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1.
Ultrasound Med Biol ; 33(7): 1029-38, 2007 Jul.
Article in English | MEDLINE | ID: mdl-17448589

ABSTRACT

Our aim was to assess the predictive value of a measurement of intima-medial layer (IML) reflectivity in the differentiation of pathological from physiological increases in intima-medial thickness (IMT). Both common carotid arteries (CCA) of familial hypercholesterolemia (FH) patients and age- and sex-matched controls (no cardiovascular risk factors) were imaged using a 10- to 15-MHz linear array transducer (n = 30). Images of the CCA far wall were analyzed in the IMT "plug-in" of "HDI Lab." The IML reflectivity, averaged over an 8- to 12-mm length of arterial wall, was expressed as a ratio of reflectivity at a point 0.21-mm deep to the intima-medial interface divided by the reflectivity at the intima-medial interface, termed the intima-medial reflectivity index (IMRI). The risk of atherosclerosis was assessed in terms of IMT alone and IMT coupled with IMRI. Defining high risk of atherosclerosis in FH, in terms of both IMT alone and IMT coupled with IMRI, produced an appropriate, when compared with cholesterol-years score, statistically significant stratification (p < 0.01 and p < 0.005). Analysis of the low-risk subjects revealed a tendency to define a subject as "high risk" based on a physiological increase in IMT, but when IMRI is included in the assessment, all controls are correctly identified as low risk. This method of quantifying the reflectivity of the IML improved the discriminatory performance of IMT increase as an indicator of atherosclerotic risk by enabling a smaller, therefore earlier, increase in IMT to be considered pathologic when accompanied by an increase in IMRI.


Subject(s)
Atherosclerosis/diagnostic imaging , Carotid Artery, Common/diagnostic imaging , Hyperlipoproteinemia Type II/diagnostic imaging , Tunica Intima/diagnostic imaging , Adult , Aged , Cholesterol/blood , Endothelium, Vascular/diagnostic imaging , Female , Humans , Image Processing, Computer-Assisted/methods , Male , Middle Aged , Reproducibility of Results , Risk Factors , Sensitivity and Specificity , Ultrasonography
2.
IEEE Trans Med Imaging ; 25(8): 1011-21, 2006 Aug.
Article in English | MEDLINE | ID: mdl-16894994

ABSTRACT

Eye movements provide important insight into the cognitive processes underlying the visual search tasks. For image understanding, although the visual search patterns of different observers while studying the same scene bear some common characteristics, the idiosyncrasy associated with individual observers provides both research opportunities and challenges. The aim of this paper is to study the spatial characteristics of visual search, together with the intrinsic visual features of the fixation points for comparing different visual search strategies. An analysis framework based on earth mover's distance (EMD) in normalized anatomical space is proposed, and the results are demonstrated with high resolution computed tomography (HRCT) images of the lungs. The study shows that through the effective use of both spatial and feature space representation, it is possible to untangle what appear to be uncorrelated fixation distribution patterns to reveal common visual search behaviors.


Subject(s)
Biomimetics/methods , Eye Movements/physiology , Fixation, Ocular/physiology , Lung Diseases/diagnostic imaging , Pattern Recognition, Visual/physiology , Radiographic Image Interpretation, Computer-Assisted/methods , Task Performance and Analysis , Artificial Intelligence , Humans
4.
AJR Am J Roentgenol ; 185(6): 1509-15, 2005 Dec.
Article in English | MEDLINE | ID: mdl-16304005

ABSTRACT

OBJECTIVE: The aim of this study was to identify ancillary morphologic features on high-resolution CT that modify airflow obstruction and gas transfer levels in individuals with emphysema. MATERIALS AND METHODS: The extent of emphysema on high-resolution CT was quantified by density masking in 101 patients. CT scans were evaluated for airway abnormalities (bronchial wall thickness, extent of bronchiectasis, bronchial dilatation, and evidence of small airways disease) and disease heterogeneity (uniformity, core-rind distribution, craniocaudal distribution, and lung texture). Stepwise regression analysis was used to determine CT features that influenced forced expiratory volume in 1 sec (FEV1) and the single-breath diffusing capacity for carbon monoxide (Dlco) for a given extent of emphysema. RESULTS: The extent of emphysema using automated estimation was 28.4% +/- 12.3% (mean +/- SD). On univariate analysis the extent of emphysema correlated strongly with FEV1 (R = -0.63, p < 0.0005) and Dlco (R = -0.63, p < 0.0005) levels. Stepwise regression analysis revealed that bronchial wall thickness and the extent of emphysema were the strongest independent determinants of FEV1 (model R2 = 0.49; p = 0.002 and < 0.001, respectively); the extent of bronchiectasis and degree of bronchial dilation did not separately influence FEV1 levels. The only morphologic features linked to Dlco levels on multivariate analysis were increasingly extensive emphysema and a higher proportion of emphysema in the core region (model R2 = 0.45; p < 0.001 and 0.002, respectively). CONCLUSION: The important additional CT abnormalities in individuals with emphysema that influence FEV1 and Dlco levels irrespective of disease extent are bronchial wall thickness and core-rind heterogeneity, respectively. These observations have implications for the accurate functional assessment of patients considered for lung volume reduction surgery.


Subject(s)
Pulmonary Emphysema/diagnostic imaging , Pulmonary Emphysema/physiopathology , Tomography, X-Ray Computed/methods , Adult , Aged , Aged, 80 and over , Bronchi/physiopathology , Carbon Monoxide/metabolism , Female , Forced Expiratory Volume/physiology , Humans , Male , Middle Aged , Pulmonary Gas Exchange/physiology , Regression Analysis , Retrospective Studies
5.
Eur Radiol ; 14(1): 21-30, 2004 Jan.
Article in English | MEDLINE | ID: mdl-14530998

ABSTRACT

We prospectively evaluated the role of microbubble ultrasound contrast for detection of hepatic artery thrombosis following liver transplantation. The hepatic artery of adult liver transplant recipients with suspected thrombosis on surveillance Doppler ultrasound (US) were re-examined by a second observer. In patients with no hepatic spectral Doppler signal the microbubble contrast agent Levovist was used. The presence or absence of flow following microbubble contrast was evaluated against arteriography or repeated Doppler US findings. A total of 794 surveillance Doppler US examinations were performed in 231 patients. Hepatic artery flow was demonstrated in 759 of 794 (95.6%) examinations. Microbubble ultrasound contrast was administered in 31 patients (35 studies) with suspected hepatic artery thrombosis. Following microbubble US contrast the hepatic artery could not be demonstrated in 13 of 35 (37.1%) studies (12 patients). Eight patients had arteriography: there was hepatic artery thrombosis in 7 patients and 1 patient had a patent, highly attenuated artery. Detection of a patent hepatic artery increased from 759 of 794 (95.6%) to 781 of 794 (98.4%) with the addition of microbubble contrast. Upon independent reading of the data, the degree of operator confidence in the assessment of the hepatic artery patency prior to microbubble contrast was 4.7 (CI 1.92-7.5) but rose to 8.45 (CI 7.06-9.84) following microbubble contrast ( p<0.0001). In 22 of 35 (62.9%) of studies arteriography could potentially have been avoided. Ultrasound microbubble contrast media may reduce the need for invasive arteriography in the assessment of suspected hepatic artery thrombosis.


Subject(s)
Arterial Occlusive Diseases/diagnostic imaging , Hepatic Artery , Liver Transplantation/adverse effects , Microbubbles , Ultrasonography, Doppler, Color , Adult , Angiography/statistics & numerical data , Arterial Occlusive Diseases/physiopathology , Cohort Studies , Confidence Intervals , Female , Humans , Image Enhancement , Liver Transplantation/methods , Male , Middle Aged , Postoperative Complications/diagnostic imaging , Probability , Prospective Studies , Risk Assessment , Statistics, Nonparametric , Vascular Patency
6.
IEEE Trans Med Imaging ; 21(7): 741-54, 2002 Jul.
Article in English | MEDLINE | ID: mdl-12374312

ABSTRACT

This paper presents a new method of knowledge gathering for decision support in image understanding based on information extracted from the dynamics of saccadic eye movements. The framework involves the construction of a generic image feature extraction library, from which the feature extractors that are most relevant to the visual assessment by domain experts are determined automatically through factor analysis. The dynamics of the visual search are analyzed by using the Markov model for providing training information to novices on how and where to look for image features. The validity of the framework has been evaluated in a clinical scenario whereby the pulmonary vascular distribution on Computed Tomography images was assessed by experienced radiologists as a potential indicator of heart failure. The performance of the system has been demonstrated by training four novices to follow the visual assessment behavior of two experienced observers. In all cases, the accuracy of the students improved from near random decision making (33%) to accuracies ranging from 50% to 68%.


Subject(s)
Decision Support Techniques , Expert Systems , Eye Movements/physiology , Image Interpretation, Computer-Assisted/methods , Pattern Recognition, Visual/physiology , Pulmonary Veins/diagnostic imaging , Algorithms , Artificial Intelligence , Databases, Factual , Heart Failure/diagnostic imaging , Humans , Markov Chains , Models, Biological , Tomography, X-Ray Computed , Ultrasonography , Visual Perception/physiology
7.
Eur Radiol ; 12(3): 610-26, 2002 Mar.
Article in English | MEDLINE | ID: mdl-11870477

ABSTRACT

The terminology related to idiopathic interstitial pneumonia (IIP) remains confusing and in some cases wholly inaccurate. In addition, a greater understanding of the correlation between high-resolution computed tomography (HRCT) appearances and the corresponding histopathological changes found in the interstitial pneumonias has resulted in a crucial role for HRCT in the investigation of IIPs. The role of the radiologist is becoming increasingly important with a strong emphasis on establishing a diagnosis without resorting to lung biopsy. We aim to clarify the current classification of the IIPs highlighting their clinical, pathological and imaging characteristics in order to assist the radiologist in performing their increasingly important diagnostic role.


Subject(s)
Bronchiolitis/diagnostic imaging , Lung Diseases, Interstitial/classification , Diagnosis, Differential , Humans , Lung Diseases, Interstitial/diagnostic imaging , Lung Diseases, Interstitial/pathology , Terminology as Topic , Tomography, X-Ray Computed/methods
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