board-approved study. The plaque was classified into 6 types according to the different types of calcium configurations as the following: type 1, complete absence of calcification within the plaque; type 2, intimal or superficial calcifications; type 3, deep or bulky calcifications; type 4, adventitial calcifications with internal soft plaque of <2 mm thickness; type 5, mixed patterns with intimal and bulky calcifications; and type 6, positive rim sign. RESULTS The highest prevalence of cerebrovascular events was observed for type 6, for which 89 of the 99 cases were symptomatic. Type 6 plaque had the highest degree of correlation with TIA, stroke, symptoms, and ipsilateral infarct for both sides with a higher prevalence in younger patients. The frequency of symptoms observed by configuration type significantly differed between right and left plaques, with symptoms observed more frequently in type 6 calcification on the right side (50/53; 94%) than on the left side (39/46; 85%, P < .001). CONCLUSIONS We propose a novel carotid artery plaque configuration classification that is associated with the prevalence of cerebrovascular events. If confirmed in longitudinal analysis, this classification could be used to stratify the risk of occurrence of ischemic events.
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Affiliation(s)
- L. Saba
- From the Department of Radiology (L.S., R.C., F.P.), Azienda Ospedaliero Universitaria di Cagliari, Cagliari, Italy
| | - H. Chen
- Department of Radiology (H.C., G.Z., B.J., M.W.), Division of Neuroradiology, Stanford University Hospital, Stanford, California
| | - R. Cau
- From the Department of Radiology (L.S., R.C., F.P.), Azienda Ospedaliero Universitaria di Cagliari, Cagliari, Italy
| | - G.D. Rubeis
- Department of Radiology, UOC of Diagnostic and Interventional Neuroradiology (G.D.R.), San Camillo-Forlanini Hospital, Rome, Italy
| | - G. Zhu
- Department of Radiology (H.C., G.Z., B.J., M.W.), Division of Neuroradiology, Stanford University Hospital, Stanford, California
| | - F. Pisu
- From the Department of Radiology (L.S., R.C., F.P.), Azienda Ospedaliero Universitaria di Cagliari, Cagliari, Italy
| | - B. Jang
- Department of Radiology (H.C., G.Z., B.J., M.W.), Division of Neuroradiology, Stanford University Hospital, Stanford, California
| | - G. Lanzino
- Department of Neurologic Surgery (G.L.), Mayo Clinic, Rochester, Minnesota
| | - J.S. Suri
- Stroke Monitoring and Diagnostic Division (J.S.S.), AtheroPoint, Roseville, California
| | - Y. Qi
- Department of Xuanwu Hospital (Y.Q.), Capital Medical University, Beijing, Chin
| | - M. Wintermark
- Department of Radiology (H.C., G.Z., B.J., M.W.), Division of Neuroradiology, Stanford University Hospital, Stanford, California
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Saba L, Nardi V, Cau R, Gupta A, Kamel H, Suri JS, Balestrieri A, Congiu T, Butler APH, Gieseg S, Fanni D, Cerrone G, Sanfilippo R, Puig J, Yang Q, Mannelli L, Faa G, Lanzino G. Carotid Artery Plaque Calcifications: Lessons From Histopathology to Diagnostic Imaging. Stroke 2022; 53:290-297. [PMID: 34753301 DOI: 10.1161/strokeaha.121.035692] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
The role of calcium in atherosclerosis is controversial and the relationship between vascular calcification and plaque vulnerability is not fully understood. Although calcifications are present in ≈50% to 60% of carotid plaques, their association with cerebrovascular ischemic events remains unclear. In this review, we summarize current understanding of carotid plaque calcification. We outline the role of calcium in atherosclerotic carotid disease by analyzing laboratory studies and histopathologic studies, as well as imaging findings to understand clinical implications of carotid artery calcifications. Differences in mechanism of calcium deposition express themselves into a wide range of calcification phenotypes in carotid plaques. Some patterns, such as rim calcification, are suggestive of plaques with inflammatory activity with leakage of the vasa vasourm and intraplaque hemorrhage. Other patterns such as dense, nodular calcifications may confer greater mechanical stability to the plaque and reduce the risk of embolization for a given degree of plaque size and luminal stenosis. Various distributions and patterns of carotid plaque calcification, often influenced by the underlying systemic pathological condition, have a different role in affecting plaque stability. Modern imaging techniques afford multiple approaches to assess geometry, pattern of distribution, size, and composition of carotid artery calcifications. Future investigations with these novel technologies will further improve our understanding of carotid artery calcification and will play an important role in understanding and minimizing stroke risk in patients with carotid plaques.
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Affiliation(s)
- Luca Saba
- Department of Radiology (L.S., R.C., A.B.), di Cagliari - Polo di Monserrato s.s, Cagliari, Italy
| | - Valentina Nardi
- Azienda Ospedaliero Universitaria (A.O.U.), Department of Cardiovascular Medicine (V.N.), Mayo Clinic, Rochester, MN
| | - Riccardo Cau
- Department of Radiology (L.S., R.C., A.B.), di Cagliari - Polo di Monserrato s.s, Cagliari, Italy
| | - Ajay Gupta
- Department of Radiology (A.G.), Weill Cornell Medicine, New York, New York
| | - Hooman Kamel
- Department of Neurology (H.K.), Weill Cornell Medicine, New York, New York
| | - Jasjit S Suri
- Stroke Diagnosis and Monitoring Division, AtheroPoint LLC, Roseville, CA (J.S.S.)
| | - Antonella Balestrieri
- Department of Radiology (L.S., R.C., A.B.), di Cagliari - Polo di Monserrato s.s, Cagliari, Italy
| | - Terenzio Congiu
- Department of Pathology (T.C., D.F., G.C., G.F.), di Cagliari - Polo di Monserrato s.s, Cagliari, Italy
| | - Anthony P H Butler
- Department of Radiology, University of Otago, Christchurch, New Zealand (A.P.H.B., S.G.)
| | - Steven Gieseg
- Department of Radiology, University of Otago, Christchurch, New Zealand (A.P.H.B., S.G.)
| | - Daniela Fanni
- Department of Pathology (T.C., D.F., G.C., G.F.), di Cagliari - Polo di Monserrato s.s, Cagliari, Italy
| | - Giulia Cerrone
- Department of Pathology (T.C., D.F., G.C., G.F.), di Cagliari - Polo di Monserrato s.s, Cagliari, Italy
| | - Roberto Sanfilippo
- Department of Vascular Surgery (R.S.), di Cagliari - Polo di Monserrato s.s, Cagliari, Italy
| | - Josep Puig
- Department of Radiology (IDI), Hospital Universitari de Girona, Spain (J.P.)
| | - Qi Yang
- Xuanwu Hospital, Capital Medical University, Xicheng District, Beijing, China (Q.Y.)
| | | | - Gavino Faa
- Department of Pathology (T.C., D.F., G.C., G.F.), di Cagliari - Polo di Monserrato s.s, Cagliari, Italy
| | - Giuseppe Lanzino
- Department of Neurologic Surgery (G.L.), Mayo Clinic, Rochester, MN
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Culleton S, Wiggins R, McNally JS. Imaging spectrum of extracranial arterial vascular pathology: pearls for the radiologist. Clin Radiol 2021; 77:167-178. [PMID: 34799048 DOI: 10.1016/j.crad.2021.10.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Accepted: 10/13/2021] [Indexed: 11/17/2022]
Abstract
Non-invasive imaging plays an increasingly important role in assessing the extracranial vasculature. The applications of computed tomography angiography (CTA) and magnetic resonance angiography (MRA) continue to expand with growing demand for stroke imaging and anatomical assessment preceding vascular intervention. Imaging of the neck is performed for a variety of clinical indications with different imaging protocols. Even on non-dedicated vascular imaging, such as soft-tissue studies, the neck vessels and the proximal aortic arch are readily evaluable, providing an opportunity to promptly identify critical vascular abnormalities with significant therapeutic implications. Vascular abnormalities can have non-specific clinical signs and symptoms resulting in delays in both diagnosis and treatment. Understanding the common locations and appearances of vascular pathologies will help the radiologist to develop a systematic search strategy for evaluating neck imaging. Not only is identifying the pathology of paramount importance but also understanding how imaging further prognosticates and determines treatment options. As imaging techniques advance, further vascular radiological features are recognised with therapeutic implications, particularly for stroke. Such features include plaque morphology and vulnerability with imaging helping to identify those at high risk of stroke and recurrent strokes. Using clinical cases from a quaternary care academic medical centre a spectrum of clinically relevant arterial pathologies and associated features that could add further benefit to the radiology report are illustrated. A suggested systematic approach to evaluating the vasculature on neck imaging is also presented.
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Affiliation(s)
- S Culleton
- Department of Radiology, University of Utah Health Sciences Centre, Salt Lake City, UT, USA.
| | - R Wiggins
- Department of Radiology, University of Utah Health Sciences Centre, Salt Lake City, UT, USA
| | - J S McNally
- Department of Radiology, University of Utah Health Sciences Centre, Salt Lake City, UT, USA
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Zhang S, Gu H, Yu X, Kang B, Yuan X, Wang X. Association Between Carotid Artery Perivascular Fat Density and Intraplaque Hemorrhage. Front Cardiovasc Med 2021; 8:735794. [PMID: 34616788 PMCID: PMC8488125 DOI: 10.3389/fcvm.2021.735794] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Accepted: 08/23/2021] [Indexed: 01/22/2023] Open
Abstract
Objectives: Perivascular adipose tissue plays a key role in atherosclerosis, but its effects on the composition of carotid atherosclerotic plaques are unknown. This study aimed to investigate the association between inflammatory carotid artery and intraplaque hemorrhage (IPH) in the carotid artery. Methods: This is a single-center retrospective study. Carotid inflammation was assessed by perivascular fat density (PFD) in 72 participants (mean age, 65.1 years; 56 men) who underwent both computed tomography angiography (CTA) and magnetic resonance imaging (MRI) within 2 weeks. The presence of IPH was assessed with MRI. Carotid stenosis, maximum plaque thickness, calcification, and ulceration were evaluated through CTA. The association between PFD and the occurrence of IPH was studied using generalized estimating equations analysis. Results: Of 156 plaques, 72 plaques (46.2%) had IPH. Plaques with IPH showed higher PFD than those without [−41.4 ± 3.9 vs. −55.8 ± 6.5 Hounsfield unit (HU); p < 0.001]. After age, calcification, degree of stenosis, maximum plaque thickness, and ulceration were adjusted for, PFD (OR, 1.96; 95% CI, 1.41–2.73; p < 0.001) was found to be strongly associated with the presence of IPH. Conclusions: A higher PFD is associated with the presence of IPH in the carotid artery. These findings may provide a novel marker to identify carotid IPH and risk stratification.
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Affiliation(s)
- Shuai Zhang
- School of Medicine, Shandong First Medical University, Jinan, China
| | - Hui Gu
- Shandong Provincial Hospital Affliated to Shandong First Medical University, Jinan, China
| | - Xinxin Yu
- Shandong Provincial Hospital Affliated to Shandong First Medical University, Jinan, China
| | - Bing Kang
- Shandong Provincial Hospital Affliated to Shandong First Medical University, Jinan, China
| | - Xianshun Yuan
- Shandong Provincial Hospital Affliated to Shandong First Medical University, Jinan, China
| | - Ximing Wang
- Shandong Provincial Hospital Affliated to Shandong First Medical University, Jinan, China
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36
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Benson JC, Nardi V, Bois MC, Saba L, Brinjikji W, Savastano L, Lanzino G, Lerman A. Correlation between computed tomography angiography and histology of carotid artery atherosclerosis: Can semi-automated imaging software predict a plaque's composition? Interv Neuroradiol 2021; 28:332-337. [PMID: 34397307 DOI: 10.1177/15910199211031093] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022] Open
Abstract
BACKGROUND Using computed tomography angiography to differentiate between components of carotid atherosclerotic lesions remains largely elusive. This study sought to validate a semi-automated software for computed tomography angiography plaque analysis using histologic comparisons. MATERIALS AND METHODS A retrospective review was performed of consecutive patients that underwent a carotid endarterectomy, with pre-procedural computed tomography angiography imaging of the cervical arterial vasculature available for review. Images were evaluated using a commercially-available software package, which produced segmented analyses of intraplaque components (e.g. intraplaque hemorrhage, lipid-rich necrotic core, and calcifications). On imaging, each component was assessed in terms of its (1) presence or absence, and (2) both volume and proportion of the total plaque volume (if present). On histological evaluation of carotid endarterectomy specimens, each component was evaluated as an estimated proportion of total plaque volume. RESULTS Of 80 included patients, 30 (37.5%) were female. The average age was 69.7 years (SD = 9.1). Based on imaging, intraplaque hemorrhage was the smallest contributor to plaque composition (1.2% of volumes on average). Statistically significant linear associations were noted between the proportion of intraplaque hemorrhage, lipid-rich necrotic core, and calcifications on histology and the volume of each component on imaging (p values ranged from 0.0008 to 0.01). Area under curve were poor for intraplaque hemorrhage and lipid-rich necrotic core (0.59 and 0.61, respectively) and acceptable for calcifications (0.73). CONCLUSION Semi-automated analyses of computed tomography angiography have limited diagnostic accuracy in the detection of intraplaque hemorrhage and lipid-rich necrotic core in carotid artery plaques. However, volumetric imaging measurements of different components corresponded with histologic analysis.
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Affiliation(s)
| | | | - Melanie C Bois
- Department of Laboratory Medicine and Pathology, 6915Mayo Clinic, USA
| | - Luca Saba
- Department of Medical Sciences, 3111University of Cagliari, Italy
| | | | | | | | - Amir Lerman
- Department of Cardiovascular Medicine, 6915Mayo Clinic, USA
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37
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Cau R, Flanders A, Mannelli L, Politi C, Faa G, Suri JS, Saba L. Artificial intelligence in computed tomography plaque characterization: A review. Eur J Radiol 2021; 140:109767. [PMID: 34000598 DOI: 10.1016/j.ejrad.2021.109767] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2021] [Revised: 04/23/2021] [Accepted: 04/29/2021] [Indexed: 12/12/2022]
Abstract
Cardiovascular disease (CVD) is associated with high mortality around the world. Prevention and early diagnosis are key targets in reducing the socio-economic burden of CVD. Artificial intelligence (AI) has experienced a steady growth due to technological innovations that have to lead to constant development. Several AI algorithms have been applied to various aspects of CVD in order to improve the quality of image acquisition and reconstruction and, at the same time adding information derived from the images to create strong predictive models. In computed tomography angiography (CTA), AI can offer solutions for several parts of plaque analysis, including an automatic assessment of the degree of stenosis and characterization of plaque morphology. A growing body of evidence demonstrates a correlation between some type of plaques, so-called high-risk plaque or vulnerable plaque, and cardiovascular events, independent of the degree of stenosis. The radiologist must apprehend and participate actively in developing and implementing AI in current clinical practice. In this current overview on the existing AI literature, we describe the strengths, limitations, recent applications, and promising developments of employing AI to plaque characterization with CT.
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Affiliation(s)
- Riccardo Cau
- Department of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari - Polo di Monserrato, s.s. 554 Monserrato (Cagliari), 09045, Italy
| | - Adam Flanders
- Thomas Jefferson University, 1020 Walnut Street, Philadelphia, PA, United States
| | | | - Carola Politi
- Department of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari - Polo di Monserrato, s.s. 554 Monserrato (Cagliari), 09045, Italy
| | - Gavino Faa
- Department of Pathology, Azienda Ospedaliero Universitaria (AOU) di Cagliari, University Hospital San Giovanni di Dio, Cagliari, Italy; Proteomic Laboratory - European Center for Brain Research, IRCCS Fondazione Santa Lucia, Rome, Italy
| | - Jasjit S Suri
- Stroke Diagnosis and Monitoring Division ATHEROPOINT LLC, Roseville, CA USA
| | - Luca Saba
- Department of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari - Polo di Monserrato, s.s. 554 Monserrato (Cagliari), 09045, Italy.
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38
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Baradaran H, Foster T, Harrie P, McNally JS, Alexander M, Pandya A, Anzai Y, Gupta A. Carotid artery plaque characteristics: current reporting practices on CT angiography. Neuroradiology 2021; 63:1013-1018. [PMID: 33236220 PMCID: PMC9112345 DOI: 10.1007/s00234-020-02610-w] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Accepted: 11/16/2020] [Indexed: 10/22/2022]
Abstract
PURPOSE Extracranial ICA imaging has largely focused on the degree of luminal stenosis, but recent advances suggest specific plaque features are crucial in stroke risk assessment. We evaluated the current state of reporting carotid plaque features on neck CTAs at an academic institution. METHODS In this retrospective observational study, we included neck CTAs performed on patients over age 50 with any reported carotid plaque. We evaluated reports for mention of the following: degree of luminal stenosis, soft plaque, calcified plaque, plaque thickness, quantification of soft and calcified plaque, plaque ulceration, and increased risk associated with specific features. We used Fisher's exact test to compare how often each feature was mentioned. RESULTS We included a total of 651 reports from unique patients (mean age, 68.1 ± 13.3 years). A total of 639 reports (98.1%) explicitly mentioned degree of stenosis per NASCET criteria. Specific plaque features were less frequently characterized: soft plaque in 116 (17.8%); calcified plaque in 166 (25.5%); quantification of the amount of soft plaque and calcified plaque in 24 (3.7%) and 16 (2.5%) reports, respectively; plaque thickness in 12 (1.8%); plaque ulceration in 476 (73.1%); and increased risk associated with plaque in 2 (0.3%). Degree of stenosis was statistically more likely to be mentioned than any other plaque feature (p < 0.001). CONCLUSION Currently, nearly all reports mention the degree of luminal stenosis on neck CTAs while a significant minority mention specific plaque features. Despite mounting evidence of the importance of carotid plaque features in stroke risk assessment, radiology reports do not routinely report these findings.
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Affiliation(s)
- Hediyeh Baradaran
- Department of Radiology and Imaging Sciences, University of Utah, 30 N 1900 E #1A141, Salt Lake City, UT, 84135, USA.
| | - Tyrel Foster
- Department of Radiology and Imaging Sciences, University of Utah, 30 N 1900 E #1A141, Salt Lake City, UT, 84135, USA
| | - Paul Harrie
- Department of Radiology and Imaging Sciences, University of Utah, 30 N 1900 E #1A141, Salt Lake City, UT, 84135, USA
| | - J Scott McNally
- Department of Radiology and Imaging Sciences, University of Utah, 30 N 1900 E #1A141, Salt Lake City, UT, 84135, USA
| | - Matthew Alexander
- Department of Radiology and Imaging Sciences, University of Utah, 30 N 1900 E #1A141, Salt Lake City, UT, 84135, USA
| | - Ankur Pandya
- Department of Health Policy and Management, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Yoshimi Anzai
- Department of Radiology and Imaging Sciences, University of Utah, 30 N 1900 E #1A141, Salt Lake City, UT, 84135, USA
| | - Ajay Gupta
- Department of Radiology, Weill Cornell Medicine, New York, NY, USA
- Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, USA
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Wang Y, Li C, Ding M, Lin L, Li P, Wang Y, Dong Q, Yang Y, Cui M. Carotid Atherosclerotic Calcification Characteristics Relate to Post-stroke Cognitive Impairment. Front Aging Neurosci 2021; 13:682908. [PMID: 34113247 PMCID: PMC8185032 DOI: 10.3389/fnagi.2021.682908] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2021] [Accepted: 04/29/2021] [Indexed: 11/24/2022] Open
Abstract
Background: Together with cerebral small vessel disease (CSVD), large vessel atherosclerosis is considered to be an equally important risk factor in the progression of vascular cognitive impairment. This article aims to investigate whether carotid atherosclerotic calcification is associated with the increased risk of post-stroke cognitive impairment (PSCI). Methods: A total of 128 patients (mean age: 62.1 ± 12.2 years, 37 women) suffering from ischemic stroke underwent brain/neck computer tomography angiography examination. The presence and characteristic of carotid calcification (size, number and location) were analyzed on computer tomography angiography. White matter hyperintensity (WMH) was assessed using Fazekas scales. PSCI was diagnosed based on a battery of neuropsychological assessments implemented 6−12 months after stroke. Results: Among 128 patients, 26 developed post-stroke dementia and 96 had carotid calcification. Logistic regression found carotid calcification (odds ratio [OR] = 7.15, 95% confidence interval [CI]: 1.07–47.69) and carotid artery stenosis (OR = 6.42, 95% CI: 1.03–40.15) both significantly increased the risk for post-stroke dementia. Moreover, multiple, thick/mixed, and surface calcifications exhibited an increasing trend in PSCI (Ptrend = 0.004, 0.016, 0.045, respectively). The prediction model for post-stroke dementia including carotid calcification (area under curve = 0.67), WMH (area under curve = 0.67) and other covariates yielded an area under curve (AUC) of 0.90 (95% CI: 0.82–0.99). Conclusion: Our findings demonstrated that the quantity and location of carotid calcifications were independent indicators for PSCI. The significant role of large vessel atherosclerosis in PSCI should be concerned in future study.
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Affiliation(s)
- Yingzhe Wang
- Department of Neurology, Huashan Hospital, Fudan University, Shanghai, China
| | - Chanchan Li
- Department of Radiology, Huashan Hospital, Fudan University, Shanghai, China
| | - Mengyuan Ding
- Department of Neurology, Huashan Hospital, Fudan University, Shanghai, China
| | - Luyi Lin
- Department of Radiology, Huashan Hospital, Fudan University, Shanghai, China
| | - Peixi Li
- Department of Neurology, Huashan Hospital, Fudan University, Shanghai, China
| | - Yizhe Wang
- Department of Medicine, Nanchang University, Nanchang, China
| | - Qiang Dong
- Department of Neurology, Huashan Hospital, Fudan University, Shanghai, China.,The State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
| | - Yanmei Yang
- Department of Radiology, Huashan Hospital, Fudan University, Shanghai, China
| | - Mei Cui
- Department of Neurology, Huashan Hospital, Fudan University, Shanghai, China.,The State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
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40
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Baradaran H, Eisenmenger LB, Hinckley PJ, de Havenon AH, Stoddard GJ, Treiman LS, Treiman GS, Parker DL, Scott McNally J. Optimal Carotid Plaque Features on Computed Tomography Angiography Associated With Ischemic Stroke. J Am Heart Assoc 2021; 10:e019462. [PMID: 33586471 PMCID: PMC8174260 DOI: 10.1161/jaha.120.019462] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Background Stenosis has historically been the major factor used to determine carotid stroke sources. Recent evidence suggests that specific plaque features detected on imaging may be more highly associated with ischemic stroke than stenosis. We sought to determine computed tomography angiography (CTA) imaging features of carotid plaque that optimally discriminate ipsilateral stroke sources. Methods and Results In this institutional review board-approved retrospective cross-sectional study, 494 ipsilateral carotid CTA-brain magnetic resonance imaging pairs were available for analysis after excluding patients with alternative stroke sources. Carotid CTA and clinical markers were recorded, a multivariable Poisson regression model was fitted, and backward elimination was performed with a 2-sided threshold of P<0.10. Discriminatory value was determined using receiver operating characteristic analysis, area under the curve, and bootstrap validation. The final CTA carotid-source stroke prediction model included intraluminal thrombus (prevalence ratio, 2.8 [P<0.001]; 95% CI, 1.6-4.9), maximum soft plaque thickness (prevalence ratio, 1.2 [P<0.001]; 95% CI, 1.1-1.4), and the rim sign (prevalence ratio, 2.0 [P=0.007]; 95% CI, 1.2-3.3). The final discriminatory value (area under the curve=78.3%) was higher than intraluminal thrombus (56.4%, P<0.001), maximum soft plaque thickness (76.4%, P=0.007), or rim sign alone (69.9%, P=0.001). Furthermore, NASCET (North American Symptomatic Carotid Endarterectomy Trial) stenosis categories (cutoffs of 50% and 70%) had lower stroke discrimination (area under the curve=67.4%, P<0.001). Conclusions Optimal discrimination of ipsilateral carotid sources of stroke requires information on intraluminal thrombus, maximum soft plaque thickness, and the rim sign. These results argue against the sole use of carotid stenosis to determine stroke sources on CTA, and instead suggest these alternative markers may better diagnose vulnerable carotid plaque and guide treatment decisions.
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Affiliation(s)
- Hediyeh Baradaran
- Department of RadiologyUtah Center for Advanced Imaging ResearchSalt Lake CityUT
| | - Laura B. Eisenmenger
- Department of RadiologyUtah Center for Advanced Imaging ResearchSalt Lake CityUT
| | - Peter J. Hinckley
- Department of RadiologyUtah Center for Advanced Imaging ResearchSalt Lake CityUT
| | | | | | - Lauren S. Treiman
- Department of RadiologyUtah Center for Advanced Imaging ResearchSalt Lake CityUT
| | - Gerald S. Treiman
- Department of RadiologyUtah Center for Advanced Imaging ResearchSalt Lake CityUT
| | - Dennis L. Parker
- Department of RadiologyUtah Center for Advanced Imaging ResearchSalt Lake CityUT
| | - Joseph Scott McNally
- Department of RadiologyUtah Center for Advanced Imaging ResearchSalt Lake CityUT
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41
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Mura M, Della Schiava N, Long A, Chirico EN, Pialoux V, Millon A. Carotid intraplaque haemorrhage: pathogenesis, histological classification, imaging methods and clinical value. ANNALS OF TRANSLATIONAL MEDICINE 2020; 8:1273. [PMID: 33178805 PMCID: PMC7607119 DOI: 10.21037/atm-20-1974] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Vulnerable carotid atherosclerotic plaques are characterised by several risk factors, such as inflammation, neovascularization and intraplaque haemorrhage (IPH). Vulnerable plaques can lead to ischemic events such as stroke. Many studies reported a relationship between IPH, plaque rupture, and ischemic stroke. Histology is the gold standard to evaluate IPH, but it required carotid endarterectomy (CEA) surgery to collect the tissue sample. In this context, several imaging methods can be used as a non-invasive way to evaluate plaque vulnerability and detect IPH. Most imaging studies showed that IPH is associated with plaque vulnerability and stroke, with magnetic resonance imaging (MRI) being the most sensitive and specific to detect IPH as a predictor of ischemic events. These conclusions are however still debated because of the limited number of patients included in these studies; further studies are required to better assess risks associated with different IPH stages. Moreover, IPH is implicated in plaque vulnerability with other risk factors which need to be considered to predict ischemic risk. In addition, MRI sequences standardization is required to compare results from different studies and agree on biomarkers that need to be considered to predict plaque rupture. In these circumstances, IPH detection by MRI could be an efficient clinical method to predict stroke. The goal of this review article is to first describe the pathophysiological process responsible for IPH, its histological detection in carotid plaques and its correlation with plaque rupture. The second part will discuss the benefits and limitations of imaging the carotid plaque, and finally the clinical interest of imaging IPH to predict plaque rupture, focusing on MRI-IPH.
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Affiliation(s)
- Mathilde Mura
- Univ Lyon, University Claude Bernard Lyon 1, Interuniversity Laboratory of Human Movement Biology EA7424, Lyon, France
| | - Nellie Della Schiava
- Department of Vascular and Endovascular Surgery, Groupement Hospitalier Est, Louis Pradel Hospital, Hospices Civils de Lyon, Lyon, France.,Institut National des Sciences Appliquées Lyon, Laboratoire de Génie Electrique et Ferroélectricité EA 682, Villeurbanne, France
| | - Anne Long
- Univ Lyon, University Claude Bernard Lyon 1, Interuniversity Laboratory of Human Movement Biology EA7424, Lyon, France.,Departement of Internal Medicine and Vascular Medicine, Groupement Hospitalier Edouard Herriot, Hospices Civils de Lyon, Lyon, France
| | - Erica N Chirico
- Department of Biomedical Sciences, Cooper Medical School of Rowan University, Camden, NJ, USA
| | - Vincent Pialoux
- Univ Lyon, University Claude Bernard Lyon 1, Interuniversity Laboratory of Human Movement Biology EA7424, Lyon, France.,Institut Universitaire de France, Paris, France
| | - Antoine Millon
- Department of Vascular and Endovascular Surgery, Groupement Hospitalier Est, Louis Pradel Hospital, Hospices Civils de Lyon, Lyon, France.,Univ Lyon, University Claude Bernard Lyon 1, CarMeN Laboratory, INSERM U1060, Bron, France
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42
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Abstract
Despite the completion of several multi-center trials, the management of carotid stenosis remains in flux. Key questions include the role of intensive medical management in the treatment of asymptomatic carotid stenosis. In addition, identification of patients with symptomatic stenosis who will most benefit from carotid revascularization remains a priority. The role of newer imaging techniques such as carotid plaque analysis with magnetic resonance imaging is also challenging current treatment paradigms. These topics are explored in this topical update.
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Affiliation(s)
- Rakhee Lalla
- Department of Neurology, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Prashant Raghavan
- Department of Radiology, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Seemant Chaturvedi
- Department of Neurology, University of Maryland School of Medicine, Baltimore, MD, USA
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43
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Zhu G, Hom J, Li Y, Jiang B, Rodriguez F, Fleischmann D, Saloner D, Porcu M, Zhang Y, Saba L, Wintermark M. Carotid plaque imaging and the risk of atherosclerotic cardiovascular disease. Cardiovasc Diagn Ther 2020; 10:1048-1067. [PMID: 32968660 DOI: 10.21037/cdt.2020.03.10] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Carotid artery plaque is a measure of atherosclerosis and is associated with future risk of atherosclerotic cardiovascular disease (ASCVD), which encompasses coronary, cerebrovascular, and peripheral arterial diseases. With advanced imaging techniques, computerized tomography (CT) and magnetic resonance imaging (MRI) have shown their potential superiority to routine ultrasound to detect features of carotid plaque vulnerability, such as intraplaque hemorrhage (IPH), lipid-rich necrotic core (LRNC), fibrous cap (FC), and calcification. The correlation between imaging features and histological changes of carotid plaques has been investigated. Imaging of carotid features has been used to predict the risk of cardiovascular events. Other techniques such as nuclear imaging and intra-vascular ultrasound (IVUS) have also been proposed to better understand the vulnerable carotid plaque features. In this article, we review the studies of imaging specific carotid plaque components and their correlation with risk scores.
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Affiliation(s)
- Guangming Zhu
- Department of Radiology, Neuroradiology Section, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Jason Hom
- Department of Medicine, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Ying Li
- Department of Radiology, Neuroradiology Section, Stanford University School of Medicine, Palo Alto, CA, USA.,Clinical Medical Research Center, Luye Pharma Group Ltd., Beijing 100000, China
| | - Bin Jiang
- Department of Radiology, Neuroradiology Section, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Fatima Rodriguez
- Division of Cardiovascular Medicine and the Cardiovascular Institute, Stanford University, Palo Alto, CA, USA
| | - Dominik Fleischmann
- Department of Radiology, Cardiovascular Imaging Section, Stanford University School of Medicine, Palo Alto, CA, USA
| | - David Saloner
- Department of Radiology, University of California San Francisco, San Francisco, CA, USA
| | - Michele Porcu
- Dipartimento di Radiologia, Azienda Ospedaliero Universitaria di Cagliari, Cagliari, Italy
| | - Yanrong Zhang
- Department of Radiology, Neuroradiology Section, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Luca Saba
- Dipartimento di Radiologia, Azienda Ospedaliero Universitaria di Cagliari, Cagliari, Italy
| | - Max Wintermark
- Department of Radiology, Neuroradiology Section, Stanford University School of Medicine, Palo Alto, CA, USA
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44
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Imaging Features of Vulnerable Carotid Atherosclerotic Plaque and the Associated Clinical Implications. CURRENT TREATMENT OPTIONS IN CARDIOVASCULAR MEDICINE 2020. [DOI: 10.1007/s11936-020-00821-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
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45
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Baradaran H, Gupta A. Carotid Vessel Wall Imaging on CTA. AJNR Am J Neuroradiol 2020; 41:380-386. [PMID: 32029468 DOI: 10.3174/ajnr.a6403] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2019] [Accepted: 12/17/2019] [Indexed: 02/06/2023]
Abstract
Vessel wall imaging has been increasingly used to characterize plaque beyond luminal narrowing to identify patients who may be at the highest risk of cerebrovascular ischemia. Although detailed plaque information can be obtained from many imaging modalities, CTA is particularly appealing for carotid plaque imaging due to its relatively low cost, wide availability, operator independence, and ability to discern high-risk features. The present Review Article describes the current understanding of plaque characteristics on CTA by describing commonly encountered plaque features, including calcified and soft plaque, surface irregularities, neovascularization, and inflammation. The goal of this Review Article was to provide a more robust understanding of clinically relevant plaque features detectable on routine CTA of the carotid arteries.
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Affiliation(s)
- H Baradaran
- From the Department of Radiology (H.B.), University of Utah, Salt Lake City, Utah
| | - A Gupta
- Department of Radiology (A.G.), Weill Cornell Medicine, New York, New York
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46
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Azuma M, Maekawa K, Yamashita A, Yokogami K, Enzaki M, Khant ZA, Takeshima H, Asada Y, Wang Y, Hirai T. Characterization of Carotid Plaque Components by Quantitative Susceptibility Mapping. AJNR Am J Neuroradiol 2019; 41:310-317. [PMID: 31879331 DOI: 10.3174/ajnr.a6374] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2019] [Accepted: 11/14/2019] [Indexed: 12/23/2022]
Abstract
BACKGROUND AND PURPOSE Intraplaque hemorrhage in the carotid artery is related to an increased risk of cerebrovascular ischemic events. We aimed to investigate whether quantitative susceptibility mapping can characterize carotid artery plaque components and quantify the severity of intraplaque hemorrhage. MATERIALS AND METHODS For this ex vivo quantitative susceptibility mapping study, 9 carotid endarterectomy specimens were imaged on a 3T MR imaging scanner using a 3D multi-echo gradient-echo sequence and a microscopy coil. The samples were examined histologically using immunostains, including glycophorin A and Prussian blue. The areas of erythrocytes, iron deposits, calcification, and fibrous matrices observed on stained sections were compared with quantitative susceptibility mapping findings and their mean susceptibility values. RESULTS Intraplaque hemorrhage and iron deposits were observed only in areas hyperintense on quantitative susceptibility mapping; calcifications and fibrous matrices were prevalent in hypointense areas. The mean susceptibility values for necrotic cores with intraplaque hemorrhage but no iron deposits, cores with iron deposits but no intraplaque hemorrhage, cores without either intraplaque hemorrhage or iron deposits, and cores with calcification were 188 ± 51, 129 ± 49, -11 ± 17, and -158 ± 78 parts per billion, respectively. There was a significant difference in the mean susceptibility values among the 4 histologic components (P < .01). The mean susceptibility values of the whole plaque positively correlated with the percentage area positive for glycophorin A (r = 0.65, P < .001) and Prussian blue (r = 0.47, P < .001). CONCLUSIONS Our findings suggest that quantitative susceptibility mapping can characterize the composition of carotid plaques and quantify the degree of intraplaque hemorrhage and iron deposits.
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Affiliation(s)
- M Azuma
- From the Departments of Radiology (M.A., Z.A.K., T.H.)
| | | | | | - K Yokogami
- Neurosurgery (K.Y., H.T., Y.A.), Faculty of Medicine, University of Miyazaki, Miyazaki, Japan
| | - M Enzaki
- Radiology Section (M.E.), University of Miyazaki Hospital, Miyazaki, Japan
| | - Z A Khant
- From the Departments of Radiology (M.A., Z.A.K., T.H.)
| | - H Takeshima
- Neurosurgery (K.Y., H.T., Y.A.), Faculty of Medicine, University of Miyazaki, Miyazaki, Japan
| | - Y Asada
- Neurosurgery (K.Y., H.T., Y.A.), Faculty of Medicine, University of Miyazaki, Miyazaki, Japan
| | - Y Wang
- Department of Radiology (Y.W.), Weill Medical College of Cornell University, New York, New York
| | - T Hirai
- From the Departments of Radiology (M.A., Z.A.K., T.H.)
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47
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Porcu M, Anzidei M, Suri JS, A Wasserman B, Anzalone N, Lucatelli P, Loi F, Montisci R, Sanfilippo R, Rafailidis V, Saba L. Carotid artery imaging: The study of intra-plaque vascularization and hemorrhage in the era of the "vulnerable" plaque. J Neuroradiol 2019; 47:464-472. [PMID: 30954549 DOI: 10.1016/j.neurad.2019.03.009] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2018] [Revised: 02/04/2019] [Accepted: 03/04/2019] [Indexed: 01/01/2023]
Abstract
Intraplaque hemorrhage (IPH) is one of the main factors involved in atherosclerotic plaque (AP) instability. Its recognition is crucial for the correct staging and management of patients with carotid artery plaques to limit ischemic stroke. Imaging plays a crucial role in identifying IPH, even if the great variability of intraplaque vascularization and the limitations of our current imaging technologies make it difficult. The intent of this review is to give a general overview of the main features of intraplaque vascularization and IPH on Ultrasound (US), Computed Tomography (CT), Magnetic Resonance (MR) and Nuclear Medicine, and a brief description on the future prospectives.
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Affiliation(s)
- Michele Porcu
- Department of Medical Imaging, AOU of Cagliari, University of Cagliari, Cagliari, Italy.
| | - Michele Anzidei
- Department of Radiological, Oncological and Anatomo-pathological Sciences, Sapienza University of Rome, Rome, Italy
| | - Jasjit S Suri
- Monitoring and Diagnostic Division, AtheroPoint, Roseville, CA, USA
| | - Bruce A Wasserman
- The Russell H. Morgan Department of Radiology and Radiological Sciences, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Nicoletta Anzalone
- Neuroradiology Unit and CERMAC, San Raffaele Scientific Institute and Vita-Salute San Raffaele University, via Olgettina 60, 20132, Milan, Italy
| | - Pierleone Lucatelli
- Department of Radiological, Oncological and Anatomo-pathological Sciences, Sapienza University of Rome, Rome, Italy
| | - Federico Loi
- Department of Biomedial Sciences, Unit of Oncology and Molecular Pathology, University of Cagliari, Cagliari, Italy
| | - Roberto Montisci
- Department of Vascular Surgery, AOU of Cagliari, University of Cagliari, Cagliari, Italy
| | - Roberto Sanfilippo
- Department of Vascular Surgery, AOU of Cagliari, University of Cagliari, Cagliari, Italy
| | - Vasileios Rafailidis
- Department of Radiology, AHEPA University General Hospital, Aristotle University of Thessaloniki, St. Kiriakidi 1, 54636 Thessaloníki, Greece
| | - Luca Saba
- Department of Medical Imaging, AOU of Cagliari, University of Cagliari, Cagliari, Italy
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48
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Saba L, Yuan C, Hatsukami TS, Balu N, Qiao Y, DeMarco JK, Saam T, Moody AR, Li D, Matouk CC, Johnson MH, Jäger HR, Mossa-Basha M, Kooi ME, Fan Z, Saloner D, Wintermark M, Mikulis DJ, Wasserman BA. Carotid Artery Wall Imaging: Perspective and Guidelines from the ASNR Vessel Wall Imaging Study Group and Expert Consensus Recommendations of the American Society of Neuroradiology. AJNR Am J Neuroradiol 2018; 39:E9-E31. [PMID: 29326139 DOI: 10.3174/ajnr.a5488] [Citation(s) in RCA: 198] [Impact Index Per Article: 28.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Identification of carotid artery atherosclerosis is conventionally based on measurements of luminal stenosis and surface irregularities using in vivo imaging techniques including sonography, CT and MR angiography, and digital subtraction angiography. However, histopathologic studies demonstrate considerable differences between plaques with identical degrees of stenosis and indicate that certain plaque features are associated with increased risk for ischemic events. The ability to look beyond the lumen using highly developed vessel wall imaging methods to identify plaque vulnerable to disruption has prompted an active debate as to whether a paradigm shift is needed to move away from relying on measurements of luminal stenosis for gauging the risk of ischemic injury. Further evaluation in randomized clinical trials will help to better define the exact role of plaque imaging in clinical decision-making. However, current carotid vessel wall imaging techniques can be informative. The goal of this article is to present the perspective of the ASNR Vessel Wall Imaging Study Group as it relates to the current status of arterial wall imaging in carotid artery disease.
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Affiliation(s)
- L Saba
- From the Department of Medical Imaging (L.S.), University of Cagliari, Cagliari, Italy
| | - C Yuan
- Departments of Radiology (C.Y., N.B., M.M.-B.)
| | - T S Hatsukami
- Surgery (T.S.H.), University of Washington, Seattle, Washington
| | - N Balu
- Departments of Radiology (C.Y., N.B., M.M.-B.)
| | - Y Qiao
- The Russell H. Morgan Department of Radiology and Radiological Sciences (Y.Q., B.A.W.), Johns Hopkins Hospital, Baltimore, Maryland
| | - J K DeMarco
- Department of Radiology (J.K.D.), Walter Reed National Military Medical Center, Bethesda, Maryland
| | - T Saam
- Department of Radiology (T.S.), Ludwig-Maximilian University Hospital, Munich, Germany
| | - A R Moody
- Department of Medical Imaging (A.R.M.), Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada
| | - D Li
- Biomedical Imaging Research Institute (D.L., Z.F.), Cedars-Sinai Medical Center, Los Angeles, California
| | - C C Matouk
- Departments of Neurosurgery, Neurovascular and Stroke Programs (C.C.M., M.H.J.).,Radiology and Biomedical Imaging (C.C.M., M.H.J.)
| | - M H Johnson
- Departments of Neurosurgery, Neurovascular and Stroke Programs (C.C.M., M.H.J.).,Radiology and Biomedical Imaging (C.C.M., M.H.J.).,Surgery (M.H.J.), Yale University School of Medicine, New Haven, Connecticut
| | - H R Jäger
- Neuroradiological Academic Unit (H.R.J.), Department of Brain Repair and Rehabilitation, University College London Institute of Neurology, London, UK
| | | | - M E Kooi
- Department of Radiology (M.E.K.), CARIM School for Cardiovascular Diseases, Maastricht University Medical Center, Maastricht, the Netherlands
| | - Z Fan
- Biomedical Imaging Research Institute (D.L., Z.F.), Cedars-Sinai Medical Center, Los Angeles, California
| | - D Saloner
- Department of Radiology and Biomedical Imaging (D.S.), University of California, San Francisco, California
| | - M Wintermark
- Department of Radiology (M.W.), Neuroradiology Division, Stanford University, Stanford, California
| | - D J Mikulis
- Division of Neuroradiology (D.J.M.), Department of Medical Imaging, University Health Network
| | - B A Wasserman
- The Russell H. Morgan Department of Radiology and Radiological Sciences (Y.Q., B.A.W.), Johns Hopkins Hospital, Baltimore, Maryland
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49
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Lin R, Chen S, Liu G, Xue Y, Zhao X. Association Between Carotid Atherosclerotic Plaque Calcification and Intraplaque Hemorrhage. Arterioscler Thromb Vasc Biol 2017; 37:1228-1233. [PMID: 28450297 DOI: 10.1161/atvbaha.116.308360] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2016] [Accepted: 04/17/2017] [Indexed: 11/16/2022]
Abstract
Objective—
Carotid intraplaque hemorrhage (IPH) is associated with cardiovascular events. Calcification, which frequently accompanies IPH, may play a role in IPH occurrence. In this study, we aimed to investigate the associations between calcification characteristics and IPH in carotid plaques.
Approach and results—
One hundred seventeen patients with cerebrovascular symptoms and carotid plaques detected by ultrasound were recruited and underwent multicontrast magnetic resonance imaging. Advanced carotid plaques with composition measured by magnetic resonance imaging were included in the analysis. Carotid calcifications were divided into the following categories: surface, mixed, and deep calcification. They were also classified into single and multiple calcifications according to quantity. Logistic regression models utilizing generalized estimating equations were performed to evaluate the relationship between calcification and IPH. Of 117 subjects, 85 with 142 plaques were included in the final analysis, whereas 32 were excluded because of lack of plaque compositions. Of the 142 plaques, 40 (28.2%) had IPH. Plaques with IPH showed greater prevalence of calcification than those without (87.5% versus 55.9%;
P
=0.005). After adjusting for age, low-density lipoprotein, maximum wall thickness, and maximum soft plaque thickness, multiple calcifications (odd ratio, 10.1; 95% confidence interval, 3.3–30.4), surface calcification (odd ratio, 29.4; 95% confidence interval, 4.1–210.8), and mixed calcifications (odd ratio, 27.9; 95% confidence interval, 7.3–107.1) were found to be strongly associated with the presence of IPH (all
P
<0.05).
Conclusions—
Surface calcification and multiple calcifications in carotid atherosclerotic plaques are independently associated with the presence of IPH, suggesting that both quantity and location of calcification may play important roles in the occurrence of IPH. These findings may provide novel insights for understanding mechanisms of IPH.
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Affiliation(s)
- Ruolan Lin
- From the Department of Radiology, Fujian Medical University Union Hospital, Fuzhou, China (R.L., Y.X.); Center for Biomedical Imaging Research, Department of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing, China (S.C., X.Z.); and Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China (G.L.)
| | - Shuo Chen
- From the Department of Radiology, Fujian Medical University Union Hospital, Fuzhou, China (R.L., Y.X.); Center for Biomedical Imaging Research, Department of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing, China (S.C., X.Z.); and Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China (G.L.)
| | - Gaifen Liu
- From the Department of Radiology, Fujian Medical University Union Hospital, Fuzhou, China (R.L., Y.X.); Center for Biomedical Imaging Research, Department of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing, China (S.C., X.Z.); and Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China (G.L.)
| | - Yunjing Xue
- From the Department of Radiology, Fujian Medical University Union Hospital, Fuzhou, China (R.L., Y.X.); Center for Biomedical Imaging Research, Department of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing, China (S.C., X.Z.); and Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China (G.L.).
| | - Xihai Zhao
- From the Department of Radiology, Fujian Medical University Union Hospital, Fuzhou, China (R.L., Y.X.); Center for Biomedical Imaging Research, Department of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing, China (S.C., X.Z.); and Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China (G.L.).
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50
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Relationship between Calcification and Vulnerability of the Carotid Plaques. Ann Vasc Surg 2017; 44:336-342. [PMID: 28479433 DOI: 10.1016/j.avsg.2017.04.017] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2016] [Revised: 03/04/2017] [Accepted: 04/04/2017] [Indexed: 11/24/2022]
Abstract
BACKGROUND Carotid plaques with a high degree of calcification are usually considered at low embolic risk. However, since a precise evaluation of the extent of calcification is not possible preoperatively through duplex ultrasound and postoperatively by conventional histological examination due to the decalcification process, the relationship between the amount of calcium involvement and plaque vulnerability has not been evaluated yet. This study aims to correlate the extent of carotid plaque calcification with clinical, radiological, and histological complications. METHODS Symptomatic and asymptomatic consecutive patients submitted to carotid endarterectomy between January to December 2014 were included in the study. The amount of carotid calcification was assessed at preoperative computed tomography (CT) through measurement of thickness and circumferential calcium extension and graded from 1 to 8 accordingly (Babiarz classification). Patients were then categorized into 2 groups (low-level group: grade 1-5; high-level group: grade 6-8) and correlated with clinical characteristics and ipsilateral cerebral ischemic lesions at CT. Vulnerability of the plaque was assessed histologically according with American Heart Association (AHA) Classification. Results were overall blindly correlated. RESULTS One hundred five patients (81% male; age: 73 ± 8 years) were enrolled in the study. Forty (38%) were symptomatic and 43 (40%) had an ipsilateral focal lesion at preoperative cerebral CT. Thirty-six (38%) patients had high-level carotid calcification degree at CT scan. At histological analysis, 56 (56%) plaques were considered complicated (AHA type VI). Patients with high-level and low-level carotid calcification had similar epidemiological risk factors, preoperative neurological symptoms, and histological complications (17% vs. 15%, P = 0.76 and 50% vs. 55%, P = 0.62, respectively). The high-level calcification group showed a significantly higher incidence of ipsilateral cerebral lesions at preoperative CT (56% vs. 32%, P = 0.01). CONCLUSIONS A high level of calcification of the carotid plaque is not necessarily associated with lower vulnerability: the incidence of preoperative neurological symptoms and histological complications is similar in patients with and without extensive carotid plaque calcification. Cerebral ischemic lesions may be even more frequent in the presence of highly calcified plaques.
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