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Wu J, Zou Y, Meng X, Fan Z, van der Geest R, Cui F, Li J, Zhang T, Zhang F. Increased incidence of napkin-ring sign plaques on cervicocerebral computed tomography angiography associated with the risk of acute ischemic stroke occurrence. Eur Radiol 2024; 34:4438-4447. [PMID: 38001250 DOI: 10.1007/s00330-023-10404-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Revised: 09/06/2023] [Accepted: 09/18/2023] [Indexed: 11/26/2023]
Abstract
OBJECTIVES Carotid atherosclerosis plays an essential role in the occurrence of ischemic stroke. This study aimed to investigate whether a larger burden of napkin-ring sign (NRS) plaques on cervicocerebral computed tomography angiography (CTA) increased the risk of acute ischemic stroke (AIS). METHODS This retrospective, single-center, cross-sectional study enrolled patients with NRS plaques identified in the subclavian arteries, brachiocephalic trunk, carotid arterial system, and vertebrobasilar circulation on contrast-enhanced cervicocerebral CTA. Patients were divided into AIS and non-AIS groups based on imaging within 12 h of symptom onset. Univariate and multivariate logistic regression analyses were performed to determine the risk factor of AIS occurrence. RESULTS A total of 202 patients (66.72 years ± 8.97, 157 men) were evaluated. Plaques with NRS in each subject of the AIS group (N = 98) were significantly more prevalent than that in the control group (N = 104) (1.96 ± 1.17 vs 1.41 ± 0.62). In the AIS group, there were substantially more NRS plaques on the ipsilateral side than contralateral side (1.55 ± 0.90 vs. 0.41 ± 0.66). NRS located on the ipsilateral side of the AIS showed an area under the receiver curve (AUC) of 0.86 to identify ischemic stroke. NRS plaque amounts were an independent risk factor for AIS occurrence (odds ratio, 1.86) after adjusting for other factors. CONCLUSIONS Increased incidence of napkin-ring sign plaques on cervicocerebral CTA was positively associated with AIS occurrence, which could aid in detecting asymptomatic atherosclerotic patients at high risk of AIS in routine screening or emergency settings. CLINICAL RELEVANCE STATEMENT Napkin-ring sign plaque provides an important imaging target for estimating acute ischemic stroke risk and identifying high-risk patients in routine screening or emergency settings, so that timely anti-atherosclerotic therapy can be used for prevention. KEY POINTS • This cross-sectional study investigated the association between high-risk carotid artery plaques and acute ischemic stroke. • Increased incidence of napkin-ring sign plaques on cervicocerebral computed tomography angiography is positively associated with acute ischemic stroke occurrence. • Napkin-ring signs help identify risky patients prone to acute ischemic stroke to facilitate prevention.
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Affiliation(s)
- Jingping Wu
- The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
- Department of Radiology, Hainan Hospital of PLA General Hospital, Sanya, China
| | - Ying Zou
- Department of Radiology, Hainan Hospital of PLA General Hospital, Sanya, China
| | - Xiao Meng
- Department of Nutrition, School of Public Health, Sun Yat-Sen University, Guangzhou, China
| | - Zhaoyang Fan
- Department of Radiology, University of Southern California, Los Angeles, CA, USA
| | - Rob van der Geest
- Department of Radiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Fang Cui
- Department of Neurology, Hainan Hospital of PLA General Hospital, Sanya, China
| | - Jianyong Li
- Department of Neurology, Hainan Hospital of PLA General Hospital, Sanya, China
| | - Tengyuan Zhang
- Department of Neurology, Hainan Hospital of PLA General Hospital, Sanya, China
| | - Fan Zhang
- The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China.
- Department of Radiology, Hainan Hospital of PLA General Hospital, Sanya, China.
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Li J, Zhang Y, Hou J, Li Y, Zhao Z, Xu M, Liu W. Clinical Application of Dark-blood Imaging in Head and Neck CT Angiography: Effect on Image Quality and Plaque Visibility. Acad Radiol 2024; 31:2478-2487. [PMID: 38042623 DOI: 10.1016/j.acra.2023.11.015] [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: 07/28/2023] [Revised: 11/03/2023] [Accepted: 11/08/2023] [Indexed: 12/04/2023]
Abstract
RATIONALE AND OBJECTIVES The aim of this study was to explore the potential of a newly developed dark-blood imaging technique to improve image quality and plaque visibility in head and neck computed tomography (CT) angiography. MATERIALS AND METHODS Patients who underwent triphasic head and neck CT angiography scans from August 2021 to March 2023 were retrospectively enrolled (mean age 67.23 ± 10.81 [SD] years, range 43-85 years, 64.7% male). The CT protocol consists of pre-contrast, arterial and delayed phases. Dark-blood images were postprocessed with the contrast-enhancement boost (CE-boost) technique. The quantitative assessment involved evaluating the CT value, image noise, contrast-to-noise ratio (CNR), and signal-to-noise ratio (SNR) of calcified plaque and non-calcified plaque. The plaque CNR relative to the vessel lumen (CNRplaque-lumen), vessel wall (CNRplaque-wall), and adjacent muscle (CNRplaque-muscle) was respectively calculated. Two experienced radiologists independently evaluated the CT images (5, best; 1, worst) by four characteristics including calcified plaque visibility, non-calcified plaque visibility, diagnostic confidence, and overall image quality. Inter-rater variability was also evaluated. The artery stenosis rate and plaque burden on dark-blood images were measured and compared with arterial phases. The intraclass correlation coefficient (ICC) was used for consistency analysis. The diagnostic accuracy of dark-blood images for the stenosis rate was evaluated by the area under the curve (AUC). RESULTS A total of 43 patients with 54 calcified plaques and 34 non-calcified plaques were assessed in this study. When compared with pre-contrast and delayed phase, dark-blood images yielded significantly higher CNRplaque-lumen and CNRplaque-muscle of calcified (219.79 ± 159.20 and 181.23 ± 112.12, respectively) and non-calcified (30.30 ± 29.11 and 6.28 ± 4.75, respectively) plaques (all p < 0.001). Calcified plaque SNR of dark-blood showed equal or slightly lower than other phases (p > 0.05 or p = 0.02). A major increase was observed in the non-calcified plaque SNR of dark-blood compared to the arterial phase (5.56 ± 3.71 vs. 4.23 ± 3.56, p = 0.02), although there were no apparent differences compared to pre-contrast and delayed phases (p > 0.05). In subjective analyzes, the calcified plaque visibility (4.99 ± 0.07), non-calcified plaque visibility (4.62 ± 0.48), overall image quality (4.81 ± 0.34), and diagnostic confidence (4.74 ± 0.36) in dark-blood images dominated the highest scores (p < 0.001). The subjective scores of radiologists exhibited good consistency (all kappa value>0.7). The dark-blood image and the arterial phase image exhibited good consistency in identifying the stenosis rate (p < 0.001). In the evaluation of plaque burden, the interobserver agreement for dark-blood images was higher compared to arterial phase images (ICC = 0.870 vs. 0.729). CONCLUSIONS Compared to conventional triphasic head and neck CT angiography, the CE-boost derived dark-blood imaging demonstrated a significant improvement in image quality and visibility for both calcified and non-calcified plaque assessment.
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Affiliation(s)
- Junchao Li
- Imaging Center, First Affiliated Hospital of Xinjiang Medical University, Urumqi 830011, Xinjiang, PR China (J.L., J.H., Y.L., W.L.)
| | - Yuan Zhang
- Imaging Center, The Fourth Affiliated Hospital of Xinjiang Medical University, Urumqi 830011, Xinjiang, PR China (Y.Z.)
| | - Juan Hou
- Imaging Center, First Affiliated Hospital of Xinjiang Medical University, Urumqi 830011, Xinjiang, PR China (J.L., J.H., Y.L., W.L.)
| | - YuXiang Li
- Imaging Center, First Affiliated Hospital of Xinjiang Medical University, Urumqi 830011, Xinjiang, PR China (J.L., J.H., Y.L., W.L.)
| | - Zicheng Zhao
- Canon Medical Systems (China), Beijing 100015, China (Z.Z., M.X.)
| | - Min Xu
- Canon Medical Systems (China), Beijing 100015, China (Z.Z., M.X.)
| | - Wenya Liu
- Imaging Center, First Affiliated Hospital of Xinjiang Medical University, Urumqi 830011, Xinjiang, PR China (J.L., J.H., Y.L., W.L.).
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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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Cui L, Liu R, Zhou F, Liu Y, Tian B, Chen Y, Xing Y. Added Clinical Value of Intraplaque Neovascularization Detection to Color Doppler Ultrasound for Assessing Ischemic Stroke Risk. Neuropsychiatr Dis Treat 2024; 20:899-909. [PMID: 38681519 PMCID: PMC11055554 DOI: 10.2147/ndt.s456872] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Accepted: 04/09/2024] [Indexed: 05/01/2024] Open
Abstract
Purpose Intraplaque neovascularization, assessed using contrast-enhanced ultrasound (CEUS), is associated with ischemic stroke. It remains unclear whether detection of intraplaque neovascularization combined with color Doppler ultrasound (CDUS) provides additional value compared with CDUS alone in assessing ischemic stroke risk. Therefore, we investigated the clinical value of combined CEUS, CDUS, and clinical features for ischemic stroke risk stratification. Patients and Methods We recruited 360 patients with ≥50% carotid stenosis between January 2019 and September 2022. Patients were examined using CDUS and CEUS. Covariates associated with ischemic stroke were identified using multivariate logistic regression analysis. The discrimination and calibration were verified using the C-statistic and Hosmer-Lemeshow test. The incremental value of intraplaque neovascularization in the assessment of ischemic stroke was analyzed using the Delong test. Results We analyzed the data of 162 symptomatic and 159 asymptomatic patients who satisfied the inclusion and exclusion criteria, respectively. Based on multivariate logistic regression analysis, we constructed a nomogram using intraplaque neovascularization, degree of carotid stenosis, plaque hypoechoicity, and smoking status, with a C-statistic of 0.719 (95% confidence interval [CI]: 0.666-0.768) and a Hosmer-Lemeshow test p value of 0.261. The net reclassification index of the nomogram was 0.249 (95% CI: 0.138-0.359), and the integrated discrimination improvement was 0.053 (95% CI: 0.029-0.079). Adding intraplaque neovascularization to the combination of CDUS and clinical features (0.672; 95% CI: 0.617-0.723) increased the C-statistics (p=0.028). Conclusion Further assessment of intraplaque neovascularization after CDUS may help more accurately identify patients at risk of ischemic stroke. Combining multiparametric carotid ultrasound and clinical features may help improve the risk stratification of patients with ischemic stroke with ≥50% carotid stenosis.
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Affiliation(s)
- Liuping Cui
- Department of Vascular Ultrasound, Xuanwu Hospital, Capital Medical University, Beijing, People’s Republic of China
- Department of Neurology, The First Hospital of Jilin University, Changchun, People’s Republic of China
| | - Ran Liu
- Department of Vascular Ultrasound, Xuanwu Hospital, Capital Medical University, Beijing, People’s Republic of China
| | - Fubo Zhou
- Department of Vascular Ultrasound, Xuanwu Hospital, Capital Medical University, Beijing, People’s Republic of China
| | - Yumei Liu
- Department of Vascular Ultrasound, Xuanwu Hospital, Capital Medical University, Beijing, People’s Republic of China
| | - Bing Tian
- Department of Vascular Ultrasound, Xuanwu Hospital, Capital Medical University, Beijing, People’s Republic of China
| | - Ying Chen
- Department of Neurology, The First Hospital of Jilin University, Changchun, People’s Republic of China
| | - Yingqi Xing
- Department of Vascular Ultrasound, Xuanwu Hospital, Capital Medical University, Beijing, People’s Republic of China
- Beijing Diagnostic Center of Vascular Ultrasound, Beijing, People’s Republic of China
- Center of Vascular Ultrasound, Beijing Institute of Brain Disorders, Collaborative Innovation Center for Brain Disorders, Capital Medical University, Beijing, People’s Republic of China
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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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Xu T, Wang L, Chang N, Li S, Jiao B, Zhang S, Wang X. CT-Diagnosed Non-Alcoholic Fatty Liver Disease as a Risk Predictor of Symptomatic Carotid Plaque and Cerebrovascular Symptoms. Angiology 2024:33197241227501. [PMID: 38232089 DOI: 10.1177/00033197241227501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2024]
Abstract
We aimed to test whether computed tomography (CT)-diagnosed Non-Alcoholic Fatty Liver Disease (NAFLD) is a risk factor for cerebrovascular symptoms in patients with suspected atherosclerotic disease. A total of 550 patients (mean age 65.2 ± 8.8 years, 370 males) with carotid plaques who underwent carotid computed tomographic angiography (CTA) and unenhanced abdominal CT were retrospectively analyzed. NAFLD was diagnosed by abdominal CT. Carotid CTA assessed the presence of carotid artery stenosis or plaque. The relationship between NAFLD and cerebrovascular symptoms was analyzed using generalized estimating equations and receiver operating characteristic (ROC) analysis. The prevalence of NAFLD was significantly higher in symptomatic patients (76.5 vs 9.8%; P < .001). After adjusting for several confounding factors (e.g., hypertension and hyperlipidemia), univariate and multivariate logic regression analysis revealed that NAFLD was still strongly associated with cerebrovascular symptoms (odds ratio, 22.81; 95% CI 13.03-39.93; P < .001). ROC analysis showed that the area under the curve for discriminating symptomatic and asymptomatic plaques using NAFLD measurements was 0.833, with a sensitivity of 76.5% and a specificity of 90.2%. NAFLD is strongly associated with an increased risk of cerebrovascular symptoms. It may be an important predictor of symptomatic carotid plaque and cerebrovascular symptoms.
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Affiliation(s)
- Tianqi Xu
- Cheeloo College of Medicine, Shandong University, Jinan, China
- Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Shandong University, Jinan, China
| | - Li Wang
- Physical Examination Center, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Na Chang
- Jinan Vocational College of Nursing, Jinan, China
| | - Sha Li
- Cheeloo College of Medicine, Shandong University, Jinan, China
- Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Shandong University, Jinan, China
| | - Bingxuan Jiao
- Cheeloo College of Medicine, Shandong University, Jinan, China
- Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Shandong University, Jinan, China
| | - Shuai Zhang
- Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Shandong University, Jinan, China
| | - Ximing Wang
- Cheeloo College of Medicine, Shandong University, Jinan, China
- Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Shandong University, Jinan, China
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Liu X, Wu F, Jia X, Qiao H, Liu Y, Yang X, Li Y, Zhang M, Yang Q. Pericarotid adipose tissue computed tomography attenuation distinguishes different stages of carotid atherosclerotic disease: a cross-sectional study. Quant Imaging Med Surg 2023; 13:8247-8258. [PMID: 38106246 PMCID: PMC10722032 DOI: 10.21037/qims-23-454] [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: 04/05/2023] [Accepted: 09/11/2023] [Indexed: 12/19/2023]
Abstract
Background Carotid atherosclerotic plaque inflammation plays a critical role in guiding the prevention of secondary stroke. Increased perivascular adipose tissue attenuation observed on computed tomography angiography (CTA) may indicate local inflammation. Our objective was to investigate whether pericarotid adipose tissue (PCAT), as a local inflammation biomarker, could distinguish between different stages of carotid atherosclerotic disease plaques. Methods We prospectively enrolled 45 consecutive acute stroke patients with carotid artery stenosis from September 2019 to September 2021. We then matched them to non-stroke patients (n=67) and no carotid atherosclerotic disease controls (n=65) based on gender, age, and cardiovascular risk factors. We compared PCAT attenuation, carotid plaque features on CTA, clinical risk factors, and serum inflammatory factors across the different groups. To detect the association of PCAT attenuation with stage of carotid atherosclerotic disease, we used multivariable logistic regression analysis. Results Patients with acute stroke had a higher PCAT attenuation (-78.80±11.62 HU) than patients with non-stroke (-89.01±10.81 HU, P<0.001) and no carotid atherosclerotic disease controls (-95.24±10.81 HU, P<0.001). PCAT attenuation was significantly increased in non-stroke patients compared to non-stroke patients over no carotid atherosclerotic disease controls (P=0.004). The association between PCAT attenuation and the stage of carotid atherosclerotic disease was independent of age, gender, cardiovascular risk factors, and CTA plaque characteristics. No interaction was observed between clinical features and CTA plaque characteristics on PCAT attenuation. Conclusions PCAT attenuation, which is an imaging biomarker of local inflammation, independently distinguishes patients with different stages of carotid atherosclerotic disease. Quantitative evaluation of PCAT attenuation in carotid atherosclerotic disease is expected to guide targeted surgical treatment of carotid plaque.
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Affiliation(s)
- Xin Liu
- Department of Radiology, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
| | - Fang Wu
- Department of Radiology, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Xiuqin Jia
- Department of Radiology, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
| | - Huiyu Qiao
- Center for Biomedical Imaging Research, Department of Biomedical Engineering, Tsinghua University School of Medicine, Beijing, China
| | - Yuehong Liu
- Department of Radiology, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
| | - Xiaoxu Yang
- Department of Radiology, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
| | - Yingying Li
- Department of Radiology, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
| | - Mengke Zhang
- Department of Neurology, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Qi Yang
- Department of Radiology, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
- Beijing Laboratory for Cardiovascular Precision Medicine, Beijing, China
- Key Laboratory of Medical Engineering for Cardiovascular Disease, Ministry of Education, Beijing, China
- Laboratory for Clinical Medicine, Capital Medical University, Beijing, China
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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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Chen C, Tang W, Chen Y, Xu W, Yu N, Liu C, Li Z, Tang Z, Zhang X. Computed tomography angiography-based radiomics model to identify high-risk carotid plaques. Quant Imaging Med Surg 2023; 13:6089-6104. [PMID: 37711840 PMCID: PMC10498225 DOI: 10.21037/qims-23-158] [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: 02/10/2023] [Accepted: 07/17/2023] [Indexed: 09/16/2023]
Abstract
Background Extracranial atherosclerosis is one of the major causes of stroke. Carotid computed tomography angiography (CTA) is a widely used imaging modality that allows detailed assessments of plaque characteristics. This study aimed to develop and test radiomics models of carotid plaques and perivascular adipose tissue (PVAT) to distinguish symptomatic from asymptomatic plaques and compare the diagnostic value between radiomics models and traditional CTA model. Methods A total of 144 patients with carotid plaques were divided into symptomatic and asymptomatic groups. The traditional CTA model was built by the traditional radiological features of carotid plaques measured on CTA images which were screened by univariate analysis and multivariable logistic regression. We extracted and screened radiomics features from carotid plaques and PVAT. Then, a support vector machine was used for building plaque and PVAT radiomics models, as well as a combined model using traditional CTA features and radiomics features. The diagnostic value between radiomics models and traditional CTA model was compared in identifying symptomatic carotid plaques by Delong method. Results The area under curve (AUC) values of traditional CTA model were 0.624 and 0.624 for the training and validation groups, respectively. The plaque radiomics model and PVAT radiomics model achieved AUC values of 0.766, 0.740 and 0.759, 0.618 in the two groups, respectively. Meanwhile, the combined model of plaque and PVAT radiomics features and traditional CTA features had AUC values of 0.883 and 0.840 for the training and validation groups, respectively, and the receiver operating characteristic curves of combined model were significantly better than those of traditional CTA model in the training group (P<0.001) and validation group (P=0.029). Conclusions The combined model of the radiomics features of carotid plaques and PVAT and the traditional CTA features significantly contributes to identifying high-risk carotid plaques compared with traditional CTA model.
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Affiliation(s)
- Chao Chen
- Medical Imaging Key Laboratory of Sichuan Province and Department of Radiology, Affiliated Hospital, North Sichuan Medical College, Nanchong, China
| | - Wei Tang
- Medical Imaging Key Laboratory of Sichuan Province and Department of Radiology, Affiliated Hospital, North Sichuan Medical College, Nanchong, China
| | - Yong Chen
- Department of Radiology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Wenhan Xu
- Medical Imaging Key Laboratory of Sichuan Province and Department of Radiology, Affiliated Hospital, North Sichuan Medical College, Nanchong, China
| | - Ningjun Yu
- Medical Imaging Key Laboratory of Sichuan Province and Department of Radiology, Affiliated Hospital, North Sichuan Medical College, Nanchong, China
| | - Chao Liu
- Medical Imaging Key Laboratory of Sichuan Province and Department of Radiology, Affiliated Hospital, North Sichuan Medical College, Nanchong, China
| | - Zenghui Li
- Medical Imaging Key Laboratory of Sichuan Province and Department of Radiology, Affiliated Hospital, North Sichuan Medical College, Nanchong, China
| | - Zhao Tang
- Medical Imaging Key Laboratory of Sichuan Province and Department of Radiology, Affiliated Hospital, North Sichuan Medical College, Nanchong, China
| | - Xiaoming Zhang
- Medical Imaging Key Laboratory of Sichuan Province and Department of Radiology, Affiliated Hospital, North Sichuan Medical College, Nanchong, China
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10
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Zadi T, van Dam-Nolen DHK, Aizaz M, van der Kolk AG, Nederkoorn PJ, Hendrikse J, Kooi ME, van der Lugt A, Bos D. Changes in intra- and extracranial carotid plaque calcification: a 2-year follow-up study. Sci Rep 2023; 13:8384. [PMID: 37225731 DOI: 10.1038/s41598-023-34223-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2022] [Accepted: 04/26/2023] [Indexed: 05/26/2023] Open
Abstract
Extra- and intracranial carotid plaque calcification might have plaque-stabilizing effects, yet information on changes in plaque calcification remains scarce. We evaluated changes in carotid plaque calcification over 2 years follow-up in patients with symptomatic carotid artery disease. This study is based on the PARISK-study, a multicenter cohort study, with TIA/minor stroke patients with ipsilateral mild-to-moderate carotid artery stenosis (< 70%). We included 79 patients (25% female, mean age 66 years) who underwent CTA imaging with 2 year interval. We assessed the volume of extra- and intracranial carotid artery calcification (ECAC and ICAC) and calculated the difference between baseline and follow-up ECAC and ICAC volume. We performed multivariable regression analyses to investigate the association between change of ECAC or ICAC with cardiovascular determinants. ECAC. We found increase (46.2%) and decrease (34%) in ECAC volume during 2 year follow-up, both significantly correlation with baseline ECAC volume (OR = 0.72, 95% CI 0.58-0.90 respectively OR = 2.24, 95% CI 1.60-3.13).We found significant correlation for change in ECAC volume with diabetes (β = 0.46, 95% CI 0.03-0.89) and baseline ECAC volume (β = 0.81, 95% CI 0.73-0.88). ICAC. We found increase (45.0%) and decrease (25.0%) in ICAC volume. The ICAC decrease was significantly correlated with baseline ICAC volume (OR = 2.17, 95% CI 1.48-3.16), age (OR = 2.00, 95% CI 1.19-3.38) and use of antihypertensive drugs (OR = 3.79, 95% CI 1.20-11.96]).The overall change of ICAC volume was also significantly correlated with diabetes (β = 0.92, 95% CI 1.59-7.02), use of oral hypoglycemic drugs (β = 0.86, 95% CI 0.12-1.59) and baseline ICAC volume (β = 0.71, 95% CI 0.55-0.87). We provide novel insights into the dynamics of carotid plaque calcification in symptomatic stroke patients.
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Affiliation(s)
- T Zadi
- Department of Radiology and Nuclear Medicine, Erasmus MC, University Medical Center Rotterdam, Doctor Molenwaterplein 40, 3015 GD, Rotterdam, The Netherlands.
| | - D H K van Dam-Nolen
- Department of Radiology and Nuclear Medicine, Erasmus MC, University Medical Center Rotterdam, Doctor Molenwaterplein 40, 3015 GD, Rotterdam, The Netherlands
| | - M Aizaz
- CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands
- Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, The Netherlands
| | - A G van der Kolk
- Department of Radiology and Nuclear Medicine, University Medical Center Utrecht, Utrecht, The Netherlands
- Department of Radiology and Nuclear Medicine, Radboud University Nijmegen Medical Center, Nijmegen, The Netherlands
| | - P J Nederkoorn
- Department of Neurology, Academic Medical Center, Amsterdam, The Netherlands
| | - J Hendrikse
- Department of Radiology and Nuclear Medicine, University Medical Center Utrecht, Utrecht, The Netherlands
| | - M E Kooi
- CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands
- Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, The Netherlands
| | - A van der Lugt
- Department of Radiology and Nuclear Medicine, Erasmus MC, University Medical Center Rotterdam, Doctor Molenwaterplein 40, 3015 GD, Rotterdam, The Netherlands
| | - D Bos
- Department of Radiology and Nuclear Medicine, Erasmus MC, University Medical Center Rotterdam, Doctor Molenwaterplein 40, 3015 GD, Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, the Netherlands
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11
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David E, Martinelli O, Pacini P, Di Serafino M, Huang P, Dolcetti V, Del Gaudio G, Barr RG, Renda M, Lucarelli GT, Di Marzo L, Clevert DA, Solito C, Di Bella C, Cantisani V. New Technologies in the Assessment of Carotid Stenosis: Beyond the Color-Doppler Ultrasound-High Frame Rate Vector-Flow and 3D Arterial Analysis Ultrasound. Diagnostics (Basel) 2023; 13:diagnostics13081478. [PMID: 37189578 DOI: 10.3390/diagnostics13081478] [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: 02/23/2023] [Revised: 03/27/2023] [Accepted: 04/03/2023] [Indexed: 05/17/2023] Open
Abstract
Atherosclerotic plaque in the carotid artery is the main cause of ischemic stroke, with a high incidence rate among people over 65 years. A timely and precise diagnosis can help to prevent the ischemic event and decide patient management, such as follow up, medical, or surgical treatment. Presently, diagnostic imaging techniques available include color-Doppler ultrasound, as a first evaluation technique, computed tomography angiography, which, however, uses ionizing radiation, magnetic resonance angiography, still not in widespread use, and cerebral angiography, which is an invasively procedure reserved for therapeutically purposes. Contrast-enhanced ultrasound is carving out an important and emerging role which can significantly improve the diagnostic accuracy of an ultrasound. Modern ultrasound technologies, still not universally utilized, are opening new horizons in the arterial pathologies research field. In this paper, the technical development of various carotid artery stenosis diagnostic imaging modalities and their impact on clinical efficacy is thoroughly reviewed.
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Affiliation(s)
- Emanuele David
- Department of Translational and Precision Medicine, Sapienza University of Rome, 00185 Rome, Italy
- Radiology Unit 1, Department of Medical Surgical Sciences and Advanced Technologies "GF Ingrassia", University Hospital "Policlinico G. Rodolico", University of Catania, 95123 Catania, Italy
- Radiology Unit, Papardo-Hospital, 98158 Messina, Italy
| | - Ombretta Martinelli
- Department of Surgery "Paride Stefanini", Vascular and Endovascular Surgery Division, Sapienza University of Rome, Viale del Policlinico 155, 00161 Rome, Italy
| | - Patrizia Pacini
- Department of Radiological Sciences, Oncology and Pathology, Policlinico Umberto I, Sapienza University of Rome, 00161 Rome, Italy
| | - Marco Di Serafino
- Department of General and Emergency Radiology, "Antonio Cardarelli" Hospital, 80131 Naples, Italy
| | - Pintong Huang
- Department of Ultrasound in Medicine, Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 242332, China
| | - Vincenzo Dolcetti
- Department of Radiological Sciences, Oncology and Pathology, Policlinico Umberto I, Sapienza University of Rome, 00161 Rome, Italy
| | - Giovanni Del Gaudio
- Department of Radiological Sciences, Oncology and Pathology, Policlinico Umberto I, Sapienza University of Rome, 00161 Rome, Italy
| | - Richard G Barr
- Department of Radiology, Northeastern Ohio Medical University, Rootstown, OH 44272, USA
- Southwoods Imaging, Youngstown, OH 44512, USA
| | - Maurizio Renda
- Department of Radiological Sciences, Oncology and Pathology, Policlinico Umberto I, Sapienza University of Rome, 00161 Rome, Italy
| | - Giuseppe T Lucarelli
- Department of Radiological Sciences, Oncology and Pathology, Policlinico Umberto I, Sapienza University of Rome, 00161 Rome, Italy
| | - Luca Di Marzo
- Department of Surgery "Paride Stefanini", Vascular and Endovascular Surgery Division, Sapienza University of Rome, Viale del Policlinico 155, 00161 Rome, Italy
| | - Dirk A Clevert
- Interdisciplinary Ultrasound-Center, Department of Radiology, University of Munich, Grosshadern Campus, 81377 Munich, Germany
| | - Carmen Solito
- Department of Radiological Sciences, Oncology and Pathology, Policlinico Umberto I, Sapienza University of Rome, 00161 Rome, Italy
| | - Chiara Di Bella
- Department of Radiological Sciences, Oncology and Pathology, Policlinico Umberto I, Sapienza University of Rome, 00161 Rome, Italy
| | - Vito Cantisani
- Department of Radiological Sciences, Oncology and Pathology, Policlinico Umberto I, Sapienza University of Rome, 00161 Rome, Italy
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12
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Associations between medications and carotid artery plaque morphology using semi-automated CTA analyses. Clin Neurol Neurosurg 2023; 227:107676. [PMID: 36933405 DOI: 10.1016/j.clineuro.2023.107676] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Revised: 03/10/2023] [Accepted: 03/12/2023] [Indexed: 03/17/2023]
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13
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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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14
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Giordano C, Morello A, Corcione N, Giordano S, Gaudino S, Colosimo C. Choice of imaging to evaluate carotid stenosis and guide management. Minerva Med 2022; 113:1017-1026. [PMID: 35671001 DOI: 10.23736/s0026-4806.22.07996-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
Carotid artery disease is a cause of ischemic stroke and is associated with cognitive decline. Besides the evaluation of the degree of stenosis, it is also crucial to assess the morphology of the atherosclerotic plaque, for a prompt and accurate diagnosis, and to make the best decision for the patient. On top of noninvasive duplex ultrasound (DUS) and invasive digital subtraction angiography (DSA), compute tomography angiography (CTA) and magnetic resonance angiography (MRA) are often used effectively as noninvasive imaging tools to study carotid stenoses. This review describes the fundamental characteristics of carotid artery plaques, and how they can be best evaluated with currently available imaging methods.
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Affiliation(s)
- Carolina Giordano
- Department of Radiology and Neuroradiology, IRCCS A. Gemelli University Polyclinic Foundation, Sacred Heart Catholic University, Rome, Italy -
| | - Alberto Morello
- Unit of Cardiovascular Intervention, Pineta Grande Hospital, Castel Volturno, Caserta, Italy
| | - Nicola Corcione
- Unit of Cardiovascular Intervention, Pineta Grande Hospital, Castel Volturno, Caserta, Italy
| | - Salvatore Giordano
- Division of Cardiology, Department of Medical and Surgical Sciences, The Magna Græcia University of Catanzaro, Catanzaro, Italy
| | - Simona Gaudino
- Department of Radiology and Neuroradiology, IRCCS A. Gemelli University Polyclinic Foundation, Sacred Heart Catholic University, Rome, Italy
| | - Cesare Colosimo
- Department of Radiology and Neuroradiology, IRCCS A. Gemelli University Polyclinic Foundation, Sacred Heart Catholic University, Rome, Italy
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15
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Singh A, Nasir U, Segal J, Waheed TA, Ameen M, Hafeez H. The utility of ultrasound and computed tomography in the assessment of carotid artery plaque vulnerability-A mini review. Front Cardiovasc Med 2022; 9:1023562. [PMID: 36465468 PMCID: PMC9709330 DOI: 10.3389/fcvm.2022.1023562] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Accepted: 10/25/2022] [Indexed: 08/27/2023] Open
Abstract
As the burden of cardiovascular and cerebrovascular events continues to increase, emerging evidence supports the concept of plaque vulnerability as a strong marker of plaque rupture, and embolization. Qualitative assessment of the plaque can identify the degree of plaque instability. Ultrasound and computed tomography (CT) have emerged as safe and accurate techniques for the assessment of plaque vulnerability. Plaque features including but not limited to surface ulceration, large lipid core, thin fibrous cap (FC), intraplaque neovascularization and hemorrhage can be assessed and are linked to plaque instability.
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Affiliation(s)
- Aniruddha Singh
- College of Medicine, University of Kentucky, Lexington, KY, United States
| | - Usama Nasir
- Tower Health, West Reading, PA, United States
| | - Jared Segal
- Tower Health, West Reading, PA, United States
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16
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Konstantinova EV, Sagatelyan AA, Bogdanova AA, Pershina ES, Shemenkova VS, Svet AV, Oganesyan AA, Gilyarov MY. Comparative assessment of the signs of instability of atherosclerotic plaques in the carotid arteries in elderly patients with acute coronary syndrome with duplex scanning and computed tomography angiography. КАРДИОВАСКУЛЯРНАЯ ТЕРАПИЯ И ПРОФИЛАКТИКА 2022. [DOI: 10.15829/1728-8800-2022-3275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Aim. To study the signs of instability of atherosclerotic plaques (ASP) in the carotid arteries in elderly patients with acute coronary syndrome (ACS) in the comparative aspect of duplex ultrasound scanning (DUS) and computed tomography angiography (CT).Material and methods. 27 patients with ACS (75 years and over) were included in the study. The signs of instability of ASP were assessed according to DUS and CT.Results. The signs of instability of ASP according to DUS were detected in 85,7%, according to CT — in 84,6%. The following signs were detected with DUS and CT: the presence of irregular plaque surface including signs of ulceration — 6,4 and 11,6% (p=0,021), positive remodeling — 3,8 and 3,8% (p=0,998), signs of local calcification — 23 and 25,9% (p=0,536), heterogenous structure — 55,1 and 46,8% (p=0,045), hypoechogenic component and low-density areas — 11,5 and 11,6% (p= 0,998). The correlation analysis showed high comparability of DUS and CT: irregular plaque surface with ulceration (K=0,624, p=0,02), positive remodeling (K=1, p<0,001), calcification (K=0,858, p<0,001), heterogenous structure (K=0,754, p<0,001), the presence of hypoechogenic component and low-density areas (K=1, p<0,001).Conclusion. The study of elderly patients with ACS found high comparability of DUS and CT in the definition of the signs of instability of ASP in the carotid arteries. It is possible to use DUS as a routine method for assessing carotid atherosclerosis in patients of this group, which can reduce the risk of complications during CT, shorten the examination time, and minimize economic costs.
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Affiliation(s)
- E. V. Konstantinova
- N. I. Pirogov Russian National Research Medical University;
N. I. Pirogov City Clinical Hospital No. 1 of the Department of Health of Moscow
| | | | - A. A. Bogdanova
- N. I. Pirogov Russian National Research Medical University;
N. I. Pirogov City Clinical Hospital No. 1 of the Department of Health of Moscow
| | - E. S. Pershina
- N. I. Pirogov City Clinical Hospital No. 1 of the Department of Health of Moscow
| | - V. S. Shemenkova
- N. I. Pirogov City Clinical Hospital No. 1 of the Department of Health of Moscow
| | - A. V. Svet
- N. I. Pirogov City Clinical Hospital No. 1 of the Department of Health of Moscow
| | - A. A. Oganesyan
- N. I. Pirogov City Clinical Hospital No. 1 of the Department of Health of Moscow
| | - M. Yu. Gilyarov
- N. I. Pirogov Russian National Research Medical University;
N. I. Pirogov City Clinical Hospital No. 1 of the Department of Health of Moscow
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17
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Relationship between annular calcification of plaques in the carotid sinus and perioperative hemodynamic disorder in carotid angioplasty and stenting. J Stroke Cerebrovasc Dis 2022; 31:106634. [PMID: 35963212 DOI: 10.1016/j.jstrokecerebrovasdis.2022.106634] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2022] [Revised: 06/27/2022] [Accepted: 06/30/2022] [Indexed: 11/23/2022] Open
Abstract
OBJECTIVE To investigate the correlation between annular plaque calcification in the carotid sinus and perioperative hemodynamic disorder (HD) in carotid angioplasty and stenting (CAS). METHODS The clinical data of 49 patients undergoing CAS due to narrowing of the carotid sinus were retrospectively analyzed. All patients had preoperative carotid computed tomography angiography (CTA) and were divided into HD and non-HD groups based on the occurrence of HD in the perioperative period of CAS. HD was defined as persistent bradycardia (heart rate < 60 beats per min) or persistent hypotension (systolic blood pressure < 90 mmHg) in the perioperative period and lasting for at least 1 h. The baseline data, including the degree of carotid artery stenosis, plaque length, plaque thickness, calcified plaque morphologies (i.e., plaque circumferential angle: < 90° defined as dotted calcification; 90°-180° defined as arcuate calcification; > 180° defined as annular calcification), contralateral carotid artery conditions, balloon diameter, and stent types, were compared between the two groups. Binary logistic regression was used to analyze the risk factors for the occurrence of HD. RESULTS Among the 49 patients undergoing CAS, 14 (28.57%) developed perioperative HD, and 35 did not. Annular calcification was more common in the patients in the HD group than in the non-HD group. No significant differences in the probabilities of dotted and arcuate calcifications were found between the two groups (p > 0.05). The duration of continuous dopamine consumption in the HD group was 9-71 h. The average hospital stay of the HD group (10.14 ± 4.17 days) was significantly longer than that of the non-HD group (6.57 ± 1.9 days; p < 0.001). Patients in the HD group had significantly more pronounced lumen stenosis (p = 0.033) and longer plaque length (p = 0.034) than those in the non-HD group. After adjusting for age and sex, multivariate regression analysis showed that the presence of annular plaque calcification was an independent predictor of HD (odds ratio: 7.68, 95% confidence interval: 1.46-40.37, p = 0.016). CONCLUSIONS The occurrence of annular plaque calcification in the carotid sinus was an independent risk factor for perioperative HD in CAS. Preoperative carotid CTA assists with the early identification of high-risk patients who may develop HD.
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Cheng X, Dong Z, Liu J, Li H, Zhou C, Zhang F, Wang C, Zhang Z, Lu G. Prediction of Carotid In-Stent Restenosis by Computed Tomography Angiography Carotid Plaque-Based Radiomics. J Clin Med 2022; 11:jcm11113234. [PMID: 35683623 PMCID: PMC9180993 DOI: 10.3390/jcm11113234] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 05/12/2022] [Accepted: 06/01/2022] [Indexed: 02/01/2023] Open
Abstract
In-stent restenosis (ISR) after carotid artery stenting (CAS) critically influences long-term CAS benefits and safety. The study was aimed at screening preoperative ISR-predictive features and developing predictive models. Thus, we retrospectively analyzed clinical and imaging data of 221 patients who underwent pre-CAS carotid computed tomography angiography (CTA) and whose digital subtraction angiography data for verifying ISR presence were available. Carotid plaque characteristics determined using CTA were used to build a traditional model. Backward elimination (likelihood ratio) was used for the radiomics model. Furthermore, a combined model was built using the traditional and radiomics features. Five-fold cross-validation was used to evaluate the accuracy of the trained classifier and stability of the selected features. Follow-up angiography showed ISR in 30 patients. Carotid plaque length and thickness were independently associated with ISR (multivariate analysis); regarding the conventional model, the area under the curve (AUC) was 0.84 and 0.82 in the training and validation cohorts, respectively. The corresponding AUC values for the radiomics-based model were 0.87 and 0.82, and those for the optimal combined model were 0.88 and 0.83. Plaque length and thickness could independently predict post-CAS ISR, and the combination of radiomics and plaque features afforded the best predictive performance.
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Affiliation(s)
- Xiaoqing Cheng
- Department of Diagnostic Radiology, Jinling Hospital, Nanjing University School of Medicine, Nanjing 210029, China; (X.C.); (J.L.); (C.Z.)
| | - Zheng Dong
- Department of Diagnostic Radiology, Xuzhou Medical University, Xuzhou 221004, China;
| | - Jia Liu
- Department of Diagnostic Radiology, Jinling Hospital, Nanjing University School of Medicine, Nanjing 210029, China; (X.C.); (J.L.); (C.Z.)
| | - Hongxia Li
- Department of Diagnostic Radiology, Jinling Hospital, The First School of Clinical Medicine, Southern Medical University, Nanjing 210000, China;
| | - Changsheng Zhou
- Department of Diagnostic Radiology, Jinling Hospital, Nanjing University School of Medicine, Nanjing 210029, China; (X.C.); (J.L.); (C.Z.)
| | - Fandong Zhang
- DeepWise AI Lab, Beijing 100080, China; (F.Z.); (C.W.)
| | - Churan Wang
- DeepWise AI Lab, Beijing 100080, China; (F.Z.); (C.W.)
| | - Zhiqiang Zhang
- Department of Diagnostic Radiology, Jinling Hospital, Nanjing University School of Medicine, Nanjing 210029, China; (X.C.); (J.L.); (C.Z.)
- Correspondence: (Z.Z.); (G.L.); Tel.: +86-139-1388-5490 (Z.Z.); +86-136-7514-5822 (G.L.)
| | - Guangming Lu
- Department of Diagnostic Radiology, Jinling Hospital, Nanjing University School of Medicine, Nanjing 210029, China; (X.C.); (J.L.); (C.Z.)
- Correspondence: (Z.Z.); (G.L.); Tel.: +86-139-1388-5490 (Z.Z.); +86-136-7514-5822 (G.L.)
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19
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The Relationship between Intracarotid Plaque Neovascularization and Lp (a) and Lp-PLA2 in Elderly Patients with Carotid Plaque Stenosis. DISEASE MARKERS 2022; 2022:6154675. [PMID: 35493296 PMCID: PMC9050276 DOI: 10.1155/2022/6154675] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Accepted: 04/11/2022] [Indexed: 11/18/2022]
Abstract
The aim of this study was to investigate the relationship between carotid plaque neovascularization and lipoprotein (a) [Lp (a)], lipoprotein-associated phospholipase A2 (Lp-PLA2) in elderly patients with carotid plaque stenosis. One hundred elderly patients with carotid plaque stenosis diagnosed in our hospital from January 2020 to January 2022 were retrospectively analyzed and divided into stable (n = 62) and unstable (n = 38) groups according to whether the plaque was stable or not. Plasma Lp (a), Lp-PLA2, apoA, and apoB levels were measured; intraplaque angiogenesis (IPN) scores were examined by contrast-enhanced ultrasound (CEUS) to assess IPN grade in patients; and Pearson correlation was used to analyze the relationship between plasma Lp (a) and Lp-PLA2 levels and plaque characteristics and angiogenesis. The maximum thickness and total thickness of carotid plaque in the unstable group were significantly greater than those in the stable group (P < 0.05); the IPN grade was mainly grade III and IV in the unstable group and grade II in the stable group, and the IPN score was significantly higher in the unstable group than in the stable group (P < 0.05); there was no significant difference in the plasma apoA and apoB levels between the two groups (P > 0.05), and the plasma Lp (a) and Lp-PLA2 levels were significantly higher in the unstable group than in the stable group (P < 0.05); the neovascular grade, plasma Lp-PLA2, and Lp (a) levels were significantly increased (P < 0.05); the plasma Lp (a) and Lp-PLA2 levels were positively correlated with the maximum plaque thickness, total plaque thickness, degree of stenosis, and angiogenesis (P < 0.05). The plasma levels of Lp (a) and Lp-PLA2 are positively correlated with intraplaque angiogenesis, and their levels can reflect the stability of carotid plaques.
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Dong Z, Zhou C, Li H, Shi J, Liu J, Liu Q, Su X, Zhang F, Cheng X, Lu G. Radiomics versus Conventional Assessment to Identify Symptomatic Participants at Carotid Computed Tomography Angiography. Cerebrovasc Dis 2022; 51:647-654. [PMID: 35259744 DOI: 10.1159/000522058] [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: 11/26/2021] [Accepted: 01/12/2022] [Indexed: 11/19/2022] Open
Abstract
INTRODUCTION Carotid computed tomography angiography (CTA) is routinely used for evaluating the atherosclerotic process. Radiomics allows the extraction of imaging markers of lesion heterogeneity and spatial complexity. These quantitative features can be used as the input for machine learning (ML). Therefore, in this study, we aimed to evaluate the diagnostic performance of radiomics-based ML assessment of carotid CTA data to identify symptomatic patients with carotid artery atherosclerosis. METHODS In this retrospective study, participants with carotid artery atherosclerosis who underwent carotid CTA and brain magnetic resonance imaging from May 2010 to December 2017 were studied. The participants were grouped into symptomatic and asymptomatic groups according to their recent symptoms (determination of ipsilateral ischemic stroke). Eight conventional plaque features and 2,107 radiomics parameters were extracted from carotid CTA images. A radiomics-based ML model was fitted on the training set, and the radiomics-based ML model and conventional assessment were compared using the area under the curve (AUC) to identify symptomatic participants. RESULTS After excluding participants with other stroke sources, 120 patients with 148 carotid arteries were analyzed. Of these 148 carotid arteries, 34 (22.97%) were classified into the symptomatic group. Plaque ulceration (odds ratio [OR] = 0.257; 95% confidence interval [CI], 0.094-0.698) and plaque enhancement (OR = 0.305; 95% CI, 0.094-0.988) were associated with the symptomatic status. Twenty radiomics parameters were chosen to be inputs in the radiomics-based ML model. In the identification of symptomatic participants, the discriminatory value of the radiomics-based ML model was significantly higher than that of the conventional assessment (AUC = 0.858 vs. AUC = 0.706, p = 0.021). CONCLUSION Radiomics-based ML analysis improves the discriminatory power of carotid CTA in the identification of recent ischemic symptoms in patients with carotid artery atherosclerosis.
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Affiliation(s)
- Zheng Dong
- Department of Medical Imaging, Xuzhou Medical University, Xuzhou, China,
| | - ChangSheng Zhou
- Department of Medical Imaging, Jinling Hospital, Nanjing University School of Medicine, Nanjing, China
| | - HongXia Li
- Department of Medical Imaging, Jinling Hospital, The First School of Clinical Medicine, Southern Medical University, Nanjing, China
| | - JiaQian Shi
- Department of Medical Imaging, Jinling Hospital, Nanjing University School of Medicine, Nanjing, China
| | - Jia Liu
- Department of Medical Imaging, Jinling Hospital, Nanjing University School of Medicine, Nanjing, China
| | - QuanHui Liu
- Department of Medical Imaging, Jinling Hospital, Nanjing University School of Medicine, Nanjing, China
| | - XiaoQin Su
- Department of Medical Imaging, Jinling Hospital, Nanjing University School of Medicine, Nanjing, China
| | | | - XiaoQing Cheng
- Department of Medical Imaging, Jinling Hospital, Nanjing University School of Medicine, Nanjing, China
| | - GuangMing Lu
- Department of Medical Imaging, Xuzhou Medical University, Xuzhou, China.,Department of Medical Imaging, Jinling Hospital, Nanjing University School of Medicine, Nanjing, China
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21
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The Circulating Biomarker Fractalkine and Platelet-Derived Growth Factor BB are Correlated with Carotid Plaque Vulnerability Assessed by Computed Tomography Angiography. J Stroke Cerebrovasc Dis 2022; 31:106422. [PMID: 35255286 DOI: 10.1016/j.jstrokecerebrovasdis.2022.106422] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Revised: 02/10/2022] [Accepted: 02/17/2022] [Indexed: 10/18/2022] Open
Abstract
OBJECTIVES Although studies have demonstrated that inflammatory and lipid/ lipoproteins-related biomarkers, genetic mutations, and epigenetic mechanisms could be candidates for diagnosis and prognosis of ischemic stroke, there is still no consensus on how to identify vulnerable plaques based on circulating biomarkers. MATERIALS AND METHODS Histological and immunohistochemical staining were performed in the aorta sections of ApoE-/- and WT mice. Eighty-nine patients who underwent CTA were included in this study. The degree of carotid stenosis and the wall features of plaque components were quantitatively analyzed. And the serum concentration of FKN and PDGF-BB were measured. RESULTS (1) The type V vulnerable atherosclerotic plaques deposited on the aortas of ApoE-/- mice after feeding with western diet for 16 weeks. And the expression of CX3CR1 and PDGFR-β increased in the areas of atherosclerotic plaques, especially inside the fibrous cap of plaque. (2) Patients with symptomatic carotid stenosis showed larger LNRC, smaller calcified plaques and more plaque ulceration detected by CTA than asymptomatic stenosis patients. Plaque ulceration and size of LNRC were high risk factors for stroke while plaque calcification was less frequently associated with cerebrovascular ischemia. (3) The serum concentration of FKN was lower and of PDGF-BB was higher in the patients with carotid artery stenosis. Correlation analysis suggested that FKN and PDGF-BB correlated positively with carotid plaque calcification and LNRC respectively. CONCLUSIONS For prediction it is recommended to combine circulating biomarkers (FKN and PDGF-BB) and imaging biomarkersfor comprehensive diagnosis and risk stratification in carotid atherosclerotic stroke.
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22
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Yang H, Liu B, Yin Q, Zhang S, Shen Y, Ji C, Wang H, Dong Y, Lin L, Wang X. Comparison of symptomatic vertebrobasilar plaques between patients with and without Diabetes Mellitus using computed tomographic angiography and vessel wall magnetic resonance imaging. Diab Vasc Dis Res 2022; 19:14791641211073944. [PMID: 35199586 PMCID: PMC8883388 DOI: 10.1177/14791641211073944] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVES Diabetes mellitus is significantly associated with posterior circulation ischemic stroke. We aimed to compare the characteristics of vertebrobasilar plaques in symptomatic patients with and without diabetes using high-resolution vessel wall magnetic resonance imaging and computed tomographic angiography. METHODS From April 2017 to May 2021, cases from patients with transient ischemic attack or stroke in the posterior circulation territory who underwent high-resolution vessel wall magnetic resonance imaging and computed tomographic angiography were reviewed. Characteristics of culprit vertebrobasilar plaques were compared between patients with and without diabetes. Multivariate regression analysis was performed to assess the correlation between culprit plaque characteristics and diabetes. RESULTS A total of 148 patients were included and 75 patients were diagnosed with diabetes mellitus. Patients with diabetes had more intraplaque hemorrhage, calcification, spotty calcification presence, and higher calcification volume (all p < 0.05) compared with those without diabetes. Multivariate analysis demonstrated differences in the presence of intraplaque hemorrhage (p = 0.045) and number of spotty calcifications (p = 0.047) were statistically significant after adjusting for baseline characteristics. CONCLUSIONS Symptomatic patients with diabetes have a higher incidence of intraplaque hemorrhage and larger calcification burden than those without diabetes, indicating the association of diabetes with more advanced plaque features in the posterior circulation.
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Affiliation(s)
- Huan Yang
- Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Bo Liu
- Qilu Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Qingqing Yin
- Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Shuai Zhang
- School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Yelong Shen
- Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Congshan Ji
- Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Haipeng Wang
- Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Yin Dong
- Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Liangjie Lin
- MSC Clinical & Technical Solutions, Philips Healthcare, Beijing, China
| | - Ximing Wang
- Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
- Ximing Wang, Shandong Provincial Hospital, Jinan, China.
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Nardi V, Benson J, Bois MC, Saba L, Larson AS, Özcan I, Ahmad A, Morse DW, Meyer FB, Brinjikji W, Lanzino G, Lerman LO, Savastano LE, Lerman A. Carotid Plaques From Symptomatic Patients With Mild Stenosis Is Associated With Intraplaque Hemorrhage. Hypertension 2022; 79:271-282. [PMID: 34878895 DOI: 10.1161/hypertensionaha.121.18128] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Carotid plaque vulnerability features beyond the degree of stenosis may play a key role in the pathogenesis and recurrence of ischemic cerebrovascular events. This study sought to compare intraplaque hemorrhage (IPH) as a marker of plaque vulnerability in symptomatic patients with mild (<50%), moderate (50%-69%), and severe (≥70%) carotid artery stenosis. We included patients who experienced ischemic cerebrovascular events with no other identifiable sources and underwent carotid endarterectomy for mild (n=32), moderate (n=47), and severe (n=58) carotid artery stenosis. The degree of stenosis and imaging hallmarks were assessed by computed tomography angiography or magnetic resonance angiography. Plaque specimens were stained with hematoxylin and eosin and Movat pentachrome staining. Carotid plaques of patients with mild stenosis had a higher extent of IPH (%) on tissue analysis compared with patients with moderate (mild, 15.7% [interquartile range, 7.8%-26.7%]; moderate, 3.9% [0.0%-9.2%]; P<0.001) and severe carotid artery stenosis (mild, 15.7% [interquartile range, 7.8%-26.7%]; severe, 2.5% [interquartile range, 0.0%-11.2%]; P<0.001). When considering the degree of carotid artery stenosis as a continuous variable, a lower lumen narrowing was associated with higher extent of IPH (P<0.001; R, -0.329). Our major finding is the association of IPH with mild carotid artery stenosis based on histological analysis. The current study may suggest that IPH potentially plays a role in the mechanism of stroke in patients with nonobstructive carotid stenosis.
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Affiliation(s)
- Valentina Nardi
- Department of Cardiovascular Medicine (V.N., I.Ö., A.A., D.W.M., A.L.), Mayo Clinic, Rochester, MN
| | - John Benson
- Department of Radiology (J.C.B., A.S.L., W.B.), Mayo Clinic, Rochester, MN
| | - Melanie C Bois
- Department of Laboratory Medicine and Pathology (M.C.B.), Mayo Clinic, Rochester, MN
| | - Luca Saba
- Department of Radiology, Azienda Ospedaliero Universitaria, Cagliari, Italy (L.S.)
| | - Anthony S Larson
- Department of Radiology (J.C.B., A.S.L., W.B.), Mayo Clinic, Rochester, MN
| | - Ilke Özcan
- Department of Cardiovascular Medicine (V.N., I.Ö., A.A., D.W.M., A.L.), Mayo Clinic, Rochester, MN
| | - Ali Ahmad
- Department of Cardiovascular Medicine (V.N., I.Ö., A.A., D.W.M., A.L.), Mayo Clinic, Rochester, MN
| | - David W Morse
- Department of Cardiovascular Medicine (V.N., I.Ö., A.A., D.W.M., A.L.), Mayo Clinic, Rochester, MN
| | - Fredric B Meyer
- Department of Neurologic Surgery (F.B.M., G.L., L.E.S.), Mayo Clinic, Rochester, MN
| | - Waleed Brinjikji
- Department of Radiology (J.C.B., A.S.L., W.B.), Mayo Clinic, Rochester, MN
| | - Giuseppe Lanzino
- Department of Neurologic Surgery (F.B.M., G.L., L.E.S.), Mayo Clinic, Rochester, MN
| | - Lilach O Lerman
- Department of Nephrology and Hypertension (L.O.L.), Mayo Clinic, Rochester, MN
| | - Luis E Savastano
- Department of Neurologic Surgery (F.B.M., G.L., L.E.S.), Mayo Clinic, Rochester, MN
| | - Amir Lerman
- Department of Cardiovascular Medicine (V.N., I.Ö., A.A., D.W.M., A.L.), Mayo Clinic, Rochester, MN
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Liu Y, Li S, Wu Y, Wu F, Chang Y, Li H, Jia X, Saba L, Ji X, Yang Q. The Added Value of Vessel Wall MRI in the Detection of Intraluminal Thrombus in Patients Suspected of Craniocervical Artery Dissection. Aging Dis 2021; 12:2140-2150. [PMID: 34881091 PMCID: PMC8612619 DOI: 10.14336/ad.2021.0502] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2020] [Accepted: 05/02/2021] [Indexed: 11/12/2022] Open
Abstract
Patients with craniocervical artery dissection (CCAD) have a high short-term risk of ischemic stroke, which is frequently associated with thromboembolism. Previous studies have demonstrated the utility of three-dimensional vessel wall MR imaging (3D-VWMRI) in the diagnosis of dissection. Few have investigated the value of 3D-VWMRI in the detection of intraluminal thrombus. The purpose of the current study was to evaluate the added value of 3D-VWMRI for thrombus identification in patients suspected of CCAD. One hundred and four patients (mean age, 44.2 years ± 13.2) suspected of CCAD and scheduled for digital subtraction angiography (DSA) were prospectively enrolled in the study and underwent VWMRI examination. The diagnostic performance of 3D-VWMRI for CCAD was evaluated using receiver operating characteristic (ROC) analysis with the final diagnosis results as the reference. The presence/absence of intraluminal thrombus on 3D-VWMRI/DSA was independently determined. The sensitivity and specificity of 3D-VWMRI for intraluminal thrombus detection were assessed with DSA serving as the reference. The odds ratio (OR) was used to evaluate the correlation between thrombus presented on 3D-VWMRI/DSA and ischemic stroke. The 3D-VWMRI had high sensitivity (90.0%) and specificity (94.3%) in identifying arteries with CCAD. The area under the ROC curve was 0.96. With DSA as the reference, the sensitivity and accuracy of 3D-VWMRI for the detection of intraluminal thrombus were 97.4% and 79.0%, respectively. An intraluminal thrombus present on 3D-VWMRI was strongly associated with a territorial ischemic stroke (OR: 30.0; 95% confidence interval: 9.1-98.4; P < .001). In conclusion, 3D-VWMRI with a 3.0-T MR system had a high diagnostic performance for CCAD and offered added value for detecting intraluminal thrombus.
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Affiliation(s)
- Yuehong Liu
- 1Department of Radiology, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China.,2Department of Radiology, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Sijie Li
- 3Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Ye Wu
- 2Department of Radiology, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Fang Wu
- 2Department of Radiology, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Ying Chang
- 4Department of Ultrasonography, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Haibin Li
- 5Department of Epidemiology, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
| | - Xiuqin Jia
- 1Department of Radiology, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
| | - Luca Saba
- 6Department of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), Polo di Monserrato SS 554, Monserrato, Cagliari, Italy
| | - Xunming Ji
- 3Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Qi Yang
- 1Department of Radiology, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China.,7Beijing Laboratory for Cardiovascular Precision Medicine, Beijing, China.,8Key Laboratory of Medical Engineering for Cardiovascular Disease, Ministry of Education, Beijing, China
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25
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Benson JC, Nardi V, Hunt CH, Lerman A, Lanzino G, Brinjikji W. Cardiovascular risk factors and cervical carotid plaque features on CT angiography. Neuroradiol J 2021; 35:346-351. [PMID: 34569868 DOI: 10.1177/19714009211047450] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
BACKGROUND Little is known about the impact that cardiovascular (CV) risk factors have on the formation of various carotid atherosclerotic plaque features. This study set out to assess the association between CV risk factors and plaque characteristics on computed tomography (CT) angiography (CTA). MATERIALS AND METHODS A retrospective review was completed of consecutive patients that underwent a carotid endarterectomy and had CTA imaging of the head and neck vasculature. Atherosclerotic plaques of both carotid arteries were evaluated for calcification(s), low-density plaque (LDP) components, ulceration(s), and degree of stenosis. Various clinical CV risk factors were assessed using medical records. Last recorded laboratory levels were dichotomized into categories: total cholesterol <200 or ≥200 mg/dL, low-density lipoprotein (LDL) <130 or ≥130 mg/dL, high-density lipoprotein <35 or ≥35 mg/dL, and triglyceride <200 or ≥200 mg/dL. RESULTS Of 97 included patients, 62 were male (63.9%); the average age was 72.7 (standard deviation = 9.5). Calcifications were in 95/97 (97.9%) of patients (one or both carotid plaques); LDP components were in 73/97 (75.3%), and ulcerations were in 21/97 (21.6%). Elevated total cholesterol and elevated LDL levels were both associated with a higher likelihood of LDP components (p = 0.004 and p = 0.02, respectively). There were no other statistically significant associations between individual plaque features or severity of arterial stenosis and CV risk factors. CONCLUSION In carotid atherosclerotic plaques, LDP components are more frequently present in one or both carotid arteries in patients with elevated total cholesterol and/or LDL levels. Such findings raise the possibility that cholesterol levels may be directly related to the formation of specific high-risk plaque features.
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Affiliation(s)
| | - Valentina Nardi
- Department of Cardiovascular Medicine, 6915Mayo Clinic, Mayo Clinic, USA
| | - Christopher H Hunt
- Department of Cardiovascular Medicine, 6915Mayo Clinic, Mayo Clinic, USA
| | | | | | - Waleed Brinjikji
- Department of Cardiovascular Medicine, 6915Mayo Clinic, Mayo Clinic, USA
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26
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Lv P, Ji A, Zhang R, Guo D, Tang X, Lin J. Circumferential degree of carotid calcification is associated with new ischemic brain lesions after carotid artery stenting. Quant Imaging Med Surg 2021; 11:2669-2676. [PMID: 34079732 DOI: 10.21037/qims-20-1244] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Background The relationship between plaque calcification and new ischemic brain lesions after carotid artery stenting (CAS) remains controversial. The purpose of this study was to determine if the circumferential degree of carotid calcification is associated with new ischemic brain lesions on diffusion-weighted imaging (DWI) after CAS. Methods A total of 96 patients with carotid stenosis of ≥50% who underwent CAS were enrolled in the study. All patients underwent preoperative carotid computed tomography (CT), and preoperative and postoperative brain MRI. The brain MRI sequences included T1WI, T2WI, T2-fluid-attenuated inversion recovery (FLAIR), and DWI. The location, circumferential degree, volume, percentage volume, maximum density, mean density, Agatston score of carotid calcification, and total plaque volume were assessed and compared between patients with and without new ischemic brain lesions after CAS. Univariate and multivariate analyses were performed to evaluate predictors of new ischemic brain lesions. Results All of the 96 patients (67.8±6.8 years of age, 83.3% men) were included in the analysis. New ischemic brain lesions on DWI were observed in 40 patients (41.7%). Patients with new ischemic brain lesions after CAS had a larger circumferential degree of calcification than those without new ischemic brain lesions (P<0.001). There was only a possible trend toward significance for the percentage volume of calcification between the two groups with and without new brain ischemic lesions (P=0.07). No significant differences were found regarding the location (P=0.18), volume (P=0.37), maximum density (P=0.44), mean density (P=0.39), Agatston score (P=0.28), and total plaque volume (P=0.33) of carotid calcification between the DWI+ and DWI- groups. In the multivariate analysis, an increased risk of new ischemic brain lesions was observed in patients with a high score for the circumferential degree of calcification [score 3; odds ratio (OR): 10.7, P<0.001; score 4, OR: 11.7, P=0.038]. Conclusions The circumferential degree of carotid calcification was associated with new ischemic brain lesions after CAS. CAS should be avoided if possible for carotid stenosis with large circumferential calcified plaques.
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Affiliation(s)
- Peng Lv
- Department of Radiology, Zhongshan Hospital, Fudan University and Shanghai Institute of Medical Imaging, Shanghai, China
| | - Aihua Ji
- Department of Radiology, Beijing Jishuitan Hospital, Beijing, China
| | - Ranying Zhang
- Department of Radiology, Zhongshan Hospital, Fudan University and Shanghai Institute of Medical Imaging, Shanghai, China
| | - Daqiao Guo
- Department of Vascular Surgery, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Xiao Tang
- Department of Vascular Surgery, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Jiang Lin
- Department of Radiology, Zhongshan Hospital, Fudan University and Shanghai Institute of Medical Imaging, Shanghai, China
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27
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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: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [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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Abstract
Carotid atherosclerosis is an important contributor to ischemic stroke. When imaging carotid atherosclerosis, it is essential to describe both the degree of luminal stenosis and specific plaque characteristics because both are risk factors for cerebrovascular ischemia. Carotid atherosclerosis can be accurately assessed using multiple imaging techniques, including ultrasonography, computed tomography angiography, and magnetic resonance angiography. By understanding the underlying histopathology, the specific plaque characteristics on each of these imaging modalities can be appreciated. This article briefly describes some of the most commonly encountered plaque features, including plaque calcification, intraplaque hemorrhage, lipid-rich necrotic core, and plaque ulceration.
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Affiliation(s)
- Hediyeh Baradaran
- Department of Radiology, University of Utah, Salt Lake City, UT, USA.
| | - Ajay Gupta
- Department of Radiology, Weill Cornell Medicine, 525 East 68th Street, Box 141, New York, NY 10021, USA; Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, USA
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Advances in Multimodality Carotid Plaque Imaging: AJR Expert Panel Narrative Review. AJR Am J Roentgenol 2021; 217:16-26. [PMID: 33438455 DOI: 10.2214/ajr.20.24869] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Contemporary imaging methods provide detailed visualization of carotid athero-sclerotic plaque, enabling a major evolution of in vivo carotid plaque imaging evaluation. The degree of luminal stenosis in the carotid artery bifurcation, as assessed by ultrasound, has historically served as the primary imaging feature for determining ischemic stroke risk and the potential need for surgery. However, stroke risk may be more strongly driven by the presence of specific characteristics of vulnerable plaque, as visualized on CT and MRI, than by traditional ultrasound-based assessment of luminal narrowing. This review highlights six promising imaging-based plaque characteristics that harbor unique information regarding plaque vulnerability: maximum plaque thickness and volume, calcification, ulceration, intraplaque hemorrhage, lipid-rich necrotic core, and thin or ruptured fibrous cap. Increasing evidence supports the association of these plaque characteristics with risk of ischemic stroke, although these characteristics have varying suitability for clinical implementation. Key aspects of CT and MRI protocols for carotid plaque imaging are also considered. Practical next steps and hurdles are explored for implementing routine imaging assessment of these plaque characteristics in addition to, or even as replacement for, traditional assessment of the degree of vascular stenosis on ultrasound, in the identification of individuals at high risk of ischemic stroke.
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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 2020; 63:1013-1018. [PMID: 33236220 DOI: 10.1007/s00234-020-02610-w] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [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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Li XL, Xie CY, Xu HX, Yu SY. Contrast-enhanced ultrasound-guided thrombin injection in the management of iatrogenic pseudoaneurysm (PSA): A case report and review of literatures. Clin Hemorheol Microcirc 2020; 76:549-557. [PMID: 32924996 DOI: 10.3233/ch-200923] [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: 01/23/2023]
Abstract
Pseudoaneurysm (PSA) formation is the most common arterial complication of endovascular procedures requiring arterial puncture. The present study reported a case of a 72-year-old male patient with iatrogenic femoral artery PSA treated with contrast-enhanced ultrasound (CEUS)-guided thrombin injection. Conventional ultrasound (US) and CEUS were used to diagnose, guide treatment, and evaluate the treatment efficacy. In the case, the PSA was successfully occluded with 1000 IU of thrombin. During the follow-up after 48 hours of thrombin injection, US found that the PSA had complete thrombosis without arterial supply. No complications occurrence in the course of the treatment. CEUS-guided thrombin injection for the treatment of PSA was effective and safety and the associated literatures were also reviewed.
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Affiliation(s)
- Xiao-Long Li
- Interventional Ultrasound Unit, Department of Medical Ultrasound, Shanghai Tenth People's Hospital, Ultrasound Research and Education Institute, Tongji University Cancer Center, Shanghai Engineering Research Center of Ultrasound Diagnosis and Treatment, Tongji University School of Medicine, Shanghai, China
| | - Chen-Yi Xie
- Interventional Ultrasound Unit, Department of Medical Ultrasound, Shanghai Tenth People's Hospital, Ultrasound Research and Education Institute, Tongji University Cancer Center, Shanghai Engineering Research Center of Ultrasound Diagnosis and Treatment, Tongji University School of Medicine, Shanghai, China
| | - Hui-Xiong Xu
- Interventional Ultrasound Unit, Department of Medical Ultrasound, Shanghai Tenth People's Hospital, Ultrasound Research and Education Institute, Tongji University Cancer Center, Shanghai Engineering Research Center of Ultrasound Diagnosis and Treatment, Tongji University School of Medicine, Shanghai, China
| | - Song-Yuan Yu
- Interventional Ultrasound Unit, Department of Medical Ultrasound, Shanghai Tenth People's Hospital, Ultrasound Research and Education Institute, Tongji University Cancer Center, Shanghai Engineering Research Center of Ultrasound Diagnosis and Treatment, Tongji University School of Medicine, Shanghai, China
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