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  2. Keyword: Carotid Arteries Ultrasonography
Artificial Intelligence in Carotid Ultrasonography: Current Status and Future Directions
ABCIC
Review Article

Artificial Intelligence in Carotid Ultrasonography: Current Status and Future Directions

Gustavo Paglioli Dannenhauer et al. Simone Nascimento dos Santos Ana Claudia Gomes Pereira Petisco Claudia Maria Vilas Freire … Ana Cristina Lopes Albricker Fanilda Souto Barros

Abstract

To review the current applications of artificial intelligence (AI) in carotid ultrasonography and its future perspectives. This narrative review was based on recent studies addressing machine learning, deep learning, radiomics, and integration with advanced ultrasound modalities, including contrast-enhanced ultrasound (CEUS), elastography, three-dimensional ultrasound, microvascular flow imaging (MFI), and ultrafast ultrasound. Carotid assessment has evolved from an approach focused primarily on the degree of luminal stenosis to a more comprehensive evaluation encompassing plaque burden, morphology, composition, and vulnerability. AI algorithms have been applied to automated plaque detection, image segmentation, plaque stability classification, radiomic feature extraction, and prediction of ischemic events. When combined with advanced imaging techniques, these models may improve reproducibility, reduce operator dependence, and reveal quantitative patterns that conventional visual assessment may not detect. Despite promising results, important challenges remain regarding image standardization, external validation, model explainability, and prospective clinical impacts. AI has the potential to transform carotid ultrasonography into a multiparametric tool for personalized medicine. Its clinical implementation will depend on robust validation, integration into clinical workflows, and demonstration of incremental value over conventional ultrasonography.

  • Artificial Intelligence
  • Atherosclerotic Plaque
  • Carotid Arteries Ultrasonography
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Creative Commons Attribution (CC BY) Creative Commons license
21/09/2026 DOI: 10.36660/abcimg.20260089i Views 1
Association between Cardiovascular Risk Factors and Carotid Plaques in a Population-Based Study - The SHIP-Brazil Study
ABC
Original Article

Association between Cardiovascular Risk Factors and Carotid Plaques in a Population-Based Study – The SHIP-Brazil Study

Fernanda Burger Zimmermann et al. Sérgio Luiz Zimmermann Marcelo Burger Zimmermann Enrico Klug Beraldi … Mateus Campanelli Franco da Rocha Bruno Pereira de Oliveira Zabot Siegmar Starke Ernani Tiaraju de Santa Helena Marcello Ricardo Paulista Markus

Abstract

Background

Atherosclerotic disease is a relevant cause of morbidity and mortality in the general population, and it is important to detect factors that can influence its prevention.

Objective

To evaluate the association of cardiovascular risk factors with carotid plaques in participants of the Study of Health in Pomerania (SHIP) – Brazil.

Methods

A total of 1,953 participants were assessed for the presence of cardiovascular risk factors (hypertension, dyslipidemia, type 2 diabetes, obesity, smoking and physical inactivity) and sociodemographic variables (gender, age group, Germanic culture, color/race self-declared, and alcohol consumption), waist circumference measurement, waist-to-hip ratio and waist-to-height ratio. The presence of carotid plaques was analyzed by ultrasound. The association between the study variables and carotid plaques was assessed using the Chi-square test. A p-value < 0.05 was considered significant.

Results

Plaques were present in 56.5% of hypertensive patients (p<0.001), 49.8% of dyslipidemic patients (p<0.001), 62% of diabetic patients (p<0.001), 52% of smokers, 29% of those who had never smoked (p<0.001), 39.5% of sedentary people and 33.1% of non-sedentary people (p=0.014), 43.7% of obese people and 26.1% of eutrophic people (p<0.001).

Conclusion

Carotid plaques were prevalent in men, aged between 60 and 79, white, hypertensive, dyslipidemic, diabetic, smokers, sedentary and obese, illiterate, in economic class A1/A2, and of Germanic culture, and low alcohol consumption.

  • Atherosclerosis
  • Carotid Arteries Ultrasonography
  • Carotid Intima-Media Thickness
  • Heart Disease Risk Factors
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Creative Commons Attribution (CC BY) Creative Commons license
02/05/2025 DOI: 10.36660/abc.20240546i Views 1
Figure 1
ABCIC
Case Report

Ultrasound in the Diagnosis of Carotid Web: Report of Two Cases and Review

Ana Claudia Gomes Pereira Petisco et al. Paulo Magno Martins Dourado Larissa Almeida Dourado João Paulo Almeida Dourado Ricardo Thomaz Tebaldi

Introduction

Carotid web (CW) is a nonatherosclerotic disease of the extracranial carotid artery, described as an atypical, still little known, and poorly diagnosed focal fibromuscular dysplasia (FMD). CW has been associated with the occurrence of cerebral vascular accidents (CVAs) and transient ischemic attacks (TIAs), affecting young patients, with no other known causes.

[…]

  • Carotid Arteries Ultrasonography
  • Carotid Artery Diseases
  • Fibromuscular Dysplasia
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Creative Commons Attribution (CC BY) Creative Commons license
28/03/2024 DOI: 10.36660/abcimg.20230117i Views 1
Figure 1
ABC
Original Article

The Effect of Atorvastatin + Aspirin on the Endothelial Function Differs with Age in Patients with HIV: A Case-Control Study

Gerson Gomes dos Santos Junior et al. Paulo Sérgio Ramos Araújo Kaliene Maria Estevão Leite Emmanuelle Tenório Godoi … Adriana Ferraz Vasconcelos Heloisa Ramos Lacerda

Abstract

Background

Patients with HIV are more likely to present with cardiovascular disease when compared to the general population.

Objective

This was a case-control study that aimed to assess which factors were associated with a reduction in the carotid intima-media thickness (IMT) and an increase in the brachial artery flow-mediated dilation (FMD) in HIV patients who received atorvastatin + aspirin during a period of 6 months.

Methods

A secondary analysis of a clinical trial was conducted, which included people living with HIV infection and low cardiovascular risk. A total of 38 patients allocated to the intervention arm and treated for 6 months with a combination of atorvastatin + aspirin were included. All participants underwent a carotid and brachial artery ultrasound, both at the beginning and the end of the study. Cases that responded with an increase of >10% of the brachial dilatation (FMD) and reduction of the carotid intima-media thickness (IMT) were considered cases, and those who did not respond were considered controls. We assessed the factors associated with the positive responses obtained through IMT and FMD.

Results

A reduction in the IMT was not significantly associated with any of the evaluated risk factors: age (p=0.211), gender (p=0.260), smoking (p=0.131) or time since HIV diagnosis (p=0.836). An increase in the FMD was significantly associated with age amongst those in the 40-59 age group, p = 0.015 (OR = 4.37; 95% CI: 1.07-17.79).

Conclusions

Older individuals were more likely to present with an increased FMD after 6 months of treatment with atorvastatin + aspirin.

  • Aspirin
  • Atorvastatin
  • Brachial Artery
  • Carotid Arteries Ultrasonography
  • Carotid Intima-Media Thickness
  • Endothelium, Vascular / physiopathology
  • HIV
  • Risk Factors
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Creative Commons Attribution (CC BY) Creative Commons license
02/07/2021 DOI: 10.36660/abc.20190844 Views 1
Figure 1
ABC
Original Article

Carotid Artery Atherosclerotic Profile as Risk Predictor for Restenosis After Coronary Stenting

Cássia da Silva Antico Rodrigues et al. Rodrigo Bazan Fabrício Moreira Reis Caroline F. S. Mazeto Pupo da Silveira … Lívia Maria Severino Hueb Fábio Cardoso de Carvalho Hélio Rubens de Carvalho Nunes Katashi Okoshi João Carlos Hueb Silméia Garcia Zanati Bazan

Abstract

Background:

The incidence of restenosis of the coronary artery after a bare-metal stent implant has been lower than in simple balloon angioplasty; however, it still shows relatively high rates.

Objective:

The aim of this study was to find new risk indicators for in-stent restenosis using carotid ultrasonography, that, in addition to the already existing indicators, would help in decision-making for stent selection.

Methods:

We carried out a cross-sectional prospective study including 121 consecutive patients with chronic coronary artery disease who had undergone percutaneous coronary intervention with repeat angiography in the previous 12 months. After all cases of in-stent restenosis were identified, patients underwent carotid ultrasonography to evaluate carotid intima-media thickness and atherosclerosis plaques. The data were analyzed by Cox multiple regression. The significance level was set a p<0.05.

Results:

Median age of patients was 60 years (1st quartile = 55, 3rd quartile = 68), and 64.5% of patients were male. Coronary angiography showed that 57 patients (47.1%) presented in-stent restenosis. Fifty-five patients (45.5%) had echolucent atherosclerotic plaques in carotid arteries and 54.5% had echogenic plaques or no plaques. Of patients with who had echolucent plaques, 90.9% presented coronary in-stent restenosis. Of those who had echogenic plaques or no plaques, 10.6% presented in-stent restenosis. The presence of echolucent plaques in carotid arteries increased the risk of coronary in-stent restenosis by 8.21 times (RR=8.21; 95%CI: 3.58-18.82; p<0.001).

Conclusions:

The presence of echolucent atherosclerotic plaques in carotid artery constitutes a risk predictor of coronary instent restenosis and should be considered in the selection of the type of stent to be used in coronary angioplasty.

  • Angioplasty, Balloon, Coronary
  • Atherosclerosis
  • Carotid Arteries Ultrasonography
  • Coronary Artery Disease
  • Coronary Restenosis
  • Plaque, Atherosclerotic
  • Stents
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Creative Commons Attribution (CC BY) Creative Commons license
16/04/2021 DOI: 10.36660/abc.20190650 Views 1

How to cite this article

EndNote RIS

Electronic Document Format (Vancouver)

Dannenhauer GP, Santos SN, Petisco ACGP, Freire CMV, Albricker ACL, Barros FS. Artificial Intelligence in Carotid Ultrasonography: Current Status and Future Directions. ABC Imagem Cardiovascular 2026;39(3):e20260089.

Electronic Document Format (ABNT)

Dannenhauer, Gustavo Paglioli; Santos, Simone Nascimento dos; Petisco, Ana Claudia Gomes Pereira; Freire, Claudia Maria Vilas; Albricker, Ana Cristina Lopes; Barros, Fanilda Souto. Artificial Intelligence in Carotid Ultrasonography: Current Status and Future Directions. ABC Imagem Cardiovascular, v. 39, n. 3, e20260089, Sep. 2026.

Electronic Document Format (APA)

Dannenhauer, G. P., Santos, S. N. , Petisco, A. C. G. P., Freire, C. M. V., Albricker, A. C. L., & Barros, F. S. (2026). Artificial Intelligence in Carotid Ultrasonography: Current Status and Future Directions. ABC Imagem Cardiovascular, 39(3), e20260089.

Electronic Document Format (ISO)

Dannenhauer, Gustavo Paglioli and Santos, Simone Nascimento dos and Petisco, Ana Claudia Gomes Pereira and Freire, Claudia Maria Vilas and Albricker, Ana Cristina Lopes and Barros, Fanilda Souto. Artificial Intelligence in Carotid Ultrasonography: Current Status and Future Directions. ABC Imagem Cardiovascular [online]. 2026, vol. 39, n. 3, [cited 2026-10-14], e20260089. Available from: <https://journals.cardiol.br/en/article/artificial-intelligence-in-carotid-ultrasonography-current-status-and-future-directions/>. ISSN 2318-8219

EndNote RIS

Electronic Document Format (Vancouver)

Zimmermann FB, Zimmermann SL, Zimmermann MB, Beraldi EK, Rocha MCF, Zabot BPO, Starke S, et al. Association between Cardiovascular Risk Factors and Carotid Plaques in a Population-Based Study – The SHIP-Brazil Study. Arquivos Brasileiros de Cardiologia 2025;122(3):e20240546.

Electronic Document Format (ABNT)

Zimmermann, Fernanda Burger; Zimmermann, Sérgio Luiz; Zimmermann, Marcelo Burger; Beraldi, Enrico Klug; Rocha, Mateus Campanelli Franco da; Zabot, Bruno Pereira de Oliveira; Starke, Siegmar; Helena, Ernani Tiaraju de Santa; Markus, Marcello Ricardo Paulista. Association between Cardiovascular Risk Factors and Carotid Plaques in a Population-Based Study – The SHIP-Brazil Study. Arquivos Brasileiros de Cardiologia, v. 122, n. 3, e20240546, May. 2025.

Electronic Document Format (APA)

Zimmermann, F. B., Zimmermann, S. L., Zimmermann, M. B., Beraldi, E. K., Rocha, M. C. F. , Zabot, B. P. O., Starke, S., Helena, E. T. S., & Markus, M. R. P. (2025). Association between Cardiovascular Risk Factors and Carotid Plaques in a Population-Based Study – The SHIP-Brazil Study. Arquivos Brasileiros de Cardiologia, 122(3), e20240546.

Electronic Document Format (ISO)

Zimmermann, Fernanda Burger and Zimmermann, Sérgio Luiz and Zimmermann, Marcelo Burger and Beraldi, Enrico Klug and Rocha, Mateus Campanelli Franco da and Zabot, Bruno Pereira de Oliveira and Starke, Siegmar and Helena, Ernani Tiaraju de Santa and Markus, Marcello Ricardo Paulista. Association between Cardiovascular Risk Factors and Carotid Plaques in a Population-Based Study – The SHIP-Brazil Study. Arquivos Brasileiros de Cardiologia [online]. 2025, vol. 122, n. 3, [cited 2026-10-14], e20240546. Available from: <https://journals.cardiol.br/en/article/association-between-cardiovascular-risk-factors-and-carotid-plaques-in-a-population-based-study-the-ship-brazil-study/>. ISSN 0066-782X

EndNote RIS

Electronic Document Format (Vancouver)

Petisco ACGP, Dourado PMM, Dourado LA, Dourado JPA, Tebaldi RT. Ultrasound in the Diagnosis of Carotid Web: Report of Two Cases and Review. ABC Imagem Cardiovascular 2024;37(1):e20230117.

Electronic Document Format (ABNT)

Petisco, Ana Claudia Gomes Pereira; Dourado, Paulo Magno Martins; Dourado, Larissa Almeida; Dourado, João Paulo Almeida; Tebaldi, Ricardo Thomaz. Ultrasound in the Diagnosis of Carotid Web: Report of Two Cases and Review. ABC Imagem Cardiovascular, v. 37, n. 1, e20230117, Mar. 2024.

Electronic Document Format (APA)

Petisco, A. C. G. P., Dourado, P. M. M., Dourado, L. A., Dourado, J. P. A., & Tebaldi, R. T. (2024). Ultrasound in the Diagnosis of Carotid Web: Report of Two Cases and Review. ABC Imagem Cardiovascular, 37(1), e20230117.

Electronic Document Format (ISO)

Petisco, Ana Claudia Gomes Pereira and Dourado, Paulo Magno Martins and Dourado, Larissa Almeida and Dourado, João Paulo Almeida and Tebaldi, Ricardo Thomaz. Ultrasound in the Diagnosis of Carotid Web: Report of Two Cases and Review. ABC Imagem Cardiovascular [online]. 2024, vol. 37, n. 1, [cited 2026-10-14], e20230117. Available from: <https://journals.cardiol.br/en/article/ultrasound-in-the-diagnosis-of-carotid-web-report-of-two-cases-and-review/>. ISSN 2318-8219

EndNote RIS

Electronic Document Format (Vancouver)

Santos Junior GG, Araújo PSR, Leite KME, Godoi ET, Vasconcelos AF, Lacerda HR. The Effect of Atorvastatin + Aspirin on the Endothelial Function Differs with Age in Patients with HIV: A Case-Control Study. Arquivos Brasileiros de Cardiologia 2021;117(2):365-7.

Electronic Document Format (ABNT)

Santos Junior, Gerson Gomes dos; Araújo, Paulo Sérgio Ramos; Leite, Kaliene Maria Estevão; Godoi, Emmanuelle Tenório; Vasconcelos, Adriana Ferraz; Lacerda, Heloisa Ramos. The Effect of Atorvastatin + Aspirin on the Endothelial Function Differs with Age in Patients with HIV: A Case-Control Study. Arquivos Brasileiros de Cardiologia, v. 117, n. 2, p. 365-375, Jul. 2021.

Electronic Document Format (APA)

Santos Junior, G. G. , Araújo, P. S. R., Leite, K. M. E., Godoi, E. T., Vasconcelos, A. F., & Lacerda, H. R. (2021). The Effect of Atorvastatin + Aspirin on the Endothelial Function Differs with Age in Patients with HIV: A Case-Control Study. Arquivos Brasileiros de Cardiologia, 117(2), 365-375.

Electronic Document Format (ISO)

Santos Junior, Gerson Gomes dos and Araújo, Paulo Sérgio Ramos and Leite, Kaliene Maria Estevão and Godoi, Emmanuelle Tenório and Vasconcelos, Adriana Ferraz and Lacerda, Heloisa Ramos. The Effect of Atorvastatin + Aspirin on the Endothelial Function Differs with Age in Patients with HIV: A Case-Control Study. Arquivos Brasileiros de Cardiologia [online]. 2021, vol. 117, n. 2, [cited 2026-10-14], pp. 365-375. Available from: <https://journals.cardiol.br/en/article/the-effect-of-atorvastatin-aspirin-on-the-endothelial-function-differs-with-age-in-patients-with-hiv-a-case-control-study/>. ISSN 0066-782X

EndNote RIS

Electronic Document Format (Vancouver)

Rodrigues CSA, Bazan R, Reis FM, Silveira CFSMP, Hueb LMS, Carvalho FC, Nunes HRC, et al. Carotid Artery Atherosclerotic Profile as Risk Predictor for Restenosis After Coronary Stenting. Arquivos Brasileiros de Cardiologia 2021;116(4):727-33.

Electronic Document Format (ABNT)

Rodrigues, Cássia da Silva Antico; Bazan, Rodrigo; Reis, Fabrício Moreira; Silveira, Caroline F. S. Mazeto Pupo da; Hueb, Lívia Maria Severino; Carvalho, Fábio Cardoso de; Nunes, Hélio Rubens de Carvalho; Okoshi, Katashi; Hueb, João Carlos; Bazan, Silméia Garcia Zanati. Carotid Artery Atherosclerotic Profile as Risk Predictor for Restenosis After Coronary Stenting. Arquivos Brasileiros de Cardiologia, v. 116, n. 4, p. 727-733, Apr. 2021.

Electronic Document Format (APA)

Rodrigues, C. S. A., Bazan, R., Reis, F. M., Silveira, C. F. S. M. P. , Hueb, L. M. S., Carvalho, F. C. , Nunes, H. R. C., Okoshi, K., Hueb, J. C., & Bazan, S. G. Z. (2021). Carotid Artery Atherosclerotic Profile as Risk Predictor for Restenosis After Coronary Stenting. Arquivos Brasileiros de Cardiologia, 116(4), 727-733.

Electronic Document Format (ISO)

Rodrigues, Cássia da Silva Antico and Bazan, Rodrigo and Reis, Fabrício Moreira and Silveira, Caroline F. S. Mazeto Pupo da and Hueb, Lívia Maria Severino and Carvalho, Fábio Cardoso de and Nunes, Hélio Rubens de Carvalho and Okoshi, Katashi and Hueb, João Carlos and Bazan, Silméia Garcia Zanati. Carotid Artery Atherosclerotic Profile as Risk Predictor for Restenosis After Coronary Stenting. Arquivos Brasileiros de Cardiologia [online]. 2021, vol. 116, n. 4, [cited 2026-10-14], pp. 727-733. Available from: <https://journals.cardiol.br/en/article/carotid-artery-atherosclerotic-profile-as-risk-predictor-for-restenosis-after-coronary-stenting/>. ISSN 0066-782X

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