Korean J Radiol. 2023 Apr;24(4):338-348. English.
Published online Feb 16, 2023.
Copyright © 2023 The Korean Society of Radiology
Original Article

Value of Intraplaque Neovascularization on Contrast-Enhanced Ultrasonography in Predicting Ischemic Stroke Recurrence in Patients With Carotid Atherosclerotic Plaque

Zhe Huang, Xue-Qing Cheng, Ya-Ni Liu, Xiao-Jun Bi and You-Bin Deng
    • Department of Medical Ultrasound, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
Received November 03, 2022; Revised January 18, 2023; Accepted January 19, 2023.

This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (https://creativecommons.org/licenses/by-nc/4.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.

Abstract

Objective

Patients with a history of ischemic stroke are at risk for a second ischemic stroke. This study aimed to investigate the relationship between carotid plaque enhancement on perfluorobutane microbubble contrast-enhanced ultrasonography (CEUS) and future recurrent stroke, and to determine whether plaque enhancement can contribute to risk assessment for recurrent stroke compared with the Essen Stroke Risk Score (ESRS).

Materials and Methods

This prospective study screened 151 patients with recent ischemic stroke and carotid atherosclerotic plaques at our hospital between August 2020 and December 2020. A total of 149 eligible patients underwent carotid CEUS, and 130 patients who were followed up for 15–27 months or until stroke recurrence were analyzed. Plaque enhancement on CEUS was investigated as a possible risk factor for stroke recurrence and as a possible adjunct to ESRS.

Results

During follow-up, 25 patients (19.2%) experienced recurrent stroke. Patients with plaque enhancement on CEUS had an increased risk of stroke recurrence events (22/73, 30.1%) compared to those without plaque enhancement (3/57, 5.3%), with an adjusted hazard ratio (HR) of 38.264 (95% confidence interval [CI]:14.975–97.767; P < 0.001) according to a multivariable Cox proportional hazards model analysis, indicating that the presence of carotid plaque enhancement was a significant independent predictor of recurrent stroke. When plaque enhancement was added to the ESRS, the HR for stroke recurrence in the high-risk group compared to that in the low-risk group (2.188; 95% CI, 0.025–3.388) was greater than that of the ESRS alone (1.706; 95% CI, 0.810–9.014). A net of 32.0% of the recurrence group was reclassified upward appropriately by the addition of plaque enhancement to the ESRS.

Conclusion

Carotid plaque enhancement was a significant and independent predictor of stroke recurrence in patients with ischemic stroke. Furthermore, the addition of plaque enhancement improved the risk stratification capability of the ESRS.

Keywords
Intraplaque neovascularization; Contrast-enhanced ultrasonography; Stroke recurrence; Carotid plaque; Prediction

INTRODUCTION

Stroke is the leading cause of disability and death in adults worldwide [1]. Approximately three-quarters of the global burden of stroke deaths occur in low- and middle-income countries, including China [2]. Patients with recent ischemic stroke are at risk of a second ischemic stroke, with 11% of individuals having a recurrence within 1 year of the first stroke and 26% within 5 years [3]. Secondary prevention measures reduce the risk of secondary ischemic stroke by 20%–30% [4]. Effectively identifying independent predictors of ischemic stroke recurrence and promptly enacting secondary preventive measures are expected to reduce the risk of stroke recurrence. The Essen Stroke Risk Score (ESRS) has been used to predict recurrent ischemic stroke in patients with no age restriction [5]. However, the evaluation criteria did not consider information on atherosclerotic plaques detected using noninvasive imaging technologies. Previous evidence has indicated that carotid artery stenosis is associated with an increased risk of recurrent stroke [6]. Although severe carotid stenosis can cause recurrent stroke, patients with nonsevere carotid stenosis may also experience recurrent stroke [7]. Intraplaque neovascularization (IPN) is a hallmark of vulnerable plaques that are most likely to rupture and precipitate ischemic stroke [8]. Contrast-enhanced ultrasonography (CEUS) can be used to visualize neovascularization within atherosclerotic plaques and identify vulnerable plaques [9]. Previous studies have demonstrated that IPNs, assessed using CEUS, are consistent with plaque neovascularization density detected by histology and immunohistochemistry [10, 11]. Although several studies have shown that IPN is an independent predictor of stroke [12, 13, 14], the association between the carotid plaque enhancement on CEUS and stroke recurrence and its additional contribution to ESRS for the prediction of recurrent stroke is not fully understood [15, 16]. Therefore, our study investigated the relationship between IPN, detected using perfluorobutane microbubbles-CEUS, within carotid plaques and future recurrent stroke and determine whether IPN can contribute to risk assessment for recurrent stroke compared with the ESRS.

MATERIALS AND METHODS

Patients

This prospective study was approved by the institutional review board of Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, and written informed consent was obtained from all participants before examination (IRB number TJ-IRB20210606). We screened 151 patients with a recent ischemic stroke and carotid atherosclerotic plaques at our hospital between August 2020 and December 2020. Ischemic stroke was defined as a focal neurological deficit lasting more than 24 h, with computed tomography and/or magnetic resonance imaging evidence of cerebral infarction. The inclusion criteria were ischemic stroke and at least one carotid atherosclerotic plaque (> 2.0 mm) located on the same side as the ischemic stroke, detected by conventional ultrasound examination. The exclusion criteria were cardioembolism, small-vessel occlusion, stroke of other determined etiology, stroke of undetermined etiology, previous carotid endarterectomy, and calcified carotid plaques leading to sound shadowing. After applying the inclusion and exclusion criteria, 149 patients were eligible and underwent CEUS (Fig. 1). CEUS examination was performed within 30 days after stroke.

Fig. 1
Flow chart of patient recruitment. This flowchart shows the patient selection process, including the inclusion criteria, and finally 130 patients were included in this study. CEUS = contrast-enhanced ultrasonography

Clinical Information

Data on clinical characteristics (sex, age, body mass index, smoking status, presence of hypertension, diabetes, and coronary heart disease) and laboratory test results (white blood cell count, high-sensitivity C-reactive protein, cholesterol, triglycerides, high-density lipoprotein cholesterol, and low-density lipoprotein cholesterol levels) were collected from electronic medical records.

Standard Carotid Ultrasound and CEUS

Standard ultrasound and CEUS were performed within 1 week of patient admission using an ultrasound machine (GE Logiq 9, GE Healthcare) with a 9-L probe and a 6–8 MHz transmission frequency by one of the researchers who was blinded to participant history. This experienced radiologist had 30 years of clinical experience with standard carotid ultrasound and more than 10 years of clinical experience with CEUS. If a plaque was identified, the view showing the thickest cross-section of the plaque was used to measure the maximal carotid plaque thickness with electronic calipers. In patients with multiple plaques, only the thickest plaque was observed and recorded for analysis during standard carotid ultrasound and CEUS.

Conventional US features, including plaque thickness, length, burden, remodeling index, and eccentricity index, were measured and calculated from the images [17, 18]. Plaques were characterized by their appearance on US images and classified as soft, hard, calcified, or mixed, according to the widely used criteria [19]. Plaque ulcer was defined as depression depth and width ≥ 2 mm, and irregular plaques were defined as those whose depression depth and width were both < 2 mm [20]. Carotid artery diameter stenosis was classified as mild (< 50%), moderate (50%–69%), or severe (≥ 70%) [21].

The patients then underwent CEUS examination, with special attention paid to previously identified plaques. To reduce the destruction of microbubbles, we preset a mechanical index of 0.24 and a frame rate of 12/s. A 1.0 mL of contrast agent Sonazoid (GE Healthcare) was injected over 2–3 s via the antecubital vein, followed by a bolus injection of 5–10 mL of normal saline. Images taken at least 3 s before and 5 min after the appearance of the contrast effect in the carotid lumen were acquired and recorded for subsequent analysis. The presence of plaque contrast enhancement was identified based on the dynamic movement of microbubble reflectors within the plaque. The CEUS examination results of carotid plaques were divided into two grades. Grade 1 indicated the absence of enhancement within the plaque or enhancement limited to the shoulder and adventitia side of the plaque, and grade 2 indicated enhancement of the plaque core or extensive contrast enhancement throughout the plaque (Fig. 2) [22].

Fig. 2
Typical examples of conventional longitudinal carotid ultrasonographic images (left panel) and grades of carotid intraplaque neovascularization, based on contrast-enhanced ultrasonography examination (right panel). A. Grade 1: absence of enhancement in the core of plaque, and enhancement limited to the adventitia side of the plaque (arrows). B. Grade 2: extensive contrast enhancement throughout the plaque (arrows).

ESRS and ESRS Plus CEUS

The ESRS includes the following variables: age 65–75 years, age ≥ 75 years (2 points), hypertension, diabetes mellitus, myocardial infarction, prior stroke or transient ischemic attack, smoking, peripheral arterial disease, and other cardiovascular diseases (except myocardial infarction and atrial fibrillation), resulting in a maximum score of 9 points [5]. To assess the effect of plaque enhancement, detected by perfluorobutane microbubble-CEUS, on the prediction of future recurrent stroke, an additional 1 point was given when the plaque enhancement was detected, to make a combined maximum ESRS plus CEUS score of 10 points.

Follow-Up

After carotid CEUS examination, 149 patients were followed up by checking their medical records or by phone contact with the patients (or their relatives, in cases where the patients had cognitive or language impairments). The starting point of follow-up was the date of onset of the recent stroke, and the end event was stroke recurrence. Stroke recurrence was defined as the presence of a new acute infarct on the side consistent with plaque, as assessed by diffusion magnetic resonance imaging. When magnetic resonance imaging data were not available for patients with suspected recurrent stroke, the duration and characteristics of the new neurological deficit symptoms were used to determine the occurrence of the outcome event. Of 149 patients with carotid atherosclerotic plaques, 19 (12.8%) were lost to follow-up without any available records. Therefore, 130 patients (87.2%) were included in the analysis.

Statistical Analysis

Data analysis was performed using IBM SPSS Statistics for Windows, version 20.0 (IBM Corp.). The count data are expressed as frequency (in percentage) and further analyzed using the chi-square test. The Kolmogorov–Smirnov test was used to determine whether the data were normally distributed. Variables that expressed a normal distribution are described as mean ± standard deviation and were tested using Student’s t-test. The remaining variables that expressed a skewed distribution are described as medians (interquartile), and the Mann–Whitney U test was performed. The Kaplan–Meier method was used to calculate recurrence-free survival in patients with and without plaque enhancement. Statistical differences were determined using the log-rank test. Univariable and multivariable Cox proportional hazards regression analyses were conducted to analyze the risk factors for future stroke recurrence. We assessed the reclassification of risk categories by ESRS plus CEUS compared with ESRS alone, using the net reclassification improvement (NRI) formula [23]. A P-value < 0.05 was considered to represent statistical significance.

RESULTS

Patient Characteristics

The mean age ± standard deviation of the 130 patients (Table 1) included in the final analysis was 62 ± 10 years, and 102 patients (78.5%) were male. Among the 130 patients, 66 (50.8%) had left-sided lesions and the rest had right-sided lesions. There were 108 cases (83.1%) of mild stenosis, 15 cases (11.5%) of moderate stenosis, and 7 cases (5.4%) of severe stenosis. Twenty-five patients (19.2%) experienced recurrent stroke during a follow-up period of 19 ± 4 months, with no deaths recorded. The baseline characteristics of patients with and without recurrent stroke are shown in Table 1.

Plaque Characteristics

The clinical and US characteristics of the study cohort, stratified according to IPN grade, are presented in Table 2. We observed a higher incidence of irregular plaque (P = 0.002) and soft plaque (P = 0.001) in patients with plaque enhancement (IPN grade 2) than in patients without plaque enhancement (IPN grade 1). The length, thickness, remodeling index of the plaque, and plaque burden in patients with plaque enhancement (IPN grade 2) were greater than those in patients without plaque enhancement (IPN grade 1) (all P < 0.05).

Table 2
Factors Associated with Plaque Enhancement

Analysis of Risk Factors for Recurrence of Stroke

Table 3 shows the results of univariable and multivariable analyses of the predictors of stroke recurrence. Patients with plaque enhancement (grade 2) on CEUS had an increased risk of stroke recurrence events (22/73, 30.1%) compared with patients without plaque enhancement (grade 1) on CEUS (3/57, 5.3%), with an unadjusted hazard ratio of 55.157 (95% confidence interval [CI]: 30.047–135.523; P < 0.001) (Fig. 3). In the final multivariable Cox proportional hazards model analysis, the presence of carotid plaque enhancement was found to be a significant and independent predictor of recurrent stroke, with an adjusted hazard ratio of 38.264 (95% CI: 14.975–97.767; P < 0.001).

Fig. 3
Kaplan–Meier recurrence-free survival curves according to the contrast-enhanced ultrasonography (CEUS) findings. Recurrence-free survival in patients with plaque enhancement is significantly worse than that in those without plaque enhancement. HR = hazard ratio, IPN = intraplaque neovascularization

Table 3
Risk Factors for Ischemic Stroke Recurrence

ESRS vs. ESRS Plus CEUS in Risk Categorization for Stroke Recurrence

Patients at high-risk according to the ESRS had an increased risk of stroke recurrence (22/97, 22.7%), compared to patients with an ESRS low-risk (3/33, 9.1%), with an hazard ratio of 1.706 (95% CI: 0.810–9.014, log-rank P = 0.048) (Fig. 4A). When the IPN grade was added to the ESRS, the hazard ratio for stroke recurrence in the high-risk group compared to the low-risk group (2.188; 95% CI, 0.025–3.388]) was greater than that in the ESRS alone group (1.706; 95% CI, 0.810–9.014) (Fig. 4B).

Fig. 4
Kaplan–Meier recurrence-free survival curves according to risk groups by Essen Stroke Risk Score (ESRS) and ESRS + contrast-enhanced ultrasonography (CEUS). A. Recurrence-free survival in the high-risk group is significantly worse than that in the low-risk group classified by the ESRS alone. B. Recurrence-free survival in the high-risk group is significantly worse than that in the low-risk group classified by CEUS plus ESRS. Note that when the presence of plaque enhancement was added to the ESRS, the hazard ratio (HR) for stroke recurrence was higher in high-risk groups than that of ESRS alone.

We explored up- or down-reclassification for each risk category by adding the IPN grade. Among patients with low-risk ESRS (n = 33), two (6.1%) were appropriately reclassified to the high-risk category. Applying the NRI formula that considers both those correctly reclassified and those incorrectly reclassified, a net of 32.0% of the recurrence group was reclassified upward appropriately by the addition of the IPN grade to the ESRS (Table 4, Fig. 5).

Fig. 5
Added value of carotid plaque enhancement (intraplaque neovascularization [IPN] grade 2) on Essen Stroke Risk Score for prediction of stroke recurrences. Over 19 months of follow-up, among 130 patients with carotid plaque, stroke recurrences occurred in 25 patients. Among patients with a low risk on the Essen Stroke Risk Score (n = 33), 2 (6.1%) were appropriately reclassified into the high-risk category.

Table 4
Net Reclassification Improvement for Stroke Recurrence Prediction with the Addition of the IPN Grades to the ESRS

DISCUSSION

Patients with a recent ischemic stroke are at risk of a second ischemic stroke. Our findings revealed that carotid plaque enhancement on perfluorobutane microbubbles-CEUS was a significant and independent predictor of stroke recurrence. Furthermore, the detection of carotid plaque enhancement improved the risk stratification capability of the ESRS in predicting stroke recurrence. These findings have important clinical implications in that noninvasive carotid CEUS may be used for the risk stratification of patients with recent stroke.

Previous studies have revealed that the IPN of carotid plaques, as characterized by SonoVue CEUS, is associated with ischemic stroke recurrence in patients with carotid atherosclerosis [15, 16]. In a recent meta-analysis, Huang et al. [24] analyzed 20 studies that used CEUS to identify neovascularization within plaques, four of which used quantitative methods, and found that both qualitative and quantitative methods had good diagnostic accuracy, but qualitative assessments had higher diagnostic performance than quantitative ones. Therefore, we performed qualitative rather than quantitative analysis of the CEUS examination results. This dichotomy is simple and repeatable [24]. In our study, carotid plaque enhancement was a significant and independent predictor of stroke recurrence in patients with a recent ischemic stroke, which is consistent with the results of previous studies [15, 16] .

Our study extended these previous observations by demonstrating the added value of IPN grade on CEUS to ESRS for the prediction of recurrent stroke. According to the ESRS, age, hypertension, diabetes mellitus, myocardial infarction, prior stroke or transient ischemic attack, active smoking, peripheral arterial disease, and other cardiovascular diseases were independent predictors of first and recurrent stroke [25]. Our study confirmed its ability to discriminate between high-risk and low-risk groups for developing recurrent stroke by showing that cumulative recurrence-free survival in high-risk patients according to the ESRS was significantly worse than that in low-risk patients. However, the ESRS does not include information on atherosclerotic plaques detected using noninvasive imaging technologies. To predict stroke recurrence, we believe that the IPN may provide additional information about carotid artery plaque, which may help stratify the risk of atherosclerosis-related stroke recurrence. Both hazard ratio and area under the curve improved when the IPN grade was added to the ESRS. Our study showed that two of three patients at low risk of developing recurrent stroke according to the ESRS were upward-reclassified by the addition of the IPN grade. This finding suggests that IPN grade can help in the early identification of high-risk patients, despite the absence of traditional risk factors. To date, no study has combined CEUS and ESRS to stratify the risk of future stroke recurrence in the carotid plaque population.

Our results also indicated that the remodeling index of the recurrence group was higher than that of the non-recurrent group. In atherosclerotic vessel walls, an increase in plaque content is associated with compensatory enlargement of the vessel wall, thereby maintaining the effective area in the lumen. Positive remodeling (remodeling index ≥ 1.0) is associated with abundant macrophages and proliferating necrotic centers, and suggests the presence of symptomatic plaques [25]. Previous studies have shown that the assessment of plaque inflammation can effectively predict early stroke recurrence [26]. IPN aggravates the inflammatory response in the plaque, which further promotes IPN formation [27]. Our findings are consistent with the hypothesis that the IPN and plaque inflammation contribute to plaque progression.

ESRS is one of the predictive tools to judge the risk of stroke recurrence based on the ischemic stroke population, which can predict the occurrence of stroke and complex cardiovascular events [28]. The CHADS2 is a scale used to assess stroke risk in patients with atrial fibrillation [29], but not all of our study subjects had atrial fibrillation. ABCD2 has been widely validated as a risk assessment tool for stroke recurrence within 2–90 days of the onset of transient ischemic attack [30]; however, our follow-up was 19 ± 4 months. The Stroke Prognostic Instrument (SPI)-II was used to assess long-term recurrence risk in patients with ischemic stroke [31].

Our study had some limitations. First, the follow-up period was relatively short. Future studies with a longer follow-up period are needed to study the contribution of carotid plaque enhancement determined by perfluorobutane microbubble-CEUS to SPI-II. Second, the sample size was small. Third, we assessed only the thickest plaques, possibly ignoring the small vulnerable plaques that could contribute to stroke. Finally, CEUS relies heavily on image planes. Therefore, neovascularization may have been overlooked in some plaques. Large multicenter studies with longer follow-up periods are needed to validate the current findings.

In conclusion, carotid plaque enhancement is a significant and independent predictor of stroke recurrence in patients with recent ischemic stroke. Furthermore, the addition of carotid IPN improved the risk stratification capability of the ESRS, suggesting that noninvasive carotid CEUS may be used for risk stratification in patients with recent stroke.

Notes

Conflicts of Interest:The authors have no potential conflicts of interest to disclose.

Author Contributions:

  • Conceptualization: Zhe Huang, You-Bin Deng.

  • Data curation: Zhe Huang, Xue-Qing Cheng, You-Bin Deng.

  • Formal analysis: all authors.

  • Investigation: all authors.

  • Methodology: all authors.

  • Project administration: all authors.

  • Resources: all authors.

  • Software: Zhe Huang.

  • Supervision: Ya-Ni Liu, Xiao-Jun Bi, You-Bin Deng.

  • Validation: all authors.

  • Visualization: all authors.

  • Writing—original draft: all authors.

  • Writing—review & editing: all authors.

Funding Statement:None

Availability of Data and Material

The datasets generated or analyzed during the study are available from the corresponding author on reasonable request.

References

    1. GBD 2016 Neurology Collaborators. Global, regional, and national burden of neurological disorders, 1990-2016: a systematic analysis for the Global Burden of Disease Study 2016. Lancet Neurol 2019;18:459–480.
    1. Feigin VL, Krishnamurthi RV, Parmar P, Norrving B, Mensah GA, Bennett DA, et al. Update on the global burden of ischemic and hemorrhagic stroke in 1990-2013: the GBD 2013 study. Neuroepidemiology 2015;45:161–176.
    1. Mohan KM, Wolfe CD, Rudd AG, Heuschmann PU, Kolominsky-Rabas PL, Grieve AP. Risk and cumulative risk of stroke recurrence: a systematic review and meta-analysis. Stroke 2011;42:1489–1494.
    1. Sandercock PA, Counsell C, Kane EJ. Anticoagulants for acute ischaemic stroke. Cochrane Database Syst Rev 2015;2015:CD000024
    1. Boulanger M, Li L, Lyons S, Lovett NG, Kubiak MM, Silver L, et al. Essen Risk Score in prediction of myocardial infarction after transient ischemic attack or ischemic stroke without prior coronary artery disease. Stroke 2019;50:3393–3399.
    1. Calvet D, Song D, Yoo J, Turc G, Sablayrolles JL, Choi BW, et al. Predicting asymptomatic coronary artery disease in patients with ischemic stroke and transient ischemic attack: the PRECORIS score. Stroke 2014;45:82–86.
    1. Rothwell PM, Eliasziw M, Gutnikov SA, Fox AJ, Taylor DW, Mayberg MR, et al. Analysis of pooled data from the randomised controlled trials of endarterectomy for symptomatic carotid stenosis. Lancet 2003;361:107–116.
    1. Kramer CM, Treiman GS. Vulnerable plaque in carotid arteries without “significant” stenosis: unmasking the hidden links to stroke. J Am Coll Cardiol 2020;76:2223–2225.
    1. Deyama J, Nakamura T, Takishima I, Fujioka D, Kawabata K, Obata JE, et al. Contrast-enhanced ultrasound imaging of carotid plaque neovascularization is useful for identifying high-risk patients with coronary artery disease. Circ J 2013;77:1499–1507.
    1. Spanos K, Tzorbatzoglou I, Lazari P, Maras D, Giannoukas AD. Carotid artery plaque echomorphology and its association with histopathologic characteristics. J Vasc Surg 2018;68:1772–1780.
    1. Lyu Q, Tian X, Ding Y, Yan Y, Huang Y, Zhou P, et al. Evaluation of carotid plaque rupture and neovascularization by contrast-enhanced ultrasound imaging: an exploratory study based on histopathology. Transl Stroke Res 2021;12:49–56.
    1. Saba L, Saam T, Jäger HR, Yuan C, Hatsukami TS, Saloner D, et al. Imaging biomarkers of vulnerable carotid plaques for stroke risk prediction and their potential clinical implications. Lancet Neurol 2019;18:559–572.
    1. Chistiakov DA, Orekhov AN, Bobryshev YV. Contribution of neovascularization and intraplaque haemorrhage to atherosclerotic plaque progression and instability. Acta Physiol (Oxf) 2015;213:539–553.
    1. Song Y, Dang Y, Dang LL, Zhao C, Zheng J, Feng J, et al. Association between intraplaque neovascularization assessed by contrast-enhanced ultrasound and the risk of stroke. Clin Radiol 2020;75:70–75.
    1. Song Y, Dang Y, Wang J, Cai H, Feng J, Zhang H, et al. Carotid intraplaque neovascularization predicts ischemic stroke recurrence in patients with carotid atherosclerosis. Gerontology 2021;67:144–151.
    1. Camps-Renom P, Prats-Sánchez L, Casoni F, González-de-Echávarri JM, Marrero-González P, Castrillón I, et al. Plaque neovascularization detected with contrast-enhanced ultrasound predicts ischaemic stroke recurrence in patients with carotid atherosclerosis. Eur J Neurol 2020;27:809–816.
    1. Futamata M, Matsuoka S, Shimizu T, Yoshizaki T, Obata JE, Nakamura T, et al. Echolucency of the carotid artery is associated with short-term plaque progression and positive remodeling in the culprit coronary artery in AMI survivors. J Cardiol 2017;70:438–445.
    1. Fortini A, Corti G, Cappelletti C. [Chlamydia pneumoniae and atherosclerosis]. Ann Ital Med Int 1999;14:253–263.
      Italian.
    1. Driessen RS, Stuijfzand WJ, Raijmakers PG, Danad I, Min JK, Leipsic JA, et al. Effect of plaque burden and morphology on myocardial blood flow and fractional flow reserve. J Am Coll Cardiol 2018;71:499–509.
    1. Rafailidis V, Li X, Sidhu PS, Partovi S, Staub D. Contrast imaging ultrasound for the detection and characterization of carotid vulnerable plaque. Cardiovasc Diagn Ther 2020;10:965–981.
    1. von Reutern GM, Goertler MW, Bornstein NM, Del Sette M, Evans DH, Hetzel A, et al. Grading carotid stenosis using ultrasonic methods. Stroke 2012;43:916–921.
    1. Xiong L, Deng YB, Zhu Y, Liu YN, Bi XJ. Correlation of carotid plaque neovascularization detected by using contrast-enhanced US with clinical symptoms. Radiology 2009;251:583–589.
    1. Pencina MJ, D'Agostino RB Sr, D’Agostino RB Jr, Vasan RS. Evaluating the added predictive ability of a new marker: from area under the ROC curve to reclassification and beyond. Stat Med 2008;27:157–172.
      discussion 207-212.
    1. Huang R, Abdelmoneim SS, Ball CA, Nhola LF, Farrell AM, Feinstein S, et al. Detection of carotid atherosclerotic plaque neovascularization using contrast enhanced ultrasound: a systematic review and meta-analysis of diagnostic accuracy studies. J Am Soc Echocardiogr 2016;29:491–502.
    1. Bodle JD, Feldmann E, Swartz RH, Rumboldt Z, Brown T, Turan TN. High-resolution magnetic resonance imaging: an emerging tool for evaluating intracranial arterial disease. Stroke 2013;44:287–292.
    1. Kelly PJ, Camps-Renom P, Giannotti N, Martí-Fàbregas J, Murphy S, McNulty J, et al. Carotid plaque inflammation imaged by (18)F-fluorodeoxyglucose positron emission tomography and risk of early recurrent stroke. Stroke 2019;50:1766–1773.
    1. Bentzon JF, Otsuka F, Virmani R, Falk E. Mechanisms of plaque formation and rupture. Circ Res 2014;114:1852–1866.
    1. Weimar C, Diener HC, Alberts MJ, Steg PG, Bhatt DL, Wilson PW, et al. The Essen stroke risk score predicts recurrent cardiovascular events: a validation within the REduction of Atherothrombosis for Continued Health (REACH) registry. Stroke 2009;40:350–354.
    1. Friberg L, Rosenqvist M, Lip GY. Evaluation of risk stratification schemes for ischaemic stroke and bleeding in 182 678 patients with atrial fibrillation: the Swedish Atrial Fibrillation cohort study. Eur Heart J 2012;33:1500–1510.
    1. Wardlaw JM, Brazzelli M, Chappell FM, Miranda H, Shuler K, Sandercock PA, et al. ABCD2 score and secondary stroke prevention: meta-analysis and effect per 1000 patients triaged. Neurology 2015;85:373–380.
    1. Kernan WN, Viscoli CM, Brass LM, Makuch RW, Sarrel PM, Roberts RS, et al. The stroke prognosis instrument II (SPI-II): a clinical prediction instrument for patients with transient ischemia and nondisabling ischemic stroke. Stroke 2000;31:456–462.

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