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Garcia-Fernandez H, Alcala-Diaz JF, Quintana-Navarro GM, Lopez-Moreno J, Luque-Cordoba D, Ruiz-Diaz Narvaez E, Arenas-de Larriva AP, Gutierrez-Mariscal FM, Torres-Peña JD, Rodriguez-Cano D, Luque RM, Priego-Capote F, Lopez-Miranda J, Camargo A. Trimethylamine Oxidation into the Proatherogenic Trimethylamine N-Oxide Is Higher in Coronary Heart Disease Men: From the CORDIOPREV Study. World J Mens Health 2024; 42:42.e81. [PMID: 39344118 DOI: 10.5534/wjmh.230366] [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: 12/13/2023] [Revised: 06/20/2024] [Accepted: 06/24/2024] [Indexed: 10/01/2024] Open
Abstract
PURPOSE Cardiovascular disease (CVD) is more prevalent in men than women, but the mechanisms responsible for this are not fully understood. We aimed to evaluate differences in trimethylamine (TMA), a microbial metabolite and its oxidized form, trimethylamine N-oxide (TMAO), which is thought to promote atherosclerosis, between men and women with coronary heart disease (CHD), using as a reference a non-CVD population. MATERIALS AND METHODS This study was carried out within the framework of the CORDIOPREV study (NCT00924937; June 19, 2009), a clinical trial which included 827 men and 175 women with CHD, with a non-CVD population of 375 individuals (270 men and 105 women) as a reference group. Plasma TMA and TMAO were measured by HPLC-MS/MS. The carotid study was ultrasonically assessed bilaterally by the quantification of intima-media thickness of both common carotid arteries (IMT-CC). RESULTS We found higher TMAO levels and TMAO/TMA ratio in CHD men than CHD women (p=0.034 and p=0.026, respectively). No TMA sex differences were found in CHD patients. The TMA and TMAO levels and TMAO/TMA ratio were lower, and no differences between sexes were found in the non-CVD population. TMAO levels in CHD patients were consistent with higher IMT-CC and more carotid plaques (p=0.032 and p=0.037, respectively) and lower cholesterol efflux in CHD men than CHD women (p<0.001). CONCLUSIONS Our results suggest that CHD men have augmented TMAO levels compared with CHD women, presumably as a consequence of higher rate of TMA to TMAO oxidation, which could be associated with CVD, as these sex differences are not observed in a non-CVD population.
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Affiliation(s)
- Helena Garcia-Fernandez
- Lipids and Atherosclerosis Unit, Department of Internal Medicine, Reina Sofía University Hospital, Cordoba, Spain
- Department of Medical and Surgical Sciences, University of Cordoba, Cordoba, Spain
- Maimonides Institute for Biomedical Research in Cordoba (IMIBIC), Cordoba, Spain
- CIBER Fisiopatologia Obesidad y Nutricion (CIBEROBN), Instituto de Salud Carlos III, Madrid, Spain
| | - Juan F Alcala-Diaz
- Lipids and Atherosclerosis Unit, Department of Internal Medicine, Reina Sofía University Hospital, Cordoba, Spain
- Department of Medical and Surgical Sciences, University of Cordoba, Cordoba, Spain
- Maimonides Institute for Biomedical Research in Cordoba (IMIBIC), Cordoba, Spain
- CIBER Fisiopatologia Obesidad y Nutricion (CIBEROBN), Instituto de Salud Carlos III, Madrid, Spain
| | - Gracia M Quintana-Navarro
- Lipids and Atherosclerosis Unit, Department of Internal Medicine, Reina Sofía University Hospital, Cordoba, Spain
- Department of Medical and Surgical Sciences, University of Cordoba, Cordoba, Spain
- Maimonides Institute for Biomedical Research in Cordoba (IMIBIC), Cordoba, Spain
- CIBER Fisiopatologia Obesidad y Nutricion (CIBEROBN), Instituto de Salud Carlos III, Madrid, Spain
| | - Javier Lopez-Moreno
- Lipids and Atherosclerosis Unit, Department of Internal Medicine, Reina Sofía University Hospital, Cordoba, Spain
- Department of Medical and Surgical Sciences, University of Cordoba, Cordoba, Spain
- Maimonides Institute for Biomedical Research in Cordoba (IMIBIC), Cordoba, Spain
- CIBER Fisiopatologia Obesidad y Nutricion (CIBEROBN), Instituto de Salud Carlos III, Madrid, Spain
| | - Diego Luque-Cordoba
- Maimonides Institute for Biomedical Research in Cordoba (IMIBIC), Cordoba, Spain
- Department of Analytical Chemistry and Nanochemistry University Institute, University of Cordoba, Cordoba, Spain
- CIBER de Fragilidad y Envejecimiento Saludable (CIBERFES), Instituto de Salud Carlos III, Madrid, Spain
| | - Eugenia Ruiz-Diaz Narvaez
- Department of Clinical Nutrition and Diet Therapy, Clinics Hospital, Faculty of Medical Sciences, National University of Asuncion, San Lorenzo, Paraguay
| | - Antonio P Arenas-de Larriva
- Lipids and Atherosclerosis Unit, Department of Internal Medicine, Reina Sofía University Hospital, Cordoba, Spain
- Department of Medical and Surgical Sciences, University of Cordoba, Cordoba, Spain
- Maimonides Institute for Biomedical Research in Cordoba (IMIBIC), Cordoba, Spain
- CIBER Fisiopatologia Obesidad y Nutricion (CIBEROBN), Instituto de Salud Carlos III, Madrid, Spain
| | - Francisco M Gutierrez-Mariscal
- Lipids and Atherosclerosis Unit, Department of Internal Medicine, Reina Sofía University Hospital, Cordoba, Spain
- Department of Medical and Surgical Sciences, University of Cordoba, Cordoba, Spain
- Maimonides Institute for Biomedical Research in Cordoba (IMIBIC), Cordoba, Spain
- CIBER Fisiopatologia Obesidad y Nutricion (CIBEROBN), Instituto de Salud Carlos III, Madrid, Spain
| | - Jose D Torres-Peña
- Lipids and Atherosclerosis Unit, Department of Internal Medicine, Reina Sofía University Hospital, Cordoba, Spain
- Department of Medical and Surgical Sciences, University of Cordoba, Cordoba, Spain
- Maimonides Institute for Biomedical Research in Cordoba (IMIBIC), Cordoba, Spain
- CIBER Fisiopatologia Obesidad y Nutricion (CIBEROBN), Instituto de Salud Carlos III, Madrid, Spain
| | | | - Raul M Luque
- Maimonides Institute for Biomedical Research in Cordoba (IMIBIC), Cordoba, Spain
- CIBER Fisiopatologia Obesidad y Nutricion (CIBEROBN), Instituto de Salud Carlos III, Madrid, Spain
- Department of Cell Biology, Physiology, and Immunology, University of Cordoba, Cordoba, Spain
| | - Feliciano Priego-Capote
- Maimonides Institute for Biomedical Research in Cordoba (IMIBIC), Cordoba, Spain
- Department of Analytical Chemistry and Nanochemistry University Institute, University of Cordoba, Cordoba, Spain
- Department of Cell Biology, Physiology, and Immunology, University of Cordoba, Cordoba, Spain
| | - Jose Lopez-Miranda
- Lipids and Atherosclerosis Unit, Department of Internal Medicine, Reina Sofía University Hospital, Cordoba, Spain
- Department of Medical and Surgical Sciences, University of Cordoba, Cordoba, Spain
- Maimonides Institute for Biomedical Research in Cordoba (IMIBIC), Cordoba, Spain
- CIBER Fisiopatologia Obesidad y Nutricion (CIBEROBN), Instituto de Salud Carlos III, Madrid, Spain.
| | - Antonio Camargo
- Lipids and Atherosclerosis Unit, Department of Internal Medicine, Reina Sofía University Hospital, Cordoba, Spain
- Department of Medical and Surgical Sciences, University of Cordoba, Cordoba, Spain
- Maimonides Institute for Biomedical Research in Cordoba (IMIBIC), Cordoba, Spain
- CIBER Fisiopatologia Obesidad y Nutricion (CIBEROBN), Instituto de Salud Carlos III, Madrid, Spain.
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Spence JD. Correspondence on: "Subclinical atherosclerosis: More data - More insights into prevention". Atherosclerosis 2024:118571. [PMID: 39245616 DOI: 10.1016/j.atherosclerosis.2024.118571] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/08/2024] [Accepted: 08/23/2024] [Indexed: 09/10/2024]
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Abe TA, Olanipekun T, Yan F, Effoe V, Udongwo N, Oshunbade A, Thomas V, Onuorah I, Terry JG, Yimer WK, Ghali JK, Correa A, Onwuanyi A, Michos ED, Benjamin EJ, Echols M. Carotid Intima-Media Thickness and Improved Stroke Risk Assessment in Hypertensive Black Adults. Am J Hypertens 2024; 37:290-297. [PMID: 38236147 PMCID: PMC10941087 DOI: 10.1093/ajh/hpae008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Revised: 11/04/2023] [Accepted: 11/30/2023] [Indexed: 01/19/2024] Open
Abstract
BACKGROUND We aim to determine the added value of carotid intima-media thickness (cIMT) in stroke risk assessment for hypertensive Black adults. METHODS We examined 1,647 participants with hypertension without a history of cardiovascular (CV) disease, from the Jackson Heart Study. Cox regression analysis estimated hazard ratios (HRs) for incident stroke per standard deviation increase in cIMT and quartiles while adjusting for baseline variables. We then evaluated the predictive capacity of cIMT when added to the pool cohort equations (PCEs). RESULTS The mean age at baseline was 57 ± 10 years. Each standard deviation increase in cIMT (0.17 mm) was associated with approximately 30% higher risk of stroke (HR 1.27, 95% confidence interval: 1.08-1.49). Notably, cIMT proved valuable in identifying residual stroke risk among participants with well-controlled blood pressure, showing up to a 56% increase in the odds of stroke for each 0.17 mm increase in cIMT among those with systolic blood pressure <120 mm Hg. Additionally, the addition of cIMT to the PCE resulted in the reclassification of 58% of low to borderline risk participants with stroke to a higher-risk category and 28% without stroke to a lower-risk category, leading to a significant net reclassification improvement of 0.22 (0.10-0.30). CONCLUSIONS In this community-based cohort of middle-aged Black adults with hypertension and no history of CV disease at baseline, cIMT is significantly associated with incident stroke and enhances stroke risk stratification.
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Affiliation(s)
- Temidayo A Abe
- Division of Cardiology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Titilope Olanipekun
- Division of Internal Medicine, Department of Medicine, Morehouse School of Medicine, Atlanta, Georgia, USA
| | - Fengxia Yan
- Department of Medicine, Morehouse School of Medicine, Atlanta, Georgia, USA
- Department of Medicine, Cardiovascular Research Institute, Morehouse School of Medicine, Atlanta, Georgia, USA
| | - Valery Effoe
- Department of Medicine, Morehouse School of Medicine, Atlanta, Georgia, USA
- Department of Medicine, Cardiovascular Research Institute, Morehouse School of Medicine, Atlanta, Georgia, USA
| | - Ndausung Udongwo
- Department of Medicine, Morehouse School of Medicine, Atlanta, Georgia, USA
| | - Adebamike Oshunbade
- Department of Medicine, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Victoria Thomas
- Division of Cardiology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Ifeoma Onuorah
- Division of Cardiology, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA
| | - James G Terry
- Division of Cardiology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Wondwosen K Yimer
- Department of Medicine, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Jalal K Ghali
- Department of Medicine, Morehouse School of Medicine, Atlanta, Georgia, USA
- Department of Medicine, Cardiovascular Research Institute, Morehouse School of Medicine, Atlanta, Georgia, USA
| | - Adolfo Correa
- Department of Medicine, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Anekwe Onwuanyi
- Department of Medicine, Morehouse School of Medicine, Atlanta, Georgia, USA
- Department of Medicine, Cardiovascular Research Institute, Morehouse School of Medicine, Atlanta, Georgia, USA
| | - Erin D Michos
- Division of Cardiology, Department of Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Emelia J Benjamin
- Department of Medicine, Boston Medical Center, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
- Department of Medicine, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Melvin Echols
- Department of Medicine, Morehouse School of Medicine, Atlanta, Georgia, USA
- Department of Medicine, Cardiovascular Research Institute, Morehouse School of Medicine, Atlanta, Georgia, USA
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Spence JD. Vessel Wall Volume and Plaque Volume Should Replace Carotid Intima-Media Thickness. Am J Hypertens 2024; 37:270-272. [PMID: 38198747 DOI: 10.1093/ajh/hpae004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2024] [Accepted: 01/06/2024] [Indexed: 01/12/2024] Open
Affiliation(s)
- J David Spence
- Neurology & Clinical Pharmacology, Western University, London, Ontario, Canada
- Stroke Prevention & Atherosclerosis Research Centre, Robarts Research Institute, London, Ontario, Canada
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Dutra RT, Bensenor IM, Goulart AC, Pereira AC, Lotufo PA, Santos IS. Carotid intima-media thickness and incident hypertension: the Brazilian Longitudinal Study of Adult Health. J Hypertens 2024; 42:129-135. [PMID: 37728130 DOI: 10.1097/hjh.0000000000003567] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/21/2023]
Abstract
BACKGROUND High blood pressure (BP) increases carotid intima-media thickness (CIMT). On the other hand, it is not clear whether the vascular abnormalities reflected in high CIMT may predict incident hypertension. The present study aims to investigate the association between CIMT and incident hypertension after 4 years of follow-up in the Brazilian Longitudinal Study of Adult Health (ELSA-Brasil), a multiethnic sample of middle-aged adults from six Brazilian cities. METHODS We analyzed data from 6682 ELSA-Brasil participants (aged 35-74) without hypertension and with complete CIMT data at baseline. After 4 years of follow-up, we describe hypertension incidence, stratifying the sample according to age, sex, and race-specific CIMT quartiles. We also built crude and adjusted Poisson regression models to analyze the association between mean and maximal CIMT values and incident hypertension. RESULTS We found incident hypertension in 987 (14.8%) participants. According to mean CIMT quartile groups, hypertension incidence varied from 10.2% (first quartile group) to 22.4% (fourth quartile group; P for trend <0.001). In fully adjusted models, 0.1 mm increments in mean CIMT values were associated with a 16% [relative risk (RR):1.16; 95% confidence interval (95% CI) 1.10-1.21; P < 0.001] higher risk of incident hypertension, respectively. Results were similar when maximal CIMT values were considered instead of mean CIMT values. CONCLUSION CIMT values at baseline strongly predicted incident hypertension after 4 years of follow-up in this large multiethnic cohort. This highlights the relationship between CIMT and BP and may provide important insights into the significance of this ultrasound measurement.
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Affiliation(s)
- Robertson T Dutra
- Centro de Pesquisa Clínica e Epidemiológica do Hospital Universitário
- Programa de Pós-Graduação em Ciências Médicas
| | - Isabela M Bensenor
- Centro de Pesquisa Clínica e Epidemiológica do Hospital Universitário
- Programa de Pós-Graduação em Ciências Médicas
- Departamento de Clínica Médica
| | - Alessandra C Goulart
- Centro de Pesquisa Clínica e Epidemiológica do Hospital Universitário
- Programa de Pós-Graduação em Ciências Médicas
| | - Alexandre C Pereira
- Laboratório de Genética e Cardiologia Molecular do Instituto do Coração do Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil
| | - Paulo A Lotufo
- Centro de Pesquisa Clínica e Epidemiológica do Hospital Universitário
- Programa de Pós-Graduação em Ciências Médicas
- Departamento de Clínica Médica
| | - Itamar S Santos
- Centro de Pesquisa Clínica e Epidemiológica do Hospital Universitário
- Programa de Pós-Graduação em Ciências Médicas
- Departamento de Clínica Médica
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He Z, Luo J, Lv M, Li Q, Ke W, Niu X, Zhang Z. Characteristics and evaluation of atherosclerotic plaques: an overview of state-of-the-art techniques. Front Neurol 2023; 14:1159288. [PMID: 37900593 PMCID: PMC10603250 DOI: 10.3389/fneur.2023.1159288] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2023] [Accepted: 09/28/2023] [Indexed: 10/31/2023] Open
Abstract
Atherosclerosis is an important cause of cerebrovascular and cardiovascular disease (CVD). Lipid infiltration, inflammation, and altered vascular stress are the critical mechanisms that cause atherosclerotic plaque formation. The hallmarks of the progression of atherosclerosis include plaque ulceration, rupture, neovascularization, and intraplaque hemorrhage, all of which are closely associated with the occurrence of CVD. Assessing the severity of atherosclerosis and plaque vulnerability is crucial for the prevention and treatment of CVD. Integrating imaging techniques for evaluating the characteristics of atherosclerotic plaques with computer simulations yields insights into plaque inflammation levels, spatial morphology, and intravascular stress distribution, resulting in a more realistic and accurate estimation of plaque state. Here, we review the characteristics and advancing techniques used to analyze intracranial and extracranial atherosclerotic plaques to provide a comprehensive understanding of atheroma.
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Affiliation(s)
- Zhiwei He
- Department of Neurology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Jiaying Luo
- Department of Neurology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Mengna Lv
- Department of Neurology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Qingwen Li
- Department of Anesthesiology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Wei Ke
- Department of Neurology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Xuan Niu
- Department of Neurology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Zhaohui Zhang
- Department of Neurology, Renmin Hospital of Wuhan University, Wuhan, China
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Spence JD. Commentary: Effect of aspirin in patients with established asymptomatic carotid atherosclerosis: a systematic review and meta-analysis. Front Pharmacol 2023; 14:1142248. [PMID: 37456743 PMCID: PMC10344892 DOI: 10.3389/fphar.2023.1142248] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Accepted: 06/02/2023] [Indexed: 07/18/2023] Open
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Spence JD. Assessment of atherosclerosis: should coronary calcium score and intima-media thickness be replaced by ultrasound measurement of carotid plaque burden and vessel wall volume? Curr Opin Lipidol 2023; 34:126-132. [PMID: 37093105 DOI: 10.1097/mol.0000000000000880] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/25/2023]
Abstract
PURPOSE OF REVIEW To describe the uses of vessel wall volume (VWV) and measurement of carotid plaque burden, as total plaque area (TPA) and total plaque volume (TPV), and to contrast them with measurement of carotid intima-media thickness (IMT) and coronary calcium (CAC). RECENT FINDINGS Measurement of carotid plaque burden (CPB) is useful for risk stratification, research into the genetics and biology of atherosclerosis, for measuring effects of new therapies for atherosclerosis, and for treatment of high-risk patients with severe atherosclerosis. It is as predictive of risk as CAC, with important advantages. IMT is only a weak predictor of risk and changes so little over time that it is not useful for assessing effects of therapy. SUMMARY Measurement of CPB and VWV are far superior to measurement of carotid IMT in many ways, and should replace it. Vessel wall volume can be measured in persons with no plaque as an alternative to IMT. There are important advantages of CPB over coronary calcium; CPB should be more widely used in vascular prevention.
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Affiliation(s)
- J David Spence
- Professor Emeritus of Neurology, Western University, and Director, Stroke Prevention & Atherosclerosis Research Centre, Robarts Research Institute, 1400 Western Road, London, ON N6G 2V4, Canada
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Zhou R, Guo F, Azarpazhooh MR, Spence JD, Gan H, Ding M, Fenster A. Carotid Vessel-Wall-Volume Ultrasound Measurement via a UNet++ Ensemble Algorithm Trained on Small Data Sets. ULTRASOUND IN MEDICINE & BIOLOGY 2023; 49:1031-1036. [PMID: 36642588 DOI: 10.1016/j.ultrasmedbio.2022.12.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Revised: 11/02/2022] [Accepted: 12/10/2022] [Indexed: 06/17/2023]
Abstract
Vessel wall volume (VWV) is a 3-D ultrasound measurement for the assessment of therapy in patients with carotid atherosclerosis. Deep learning can be used to segment the media-adventitia boundary (MAB) and lumen-intima boundary (LIB) and to quantify VWV automatically; however, it typically requires large training data sets with expert manual segmentation, which are difficult to obtain. In this study, a UNet++ ensemble approach was developed for automated VWV measurement, trained on five small data sets (n = 30 participants) and tested on 100 participants with clinically diagnosed coronary artery disease enrolled in a multicenter CAIN trial. The Dice similarity coefficient (DSC), average symmetric surface distance (ASSD), Pearson correlation coefficient (r), Bland-Altman plots and coefficient of variation (CoV) were used to evaluate algorithm segmentation accuracy, agreement and reproducibility. The UNet++ ensemble yielded DSCs of 91.07%-91.56% and 87.53%-89.44% and ASSDs of 0.10-0.11 mm and 0.33-0.39 mm for the MAB and LIB, respectively; the algorithm VWV measurements were correlated (r = 0.763-0.795, p < 0.001) with manual segmentations, and the CoV for VWV was 8.89%. In addition, the UNet++ ensemble trained on 30 participants achieved a performance similar to that of U-Net and Voxel-FCN trained on 150 participants. These results suggest that our approach could provide accurate and reproducible carotid VWV measurements using relatively small training data sets, supporting deep learning applications for monitoring atherosclerosis progression in research and clinical trials.
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Affiliation(s)
- Ran Zhou
- School of Computer Science, Hubei University of Technology, Wuhan, Hubei, China
| | - Fumin Guo
- Wuhan National Laboratory for Optoelectronics, Biomedical Engineering, Huazhong University of Science and Technology, Wuhan, Hubei, China.
| | - M Reza Azarpazhooh
- Stroke Prevention and Atherosclerosis Research Centre, Robarts Research Institute, Western University, London, Ontario, Canada
| | - J David Spence
- Stroke Prevention and Atherosclerosis Research Centre, Robarts Research Institute, Western University, London, Ontario, Canada; Imaging Research Laboratories, Robarts Research Institute, Western University, London, Ontario, Canada
| | - Haitao Gan
- School of Computer Science, Hubei University of Technology, Wuhan, Hubei, China
| | - Mingyue Ding
- College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Aaron Fenster
- Imaging Research Laboratories, Robarts Research Institute, Western University, London, Ontario, Canada
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Zhou R, Ou Y, Fang X, Azarpazhooh MR, Gan H, Ye Z, Spence JD, Xu X, Fenster A. Ultrasound carotid plaque segmentation via image reconstruction-based self-supervised learning with limited training labels. MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2023; 20:1617-1636. [PMID: 36899501 DOI: 10.3934/mbe.2023074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
Carotid total plaque area (TPA) is an important contributing measurement to the evaluation of stroke risk. Deep learning provides an efficient method for ultrasound carotid plaque segmentation and TPA quantification. However, high performance of deep learning requires datasets with many labeled images for training, which is very labor-intensive. Thus, we propose an image reconstruction-based self-supervised learning algorithm (IR-SSL) for carotid plaque segmentation when few labeled images are available. IR-SSL consists of pre-trained and downstream segmentation tasks. The pre-trained task learns region-wise representations with local consistency by reconstructing plaque images from randomly partitioned and disordered images. The pre-trained model is then transferred to the segmentation network as the initial parameters in the downstream task. IR-SSL was implemented with two networks, UNet++ and U-Net, and evaluated on two independent datasets of 510 carotid ultrasound images from 144 subjects at SPARC (London, Canada) and 638 images from 479 subjects at Zhongnan hospital (Wuhan, China). Compared to the baseline networks, IR-SSL improved the segmentation performance when trained on few labeled images (n = 10, 30, 50 and 100 subjects). For 44 SPARC subjects, IR-SSL yielded Dice-similarity-coefficients (DSC) of 80.14-88.84%, and algorithm TPAs were strongly correlated (r=0.962-0.993, p < 0.001) with manual results. The models trained on the SPARC images but applied to the Zhongnan dataset without retraining achieved DSCs of 80.61-88.18% and strong correlation with manual segmentation (r=0.852-0.978, p < 0.001). These results suggest that IR-SSL could improve deep learning when trained on small labeled datasets, making it useful for monitoring carotid plaque progression/regression in clinical use and trials.
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Affiliation(s)
- Ran Zhou
- School of Computer Science, Hubei University of Technology, Wuhan, China
| | - Yanghan Ou
- School of Computer Science, Hubei University of Technology, Wuhan, China
| | - Xiaoyue Fang
- School of Computer Science, Hubei University of Technology, Wuhan, China
| | | | - Haitao Gan
- School of Computer Science, Hubei University of Technology, Wuhan, China
| | - Zhiwei Ye
- School of Computer Science, Hubei University of Technology, Wuhan, China
| | - J David Spence
- Robarts Research Institute, Western University, London, Canada
| | - Xiangyang Xu
- Liyuan Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Aaron Fenster
- Robarts Research Institute, Western University, London, Canada
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Profumo E, Buttari B, Tosti ME, Salvati B, Capoano R, Riganò R. Increased circulating levels of MIP-1α and CD14 are associated with the presence of severe stenosis and hypoechoic plaques in patients with carotid atherosclerosis. Int J Immunopathol Pharmacol 2023; 37:3946320231160411. [PMID: 37478026 PMCID: PMC10363894 DOI: 10.1177/03946320231160411] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/23/2023] Open
Abstract
OBJECTIVE Carotid atherosclerosis, a major cause of ischemic cerebrovascular events, is characterized by a pro-inflammatory and pro-oxidant vascular microenvironment. The current risk score models based on traditional risk factors for cardiovascular risk assessment have some limitations. The identification of novel blood biomarkers could be useful to improve patient management. The aim of the study was to evaluate the association of selected inflammation- and oxidative stress-related markers with the presence of severe stenosis and/or vulnerable plaques. METHODS Circulating levels of soluble CD40 ligand, interleukin-10, macrophage inflammatory protein (MIP)-1α, endoglin, CD163, CD14, E-selectin, tumor necrosis factor-α, monocyte chemoattractant protein-1, C-Reactive protein, CD40 L + T lymphocytes, total antioxidant capacity, glutathione reductase activity, and protein carbonyl content were determined in patients with carotid atherosclerosis. RESULTS Multiparametric analysis showed significantly higher levels of MIP-1α in patients with stenosis ≥70% than in patients with stenosis <70%, and significantly higher levels of CD14 in patients with hypoechoic (vulnerable) lesions compared to those with hyperechoic (stable) ones. The area under the curve obtained by the receiver operating characteristic curve analysis was 0.7253 for MIP-1α and 0.6908 for CD14. CONCLUSIONS Our data suggest that circulating MIP-1α and CD14 levels are associated with the presence of advanced stenosis and of vulnerable carotid plaques.
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Affiliation(s)
- Elisabetta Profumo
- Department of Cardiovascular and Endocrine-metabolic Diseases and Aging, Istituto Superiore di Sanità, Rome, Italy
| | - Brigitta Buttari
- Department of Cardiovascular and Endocrine-metabolic Diseases and Aging, Istituto Superiore di Sanità, Rome, Italy
| | | | - Bruno Salvati
- Department of Surgical Sciences, Sapienza University of Rome, Rome, Italy
| | - Raffaele Capoano
- Department of Surgical Sciences, Sapienza University of Rome, Rome, Italy
| | - Rachele Riganò
- Department of Cardiovascular and Endocrine-metabolic Diseases and Aging, Istituto Superiore di Sanità, Rome, Italy
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Yuan Y, Li C, Zhang K, Hua Y, Zhang J. HRU-Net: A Transfer Learning Method for Carotid Artery Plaque Segmentation in Ultrasound Images. Diagnostics (Basel) 2022; 12:2852. [PMID: 36428911 PMCID: PMC9689104 DOI: 10.3390/diagnostics12112852] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 11/09/2022] [Accepted: 11/13/2022] [Indexed: 11/19/2022] Open
Abstract
Carotid artery stenotic plaque segmentation in ultrasound images is a crucial means for the analysis of plaque components and vulnerability. However, segmentation of severe stenotic plaques remains a challenging task because of the heterogeneities of inter-plaques and intra-plaques, and obscure boundaries of plaques. In this paper, we propose an automated HRU-Net transfer learning method for segmenting carotid plaques, using the limited images. The HRU-Net is based on the U-Net encoder−decoder paradigm, and cross-domain knowledge is transferred for plaque segmentation by fine-tuning the pretrained ResNet-50. Moreover, a cropped-blood-vessel image augmentation is customized for the plaque position constraint during training only. Moreover, hybrid atrous convolutions (HACs) are designed to derive diverse long-range dependences for refined plaque segmentation that are used on high-level semantic layers to exploit the implicit discrimination features. The experiments are performed on 115 images; Firstly, the 10-fold cross-validation, using 40 images with severe stenosis plaques, shows that the proposed method outperforms some of the state-of-the-art CNN-based methods on Dice, IoU, Acc, and modified Hausdorff distance (MHD) metrics; the improvements on metrics of Dice and MHD are statistically significant (p < 0.05). Furthermore, our HRU-Net transfer learning method shows fine generalization performance on 75 new images with varying degrees of plaque stenosis, and it may be used as an alternative for automatic noisy plaque segmentation in carotid ultrasound images clinically.
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Affiliation(s)
- Yanchao Yuan
- School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China
- National Engineering Research Center of Telemedicine and Telehealth, Xuanwu Hospital, Capital Medical University, Beijing 100053, China
- Hefei Innovation Research Institute, Beihang University, Hefei 230012, China
| | - Cancheng Li
- School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China
- Hefei Innovation Research Institute, Beihang University, Hefei 230012, China
| | - Ke Zhang
- Department of Vascular Ultrasonography, Xuanwu Hospital, Capital Medical University, Beijing 100053, China
| | - Yang Hua
- Department of Vascular Ultrasonography, Xuanwu Hospital, Capital Medical University, Beijing 100053, China
- Beijing Diagnostic Center of Vascular Ultrasound, Beijing 100053, China
- Center of Vascular Ultrasonography, Beijing Institute of Brain Disorders, Collaborative Innovation Center for Brain Disorders, Capital Medical University, Beijing 100069, China
| | - Jicong Zhang
- School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China
- Hefei Innovation Research Institute, Beihang University, Hefei 230012, China
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Yuan Y, Li C, Xu L, Zhu S, Hua Y, Zhang J. CSM-Net: Automatic joint segmentation of intima-media complex and lumen in carotid artery ultrasound images. Comput Biol Med 2022; 150:106119. [PMID: 37859275 DOI: 10.1016/j.compbiomed.2022.106119] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 08/25/2022] [Accepted: 09/17/2022] [Indexed: 11/18/2022]
Abstract
The intima-media thickness (IMT) is an effective biomarker for atherosclerosis, which is commonly measured by ultrasound technique. However, the intima-media complex (IMC) segmentation for the IMT is challenging due to confused IMC boundaries and various noises. In this paper, we propose a flexible method CSM-Net for the joint segmentation of IMC and Lumen in carotid ultrasound images. Firstly, the cascaded dilated convolutions combined with the squeeze-excitation module are introduced for exploiting more contextual features on the highest-level layer of the encoder. Furthermore, a triple spatial attention module is utilized for emphasizing serviceable features on each decoder layer. Besides, a multi-scale weighted hybrid loss function is employed to resolve the class-imbalance issues. The experiments are conducted on a private dataset of 100 images for IMC and Lumen segmentation, as well as on two public datasets of 1600 images for IMC segmentation. For the private dataset, our method obtain the IMC Dice, Lumen Dice, Precision, Recall, and F1 score of 0.814 ± 0.061, 0.941 ± 0.024, 0.911 ± 0.044, 0.916 ± 0.039, and 0.913 ± 0.027, respectively. For the public datasets, we obtain the IMC Dice, Precision, Recall, and F1 score of 0.885 ± 0.067, 0.885 ± 0.070, 0.894 ± 0.089, and 0.885 ± 0.067, respectively. The results demonstrate that the proposed method precedes some cutting-edge methods, and the ablation experiments show the validity of each module. The proposed method may be useful for the IMC segmentation of carotid ultrasound images in the clinic. Our code is publicly available at https://github.com/yuanyc798/US-IMC-code.
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Affiliation(s)
- Yanchao Yuan
- School of Biological Science and Medical Engineering, Beihang University, Beijing, China; Hefei Innovation Research Institute, Beihang University, Hefei, China; Beijing Advanced Innovation Centre for Biomedical Engineering, Beihang University, Beijing, China
| | - Cancheng Li
- School of Biological Science and Medical Engineering, Beihang University, Beijing, China; Hefei Innovation Research Institute, Beihang University, Hefei, China; Beijing Advanced Innovation Centre for Biomedical Engineering, Beihang University, Beijing, China
| | - Lu Xu
- School of Biological Science and Medical Engineering, Beihang University, Beijing, China; Hefei Innovation Research Institute, Beihang University, Hefei, China; Beijing Advanced Innovation Centre for Biomedical Engineering, Beihang University, Beijing, China
| | - Shangming Zhu
- School of Biological Science and Medical Engineering, Beihang University, Beijing, China; Beijing Advanced Innovation Centre for Biomedical Engineering, Beihang University, Beijing, China
| | - Yang Hua
- Department of Vascular Ultrasonography, XuanWu Hospital, Capital Medical University, Beijing, China; Beijing Diagnostic Center of Vascular Ultrasound, Beijing, China; Center of Vascular Ultrasonography, Beijing Institute of Brain Disorders, Collaborative Innovation Center for Brain Disorders, Capital Medical University, Beijing, China.
| | - Jicong Zhang
- School of Biological Science and Medical Engineering, Beihang University, Beijing, China; Hefei Innovation Research Institute, Beihang University, Hefei, China; Beijing Advanced Innovation Centre for Biomedical Engineering, Beihang University, Beijing, China.
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Woolsey AB, Arsang-Jang S, Spence JD, Hackam DG, Azarpazhooh MR. The impact of socioeconomic status on the burden of atherosclerosis, and the effect of intensive preventive therapy on its progression: A retrospective cohort study. Atherosclerosis 2022; 358:29-33. [DOI: 10.1016/j.atherosclerosis.2022.08.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 07/28/2022] [Accepted: 08/11/2022] [Indexed: 11/02/2022]
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15
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Pechlaner R, Friedrich N, Staudt A, Gande N, Bernar B, Stock K, Kiechl SJ, Hochmayr C, Griesmacher A, Petersmann A, Budde K, Stuppner H, Sturm S, Dörr M, Schminke U, Cannet C, Fang F, Schäfer H, Spraul M, Geiger R, Mayr M, Nauck M, Kiechl S, Kiechl-Kohlendorfer U, Knoflach M. Association of adolescent lipoprotein subclass profile with carotid intima-media thickness and comparison to adults: Prospective population-based cohort studies. Atherosclerosis 2021; 341:34-42. [PMID: 34995985 DOI: 10.1016/j.atherosclerosis.2021.12.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Revised: 12/09/2021] [Accepted: 12/10/2021] [Indexed: 11/02/2022]
Abstract
BACKGROUND AND AIMS Assessment of comprehensive lipoprotein subclass profiles in adolescents and their relation to vascular disease may enhance our understanding of the development of dyslipidemia in early life and inform early vascular prevention. METHODS Nuclear magnetic resonance was used to measure lipoprotein profiles, including lipids (cholesterol, free cholesterol, triglycerides, phospholipids) and apolipoproteins (apoB-100, apoA1, apoA2) of 17 lipoprotein subclasses (from least dense to densest: VLDL-1 to -6, IDL, LDL-1 to -6, HDL-1 to -4) in n = 1776 14- to 19-year olds (56.6% female) and n = 3027 25- to 85-year olds (51.5% female), all community-dwelling. Lipoprotein profiles were related to carotid intima-media thickness (cIMT) as ascertained by sonography. RESULTS Adolescents compared to adults had lower triglycerides, total, LDL, and non-HDL cholesterol, and apoB, and higher HDL cholesterol. They showed 26.6-59.8% lower triglyceride content of all lipoprotein subclasses and 21.9-51.4% lower VLDL lipid content. Concentrations of dense LDL-4 to LDL-6 were 36.7-40.2% lower, with also markedly lower levels of LDL-1 to LDL-3, but 24.2% higher HDL-1 ApoA1. In adolescents, only LDL-3 to LDL-5 subclasses were associated with cIMT (range of differences in cIMT for a 1-SD higher concentration, 4.8-5.9 μm). The same associations emerged in adults, with on average 97 ± 42% (mean ± SD) larger effect sizes, in addition to LDL-1 and LDL-6 (range, 6.9-11.3 μm) and HDL-2 to HDL-4, ApoA1, and ApoA2 (range, -7.0 to -17.7 μm). CONCLUSIONS Adolescents showed a markedly different and more favorable lipoprotein profile compared to adults. Dense LDL subclasses were the only subclasses associated with cIMT in adolescents, implicating them as the potential preferred therapeutic target for primary prevention of cardiovascular disease at this age. In adults, associations with cIMT were approximately twice as large as in adolescents, and HDL-related measures were additionally associated with cIMT.
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Affiliation(s)
- Raimund Pechlaner
- Department of Neurology, Medical University of Innsbruck, Christoph-Probst-Platz 1, Innrain 52 A, 6020 Innsbruck, Austria
| | - Nele Friedrich
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Ferdinand-Sauerbruch-Straße, 17475 Greifswald, Germany; German Centre for Cardiovascular Research, Partner Site Greifswald, University Medicine Greifswald, Ferdinand-Sauerbruch-Straße, 17475 Greifswald, Germany
| | - Anna Staudt
- Department of Pediatrics II, Medical University of Innsbruck, Christoph-Probst-Platz 1, Innrain 52 A, 6020 Innsbruck, Austria
| | - Nina Gande
- Department of Pediatrics II, Medical University of Innsbruck, Christoph-Probst-Platz 1, Innrain 52 A, 6020 Innsbruck, Austria
| | - Benoît Bernar
- Department of Pediatrics II, Medical University of Innsbruck, Christoph-Probst-Platz 1, Innrain 52 A, 6020 Innsbruck, Austria; Department of Pediatrics I, Medical University of Innsbruck, Christoph-Probst-Platz 1, Innrain 52 A, 6020 Innsbruck, Austria
| | - Katharina Stock
- Department of Pediatrics II, Medical University of Innsbruck, Christoph-Probst-Platz 1, Innrain 52 A, 6020 Innsbruck, Austria; Department of Pediatrics III, Medical University of Innsbruck, Christoph-Probst-Platz 1, Innrain 52 A, 6020 Innsbruck, Austria
| | - Sophia J Kiechl
- Department of Neurology, Medical University of Innsbruck, Christoph-Probst-Platz 1, Innrain 52 A, 6020 Innsbruck, Austria; VASCage, Research Centre for Promoting Vascular Health in the Ageing Community, Innrain 66a, 6020 Innsbruck, Austria
| | - Christoph Hochmayr
- Department of Pediatrics II, Medical University of Innsbruck, Christoph-Probst-Platz 1, Innrain 52 A, 6020 Innsbruck, Austria
| | - Andrea Griesmacher
- Central Institute of Medical and Chemical Laboratory Diagnostics, University Hospital of Innsbruck, Anichstraße 35, 6020 Innsbruck, Austria
| | - Astrid Petersmann
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Ferdinand-Sauerbruch-Straße, 17475 Greifswald, Germany; Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Oldenburg, Rahel-Strauss-Straße 10, 26133 Oldenburg, Germany
| | - Kathrin Budde
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Ferdinand-Sauerbruch-Straße, 17475 Greifswald, Germany
| | - Hermann Stuppner
- Institute of Pharmacy/Pharmacognosy, University of Innsbruck, Innrain 52, 6020 Innsbruck, Austria
| | - Sonja Sturm
- Institute of Pharmacy/Pharmacognosy, University of Innsbruck, Innrain 52, 6020 Innsbruck, Austria
| | - Marcus Dörr
- German Centre for Cardiovascular Research, Partner Site Greifswald, University Medicine Greifswald, Ferdinand-Sauerbruch-Straße, 17475 Greifswald, Germany; Department of Internal Medicine B, University Medicine Greifswald, Ferdinand-Sauerbruch-Straße, 17475 Greifswald, Germany
| | - Ulf Schminke
- Department of Neurology, University Medicine Greifswald, Ferdinand-Sauerbruch-Straße, 17475 Greifswald, Germany
| | - Claire Cannet
- Bruker BioSpin, Silberstreifen 4, 76287 Rheinstetten, Germany
| | - Fang Fang
- Bruker BioSpin, Silberstreifen 4, 76287 Rheinstetten, Germany
| | - Hartmut Schäfer
- Bruker BioSpin, Silberstreifen 4, 76287 Rheinstetten, Germany
| | - Manfred Spraul
- Bruker BioSpin, Silberstreifen 4, 76287 Rheinstetten, Germany
| | - Ralf Geiger
- Department of Pediatrics III, Medical University of Innsbruck, Christoph-Probst-Platz 1, Innrain 52 A, 6020 Innsbruck, Austria
| | - Manuel Mayr
- King's British Heart Foundation Centre, King's College London, 125 Coldharbour Ln, SE5 9NU London, United Kingdom
| | - Matthias Nauck
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Ferdinand-Sauerbruch-Straße, 17475 Greifswald, Germany; German Centre for Cardiovascular Research, Partner Site Greifswald, University Medicine Greifswald, Ferdinand-Sauerbruch-Straße, 17475 Greifswald, Germany
| | - Stefan Kiechl
- Department of Neurology, Medical University of Innsbruck, Christoph-Probst-Platz 1, Innrain 52 A, 6020 Innsbruck, Austria; VASCage, Research Centre for Promoting Vascular Health in the Ageing Community, Innrain 66a, 6020 Innsbruck, Austria.
| | - Ursula Kiechl-Kohlendorfer
- Department of Pediatrics II, Medical University of Innsbruck, Christoph-Probst-Platz 1, Innrain 52 A, 6020 Innsbruck, Austria
| | - Michael Knoflach
- Department of Neurology, Medical University of Innsbruck, Christoph-Probst-Platz 1, Innrain 52 A, 6020 Innsbruck, Austria
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Zhou R, Azarpazhooh MR, Spence JD, Hashemi S, Ma W, Cheng X, Gan H, Ding M, Fenster A. Deep Learning-Based Carotid Plaque Segmentation from B-Mode Ultrasound Images. ULTRASOUND IN MEDICINE & BIOLOGY 2021; 47:2723-2733. [PMID: 34217560 DOI: 10.1016/j.ultrasmedbio.2021.05.023] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/07/2020] [Revised: 05/13/2021] [Accepted: 05/28/2021] [Indexed: 06/13/2023]
Abstract
Carotid ultrasound measurement of total plaque area (TPA) provides a method for quantifying carotid plaque burden and monitoring changes in carotid atherosclerosis in response to medical treatment. Plaque boundary segmentation is required to generate the TPA measurement; however, training of observers and manual delineation are time consuming. Thus, our objective was to develop an automated plaque segmentation method to generate TPA from longitudinal carotid ultrasound images. In this study, a deep learning-based method, modified U-Net, was used to train the segmentation model and generate TPA measurement. A total of 510 plaques from 144 patients were used in our study, where the Monte Carlo cross-validation was used by randomly splitting the data set into 2/3 and 1/3 for training and testing. Two observers were trained to manually delineate the 510 plaques separately, which were used as the ground-truth references. Two U-Net models (M1 and M2) were trained using the two different ground-truth data sets from the two observers to evaluate the accuracy, variability and sensitivity on the ground-truth data sets used for training our method. The results of the algorithm segmentations of the two models yielded strong agreement with the two manual segmentations with the Pearson correlation coefficient r = 0.989 (p < 0.0001) and r = 0.987 (p < 0.0001). Comparison of the U-Net and manual segmentations resulted in mean TPA differences of 0.05 ± 7.13 mm2 (95% confidence interval: 14.02-13.02 mm2) and 0.8 ± 8.7 mm2 (17.85-16.25 mm2) for the two models, which are small compared with the TPA range in our data set from 4.7 to 312.8 mm2. Furthermore, the mean time to segment a plaque was only 8.3 ± 3.1 ms. The presented deep learning-based method described has sufficient accuracy with a short computation time and exhibits high agreement between the algorithm and manual TPA measurements, suggesting that the method could be used to measure TPA and to monitor the progression and regression of carotid atherosclerosis.
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Affiliation(s)
- Ran Zhou
- School of Computer Science, Hubei University of Technology, Wuhan, Hubei, China; Imaging Research Laboratories, Robarts Research Institute, Western University, London, Ontario, Canada
| | - M Reza Azarpazhooh
- Stroke Prevention and Atherosclerosis Research Centre, Robarts Research Institute, Western University, London, Ontario, Canada
| | - J David Spence
- Imaging Research Laboratories, Robarts Research Institute, Western University, London, Ontario, Canada; Stroke Prevention and Atherosclerosis Research Centre, Robarts Research Institute, Western University, London, Ontario, Canada
| | - Samineh Hashemi
- Stroke Prevention and Atherosclerosis Research Centre, Robarts Research Institute, Western University, London, Ontario, Canada
| | - Wei Ma
- Medical Ultrasound Laboratory, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Xinyao Cheng
- Department of Cardiology, Zhongnan Hospital, Wuhan University, Wuhan, Hubei, China
| | - Haitao Gan
- School of Computer Science, Hubei University of Technology, Wuhan, Hubei, China.
| | - Mingyue Ding
- Medical Ultrasound Laboratory, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Aaron Fenster
- Imaging Research Laboratories, Robarts Research Institute, Western University, London, Ontario, Canada
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Azarpazhooh MR, Andalibi MSS, Hackam DG, Spence JD. Interaction of smoking, hyperhomocysteinemia, and metabolic syndrome with carotid atherosclerosis: A cross-sectional study in 972 non-diabetic patients. Nutrition 2020; 79-80:110874. [DOI: 10.1016/j.nut.2020.110874] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2019] [Revised: 05/10/2020] [Accepted: 05/13/2020] [Indexed: 11/25/2022]
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Spence JD. IMT is not atherosclerosis. Atherosclerosis 2020; 312:117-118. [DOI: 10.1016/j.atherosclerosis.2020.09.016] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/27/2020] [Revised: 08/28/2020] [Accepted: 09/16/2020] [Indexed: 11/27/2022]
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19
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Zhou R, Guo F, Azarpazhooh MR, Spence JD, Ukwatta E, Ding M, Fenster A. A Voxel-Based Fully Convolution Network and Continuous Max-Flow for Carotid Vessel-Wall-Volume Segmentation From 3D Ultrasound Images. IEEE TRANSACTIONS ON MEDICAL IMAGING 2020; 39:2844-2855. [PMID: 32142426 DOI: 10.1109/tmi.2020.2975231] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Vessel-wall-volume (VWV) is an important three-dimensional ultrasound (3DUS) metric used in the assessment of carotid plaque burden and monitoring changes in carotid atherosclerosis in response to medical treatment. To generate the VWV measurement, we proposed an approach that combined a voxel-based fully convolution network (Voxel-FCN) and a continuous max-flow module to automatically segment the carotid media-adventitia (MAB) and lumen-intima boundaries (LIB) from 3DUS images. Voxel-FCN includes an encoder consisting of a general 3D CNN and a 3D pyramid pooling module to extract spatial and contextual information, and a decoder using a concatenating module with an attention mechanism to fuse multi-level features extracted by the encoder. A continuous max-flow algorithm is used to improve the coarse segmentation provided by the Voxel-FCN. Using 1007 3DUS images, our approach yielded a Dice-similarity-coefficient (DSC) of 93.2±3.0% for the MAB in the common carotid artery (CCA), and 91.9±5.0% in the bifurcation by comparing algorithm and expert manual segmentations. We achieved a DSC of 89.5±6.7% and 89.3±6.8% for the LIB in the CCA and the bifurcation respectively. The mean errors between the algorithm-and manually-generated VWVs were 0.2±51.2 mm3 for the CCA and -4.0±98.2 mm3 for the bifurcation. The algorithm segmentation accuracy was comparable to intra-observer manual segmentation but our approach required less than 1s, which will not alter the clinical work-flow as 10s is required to image one side of the neck. Therefore, we believe that the proposed method could be used clinically for generating VWV to monitor progression and regression of carotid plaques.
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Abstract
Ultrasound methods are useful in stroke prevention in several ways. Measurement of carotid plaque burden, as either total plaque area (TPA) or total plaque volume (TPV) are strong predictors of cardiovascular risk: much stronger than intima-media thickness, which does not represent true atherosclerosis, but a biologically and genetically distinct phenotype. Measurement of plaque burden is also useful for the study of genetics, and of new risk factors such as toxic products of the intestinal microbiome. Carotid plaque burden is highly correlated with and as predictive of risk as coronary calcium scores, but is less costly and does not require radiation. Furthermore, because carotid plaques change in time over a period of months, they can be used for a new approach to vascular prevention: "Treating arteries instead of treating risk factors". In high-risk patients with asymptomatic carotid stenosis (ACS), this approach, implemented in 2003 in our clinics, was associated with a >80% reduction of stroke and myocardial infarction over 2 years. "Treating arteries without measuring plaque would be like treating hypertension without measuring blood pressure". Ultrasound methods can also be used to assess plaque vulnerability, by detecting echolucency, ulceration and plaque inhomogeneity on assessment of plaque texture. Transcranial Doppler (TCD) embolus detection is useful for risk stratification in patients with ACS; patients with two or more microemboli in an hour of monitoring have a 1-year risk of 15.6%, vs. 1% without microemboli, so this very clearly distinguishes which patients with ACS could benefit from intervention. TCD saline studies are more sensitive than trans-esophageal echocardiography for detection of patent foramen ovale, and more predictive of recurrent stroke. These methods should be more widely used, to reduce the increasing burden of stroke in our aging populations.
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Affiliation(s)
- J David Spence
- Stroke Prevention & Atherosclerosis Research Centre, Robarts Research Institute, Western University, London, ON, Canada
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21
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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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Johnson M, Brook JR, Brook RD, Oiamo TH, Luginaah I, Peters PA, Spence JD. Traffic-Related Air Pollution and Carotid Plaque Burden in a Canadian City With Low-Level Ambient Pollution. J Am Heart Assoc 2020; 9:e013400. [PMID: 32237976 PMCID: PMC7428640 DOI: 10.1161/jaha.119.013400] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Background The association between fine particulate matter and cardiovascular disease has been convincingly demonstrated. The role of traffic‐related air pollutants is less clear. To better understand the role of traffic‐related air pollutants in cardiovascular disease development, we examined associations between NO2, carotid atherosclerotic plaque, and cardiometabolic disorders associated with cardiovascular disease. Methods and Results Cross‐sectional analyses were conducted among 2227 patients (62.9±13.8 years; 49.5% women) from the Stroke Prevention and Atherosclerosis Research Centre (SPARC) in London, Ontario, Canada. Total carotid plaque area measured by ultrasound, cardiometabolic disorders, and residential locations were provided by SPARC medical records. Long‐term outdoor residential NO2 concentrations were generated by a land use regression model. Associations between NO2, total carotid plaque area, and cardiometabolic disorders were examined using multiple regression models adjusted for age, sex, smoking, and socioeconomic status. Mean NO2 was 5.4±1.6 ppb in London, Ontario. NO2 was associated with a significant increase in plaque (3.4 mm2 total carotid plaque area per 1 ppb NO2), exhibiting a linear dose‐response. NO2 was also positively associated with triglycerides, total cholesterol, and the ratio of low‐ to high‐density lipoprotein cholesterol (P<0.05). Diabetes mellitus mediated the relationship between NO2 and total carotid plaque area (P<0.05). Conclusions Our results demonstrate that even low levels of traffic‐related air pollutants are linked to atherosclerotic plaque burden, an association that may be partially attributable to pollution‐induced diabetes mellitus. Our findings suggest that reducing ambient concentrations in cities with NO2 below current standards would result in additional health benefits. Given the billions of people exposed to traffic emissions, our study supports the global public health significance of reducing air pollution.
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Affiliation(s)
- Markey Johnson
- Air Health Science Division Health Canada Ottawa Ontario Canada
| | - Jeffrey R Brook
- Dalla Lana School of Public Health and Department of Chemical Engineering and Applied Chemistry University of Toronto Ontario Canada
| | - Robert D Brook
- Department of Internal Medicine University of Michigan Ann Arbor MI
| | - Tor H Oiamo
- Department of Geography and Environmental Studies Ryerson University Toronto Ontario Canada
| | - Isaac Luginaah
- Department of Geography Western University London Ontario Canada
| | - Paul A Peters
- Department of Health Sciences Carleton University Ottawa Ontario Canada
| | - J David Spence
- Department of Neurology and Clinical Pharmacology Western University London Ontario Canada.,Stroke Prevention and Atherosclerosis Research Centre Robarts Research Institute Western University London Ontario Canada
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23
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Paraskevas KI, Sillesen HH, Rundek T, Mathiesen EB, Spence JD. Carotid Intima-Media Thickness Versus Carotid Plaque Burden for Predicting Cardiovascular Risk. Angiology 2020; 71:108-111. [PMID: 31569951 DOI: 10.1177/0003319719878582] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Affiliation(s)
- Kosmas I Paraskevas
- Department of General and Vascular Surgery, Central Clinic of Athens, Athens, Greece
| | - Henrik H Sillesen
- Department of Vascular Surgery, Rigshospitalet, Copenhagen, Denmark.,Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Tatjana Rundek
- Department of Neurology, the Evelyn F. McKnight Brain Institute, Miller School of Medicine, University of Miami, FL, USA
| | - Ellisiv B Mathiesen
- Faculty of Health Sciences, Department of Clinical Medicine, UiT The Arctic University of Norway, Tromsø, Norway.,Department of Neurology, University of North Norway, Tromsø, Norway
| | - J David Spence
- Stroke Prevention and Atherosclerosis Research Centre, Robarts Research Institute, Western University, London, Ontario, Canada
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Chen X, Lin M, Cui H, Chen Y, van Engelen A, de Bruijne M, Azarpazhooh MR, Sohrevardi SM, Chow TWS, Spence JD, Chiu B. Three-dimensional ultrasound evaluation of the effects of pomegranate therapy on carotid plaque texture using locality preserving projection. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2020; 184:105276. [PMID: 31887617 DOI: 10.1016/j.cmpb.2019.105276] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/14/2019] [Revised: 11/19/2019] [Accepted: 12/11/2019] [Indexed: 06/10/2023]
Abstract
BACKGROUND AND OBJECTIVE Dietary supplements are expected to confer a smaller beneficial effect than medical treatments. Therefore, there is a need to develop cost-effective biomarkers that can demonstrate the efficacy of such supplements for carotid atherosclerosis. The aim of this study is to develop such a biomarker based on the changes of 376 plaque textural features measured from 3D ultrasound images. METHODS Since the number of features (376) was greater than the number of subjects (171) in this study, principal component analysis (PCA) was applied to reduce the dimensionality of feature vectors. To generate a scalar biomarker for each subject, elements in the reduced feature vectors produced by PCA were weighted using locality preserving projections (LPP) to capture essential patterns exhibited locally in the feature space. 96 subjects treated by pomegranate juice and tablets, and 75 subjects receiving placebo-matching juice and tablets were evaluated in this study. The discriminative power of the proposed biomarker was evaluated and compared with existing biomarkers using t-tests. As the cost of a clinical trial is directly related to the number of subjects enrolled, the cost-effectiveness of the proposed biomarker was evaluated by sample size estimation. RESULTS The proposed biomarker was more able to discriminate plaque changes exhibited by the pomegranate and placebo groups than total plaque volume (TPV) according to the result of t-tests (TPV: p=0.34, Proposed biomarker: p=1.5×10-5). The sample size required by the new biomarker to detect a significant effect was 20 times smaller than that required by TPV. CONCLUSION With the increase in cost-effectiveness afforded by the proposed biomarker, more proof-of-principle studies for novel treatment options could be performed.
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Affiliation(s)
- Xueli Chen
- Department of Electrical Engineering, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong
| | - Mingquan Lin
- Department of Electrical Engineering, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong
| | - He Cui
- Department of Electrical Engineering, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong
| | - Yimin Chen
- Department of Electrical Engineering, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong
| | - Arna van Engelen
- Biomedical Imaging Group Rotterdam, Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Marleen de Bruijne
- Biomedical Imaging Group Rotterdam, Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands; Machine Learning Section, Department of Computer Science, University of Copenhagen, Denmark
| | - M Reza Azarpazhooh
- Stroke Prevention & Atherosclerosis Research Centre, Robarts Research Institute, London, Ontario, Canada
| | - Seyed Mojtaba Sohrevardi
- Stroke Prevention & Atherosclerosis Research Centre, Robarts Research Institute, London, Ontario, Canada; Pharmaceutical Sciences Research Center, Faculty of Pharmacy, Shahid Sadoughi University of Medical Sciences, Yazd, Iran
| | - Tommy W S Chow
- Department of Electrical Engineering, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong
| | - J David Spence
- Stroke Prevention & Atherosclerosis Research Centre, Robarts Research Institute, London, Ontario, Canada
| | - Bernard Chiu
- Department of Electrical Engineering, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong.
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Msoka TF, Van Guilder GP, van Furth M, Smulders Y, Meek SJ, Bartlett JA, Vissoci JRN, van Agtmael MA. The effect of HIV infection, antiretroviral therapy on carotid intima-media thickness: A systematic review and meta-analysis. Life Sci 2019; 235:116851. [PMID: 31499070 PMCID: PMC10496646 DOI: 10.1016/j.lfs.2019.116851] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2019] [Revised: 09/05/2019] [Accepted: 09/05/2019] [Indexed: 01/09/2023]
Abstract
AIMS We performed a systematic review and meta-analysis on the effect of HIV infection and antiretroviral therapy (ART) on carotid intima-media thickness (cIMT) to elucidate the role of HIV infection and ART. Also, an analysis on the role of ethnicity and gender on cIMT in HIV-infected populations was performed. MAIN METHODS We searched the PubMed, Web of Science, the WHO websites and International AIDS Society for published observational studies were conducted by two independent reviewers for studies comparing HIV-infected antiretroviral-experienced patients and/or inexperienced with healthy controls on cIMT. The primary outcome was the standardized mean difference (SMD) of cIMT. FINDINGS Twenty studies (five cohort, 15 cross-sectional, and two both cohort and cross-sectional studies) were identified comprising 7948 subjects (4656 HIV-infected; 3292 controls). In cohort studies, the standardized mean 1-year change in cIMT between HIV-infected patients and uninfected controls was not significantly different (0.16 mm/yr; 95% CI, -0.16, 0.49; p = 0.326). In 17 cross-sectional studies, the SMD in cIMT was significantly higher in HIV-infected than uninfected persons (0.27 mm; 95% CI, 0.04, 0.49; p = 0.027). HIV-infected patients on ART exhibited significantly higher SMD in cIMT compared to those not on ART (0.75 mm; 95% CI, 0.30, 1.19; p = 0.001). No confounding effect of gender and ethnicity could be established using meta-regression p > 0.05. SIGNIFICANCE HIV infection itself and ART appear to influence the progression of cIMT and hence may be risk factors for cardiovascular events. No firm conclusions could be drawn on the effect of ethnic/race and gender differences on cIMT in HIV-infected populations.
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Affiliation(s)
- Titus F Msoka
- Kilimanjaro Christian Medical Centre, Department of Internal Medicine, Moshi, Tanzania.
| | - Gary P Van Guilder
- Department of Health and Nutritional Sciences, South Dakota State University, USA
| | | | - Yvo Smulders
- VUmc Hospital Amsterdam, Department Infectiology, Netherlands
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Gonzalez-Cantero A, Gonzalez-Cantero J, Sanchez-Moya AI, Rodriguez-Padial L, Perez-Hortet C, Gonzalez-Calvin JL. Is intima-media thickness a predictor for cardiovascular risk? Lancet 2019; 394:380-381. [PMID: 31379328 DOI: 10.1016/s0140-6736(19)30348-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/28/2018] [Accepted: 02/05/2019] [Indexed: 10/26/2022]
Affiliation(s)
- Alvaro Gonzalez-Cantero
- Department of Dermatology, Complejo Hospitalario Toledo, Toledo, Spain; Department of Dermatology, Hospital Virgen del Valle, Toledo 45071, Spain.
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Gonzalez-Cantero A, Gonzalez-Cantero J, Sanchez-Moya AI, Schoendorff-Ortega C, Barderas MG, Perez-Hortet C. Psoriasin (S100A7) and koebserisin (S100A15) as potential markers of atherosclerosis in patients with psoriasis. Clin Exp Dermatol 2019; 44:234. [DOI: 10.1111/ced.13764] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/25/2018] [Indexed: 12/01/2022]
Affiliation(s)
- A. Gonzalez-Cantero
- Department of Dermatology; Complejo Hospitalario de Toledo; Avenida de Barber, 30 45005 Toledo Spain
| | | | - A. I. Sanchez-Moya
- Department of Dermatology; Complejo Hospitalario de Toledo; Avenida de Barber, 30 45005 Toledo Spain
| | - C. Schoendorff-Ortega
- Department of Dermatology; Complejo Hospitalario de Toledo; Avenida de Barber, 30 45005 Toledo Spain
| | - M. G. Barderas
- Department of Vascular Physiopathology; Hospital Nacional de Paraplejicos (HNP); SESCAM; Toledo Spain
| | - C. Perez-Hortet
- Department of Dermatology; Complejo Hospitalario de Toledo; Avenida de Barber, 30 45005 Toledo Spain
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Gonzalez-Cantero A, Gonzalez-Cantero J, Sanchez-Moya AI, Perez-Hortet C, Arias-Santiago S, Schoendorff-Ortega C, Gonzalez-Calvin JL. Subclinical atherosclerosis in psoriasis. Usefulness of femoral artery ultrasound for the diagnosis, and analysis of its relationship with insulin resistance. PLoS One 2019; 14:e0211808. [PMID: 30735527 PMCID: PMC6368294 DOI: 10.1371/journal.pone.0211808] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2018] [Accepted: 01/20/2019] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Psoriasis is associated with an increased risk of cardiovascular disease (CVD) at younger ages that is not identifiable by traditional risk factors. Screening for subclinical atherosclerosis with ultrasound has only been investigated in carotid arteries. Femoral artery ultrasound has never been considered for this purpose. The link between psoriasis and accelerated atherosclerosis has not yet been established. OBJECTIVE To study the usefulness of femoral artery ultrasound for the detection of subclinical atherosclerosis in psoriasis. We also investigated its possible relationship with changes in insulin resistance. METHODS We conducted a cross-sectional study in 140 participants, 70 patients with moderate-to-severe psoriasis and 70 healthy controls, matched 1:1 for age, sex, and BMI. Femoral and carotid atherosclerotic plaques were evaluated by ultrasonography. Insulin resistance was assessed by the homeostasis model assessment method (HOMA-IR). RESULTS Femoral atherosclerotic plaque prevalence was significantly higher in patients with psoriasis (44.64%) than in controls (19.07%) (p<0.005), but no significant difference was found in carotid plaque prevalence (p<0.3). Femoral plaques were significantly more prevalent than carotid plaques (21.42%) among patients with psoriasis (p<0.001). In the regression analysis, insulin resistance was the most influential determinant of atherosclerosis in psoriasis and C-reactive protein the most significant predictor of insulin resistance. CONCLUSIONS Ultrasound screening for femoral atherosclerotic plaques improves the detection of subclinical atherosclerosis in patients with psoriasis, whereas the study of carotid arteries is not sufficiently accurate. Insulin resistance appears to play a greater role in the development of atherosclerosis in these patients in comparison to other classical CVD risk factors.
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González-Cantero Á, González-Cantero J, Sánchez-Moya A, Pérez-Hortet C, Schoendorff-Ortega C. Comment on “Cardiovascular Risk Factors and Carotid Intima-Media Thickness in a Colombian Population With Psoriasis”. ACTAS DERMO-SIFILIOGRAFICAS 2018. [DOI: 10.1016/j.adengl.2018.02.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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González-Cantero Á, González-Cantero J, Sánchez-Moya A, Pérez-Hortet C, Schoendorff-Ortega C. Réplica a «Factores de riesgo cardiovascular y grosor de la íntima media carotídea en una población colombiana con psoriasis». ACTAS DERMO-SIFILIOGRAFICAS 2018; 109:848-849. [DOI: 10.1016/j.ad.2018.02.020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2017] [Accepted: 02/11/2018] [Indexed: 11/26/2022] Open
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González-Cantero Á, González-Cantero J, Sánchez-Moya AI, Pérez-Hortet C, Schoendorff-Ortega C. Psoriasis and subclinical atherosclerosis in a Chinese population. Australas J Dermatol 2018. [PMID: 29516475 DOI: 10.1111/ajd.12804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Peixoto de Miranda ÉJF, Bittencourt MS, Staniak HL, Pereira AC, Foppa M, Santos IS, Lotufo PA, Benseñor IM. Thyrotrophin levels and coronary artery calcification: Cross-sectional results of the Brazilian Longitudinal Study of Adult Health (ELSA-Brasil). Clin Endocrinol (Oxf) 2017; 87:597-604. [PMID: 28609552 DOI: 10.1111/cen.13393] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/04/2017] [Revised: 06/06/2017] [Accepted: 06/07/2017] [Indexed: 01/07/2023]
Abstract
OBJECTIVE There is little information about the association between thyrotrophin (TSH) levels and coronary artery calcification (CAC). Our aim was to analyse the association between TSH quintiles and subclinical atherosclerosis measured by CAC, using baseline data from the Brazilian Longitudinal Study of Adult Health (ELSA-Brasil). DESIGN Cross-sectional study. PATIENTS We excluded individuals using medications that affect thyroid function and who self-reported cardiovascular disease. We included euthyroid subjects and individuals with subclinical hypothyroidism (SCHypo) and subclinical hyperthyroidism (SCHyper). Logistic regression models evaluated CAC >100 Agatston units as the dependent variable, and increasing quintiles of TSH as the independent variable, adjusted for demographic and cardiovascular risk factors. RESULTS Our sample included 3836 subjects, mean age 49 years (interquartile range 44-56); 1999 (52.1%) were female, 3551 (92.6%) were euthyroid, 239 (6.2%) had SCHypo and 46 (1.2%) had SCHyper. The frequency of women, White people and never smokers as well as body mass index and insulin resistance increased according to quintiles. The 1st quintile for TSH (0-0.99 mIU/L) was associated with CAC >100, using the 3rd quintile (1.39-1.85 mIU/L) as reference (adjusted OR=1.57, 95% CI: 1.05-2.35, P=.027), but no association was shown for the 5th quintile (2.68-35.5 mIU/L) compared to the 3rd. Restricting the analysis to euthyroid subjects did not change the results. For women, but not for men, we observed a U-shaped curve with 1st and 5th TSH quintiles associated with CAC>100. CONCLUSION Low and low-normal (1st quintile) TSH levels were associated with CAC>100 Agatston units in a sample with subclinical thyroid disorders and euthyroid subjects.
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Affiliation(s)
| | | | - Henrique Lane Staniak
- Centro de Pesquisa Clínica, Hospital Universitário, Universidade de São Paulo, São Paulo, Brazil
| | | | - Murilo Foppa
- Faculdade de Medicina, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Itamar S Santos
- Centro de Pesquisa Clínica, Hospital Universitário, Universidade de São Paulo, São Paulo, Brazil
| | - Paulo A Lotufo
- Centro de Pesquisa Clínica, Hospital Universitário, Universidade de São Paulo, São Paulo, Brazil
| | - Isabela M Benseñor
- Centro de Pesquisa Clínica, Hospital Universitário, Universidade de São Paulo, São Paulo, Brazil
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Spence JD. Carotid plaque burden is associated with higher levels of total homocysteine. Stroke Vasc Neurol 2017; 2:40. [PMID: 28959489 PMCID: PMC5435215 DOI: 10.1136/svn-2017-000076] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2017] [Accepted: 02/07/2017] [Indexed: 12/02/2022] Open
Affiliation(s)
- J David Spence
- Stroke Prevention & Atherosclerosis Research Centre, Robarts Research Institute, Western University, London, Ontario, Canada
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Location of Cerebral Microbleeds And Their Association with Carotid Intima-media Thickness: A Community-based Study. Sci Rep 2017; 7:12058. [PMID: 28935928 PMCID: PMC5608757 DOI: 10.1038/s41598-017-12176-y] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2017] [Accepted: 09/05/2017] [Indexed: 12/23/2022] Open
Abstract
To assess whether high cerebral microbleeds (CMBs) are associated with carotid intima-media thickness (CIMT), a marker of systemic atherosclerosis, we cross-sectionally evaluated participants from a community-based study, the I-Lan Longitudinal Aging Study. The participants' demographics and cardiovascular risk factors were determined by questionnaire and/or laboratory measurements. CIMT was measured by ultrasonography. CMBs were assessed by susceptibility-weighted-imaging on 3 T MRI. Of the 962 subjects [62.5(8.6) years, 44.2% men] included, CMBs were found in 134(14.0%) subjects. Among the subjects with identified CMB's, 85(63.4%) had deep or infratentorial (DI) and 49(36.6%) had strictly lobar(SL) CMBs. After the results were adjusted for age and sex, the analysis revealed that hypertension, hyperlipidemia, obesity, and higher triglyceride levels correlated with DI but not SL CMBs. The subjects with DI CMBs also had a higher mean CIMT and higher prevalence of top quartile CIMT. The multivariate analysis demonstrated that high CIMT (top quartile) significantly predicted the presence of DI CMBs (odds ratio = 2.1; 95% confidence interval = 1.3-3.4; P = 0.004), independent of age, sex, cardiovascular risk factors, and other cerebral small vessel diseases, lacune, and white matter hyperintensity. There was no association between CIMT and SL CMBs. Our results support that there are distinct pathogenesis in DI and SL CMBs.
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Approaching Automated 3-Dimensional Measurement of Atherosclerotic Plaque Volume ∗. J Am Coll Cardiol 2017; 70:314-317. [DOI: 10.1016/j.jacc.2017.05.036] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2017] [Accepted: 05/15/2017] [Indexed: 02/04/2023]
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Santos IS, Bittencourt MS, Goulart AC, Schmidt MI, Diniz MDFH, Lotufo PA, Benseñor IM. Insulin resistance is associated with carotid intima-media thickness in non-diabetic subjects. A cross-sectional analysis of the ELSA-Brasil cohort baseline. Atherosclerosis 2017; 260:34-40. [DOI: 10.1016/j.atherosclerosis.2017.03.011] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/20/2016] [Revised: 03/01/2017] [Accepted: 03/06/2017] [Indexed: 12/12/2022]
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Lee DH, Park JH. Diagnostic and Therapeutic Approach of Carotid and Cerebrovascular Plaque on the Basis of Vessel Imaging. J Lipid Atheroscler 2017. [DOI: 10.12997/jla.2017.6.1.15] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Affiliation(s)
- Dong Hyun Lee
- Department of Stroke Neurology, Seonam University Myongji Hospital, Goyang-si, Korea
| | - Jong-Ho Park
- Department of Stroke Neurology, Seonam University Myongji Hospital, Goyang-si, Korea
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Santos IS, Goulart AC, Pereira AC, Lotufo PA, Benseñor IM. Association between Cardiovascular Health Score and Carotid Intima-Media Thickness: Cross-Sectional Analysis of the Brazilian Longitudinal Study of Adult Health (ELSA-Brasil) Baseline Assessment. J Am Soc Echocardiogr 2016; 29:1207-1216.e4. [DOI: 10.1016/j.echo.2016.09.001] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/30/2015] [Indexed: 12/22/2022]
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Abstract
Cardiovascular disease (CVD) primarily caused by atherosclerosis is a major cause of death and disability in developed countries. Sonographic carotid intima-media thickness (CIMT) is widely studied as a surrogate marker for detecting subclinical atherosclerosis for risk prediction and disease progress to guide medical intervention. However, there is no standardized CIMT measurement methodology in clinical studies resulting in inconsistent findings, thereby undermining the clinical value of CIMT. Increasing evidences show that CIMT alone has weak predictive value for CVD while CIMT including plaque presence consistently improves the predictive power. Quantification of plaque burden further enhances the predictive power beyond plaque presence. Sonographic carotid plaque characteristics have been found to be predictive of cerebral ischaemic events. With advances in ultrasound technology, enhanced assessment of carotid plaques is feasible to detect high-risk/vulnerable plaques, and provide risk assessment for ischemic stroke beyond measurement of luminal stenosis.
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Affiliation(s)
- Stella Sin Yee Ho
- Department of Imaging and Interventional Radiology, The Chinese University of Hong Kong, Shatin, Hong Kong SAR, China
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HIV Infection Is Not Associated with Carotid Intima-Media Thickness in Brazil: A Cross-Sectional Analysis from the INI/ELSA-Brasil Study. PLoS One 2016; 11:e0158999. [PMID: 27391355 PMCID: PMC4938392 DOI: 10.1371/journal.pone.0158999] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2016] [Accepted: 06/24/2016] [Indexed: 01/28/2023] Open
Abstract
Background Carotid intima-media thickness (cIMT) has been used as an early marker of atherosclerotic disease in the general population. Recently its role among HIV-infected patients has been questioned. To date, no Brazilian study has compared cIMT in respect to HIV status. Methods We compared data from 535 patients actively followed in a prospective cohort in Rio de Janeiro (HIV group); 88 HIV-negative individuals who were nominated by patients (friend controls–FCs); and 10,943 participants of the ELSA-Brasil study. Linear regression models were used to study associations of the 3 groups and several covariables with cIMT. Propensity scores weighting (PSW) were also employed to balance data. Results Median thickness in mm (IQR) were 0.54 (0.49,0.62); 0.58 (0.52,0.68); and 0.57 (0.49,0.70), HIV, FCs and ELSA-Brasil groups, respectively (p-value<0.001). The best linear model chosen did not include the group variables, after adjusting for all the variables chosen, showing no difference of cIMT across groups. Similar results were obtained with PSW. Several traditional CVD risk factors were also significantly associated with cIMT: female gender, higher education and higher HDL were negatively associated while risk factors were older age, current/former smoker, AMI/stroke family history, CVD history, hypertension, DM, higher BMI and total cholesterol. Conclusions We show for the first time in a middle-income setting that cIMT, is not different in HIV-infected patients in Rio de Janeiro compared with 2 different groups of non-HIV-infected individuals. Traditional CVD risk factors are associated with this outcome. Our results point out that high standards of care and prevention for CVD risk factors should always be sought both in the HIV-infected and non-infected populations to prevent CVD-related events.
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Affiliation(s)
- J. David Spence
- Stroke Prevention & Atherosclerosis Research CentreRobarts Research InstituteWestern UniversityLondonOntarioCanada
- Division of Clinical PharmacologyDepartment of MedicineWestern UniversityLondonOntarioCanada
| | - George K. Dresser
- Division of Clinical PharmacologyDepartment of MedicineWestern UniversityLondonOntarioCanada
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Zhang H, Liu M, Ren T, Wang X, Liu D, Xu M, Han L, Wu Z, Li H, Zhu Y, Wen Y, Sun W. Associations between Carotid Artery Plaque Score, Carotid Hemodynamics and Coronary Heart Disease. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2015; 12:14275-84. [PMID: 26569275 PMCID: PMC4661646 DOI: 10.3390/ijerph121114275] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/21/2015] [Revised: 10/15/2015] [Accepted: 10/23/2015] [Indexed: 12/22/2022]
Abstract
Background: The carotid artery plaque score (PS) is an independent predictor of Coronary Heart Disease (CHD). This study aims to evaluate the combination of PS and carotid hemodynamics to predict CHD. Methods: A total of 476 patients who underwent carotid ultrasonography and coronary angiography were divided into two groups depending on the presence of CHD. PS, carotid intima-media thickness, and carotid blood flow were measured. Receiver operating characteristic curve analysis was performed to establish the best prediction model for CHD presence. Results: Age, sex, carotid intima-media thickness of internal carotid artery and carotid bifurcation, PS, peak systolic velocity (PSA) of right internal carotid artery (RICA), and most resistance index data were significantly related with the presence of CHD. The area under the curve for a collective model, which included factors of the PS, carotid hemodynamics and age, was significantly higher than the other model. Age, PS, and PSA of RICA were significant contributors for predicting CHD presence. Conclusions: The model of PS and PSA of RICA has greater predictive value for CHD than PS alone. Adding age to PS and PSA of RICA further improves predictive value over PS alone.
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Affiliation(s)
- Huiping Zhang
- Department of Medical Ultrasonics, Ma'anshan People's Hospital, Ma'anshan 243000, China.
| | - Mengxue Liu
- School of Public Health, Wannan Medical College, Wuhu 241000, China.
| | - Tiantian Ren
- Department of Medical Ultrasonics, Ma'anshan People's Hospital, Ma'anshan 243000, China.
| | - Xiangqian Wang
- Department of Medical Ultrasonics, Ma'anshan People's Hospital, Ma'anshan 243000, China.
| | - Dandan Liu
- Department of Medical Ultrasonics, Ma'anshan People's Hospital, Ma'anshan 243000, China.
| | - Mingliang Xu
- Department of Medical Ultrasonics, Ma'anshan People's Hospital, Ma'anshan 243000, China.
| | - LingFei Han
- Center of Clinical Laboratory, Ma'anshan Medical Group, Ma'anshan 243000, China.
| | - Zewei Wu
- School of Public Health, Wannan Medical College, Wuhu 241000, China.
| | - Haibo Li
- School of Public Health, Wannan Medical College, Wuhu 241000, China.
| | - Yu Zhu
- School of Public Health, Wannan Medical College, Wuhu 241000, China.
| | - Yufeng Wen
- School of Public Health, Wannan Medical College, Wuhu 241000, China.
| | - Wenjie Sun
- School of Food Science, Guangdong Pharmaceutical University, Zhongshan 528458, China.
- School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA 70112, USA.
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