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Chen Z, Jiang M, Chiu B. Unsupervised shape-and-texture-based generative adversarial tuning of pre-trained networks for carotid segmentation from 3D ultrasound images. Med Phys 2024. [PMID: 39008794 DOI: 10.1002/mp.17291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Revised: 06/25/2024] [Accepted: 06/26/2024] [Indexed: 07/17/2024] Open
Abstract
BACKGROUND Vessel-wall volume and localized three-dimensional ultrasound (3DUS) metrics are sensitive to the change of carotid atherosclerosis in response to medical/dietary interventions. Manual segmentation of the media-adventitia boundary (MAB) and lumen-intima boundary (LIB) required to obtain these metrics is time-consuming and prone to observer variability. Although supervised deep-learning segmentation models have been proposed, training of these models requires a sizeable manually segmented training set, making larger clinical studies prohibitive. PURPOSE We aim to develop a method to optimize pre-trained segmentation models without requiring manual segmentation to supervise the fine-tuning process. METHODS We developed an adversarial framework called the unsupervised shape-and-texture generative adversarial network (USTGAN) to fine-tune a convolutional neural network (CNN) pre-trained on a source dataset for accurate segmentation of a target dataset. The network integrates a novel texture-based discriminator with a shape-based discriminator, which together provide feedback for the CNN to segment the target images in a similar way as the source images. The texture-based discriminator increases the accuracy of the CNN in locating the artery, thereby lowering the number of failed segmentations. Failed segmentation was further reduced by a self-checking mechanism to flag longitudinal discontinuity of the artery and by self-correction strategies involving surface interpolation followed by a case-specific tuning of the CNN. The U-Net was pre-trained by the source dataset involving 224 3DUS volumes with 136, 44, and 44 volumes in the training, validation and testing sets. The training of USTGAN involved the same training group of 136 volumes in the source dataset and 533 volumes in the target dataset. No segmented boundaries for the target cohort were available for training USTGAN. The validation and testing of USTGAN involved 118 and 104 volumes from the target cohort, respectively. The segmentation accuracy was quantified by Dice Similarity Coefficient (DSC), and incorrect localization rate (ILR). Tukey's Honestly Significant Difference multiple comparison test was employed to quantify the difference of DSCs between models and settings, wherep ≤ 0.05 $p\,\le \,0.05$ was considered statistically significant. RESULTS USTGAN attained a DSC of85.7 ± 13.0 $85.7\,\pm \,13.0$ % in LIB and86.2 ± 10.6 ${86.2}\,\pm \,{10.6}$ % in MAB, improving from the baseline performance of74.6 ± 30.7 ${74.6}\,\pm \,{30.7}$ % in LIB (p< 10 - 12 $<10^{-12}$ ) and75.7 ± 28.9 ${75.7}\,\pm \,{28.9}$ % in MAB (p< 10 - 12 $<10^{-12}$ ). Our approach outperformed six state-of-the-art domain-adaptation models (MAB:p ≤ 3.63 × 10 - 7 $p \le 3.63\,\times \,10^{-7}$ , LIB:p ≤ 9.34 × 10 - 8 $p\,\le \,9.34\,\times \,10^{-8}$ ). The proposed USTGAN also had the lowest ILR among the methods compared (LIB: 2.5%, MAB: 1.7%). CONCLUSION Our framework improves segmentation generalizability, thereby facilitating efficient carotid disease monitoring in multicenter trials and in clinics with less expertise in 3DUS imaging.
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Affiliation(s)
- Zhaozheng Chen
- Department of Electrical Engineering, City University of Hong Kong, Hong Kong SAR, China
| | - Mingjie Jiang
- Department of Electrical Engineering, City University of Hong Kong, Hong Kong SAR, China
| | - Bernard Chiu
- Department of Physics & Computer Science, Wilfrid Laurier University, Waterloo, Ontario, Canada
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Zhao Y, Jiang M, Chan WS, Chiu B. Development of a Three-Dimensional Carotid Ultrasound Image Segmentation Workflow for Improved Efficiency, Reproducibility and Accuracy in Measuring Vessel Wall and Plaque Volume and Thickness. Bioengineering (Basel) 2023; 10:1217. [PMID: 37892947 PMCID: PMC10603859 DOI: 10.3390/bioengineering10101217] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Revised: 09/29/2023] [Accepted: 10/09/2023] [Indexed: 10/29/2023] Open
Abstract
Automated segmentation of carotid lumen-intima boundary (LIB) and media-adventitia boundary (MAB) by deep convolutional neural networks (CNN) from three-dimensional ultrasound (3DUS) images has made assessment and monitoring of carotid atherosclerosis more efficient than manual segmentation. However, training of CNN still requires manual segmentation of LIB and MAB. Therefore, there is a need to improve the efficiency of manual segmentation and develop strategies to improve segmentation accuracy by the CNN for serial monitoring of carotid atherosclerosis. One strategy to reduce segmentation time is to increase the interslice distance (ISD) between segmented axial slices of a 3DUS image while maintaining the segmentation reliability. We, for the first time, investigated the effect of ISD on the reproducibility of MAB and LIB segmentations. The intra-observer reproducibility of LIB and MAB segmentations at ISDs of 1 mm and 2 mm was not statistically significantly different, whereas the reproducibility at ISD = 3 mm was statistically lower. Therefore, we conclude that segmentation with an ISD of 2 mm provides sufficient reliability for CNN training. We further proposed training the CNN by the baseline images of the entire cohort of patients for automatic segmentation of the follow-up images acquired for the same cohort. We validated that segmentation with this time-based partitioning approach is more accurate than that produced by patient-based partitioning, especially at the carotid bifurcation. This study forms the basis for an efficient, reproducible, and accurate 3DUS workflow for serial monitoring of carotid atherosclerosis useful in risk stratification of cardiovascular events and in evaluating the efficacy of new treatments.
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Affiliation(s)
- Yuan Zhao
- Department of Electrical Engineering, City University of Hong Kong, Hong Kong; (Y.Z.); (M.J.); (W.S.C.)
| | - Mingjie Jiang
- Department of Electrical Engineering, City University of Hong Kong, Hong Kong; (Y.Z.); (M.J.); (W.S.C.)
| | - Wai Sum Chan
- Department of Electrical Engineering, City University of Hong Kong, Hong Kong; (Y.Z.); (M.J.); (W.S.C.)
| | - Bernard Chiu
- Department of Electrical Engineering, City University of Hong Kong, Hong Kong; (Y.Z.); (M.J.); (W.S.C.)
- Department of Physics & Computer Science, Wilfrid Laurier University, Waterloo, ON N2L 3C5, Canada
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Jiang M, Chiu B. A Dual-Stream Centerline-Guided Network for Segmentation of the Common and Internal Carotid Arteries From 3D Ultrasound Images. IEEE TRANSACTIONS ON MEDICAL IMAGING 2023; 42:2690-2705. [PMID: 37015114 DOI: 10.1109/tmi.2023.3263537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/19/2023]
Abstract
Segmentation of the carotid section encompassing the common carotid artery (CCA), the bifurcation and the internal carotid artery (ICA) from three-dimensional ultrasound (3DUS) is required to measure the vessel wall volume (VWV) and localized vessel-wall-plus-plaque thickness (VWT), shown to be sensitive to treatment effect. We proposed an approach to combine a centerline extraction network (CHG-Net) and a dual-stream centerline-guided network (DSCG-Net) to segment the lumen-intima (LIB) and media-adventitia boundaries (MAB) from 3DUS images. Correct arterial location is essential for successful segmentation of the carotid section encompassing the bifurcation. We addressed this challenge by using the arterial centerline to enhance the localization accuracy of the segmentation network. The CHG-Net was developed to generate a heatmap indicating high probability regions for the centerline location, which was then integrated with the 3DUS image by the DSCG-Net to generate the MAB and LIB. The DSCG-Net includes a scale-based and a spatial attention mechanism to fuse multi-level features extracted by the encoder, and a centerline heatmap reconstruction side-branch connected to the end of the encoder to increase the generalization ability of the network. Experiments involving 224 3DUS volumes produce a Dice similarity coefficient (DSC) of 95.8±1.9% and 92.3±5.4% for CCA MAB and LIB, respectively, and 93.2±4.4% and 89.0±10.0% for ICA MAB and LIB, respectively. Our approach outperformed four state-of-the-art 3D CNN models, even after their performances were boosted by centerline guidance. The efficiency afforded by the framework would allow it to be incorporated into the clinical workflow for improved quantification of plaque change.
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Arterial Ultrasound Testing to Predict Atherosclerotic Cardiovascular Events. J Am Coll Cardiol 2022; 79:1969-1982. [PMID: 35589158 DOI: 10.1016/j.jacc.2022.03.352] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Revised: 03/07/2022] [Accepted: 03/08/2022] [Indexed: 12/11/2022]
Abstract
BACKGROUND Studies have indicated that the presence and size of subclinical atherosclerotic plaques improve the prediction of atherosclerotic cardiovascular events (ASCVE) over and above that provided by conventional risk factors alone. However, the relative contribution of different ultrasonographic measurements and sites of measurements on the 10-year ASCVD risk is largely unknown. OBJECTIVES Our aims were to determine the relative performance of carotid intima-media thickness, plaque thickness, and plaque area in 10-year ASCVD prediction when added to conventional risk factors as well as whether the vascular territory of these measurements, carotid or common femoral bifurcation, and the number of bifurcations with plaque (NBP) influence prediction. METHODS We enrolled 985 adults (mean age: 58.1 ± 10.2 years) free of atherosclerotic cardiovascular disease. Conventional risk factors were recorded, and both carotid and common femoral bifurcations were scanned with ultrasonography. The primary endpoint was a composite of first-time fatal or nonfatal ASCVE. RESULTS Over a mean ± SD follow-up of 13.2 ± 3.7 years, ASCVE occurred in 154 (15.6%) participants. By adding different plaque measurements to conventional risk factors in a Cox model, net reclassification improvement was 10.4% with maximum intima-media thickness, 9.5% with carotid plaque thickness, and 14.2% with carotid plaque area. It increased to 16.1%, 16.6%, and 16.6% (P < 0.0001) by adding measurements from 4 bifurcations: NBP, total plaque thickness, and total plaque area, respectively. CONCLUSIONS NBP, total plaque thickness, or total plaque area from both the carotid and common femoral bifurcations provides a better prediction of future ASCVE than measurements from a single site. The results need to be validated in an independent cohort.
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Jiang M, Zhao Y, Chiu B. Segmentation of common and internal carotid arteries from 3D ultrasound images based on adaptive triple loss. Med Phys 2021; 48:5096-5114. [PMID: 34309866 DOI: 10.1002/mp.15127] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2021] [Revised: 07/09/2021] [Accepted: 07/12/2021] [Indexed: 11/07/2022] Open
Abstract
PURPOSE Vessel wall volume (VWV) and localized vessel-wall-plus-plaque thickness (VWT) measured from three-dimensional (3D) ultrasound (US) carotid images are sensitive to anti-atherosclerotic effects of medical/dietary treatments. VWV and VWT measurements require the lumen-intima (LIB) and media-adventitia boundaries (MAB) at the common and internal carotid arteries (CCA and ICA). However, most existing segmentation techniques were capable of segmenting the CCA only. An approach capable of segmenting the MAB and LIB from the CCA and ICA was required to accelerate VWV and VWT quantification. METHODS Segmentation for CCA and ICA was performed independently using the proposed two-channel U-Net, which was driven by a novel loss function known as the adaptive triple Dice loss (ADTL) function. The training set was augmented by interpolating manual segmentation along the longitudinal direction, thereby taking continuity of the artery into account. A test-time augmentation (TTA) approach was applied, in which segmentation was performed three times based on the input axial images and its flipped versions; the final segmentation was generated by pixel-wise majority voting. RESULTS Experiments involving 224 3DUS volumes produce a Dice similarity coefficient (DSC) of 95.1% ± 4.1% and 91.6% ± 6.6% for the MAB and LIB, in the CCA, respectively, and 94.2% ± 3.3% and 89.0% ± 8.1% for the MAB and LIB, in the ICA, respectively. TTA and ATDL independently contributed to a statistically significant improvement to all boundaries except the LIB in ICA. CONCLUSIONS The proposed two-channel U-Net with ADTL and TTA can segment the CCA and ICA accurately and efficiently from the 3DUS volume. Our approach has the potential to accelerate the transition of 3DUS measurements of carotid atherosclerosis to clinical research.
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Affiliation(s)
- Mingjie Jiang
- Department of Electrical Engineering, City University of Hong Kong, Hong Kong, Hong Kong
| | - Yuan Zhao
- Department of Electrical Engineering, City University of Hong Kong, Hong Kong, Hong Kong
| | - Bernard Chiu
- Department of Electrical Engineering, City University of Hong Kong, Hong Kong, Hong Kong
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Increased blood pressure is associated with increased carotid artery intima-media thickness in children with repaired coarctation of the aorta. J Hypertens 2020; 37:1689-1698. [PMID: 30950974 DOI: 10.1097/hjh.0000000000002077] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
OBJECTIVES The intima-media thickness of the common carotid artery (cIMT) is a good noninvasive surrogate marker for cardiovascular disease. Regular cIMT monitoring in children with congenital heart disease has great potential. We sought to determine which anthropomorphic and haemodynamic variables were significantly associated with the cIMT in paediatric patients with obesity and children with repaired coarctation of the aorta (CoA). METHODS We measured the cIMT in 143 children aged 5 to less than 18 years including normal weight controls (n = 44), children with overweight/obesity (n = 73) and children with repaired CoA (n = 26). cIMT was compared and the association between the cIMT and patient characteristics, including obesity and blood pressure (BP), was investigated. RESULTS BMI z score, sex and the presence of CoA were significant independent predictors of cIMT. The cIMT was significantly greater in children with overweight/obesity (0.53 ± 0.06 mm) relative to normal weight controls (0.51 ± 0.04 mm), as well as in CoA patients with abnormally high BP (0.57 ± 0.08 mm) versus CoA patients with normal BP (0.52 ± 0.05 mm) and controls (0.51 ± 0.04 mm). CoA patients with normal BP did not have significantly increased cIMT. CONCLUSION cIMT was positively associated with BMI z score, male sex and CoA repair in children. The increased cIMT in children with repaired CoA was because of those with abnormally high BP, which was masked in clinic for most of these patients. These findings warrant further investigations into the cIMT and other atherosclerotic risk factors to determine their potential clinical impact in these highly susceptible patients.
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Ammirati E, Moroni F, Magnoni M, Rocca MA, Anzalone N, Cacciaguerra L, Di Terlizzi S, Villa C, Sizzano F, Palini A, Scotti I, Besana F, Spagnolo P, Rimoldi OE, Chiesa R, Falini A, Filippi M, Camici PG. Progression of brain white matter hyperintensities in asymptomatic patients with carotid atherosclerotic plaques and no indication for revascularization. Atherosclerosis 2019; 287:171-178. [DOI: 10.1016/j.atherosclerosis.2019.04.230] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2019] [Revised: 04/08/2019] [Accepted: 04/30/2019] [Indexed: 12/29/2022]
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Golan R, Shai I, Gepner Y, Harman-Boehm I, Schwarzfuchs D, Spence JD, Parraga G, Buchanan D, Witkow S, Friger M, Liberty IF, Sarusi B, Ben-Avraham S, Sefarty D, Bril N, Rein M, Cohen N, Ceglarek U, Thiery J, Stumvoll M, Blüher M, Stampfer MJ, Rudich A, Henkin Y. Effect of wine on carotid atherosclerosis in type 2 diabetes: a 2-year randomized controlled trial. Eur J Clin Nutr 2018; 72:871-878. [PMID: 29379143 DOI: 10.1038/s41430-018-0091-4] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2017] [Revised: 12/28/2017] [Accepted: 12/29/2017] [Indexed: 12/19/2022]
Abstract
BACKGROUND/OBJECTIVES The progression of carotid-plaque volume in patients with type 2 diabetes is common. Previous observational studies showed an association between moderate alcohol and reduced risk of coronary disease. We examined whether consuming moderate wine affects the progression of carotid atherosclerosis. SUBJECTS/METHODS In the CASCADE (CArdiovaSCulAr Diabetes and Ethanol), a 2-year randomized controlled trial, we randomized abstainers with type 2 diabetes were to drink 150 ml of either red wine, white wine, or water, provided for 2 years. In addition, groups were guided to maintain a Mediterranean diet. We followed 2-year changes in carotid total plaque volume (carotid-TPV) and carotid vessel wall volume (carotid-VWV), using three-dimensional ultrasound. RESULTS Carotid images were available from 174 of the 224 CASCADE participants (67% men; age = 59 yr; HbA1C = 6.8%). Forty-five percent had detectable plaque at baseline. After 2 years, no significant progression in carotid-TPV was observed (water, -1.4 (17.0) mm3, CI (-2.7, 5.5), white-wine, -1.2 (16.9) mm3, CI (-3.8, 6.2), red wine, -1.3 (17.6) mm3, CI (-3.4, 6.0; p = 0.9 between groups)). In post hoc analysis, we divided the 78 participants with detectable baseline carotid plaque into tertiles. Those with the higher baseline plaque burden, whom were assigned to drink wine, reduced their plaque volume significantly after 2 years, as compared to baseline. Two-year reductions in Apo(B)/Apo(A) ratio(s) were independently associated with regression in carotid-TPV (β = 0.4; p < 0.001). Two-year decreases in systolic blood pressure were independently associated with regression in carotid-VWV (β = 0.2; p = 0.005). CONCLUSIONS No progression in carotid-TPV was observed. In subgroup analyses, those with the greatest plaque burden assigned to drink wine may have had a small regression of plaque burden.
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Affiliation(s)
- Rachel Golan
- Ben-Gurion University of the Negev, Beer Sheva, Israel.
| | - Iris Shai
- Ben-Gurion University of the Negev, Beer Sheva, Israel
| | - Yftach Gepner
- Ben-Gurion University of the Negev, Beer Sheva, Israel
| | | | | | - J David Spence
- Robarts Research Institute, University of Western Ontario, London, ON, Canada
| | - Grace Parraga
- Robarts Research Institute, University of Western Ontario, London, ON, Canada
| | - Dan Buchanan
- Robarts Research Institute, University of Western Ontario, London, ON, Canada
| | - Shula Witkow
- Soroka University Medical Center, Beer-Sheva, Israel
| | | | | | | | | | - Dana Sefarty
- Ben-Gurion University of the Negev, Beer Sheva, Israel
| | - Nitzan Bril
- Ben-Gurion University of the Negev, Beer Sheva, Israel
| | - Michal Rein
- Ben-Gurion University of the Negev, Beer Sheva, Israel
| | - Noa Cohen
- Ben-Gurion University of the Negev, Beer Sheva, Israel
| | - Uta Ceglarek
- Department of Medicine, University of Leipzig, Leipzig, Germany
| | - Joachim Thiery
- Department of Medicine, University of Leipzig, Leipzig, Germany
| | | | - Matthias Blüher
- Department of Medicine, University of Leipzig, Leipzig, Germany
| | - Meir J Stampfer
- Department of Medicine, Channing Laboratory, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.,Departments of Epidemiology and Nutrition, Harvard School of Public Health, Boston, MA, USA
| | - Assaf Rudich
- Ben-Gurion University of the Negev, Beer Sheva, Israel
| | - Yaakov Henkin
- Soroka University Medical Center, Beer-Sheva, Israel
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Calogero E, Fabiani I, Pugliese NR, Santini V, Ghiadoni L, Di Stefano R, Galetta F, Sartucci F, Penno G, Berchiolli R, Ferrari M, Cioni D, Napoli V, De Caterina R, Di Bello V, Caramella D. Three-Dimensional Echographic Evaluation of Carotid Artery Disease. J Cardiovasc Echogr 2018; 28:218-227. [PMID: 30746325 PMCID: PMC6341847 DOI: 10.4103/jcecho.jcecho_57_18] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
The introduction of three-dimensional echography (3D echo) in vascular field is not recent, but it still remains a seldom-used technique because of the costs of ultrasound probe and the need of dedicated laboratories. Therefore, despite significant prognostic implications, the high diagnostic accuracy in plaque definition, and the relative ease of use, 3D echo in vascular field is a niche technique. The purpose of this review is mainly clinical and intends to demonstrate the potential strength of a 3D approach, including technical aspects, in order to present to clinicians and imagers the appealing aspects of a noninvasive and radiation-free methodology with relevant diagnostic and prognostic correlates in the assessment of carotid atherosclerosis. A comprehensive literature search (since 1990s to date) using the PubMed, MEDLINE, and Cochrane libraries databases has been conducted. Articles written in English have been assessed, including reviews, clinical trials, meta-analyses, and interventional/observational studies. Manual cross-referencing was also performed, and relevant references from selected articles were reviewed. The search was limited to studies conducted in humans. Search terms, retrieved also with PubMed Advanced search and AND/OR Boolean operators (mainly in title and abstract), included three-dimensional, echo, stroke/transient ischemic attack, predictors, carotid, imaging, and biomarkers.
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Affiliation(s)
- Enrico Calogero
- Department of Medical, Surgical, Molecular and Critical Area Pathology, Pisa University, Pisa, Italy.,Department of Cardiac, Thoracic and Vascular, Pisa University, Pisa, Italy
| | - Iacopo Fabiani
- Department of Medical, Surgical, Molecular and Critical Area Pathology, Pisa University, Pisa, Italy.,Department of Cardiac, Thoracic and Vascular, Pisa University, Pisa, Italy
| | - Nicola Riccardo Pugliese
- Department of Medical, Surgical, Molecular and Critical Area Pathology, Pisa University, Pisa, Italy.,Department of Cardiac, Thoracic and Vascular, Pisa University, Pisa, Italy
| | - Veronica Santini
- Department of Clinical and Experimental Medicine, Pisa University, Pisa, Italy
| | - Lorenzo Ghiadoni
- Department of Clinical and Experimental Medicine, Pisa University, Pisa, Italy
| | - Rossella Di Stefano
- Department of Medical, Surgical, Molecular and Critical Area Pathology, Pisa University, Pisa, Italy.,Department of Cardiac, Thoracic and Vascular, Pisa University, Pisa, Italy
| | - Fabio Galetta
- Department of Clinical and Experimental Medicine, Pisa University, Pisa, Italy
| | - Ferdinando Sartucci
- Department of Clinical and Experimental Medicine, Pisa University, Pisa, Italy
| | - Giuseppe Penno
- Department of Clinical and Experimental Medicine, Pisa University, Pisa, Italy
| | - Raffaella Berchiolli
- Department of Translational Research and New Technologies in Medicine and Surgery, Pisa University, Pisa, Italy
| | - Mauro Ferrari
- Department of Translational Research and New Technologies in Medicine and Surgery, Pisa University, Pisa, Italy
| | - Dania Cioni
- Department of Translational Research and New Technologies in Medicine and Surgery, Pisa University, Pisa, Italy
| | - Vinicio Napoli
- Department of Translational Research and New Technologies in Medicine and Surgery, Pisa University, Pisa, Italy
| | - Raffaele De Caterina
- Department of Medical, Surgical, Molecular and Critical Area Pathology, Pisa University, Pisa, Italy.,Department of Cardiac, Thoracic and Vascular, Pisa University, Pisa, Italy
| | - Vitantonio Di Bello
- Department of Medical, Surgical, Molecular and Critical Area Pathology, Pisa University, Pisa, Italy.,Department of Cardiac, Thoracic and Vascular, Pisa University, Pisa, Italy
| | - Davide Caramella
- Department of Translational Research and New Technologies in Medicine and Surgery, Pisa University, Pisa, Italy
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Cheng J, Ukwatta E, Shavakh S, Chow TWS, Parraga G, Spence JD, Chiu B. Sensitive three-dimensional ultrasound assessment of carotid atherosclerosis by weighted average of local vessel wall and plaque thickness change. Med Phys 2017; 44:5280-5292. [PMID: 28782187 DOI: 10.1002/mp.12507] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2017] [Revised: 07/17/2017] [Accepted: 07/19/2017] [Indexed: 11/10/2022] Open
Abstract
PURPOSE Vitamin B deficiency has been identified as a risk factor for vascular events. However, the reduction of vascular events was not shown in large randomized controlled trials evaluating B-Vitamin therapy. There is an important requirement to develop sensitive biomarkers to be used as efficacy targets for B-Vitamin therapy as well as other dietary treatments and lifestyle regimes that are being developed. Carotid vessel-wall-plus-plaque thickness change (VWT-Change) measured from 3D ultrasound has been shown to be sensitive to atorvastatin therapies in previous studies. However, B-Vitamin treatment is expected to confer a smaller beneficial effect in carotid atherosclerosis than the strong dose of atorvastatin. This paper introduces a sensitive atherosclerosis biomarker based on the weighted mean VWT-Change measurement from 3D ultrasound with a purpose to detect statistically significant effect of B-Vitamin therapy. METHODS Of the 56 subjects analyzed in this study, 27 were randomized to receive a B-Vitamin tablet daily and 29 received a placebo tablet daily. Participants were scanned at baseline and 1.9 ± 0.8 yr later. The 3D VWT map at each scanning session was computed by matching the outer wall and lumen surfaces on a point-by-point basis. The 3D annual VWT-Change maps were obtained by first registering the 3D VWT maps obtained at the baseline and follow-up scanning sessions, and then taking the point-wise difference in VWT and dividing the result by the years elapsed from the baseline to the follow-up scanning session. The 3D VWT-Change maps constructed for all patients were mapped to a 2D carotid template to adjust for the anatomic variability of the arteries. A weight at each point of the carotid template was assigned based on the degree of correlation between the VWT-Change measurements exhibited at that point and the treatment received (i.e., B-Vitamin or placebo) quantified by mutual information. The weighted mean of VWT-Change for each patient, denoted by ΔVWT¯Weighted, was computed according to this weight. T-tests were performed to compare the sensitivity of ΔVWT¯Weighted with existing biomarkers in detecting treatment effects. These biomarkers included changes in intima-media thickness (IMT), total plaque area (TPA), vessel wall volume (VWV), unweighted average of VWT-Change (ΔVWT¯) and a previously described biomarker, denoted by ΔVWT¯S, that quantifies the mean VWT-Change specific to regions of interest identified by a feature selection algorithm. RESULTS Among the six biomarkers evaluated, the effect of B Vitamins was detected only by ΔVWT¯Weighted in this cohort (P=4.4×10-3). The sample sizes per treatment group required to detect an effect as large as exhibited in this study were 139, 178, 41 for ΔVWV, ΔVWT¯ and ΔVWT¯Weighted respectively. CONCLUSION The proposed weighted mean of VWT-Change is more sensitive than existing biomarkers in detecting treatment effects. This measurement tool will allow for many proof-of-principal studies to be performed for various novel treatments before a more costly study involving a larger population is held to validate the results.
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Affiliation(s)
- Jieyu Cheng
- Department of Electronic Engineering, City University of Hong Kong, Kowloon Tong, Hong Kong
| | - Eranga Ukwatta
- Department of Systems and Computer Engineering, Carleton University, Ottawa, Ontario, Canada
| | - Shadi Shavakh
- Imaging Research Laboratories, Robarts Research Institute, London, Ontario, Canada
| | - Tommy W S Chow
- Department of Electronic Engineering, City University of Hong Kong, Kowloon Tong, Hong Kong
| | - Grace Parraga
- Imaging Research Laboratories, Robarts Research Institute, London, Ontario, Canada
| | - J David Spence
- Stroke Prevention and Atherosclerosis Research Centre, Robarts Research Institute, London, Ontario, Canada
| | - Bernard Chiu
- Department of Electronic Engineering, City University of Hong Kong, Kowloon Tong, Hong Kong
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Chen Y, Chiu B. Correspondence optimization in 2D standardized carotid wall thickness map by description length minimization: A tool for increasing reproducibility of 3D ultrasound-based measurements. Med Phys 2016; 43:6474. [DOI: 10.1118/1.4966702] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
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12
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Abstract
Measurement of plaque burden is different from measurement of carotid intima-media thickness (IMT). Carotid total plaque area is a stronger predictor of cardiovascular risk than IMT, and in contrast to progression of IMT, which does not predict cardiovascular events, progression of total plaque area and total plaque volume strongly predict cardiovascular events. Measurement of plaque burden is useful in genetic research, and in evaluation of new therapies for atherosclerosis. Perhaps more importantly, it can be used for management of patients. A strategy called "treating arteries instead of treating risk factors" markedly reduces risk among patients with asymptomatic carotid stenosis.
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Affiliation(s)
- J David Spence
- Stroke Prevention and Atherosclerosis Research Centre, Robarts Research Institute, Western University, London, Ontario N6G 2V4, Canada.
| | - Grace Parraga
- Imaging Research Laboratories, Department of Medical Biophysics, Robarts Research Institute, Western University, London, Ontario, Canada
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Imam YZ, D'Souza A, Malik RA, Shuaib A. Secondary Stroke Prevention: Improving Diagnosis and Management with Newer Technologies. Transl Stroke Res 2016; 7:458-477. [PMID: 27586681 DOI: 10.1007/s12975-016-0494-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2016] [Revised: 08/08/2016] [Accepted: 08/15/2016] [Indexed: 12/22/2022]
Abstract
Treatment of hypertension, diabetes, high cholesterol, smoking cessation, and healthy lifestyle have all contributed to the decline in the incidence of vascular disease over the last several decades. Patients who suffer an acute stroke are at a high risk for recurrence. Introduction of newer technologies and their wider use allows for better identification of patients in whom the risk of recurrence following an acute stroke may be very high. Traditionally, the major focus for diagnosis and management has focused on patient history, examination, imaging for carotid stenosis/occlusion, and detection of AF and paroxysmal AF (PAF) with 24-48 h cardiac monitoring. This review focuses on the usefulness of three newer investigative tools that are becoming widely available and lead to better prevention. Continuous ambulatory blood pressure measurements for 24 h or longer and 3D Doppler measures of the carotid arteries provide key useful information on the state of vascular health and enhance our ability to monitor the response to preventive therapies. Furthermore, the detection of PAF can be significantly improved with prolonged cardiac monitoring for 3 weeks or longer, enabling the initiation of appropriate prevention therapy. This review will focus on the potential impact and importance of these emerging technologies on the prevention of recurrent stroke in high-risk patients.
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Affiliation(s)
- Yahia Z Imam
- Neuroscience Institute, Hamad Medical Corporation, Doha, Qatar.,Weill Cornell Medicine in Qatar, Doha, Qatar
| | | | - Rayaz A Malik
- University of Manchester, Manchester, UK.,Weill Cornell Medicine in Qatar, Doha, Qatar
| | - Ashfaq Shuaib
- Neuroscience Institute, Hamad Medical Corporation, Doha, Qatar. .,Division of Neurology, Department of Medicine, University of Alberta, Edmonton, Canada.
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Cheng J, Pike D, Chow TWS, Kirby M, Parraga G, Chiu B. Three-dimensional ultrasound measurements of carotid vessel wall and plaque thickness and their relationship with pulmonary abnormalities in ex-smokers without airflow limitation. Int J Cardiovasc Imaging 2016; 32:1391-1402. [DOI: 10.1007/s10554-016-0931-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/24/2016] [Accepted: 06/21/2016] [Indexed: 11/29/2022]
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15
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Croca S, Bassett P, Chambers S, Davari M, Alber KF, Leach O, Ioannou Y, Giles I, Isenberg D, Rahman A. IgG anti-apolipoprotein A-1 antibodies in patients with systemic lupus erythematosus are associated with disease activity and corticosteroid therapy: an observational study. Arthritis Res Ther 2015; 17:26. [PMID: 25890187 PMCID: PMC4354753 DOI: 10.1186/s13075-015-0539-z] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2014] [Accepted: 01/23/2015] [Indexed: 12/31/2022] Open
Abstract
INTRODUCTION IgG anti-apolipoprotein A-1 (IgG anti-apoA-1) antibodies are present in patients with systemic lupus erythematosus (SLE) and may link inflammatory disease activity and the increased risk of developing atherosclerosis and cardiovascular disease (CVD) in these patients. We carried out a rigorous analysis of the associations between IgG anti-apoA-1 levels and disease activity, drug therapy, serology, damage, mortality and CVD events in a large British SLE cohort. METHODS Serum IgG anti-apoA-1 levels were measured in 100 healthy controls to define a cut-off for positivity. In 499 patients with SLE we obtained the earliest stored serum sample from their disease course and measured IgG anti-apoA-1 level. We then examined associations between IgG anti-apoA-1 positivity in early disease and the development of damage, CVD or death over a mean follow-up period of 12.1 years in these patients. In a separate study, we measured IgG anti-apoA-1 levels in 397 samples taken longitudinally from 49 patients with SLE over a mean period of 89 months of fluctuating disease activity and carried out multi-variable analysis to examine the demographic, serological, disease activity and treatment factors associated with IgG anti-apoA-1 level over time. RESULTS In the longitudinal study, IgG anti-apoA-1 levels were significantly higher in patients with persistently active disease, those on high dose corticosteroid and those not taking hydroxychloroquine. Of the 499 subjects who had early disease IgG anti-apoA-1 levels measured, 135 (27%) were positive. However, we found no convincing associations between early IgG anti-apoA-1 positivity and development of damage, mortality or CVD. CONCLUSIONS IgG anti-apoA-1 developed early in a quarter of our patients with SLE, but this had no major impact on subsequent clinical outcomes. However, levels of IgG anti-apoA-1 vary over time and are associated with disease activity, treatment with high dose corticosteroid and not taking hydroxychloroquine.
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Affiliation(s)
- Sara Croca
- Centre for Rheumatology Research, University College London, 5 University Street, London, WC1E 6JF, UK.
| | - Paul Bassett
- Joint Research Office, UCL/University College London Hospital (UCLH)/Royal Free Hospital, Pond Street, London, NW3 2QG, UK.
| | - Sharon Chambers
- Centre for Rheumatology Research, University College London, 5 University Street, London, WC1E 6JF, UK.
| | - Maria Davari
- Centre for Rheumatology Research, University College London, 5 University Street, London, WC1E 6JF, UK.
| | - Karim Fouad Alber
- Centre for Rheumatology Research, University College London, 5 University Street, London, WC1E 6JF, UK.
| | - Oliver Leach
- Centre for Rheumatology Research, University College London, 5 University Street, London, WC1E 6JF, UK.
| | - Yiannis Ioannou
- Centre for Rheumatology Research, University College London, 5 University Street, London, WC1E 6JF, UK. .,Arthritis Research UK Centre for Adolescent Rheumatology (UCL/UCLH/Great Ormond Street Hospital), 5 University Street, London, WC1E 6JF, UK.
| | - Ian Giles
- Centre for Rheumatology Research, University College London, 5 University Street, London, WC1E 6JF, UK.
| | - David Isenberg
- Centre for Rheumatology Research, University College London, 5 University Street, London, WC1E 6JF, UK. .,Arthritis Research UK Centre for Adolescent Rheumatology (UCL/UCLH/Great Ormond Street Hospital), 5 University Street, London, WC1E 6JF, UK.
| | - Anisur Rahman
- Centre for Rheumatology Research, University College London, 5 University Street, London, WC1E 6JF, UK.
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Ruiz-Ares G, Fuentes B, Martínez-Sánchez P, Díez-Tejedor E. A prediction model for unstable carotid atheromatous plaque in acute ischemic stroke patients: proposal and internal validation. ULTRASOUND IN MEDICINE & BIOLOGY 2014; 40:1958-1965. [PMID: 25023112 DOI: 10.1016/j.ultrasmedbio.2014.04.015] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/28/2013] [Revised: 04/14/2014] [Accepted: 04/21/2014] [Indexed: 06/03/2023]
Abstract
The aim of this prospective study was to analyze the utility of a gray-scale median (GSM) system for identifying unstable plaques and to design and validate a prediction model for unstable plaques in symptomatic atheromatous carotid arteries. Fifty-two patients with non-cardioembolic cerebral infarction were included in the study. The receiver operating characteristic analysis revealed 76% sensitivity and 82% specificity for a GSM of 29 (p < 0.001) as a cutoff point for unstable plaques. A logistic regression model indicated that a GSM <29, male gender and not having been treated with angiotensin-converting enzyme inhibitors were independently associated with an unstable plaque classification. A probability model for unstable plaques was achieved by combining the strength of each variable (high blood pressure, hypercholesterolemia, smoking, previous stroke, anti-hypertensive drugs, calcium channel blockers, intima-media thickness). The model was tested with receiver operating characteristic curve analysis (p < 0.001) and validated by the leave-one-out cross-validation method (p < 0.001). The prediction model based on a GSM <29, male gender and not having been treated with angiotensin-converting enzyme inhibitors resulted in a probable unstable plaque assessment.
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Affiliation(s)
- Gerardo Ruiz-Ares
- Department of Neurology, Stroke Center, La Paz University Hospital, IdiPAZ Health Research Institute, Universidad Autónoma de Madrid, Madrid, Spain
| | - Blanca Fuentes
- Department of Neurology, Stroke Center, La Paz University Hospital, IdiPAZ Health Research Institute, Universidad Autónoma de Madrid, Madrid, Spain
| | - Patricia Martínez-Sánchez
- Department of Neurology, Stroke Center, La Paz University Hospital, IdiPAZ Health Research Institute, Universidad Autónoma de Madrid, Madrid, Spain
| | - Exuperio Díez-Tejedor
- Department of Neurology, Stroke Center, La Paz University Hospital, IdiPAZ Health Research Institute, Universidad Autónoma de Madrid, Madrid, Spain.
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17
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Pike D, Kirby M, Lindenmaier TJ, Sheikh K, Neron CE, Hackam DG, Spence JD, Fenster A, Paterson NAM, Sin DD, Coxson HO, McCormack DG, Parraga G. Pulmonary Abnormalities and Carotid Atherosclerosis in Ex-Smokers without Airflow Limitation. COPD 2014; 12:62-70. [DOI: 10.3109/15412555.2014.908833] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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19
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Pike D, Lindenmaier TJ, Sin DD, Parraga G. Imaging evidence of the relationship between atherosclerosis and chronic obstructive pulmonary disease. ACTA ACUST UNITED AC 2014. [DOI: 10.2217/iim.13.70] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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20
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Ukwatta E, Yuan J, Buchanan D, Chiu B, Awad J, Qiu W, Parraga G, Fenster A. Three-dimensional segmentation of three-dimensional ultrasound carotid atherosclerosis using sparse field level sets. Med Phys 2013; 40:052903. [PMID: 23635296 DOI: 10.1118/1.4800797] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Abstract
PURPOSE Three-dimensional ultrasound (3DUS) vessel wall volume (VWV) provides a 3D measurement of carotid artery wall remodeling and atherosclerotic plaque and is sensitive to temporal changes of carotid plaque burden. Unfortunately, although 3DUS VWV provides many advantages compared to measurements of arterial wall thickening or plaque alone, it is still not widely used in research or clinical practice because of the inordinate amount of time required to train observers and to generate 3DUS VWV measurements. In this regard, semiautomated methods for segmentation of the carotid media-adventitia boundary (MAB) and the lumen-intima boundary (LIB) would greatly improve the time to train observers and for them to generate 3DUS VWV measurements with high reproducibility. METHODS The authors describe a 3D algorithm based on a modified sparse field level set method for segmenting the MAB and LIB of the common carotid artery (CCA) from 3DUS images. To the authors' knowledge, the proposed algorithm is the first direct 3D segmentation method, which has been validated for segmenting both the carotid MAB and the LIB from 3DUS images for the purpose of computing VWV. Initialization of the algorithm requires the observer to choose anchor points on each boundary on a set of transverse slices with a user-specified interslice distance (ISD), in which larger ISD requires fewer user interactions than smaller ISD. To address the challenges of the MAB and LIB segmentations from 3DUS images, the authors integrated regional- and boundary-based image statistics, expert initializations, and anatomically motivated boundary separation into the segmentation. The MAB is segmented by incorporating local region-based image information, image gradients, and the anchor points provided by the observer. Moreover, a local smoothness term is utilized to maintain the smooth surface of the MAB. The LIB is segmented by constraining its evolution using the already segmented surface of the MAB, in addition to the global region-based information and the anchor points. The algorithm-generated surfaces were sliced and evaluated with respect to manual segmentations on a slice-by-slice basis using 21 3DUS images. RESULTS The authors used ISD of 1, 2, 3, 4, and 10 mm for algorithm initialization to generate segmentation results. The algorithm-generated accuracy and intraobserver variability results are comparable to the previous methods, but with fewer user interactions. For example, for the ISD of 3 mm, the algorithm yielded an average Dice coefficient of 94.4% ± 2.2% and 90.6% ± 5.0% for the MAB and LIB and the coefficient of variation of 6.8% for computing the VWV of the CCA, while requiring only 1.72 min (vs 8.3 min for manual segmentation) for a 3DUS image. CONCLUSIONS The proposed 3D semiautomated segmentation algorithm yielded high-accuracy and high-repeatability, while reducing the expert interaction required for initializing the algorithm than the previous 2D methods.
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Affiliation(s)
- E Ukwatta
- Biomedical Engineering Graduate Program and Robarts Research Institute, The University of Western Ontario, London, Ontario N6A 3K7, Canada.
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Lindenmaier TJ, Buchanan DN, Pike D, Hartley T, Reid RD, Spence JD, Chan R, Sharma M, Prior PL, Suskin N, Parraga G. One, two and three-dimensional ultrasound measurements of carotid atherosclerosis before and after cardiac rehabilitation: preliminary results of a randomized controlled trial. Cardiovasc Ultrasound 2013; 11:39. [PMID: 24195609 PMCID: PMC4228366 DOI: 10.1186/1476-7120-11-39] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/09/2013] [Accepted: 11/04/2013] [Indexed: 01/10/2023] Open
Abstract
Background It is still not known how patients who are post-transient ischemic attack (TIA) or post-stroke might benefit from prospectively planned comprehensive cardiac rehabilitation (CCR). In this pilot evaluation of a larger ongoing randomized-controlled-trial, we evaluated ultrasound (US) measurements of carotid atherosclerosis in subjects following TIA or mild non-disabling stroke and their relationship with risk factors before and after 6-months of CCR. Methods Carotid ultrasound (US) measurements of one-dimensional intima-media-thickness (IMT), two-dimensional total-plaque-area (TPA), three-dimensional total-plaque-volume (TPV) and vessel-wall-volume (VWV) were acquired before and after 6-months CCR for 39 subjects who had previously experienced a TIA and provided written informed consent to participate in this randomized controlled trial. We maintained blinding for this ongoing study by representing treatment and control groups as A or B, although we did not identify which of A or B was treatment or control. Carotid IMT, TPA, TPV and VWV were measured before and after CCR as were changes in body mass index (BMI), total cholesterol (TC), high-density lipoprotein (HDL), low-density lipoprotein (LDL), triglycerides (TG), systolic blood pressure (SBP) and diastolic blood pressure (DBP). Results There were no significant differences in US measurements or risk factors between groups A and B. There was no significant change in carotid ultrasound measurements for group A (IMT, p = .728; TPA, p = .629; TPV, p = .674; VWV, p = .507) or B (IMT, p = .054; TPA, p = .567; TPV, p = .773; VWV, p = .431) at the end of CCR. There were significant but weak-to-moderate correlations between IMT and VWV (r = 0.25, p = .01), IMT and TPV (r = 0.21, p = .01), TPV and TPA (r = 0.60, p < .0001) and VWV and TPV (r = 0.22, p = .02). Subjects with improved TC/HDL ratios showed improved carotid VWV although, this was not statistically significant. Conclusion In this preliminary evaluation, there were no significant differences in carotid US measurements in the control or CCR group; a larger sample size and/or longer duration is required to detect significant changes in US or other risk factor measurements.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | - Grace Parraga
- Imaging Research Laboratories, Robarts Research Institute, 1151 Richmond St, London, ON N6A 5B7, Canada.
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Buchanan DN, Lindenmaier T, McKay S, Bureau Y, Hackam DG, Fenster A, Parraga G. The relationship of carotid three-dimensional ultrasound vessel wall volume with age and sex: comparison to carotid intima-media thickness. ULTRASOUND IN MEDICINE & BIOLOGY 2012; 38:1145-1153. [PMID: 22579542 DOI: 10.1016/j.ultrasmedbio.2012.02.013] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/09/2011] [Revised: 01/18/2012] [Accepted: 02/16/2012] [Indexed: 05/31/2023]
Abstract
The relationship of three-dimensional ultrasound (3DUS)-derived carotid vessel wall volume (VWV) was evaluated with respect to age and sex. B-mode and 3DUS images were acquired for 316 subjects from diverse groups including obese primary prevention, diabetic nephropathy, renal transplant and rheumatoid arthritis populations. The relationship for intima-media thickness (IMT) and VWV with age and sex were determined using Pearson-product-moment correlations. Mean IMT (r = 0.18, p = 0.001) and VWV (r = 0.24, p < 0.01) correlated modestly with age. There were modest correlations in males (IMT, r = 0.19, p = 0.003; VWV, r = 0.34, p < 0.001) and in females for IMT and age (r = 0.30, p = 0.007) but not between 3DUS VWV and age in females (r = 0.10, p = 0.4). Significant associations between plaque and VWV (r = 0.36, p = 0.001) but not IMT suggest different correlations in females that may be attributed to plaque.
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Affiliation(s)
- Daniel N Buchanan
- Imaging Research Laboratories, Robarts Research Institute, London, Ontario, Canada
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Bots ML, den Ruijter HM. Variability in the intima-media thickness measurement as marker for cardiovascular risk? Not quite settled yet. Cardiovasc Diagn Ther 2012; 2:3-5. [PMID: 24282690 DOI: 10.3978/j.issn.2223-3652.2012.01.06] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2012] [Accepted: 01/20/2012] [Indexed: 11/14/2022]
Affiliation(s)
- Michiel L Bots
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands
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Qin X, Xu M, Zhang Y, Li J, Xu X, Wang X, Xu X, Huo Y. Effect of folic acid supplementation on the progression of carotid intima-media thickness: a meta-analysis of randomized controlled trials. Atherosclerosis 2011; 222:307-13. [PMID: 22209480 DOI: 10.1016/j.atherosclerosis.2011.12.007] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2011] [Revised: 12/02/2011] [Accepted: 12/05/2011] [Indexed: 11/18/2022]
Abstract
OBJECTIVES We conducted a meta-analysis of relevant randomized trials to assess whether folic acid supplementation reduces the progression of atherosclerosis as measured by carotid intima-media thickness (CIMT). METHODS This analysis included 2052 subjects from ten folic acid randomized trials with the change in CIMT reported as one of the end points. Summary estimates of weighted mean differences (WMDs) and 95% CIs were obtained by using random-effect models. Meta-regression and subgroup analyses were performed to identify the source of heterogeneity. RESULTS Our analysis showed that folic acid supplementation significantly reduces the progression of CIMT (WMD: -0.04 mm; 95%CI: -0.07, -0.02; P<0.001), particularly in subjects with chronic kidney disease (CKD) (WMD: -0.16 mm; 95%CI: -0.26, -0.07; P=0.0006) or high cardiovascular disease (CVD) risk (WMD: -0.05 mm; 95%CI: -0.11, 0.00; P=0.06) but not in subjects who were generally healthy with only elevated homocysteine concentrations (WMD:0.00 mm; 95%CI: -0.01, 0.01; P=0.35). Furthermore, meta-regression analysis of the data showed that the baseline CIMT levels (P=0.011) and the percent reduction of homocysteine (P<0.001) were positively related to the effect size. Consistently, a greater beneficial effect was seen in those trials with baseline CIMT levels ≥0.8 mm (WMD: -0.14 mm; 95%CI: -0.19, -0.08; P<0.0001), and a reduction in the homocysteine concentration ≥30% (WMD: -0.22 mm; 95%CI: -0.38, -0.06; P=0.009). In the corresponding comparison groups, the effect sizes were attenuated and insignificant. CONCLUSIONS Our findings indicate that folic acid supplementation is effective in reducing the progression of CIMT, particularly in subjects with CKD or high CVD risk and among trials with higher baseline CIMT levels or a larger homocysteine reduction.
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Affiliation(s)
- Xianhui Qin
- Institute of Biomedicine, Anhui Medical University, Hefei, China
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Three-dimensional ultrasound imaging for the evaluation of carotid atherosclerosis. Atherosclerosis 2011; 219:377-83. [DOI: 10.1016/j.atherosclerosis.2011.05.006] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/03/2011] [Revised: 05/04/2011] [Accepted: 05/04/2011] [Indexed: 11/19/2022]
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Vicenzini E, Galloni L, Ricciardi MC, Pro S, Sirimarco G, Pulitano P, Mecarelli O, Di Piero V, Lenzi GL. Advantages and pitfalls of three-dimensional ultrasound imaging of carotid bifurcation. Eur Neurol 2011; 65:309-16. [PMID: 21576967 DOI: 10.1159/000327694] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2010] [Accepted: 03/22/2011] [Indexed: 11/19/2022]
Abstract
OBJECTIVES Several specialists use three-dimensional (3D) ultrasound as adjuvant imaging technique in their clinical practice. It has been applied to study carotid plaque morphology, surface and volume during atherosclerosis progression. Nonetheless, no papers have so far described the use of this technique in conditions different than carotid stenosis, such as bifurcation anatomy changes of the caliber and vessel course modifications. METHODS Patients admitted to our ultrasound laboratory for vascular screening were submitted to standard carotid duplex and to 3D ultrasound reconstruction of the carotid bifurcation. RESULTS Forty normal subjects, 7 patients with caliber alterations (4 carotid bulb ectasia and 3 internal carotid lumen narrowing), 45 patients with course variations (tortuosities and kinking) and 35 patients with internal carotid artery stenosis of various degrees have been investigated. CONCLUSIONS 3D ultrasound is a feasible technique. It can improve carotid axis imaging through a better presentation of caliber variations and vessel course 'at a glance'. 3D ultrasound from the inward flow can provide imaging of the stenosis, but stenosis quantification should always take into account the assessment of plaque morphology and vessel wall.
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Affiliation(s)
- E Vicenzini
- Stroke Unit, Department of Neurology and Psychiatry, Sapienza University of Rome, Rome, Italy.
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Nabavi V, Ahmadi N, Bhatia HS, Flores F, Ebrahimi R, Karlsberg RP, Budoff MJ. Increased carotid wall thickness measured by computed tomography is associated with the presence and severity of coronary artery calcium. Atherosclerosis 2011; 215:103-9. [DOI: 10.1016/j.atherosclerosis.2010.11.034] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2010] [Revised: 11/09/2010] [Accepted: 11/25/2010] [Indexed: 01/07/2023]
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Narshi CB, Giles IP, Rahman A. The endothelium: an interface between autoimmunity and atherosclerosis in systemic lupus erythematosus? Lupus 2010; 20:5-13. [PMID: 21138982 DOI: 10.1177/0961203310382429] [Citation(s) in RCA: 57] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Patients with systemic lupus erythematosus (SLE) have an increased risk of developing cardiovascular disease (CVD). Traditional risk factors fail to fully explain all of this increased risk. As atherosclerosis is recognized as a chronic inflammatory disease, it has been advocated that persistent inflammatory activity in patients with SLE is the principal mechanism that promotes accelerated atherogenesis. Autoantibodies in SLE might contribute to the pathogenesis of atherosclerosis by causing injury to the endothelium and altering the metabolism of lipoproteins involved in atherogenesis. Circulating immune complexes and anti-endothelial cell antibodies can induce expression of a proinflammatory and proadhesive endothelial cell phenotype. Similarly, antiphospholipid antibodies (aPL) may directly activate the endothelium or, via cross-reactivity with other antigens, interfere with lipoprotein metabolism. Antibodies to oxidized low-density lipoprotein (anti-oxLDL) rise with anti-double-stranded DNA antibody titres, complement activation and disease activity scores in patients with SLE. Both clinical and in vitro studies, however, have yielded conflicting results regarding the role of anti-oxLDL and aPL antibodies in CVD. Elevated levels of antibodies to high-density lipoprotein (HDL) and apolipoprotein A1 (the principal protein fraction of HDL) are found in patients with coronary ischaemia. Titres of these antibodies are significantly higher in SLE patients with persistent inflammatory disease and correlate inversely with activity of paraoxonase, a key enzyme that gives HDL its anti-oxidant properties. This review summarizes the evidence that autoantibodies in SLE might contribute to the pathogenesis of atherosclerosis by causing injury to the endothelium and altering the metabolism of lipoproteins involved in atherogenesis.
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Affiliation(s)
- C B Narshi
- UCL Division of Medicine, Centre for Rheumatology Research, London, United Kingdom.
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Lillemark L, Ganz M, Barascuk N, Dam EB, Nielsen M. Growth patterns of abdominal atherosclerotic calcified deposits from lumbar lateral X-rays. Int J Cardiovasc Imaging 2010; 26:751-61. [PMID: 20198511 DOI: 10.1007/s10554-010-9606-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2009] [Accepted: 02/16/2010] [Indexed: 12/01/2022]
Abstract
The aim of this study is to investigate new methods for describing the progression of atherosclerosis based on novel information of the growth patterns of individual abdominal aortic calcifications (AACs) over time. Lateral X-ray images were used due to their low cost, fast examination time, and wide-spread use, which facilitates a large statistical model (n > 100) based on longitudinal data. The examined cohort consisted of 103 post-menopausal women aged 62.4 years (± 7.0 years) with an average number of AACs of (4.7 ± 8.0) at baseline. The subjects had X-ray images taken in 1992-1993 (baseline) and again in 2000-2001 (follow-up). The growth patterns of the individual AACs were derived based on registered baseline and follow-up images. Area, height, width, centre of mass position, and movement of the centre of mass, and upper and lower boundary of the matched AACs were measured. The AACs occurred first, mainly, on the posterior aortic wall. The AACs grew on average 41 in the longitudinal direction and 21 in the radial direction. A correlation of 0.48 (P < 0.001) between growth in width and height of the AACs was present. The centre of mass of the AACs moved 0.60 mm (P < 0.001) downstream in the aorta, on average. The growth patterns of AACs may give new insights into the progression of atherosclerosis. The downstream asymmetry in the growth patterns indicates variability in microscopic environments around the AACs.
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Affiliation(s)
- Lene Lillemark
- Department for Computer Science, University of Copenhagen, Universitetsparken 1, Copenhagen Ø, Denmark.
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Rossi AC, Brands PJ, Hoeks APG. Automatic localization of intimal and adventitial carotid artery layers with noninvasive ultrasound: a novel algorithm providing scan quality control. ULTRASOUND IN MEDICINE & BIOLOGY 2010; 36:467-479. [PMID: 20172448 DOI: 10.1016/j.ultrasmedbio.2009.12.007] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/18/2009] [Revised: 11/28/2009] [Accepted: 12/18/2009] [Indexed: 05/28/2023]
Abstract
Transcutaneous ultrasound measurements of common carotid artery (CCA) diameter and intima-media thickness (IMT) give insight on arterial dynamics and anatomy, both correlating well with atherosclerosis and risk of cardiovascular disease. We propose a novel automatic algorithm to estimate CCA diameter and IMT in ultrasound (US) images, based on separate analysis of anterior and posterior CCA walls and able to distinguish internal (intima-intima) and external (adventitia-adventitia) diameter. The method combines off-line signal- and image-processing techniques to accommodate echo images acquired at a frame rate of 30 Hz and composed directly from RF data, circumventing digital video-grabbing. Segmentation consists of automatic CCA recognition, followed by adventitial delineation performed with a sustain-attack filter with exponentially decaying reference functions. Intimal delineation is then based on the multiscale anisotropic barycenter (MAB), which is an extension of a known delineation method involving the "first order absolute central moment" of the echo amplitude. An automatic measure of the quality of the US beam incidence for each wall is superimosed on the CCA contour overlays for visual feedback. Validation is carried out on 36 US CCA acquisitions from 12 healthy volunteers, as well as on synthetic US images. Results indicate good accuracy on synthetic US images (within 1.3% for diameter and 3% for IMT). The in vivo intra-recording beat-to-beat variations are on average lower than 50 microm for external diameter and IMT, and lower than 100 microm for internal diameter. A comparison with a commercial device (ART.LAB system) shows that the proposed algorithm performs better in terms of inter-recording precision. The beam incidence control significantly improves the repeatability of IMT estimates, and motivates sonographers actively to maintain a proper scan plane throughout the acquisition to minimize the incidence of confounding factors. The method is clinically viable, providing robust estimates of CCA internal and external diameter and IMT waveforms for both CCA walls, even at a low B-mode update rate of 30 Hz.
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Krasinski A, Chiu B, Spence JD, Fenster A, Parraga G. Three-dimensional ultrasound quantification of intensive statin treatment of carotid atherosclerosis. ULTRASOUND IN MEDICINE & BIOLOGY 2009; 35:1763-1772. [PMID: 19647921 DOI: 10.1016/j.ultrasmedbio.2009.05.017] [Citation(s) in RCA: 58] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2008] [Revised: 04/13/2009] [Accepted: 05/25/2009] [Indexed: 05/28/2023]
Abstract
This study was designed to evaluate 3-D ultrasound (3DUS)-derived vessel wall volume (VWV), a 3-D measurement of the carotid artery intima and media, including atherosclerotic plaque, in patients enrolled in a randomized placebo-controlled three-month study of intensive atorvastatin treatment. Thirty-five subjects with carotid stenosis >60% who provided written informed consent and completed a randomized, double-blind, placebo-controlled study were evaluated at baseline and at three months after receiving either 80 mg atorvastatin (16 subjects, nine male, mean age 68+/-8.6 y) or placebo (19 subjects, 15 male, mean age 70+/-9.4 y) daily. 3DUS images were acquired and 3DUS VWV was manually segmented by a single observer. Individual lumen and wall segmentation contours were also used to generate carotid atherosclerosis thickness difference maps by establishing correspondence between points along the vessel wall and lumen segmentation contour surfaces, and digitally subtracting registered baseline and follow-up thickness maps. 3DUS VWV increased by 70+/-140 mm(3) (+4.9+/-10.3%) in the placebo group and decreased by 30+/-110 mm(3) (-1.4+/-7.7%) in the atorvastatin group (p<0.05). Two-dimensional maps generated from the VWV measurements show localized heterogeneity and vessel wall thickness changes for all subjects, mainly in the common carotid artery. Carotid 3DUS VWV is a quantitative measure of atherosclerosis burden including the intima, media and plaque, with sensitivity to detect changes over short periods of time. Quantitative VWV thickness difference maps provide visual evidence of the spatial and temporal dynamics of carotid artery changes.
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Affiliation(s)
- Adam Krasinski
- Imaging Research Laboratories, Robarts Research Institute, The University of Western Ontario, London, Ontario, Canada N6A 5K8
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