为冠状动脉疾病绘制图像生物标志物绘制知识景观和人工智能的新兴趋势:一个图书识别和可视化分析
Min Li1, Shuang Sun2, Min Liu1
1Beijing University of Chinese Medicine, 100029, Beijing, China.
Current problems in cardiology
|February 19, 2026
概括
冠状动脉疾病 (CAD) 成像中的人工智能 (AI) 正在快速增长,美国和中国的贡献很大. 然而,跨学科的合作需要改善临床翻译.
科学领域:
- 医疗成像医学成像
- 人工智能的人工智能
- 心血管疾病 心血管疾病
背景情况:
- 人工智能越来越多地应用于医学成像,特别是冠状动脉疾病 (CAD) 成像生物标志物.
- 了解这个跨学科领域的研究轨迹,重点和合作是至关重要的.
研究的目的:
- 在CAD成像生物标志物中对AI应用进行文献计量和视觉分析.
- 评估全球研究状况,趋势,知识结构和协作网络.
主要方法:
- 从科学网络核心集合中对1110篇出版物 (2015-2025) 的图书统计分析.
- 使用VOSviewer,CiteSpace和Bibliometrix进行趋势,协作和关键词分析.
主要成果:
- 观察到出版物的快速增长,以美国和中国为首.
- 关键的研究领域包括深度学习,机器学习和冠状动脉计算机断层扫描血管学.
- 确定了八个主题集群,但注意到医学和工程/计算机科学学科之间的整合有限.
结论:
- 该领域正在经历稳定的增长,全球参与.
- 研究合作是分散的,跨学科的整合需要加强.
- 未来的努力应集中在深度学习,多式联络数据融合和临床翻译的跨学科合作上.
相关概念视频
Imaging Studies for Cardiovascular System IV: CMRI
Cardiovascular magnetic resonance imaging, or CMRI, is a non-invasive diagnostic test that employs a magnetic field and radiofrequency waves to create precise images of the heart and arteries. It provides comprehensive information about cardiac anatomy, function, perfusion, and tissue characterization without ionizing radiation.IndicationsCMRI diagnoses various heart conditions, including tissue damage from heart attacks, ischemic heart disease, myocarditis, aortic issues (tears, aneurysms,...
Imaging Studies VII: Vascular Imaging
DefinitionRenal angiography, also known as renal arteriography, is an imaging technique used to obtain a comprehensive view of blood flow and the vascular structure of blood vessels in the kidneys and surrounding areas.PurposeRenal angiography detects blood vessel abnormalities in the kidneys, such as aneurysms, stenosis, thrombosis, vascular tumors, and renal artery stenosis. It evaluates kidney function and guides interventional treatments like angioplasty or stent placement.Pre-Procedure...


