Colour Doppler and duplex sonography and angiography of the carotid artery bifurcations

Classification of carotid artery stenosis of patients with diabetes by neural network and logistic regression

The blood flow hemodynamics of carotid arteries were obtained from carotid arteries of 168 individuals with diabetes using the 7.5 MHz ultrasound Doppler M-unit. Fast Fourier Transform (FFT) methods were used for feature extraction from the Doppler signals on the time-frequency domain. The parameters, obtained from the Doppler sonograms, were applied to the mathematical models that were constituted to analyze the effect of diabetes on internal carotid artery (ICA) stenosis. In this study, two different mathematical models such as the traditional statistical method based on logistic regression and a Multi-Layer Perceptron (MLP) neural network were used to classify the Doppler parameters. The correct classification of these data was performed by an expert radiologist using angiograpy before they were executed by logistic regression and MLP neural networks. We classified the carotid artery stenosis into two categories such as non-stenosis and stenosis and we achieved similar results (correctly classified (CC) = 92.8%) in both mathematical models. But, as the degree of stenosis had been increased to 4 (0-39%, 40-59%, 60-79% and 80-99% diameter stenosis), it was found that the neural network (CC = 73.9%) became more efficient than the logistic regression analysis (CC = 67.7%). These outcomes indicate that the Doppler sonograms taken from the carotid arteries may be classified successfully by neural network.

Carotid plaque: comparison between visual and grey-scale median analysis

Plaque morphology plays an important prognostic role in the occurrence of cerebrovascular events. Echolucent and heterogeneous plaques, in particular, carry an increased risk of subsequent stroke. Most of the trials emphasizing the relationship between plaque echo structure and stroke risk are based on high-resolution ultrasound (US) using a visual method of classification. More recently, several studies have suggested that the computerized measurement of the grey-scale median (GSM) may evaluate carotid plaque echogenicity more objectively and accurately. We sought to compare these two types of evaluations. We studied 68 consecutive patients, with 86 carotid bifurcation plaques causing 30% to 99% stenosis on duplex scanning. We assessed the GSM of these plaques and compared it to the visually evaluated echogenicity using the five-type classification system with vessel lumen and adventitia as reference structures. Plaque heterogeneity was also studied in a subgroup of 47 patients with 60 carotid stenoses by comparing visual analysis with the GSM method. The mean GSM value of the plaques increased with the plaque type. The difference of echogenicity between the five types of plaques was statistically significant (p < 0.02). We found a good concordance between visual analysis and the GSM method regarding plaque heterogeneity. Our results suggest that the visual evaluation of plaque echogenicity and heterogeneity based on the five-type classification correlates well with the computerized measurement of the GSM. The visual evaluation of carotid plaque remains, therefore, a valuable method in daily clinical practice.

Acute-phase response after stent implantation in the carotid artery: association with 6-month in-stent restenosis

PURPOSE

To determine the prognostic importance of periintervention serum levels of acute-phase reactants in 6-month restenosis after stent implantation in the carotid artery.

MATERIALS AND METHODS

One hundred eight consecutive patients with 70% or greater stenosis of the internal carotid artery (ICA) according to the North American Symptomatic Carotid Endarterectomy Trial criteria underwent successful stent implantation in the ICA in a prospective cohort study. Six-month patency was evaluated at color-coded duplex ultrasonography. The association between in-stent restenosis (> or =50%, North American Symptomatic Carotid Endarterectomy Trial criterion) and C-reactive protein (CRP) and serum amyloid A levels at baseline and at 24 and 48 hours after intervention was assessed.

RESULTS

Restenosis was found in 15 (14%) patients within 6 months. CRP level at 48 hours, exemplary for the postintervention acute-phase response, was significantly (P =.01) associated with 6-month restenosis by using multiple logistic regression analysis. Recurrent stenosis after prior stent implantation in the carotid artery (odds ratio, 9.2; 95% CI: 1.6, 53.2; P =.01) and residual stenosis of 10%-30% after stent implantation (odds ratio, 9.7; 95% CI: 1.6, 59.3; P =.01) were independent clinical predictors of restenosis.

CONCLUSION

Extent of vascular inflammatory response after stent implantation in the carotid artery measured with acute-phase reactants is associated with 6-month patency. Recurrent stenosis after prior stent implantation and initial suboptimal technical result seem to be clinically relevant predictors of postangioplasty outcome.

Contrast-enhanced 3D FISP MR angiography of the aortic arch ostia: preliminary results

PURPOSE

The goal of this work was to evaluate three-dimensional (3D) contrast-enhanced MR angiography (MRA) for the detection of ostial stenoses of the aortic arch.

METHOD

Sixteen patients with suspected carotid atherosclerotic disease prospectively underwent digital subtraction angiography of the aortic arch followed by contrast-enhanced MRA using a 3D fast imaging with steady-state precession (FISP) technique (TR = 5 ms, TE = 2 ms, flip angle = 30 degrees). Three neuroradiologists blindly measured stenoses on the catheter angiograms and MRA. Evaluation included the ostia of the innominate, left carotid, and left subclavian arteries. Any significant disagreement on catheter angiography was resolved by consensus. The MRA grades of each of the three observers were then compared with the consensus grades of the contrast angiogram.

RESULTS

Forty-eight vessels were scored, of which five had significant stenoses. MRA demonstrated 100% sensitivity, 89% specificity, 52% positive predictive value, and 100% negative predictive value. The Bowker test for symmetry indicated no significant difference between conventional angiography and MRA scores (p = 0.32-0.75), and there was good agreement between the three observers (weighted kappa = 0.75-0.86).

CONCLUSION

Contrast-enhanced 3D FISP MRA may be a useful imaging modality for the detection of significant stenoses at the ostia of the major aortic arch branches.

Accuracy of the main Doppler methods for evaluating the degree of carotid stenoses (continuous wave, pulsed wave, and color Doppler)

OBJECTIVE

To compare the accuracy of the main Doppler methods for quantifying the degree of carotid stenoses in 133 patients.

METHOD

seven parameters were measured: maximum velocity (V.max) inside the stenosis (by pulsed wave [PW]), grade and index of spectral disturbance (STI) at the outlet of the stenosis (by PW and continuous wave [CW]), ratio of velocities I(IC/CC) in the internal and common carotid (by PW), and ratio of vessel cross-section and residual lumen area (%Color) inside the stenosis (color Doppler). The reference methods were the grades of spectral disturbance and the STI (by CW), already validated against endarterectomy specimens.

CONCLUSION

For poststenosis measurements, a high correlation was found between the grades or STI measured by PW and CW (reference method). The measurement of these parameters was easier in PW mode. For intrastenotic velocity, the increase in V.max was not proportional to the degree of stenosis, and V.max showed large fluctuations for the same degree of stenosis. I(IC/CC) also showed large fluctuations for the same degree of stenosis. The correlation was poor for these two parameters, which could only be used for detecting two groups of stenosis: >75% or >90% in area. Color Doppler (conventional and power) routinely overestimated the degree of stenosis by 10%-15% but correlated better with the reference method and was more accurate and reproducible than V.max. A special procedure can be used to avoid this overestimation and improve the accuracy of the color Doppler.

Carotid plaque characterization using digital image processing and its potential in future studies of carotid endarterectomy and angioplasty

PURPOSE

To corroborate the validity of a computerized methodology for evaluating carotid lesions at risk for stroke based on plaque echogenicity.

METHODS

The records of 96 carotid endarterectomy patients (59 men; median age 69.5 years, range 52 to 83) with stenoses > 50% were studied retrospectively. Forty-one patients (43%) had been symptomatic preoperatively. All patients had undergone computed tomography (CT) to detect infarction in the carotid territory and a duplex scan to measure carotid stenosis. Plaque echogenicity was analyzed by computer, expressing the echodensity in terms of the gray scale median (GSM). The incidence of CT-documented cerebral infarction was analyzed in relation to symptomatology, percent stenosis, and echodensity.

RESULTS

Symptoms correlated well with CT evidence of brain infarction: 32% of symptomatic patients had a positive CT scan versus 16% for asymptomatic plaques (p = 0.076). The mean GSM value was 56 +/- 14 for plaques associated with negative CT scans and 38 +/- 13 for plaques from patients with positive scans (p < 0.0001). However, there was no difference in the GSM value between plaques with > or < 70% stenosis. Furthermore, the incidence of CT infarction was 40% in the cerebral territory of carotid plaques with a GSM value < 50 and only 9% in those with a GSM > 50 (p < 0.001).

CONCLUSIONS

Computerized analysis of plaque echogenicity appears to provide clinically useful data that correlates with the incidence of cerebral infarction and symptoms. This method of analyzing plaque echolucency could be used as a screening tool for carotid stent studies to identify high-risk lesions better suited to conventional surgical treatment.

Angiographic and duplex grading of internal carotid stenosis: can we overcome the confusion?

The stroke risk reduction benefit of surgical intervention in carotid occlusive disease has been validated in multicenter trials for various angiographically defined lesion severity categories. The two divergent angiographic grading methods used for internal carotid artery stenosis in these trials have caused confusion in the clinical application of their recommendations. Moreover, while today's highly accurate carotid duplex scanning can obviate the need for preoperative angiography in many cases, the duplex criteria must be tailored to achieve sufficiently reliable results on which therapeutic decisions can be made. This review offers a clarification of the discrepancies between the angiographic grading techniques and how their measurements of percent stenosis correlate to the duplex criteria needed to support the treatment decision-making process for carotid obliterative disease.