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Current Applications and Future Perspectives of Artificial and Biomimetic Intelligence in Vascular Surgery and Peripheral Artery Disease.

作者信息

Martelli Eugenio, Capoccia Laura, Di Francesco Marco, Cavallo Eduardo, Pezzulla Maria Giulia, Giudice Giorgio, Bauleo Antonio, Coppola Giuseppe, Panagrosso Marco

机构信息

Division of Vascular Surgery, Department of Surgery, S Maria Goretti Hospital, 81100 Latina, Italy.

Department of General and Specialist Surgery, Sapienza University of Rome, 00161 Rome, Italy.

出版信息

Biomimetics (Basel). 2024 Aug 1;9(8):465. doi: 10.3390/biomimetics9080465.


DOI:10.3390/biomimetics9080465
PMID:39194444
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11351193/
Abstract

Artificial Intelligence (AI) made its first appearance in 1956, and since then it has progressively introduced itself in healthcare systems and patients' information and care. AI functions can be grouped under the following headings: Machine Learning (ML), Deep Learning (DL), Artificial Neural Network (ANN), Convolutional Neural Network (CNN), Computer Vision (CV). Biomimetic intelligence (BI) applies the principles of systems of nature to create biological algorithms, such as genetic and neural network, to be used in different scenarios. Chronic limb-threatening ischemia (CLTI) represents the last stage of peripheral artery disease (PAD) and has increased over recent years, together with the rise in prevalence of diabetes and population ageing. Nowadays, AI and BI grant the possibility of developing new diagnostic and treatment solutions in the vascular field, given the possibility of accessing clinical, biological, and imaging data. By assessing the vascular anatomy in every patient, as well as the burden of atherosclerosis, and classifying the level and degree of disease, sizing and planning the best endovascular treatment, defining the perioperative complications risk, integrating experiences and resources between different specialties, identifying latent PAD, thus offering evidence-based solutions and guiding surgeons in the choice of the best surgical technique, AI and BI challenge the role of the physician's experience in PAD treatment.

摘要
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d45/11351193/06515f2f557c/biomimetics-09-00465-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d45/11351193/b90c9b29bdd9/biomimetics-09-00465-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d45/11351193/80587c707aab/biomimetics-09-00465-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d45/11351193/9325f93c7673/biomimetics-09-00465-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d45/11351193/06515f2f557c/biomimetics-09-00465-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d45/11351193/b90c9b29bdd9/biomimetics-09-00465-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d45/11351193/80587c707aab/biomimetics-09-00465-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d45/11351193/9325f93c7673/biomimetics-09-00465-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d45/11351193/06515f2f557c/biomimetics-09-00465-g004.jpg

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Current Applications and Future Perspectives of Artificial and Biomimetic Intelligence in Vascular Surgery and Peripheral Artery Disease.

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本文引用的文献

[1]
Artificial Intelligence, Computational Simulations, and Extended Reality in Cardiovascular Interventions.

JACC Cardiovasc Interv. 2023-10-23

[2]
Artificial Intelligence and Big Data Technologies in the Construction of Surgical Risk Prediction Model for Patients with Coronary Artery Bypass Grafting.

Comput Intell Neurosci. 2023

[3]
Artificial Intelligence for Clinical Decision Support in Acute Ischemic Stroke: A Systematic Review.

Stroke. 2023-6

[4]
A Systematic Review and Bibliometric Analysis of Applications of Artificial Intelligence and Machine Learning in Vascular Surgery.

Ann Vasc Surg. 2022-9

[5]
Machine learning in vascular surgery: a systematic review and critical appraisal.

NPJ Digit Med. 2022-1-19

[6]
Deep Learning to Automatically Segment and Analyze Abdominal Aortic Aneurysm from Computed Tomography Angiography.

Cardiovasc Eng Technol. 2022-8

[7]
Current applications of artificial intelligence in vascular surgery.

Semin Vasc Surg. 2021-12

[8]
Machine deep learning accurately detects endoleak after endovascular abdominal aortic aneurysm repair.

JVS Vasc Sci. 2020-1-7

[9]
Sharp U-Net: Depthwise convolutional network for biomedical image segmentation.

Comput Biol Med. 2021-9

[10]
Computational methods to automate the initial interpretation of lower extremity arterial Doppler and duplex carotid ultrasound studies.

J Vasc Surg. 2021-9

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