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文献清单:人工智能与多技术融合驱动心血管精准医学的创新变革 | MDPI Bioengineering |
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期刊名:bioengineering
期刊主页:https://www.mdpi.com/journal/bioengineering
人工智能与生物工程技术的深度融合正推动心血管医学迈向精准化、个性化与智能化。本专题汇集 Bioengineering 期刊系列研究,系统展示了多技术交叉融合在心血管领域的前沿应用:从空间组学与深度学习结合预测心肌细胞分化效率、多任务学习预测心梗并发症,到门控Transformer优化急性冠脉综合征风险分层;从炎症靶向递送系统治疗心梗、电纺支架用于组织工程,到血液类似物模拟流体特性;研究同时涵盖影像智能分析(冠脉CTA血管提取)、生理信号建模(心音/PPG逐搏参数估计)、物联网远程监测及大数据分析。系列综述与比较研究进一步探讨了人类专家与机器学习在冠脉诊断中的协同、心脏再生从体外到体内的转化挑战,为下一代心血管诊疗技术的创新突破提供了坚实的理论与技术支撑。
1. Integrating Spatial Omics and Deep Learning: Toward Predictive Models of Cardiomyocyte Differentiation Efficiency
整合空间组学和深度学习:构建心肌细胞分化效率的预测模型
https://www.mdpi.com/2306-5354/12/10/1037
2. Creating Blood Analogs to Mimic Steady-State Non-Newtonian Shear-Thinning Characteristics Under Various Thermal Conditions
制备血液类似物以模拟各种热条件下的稳态非牛顿剪切稀化特性
https://www.mdpi.com/2306-5354/12/7/758
3. A Multitask Deep Learning Model for Predicting Myocardial Infarction Complications
用于预测心肌梗死并发症的多任务深度学习模型
https://www.mdpi.com/2306-5354/12/5/520
4. Cardiac Tissue Engineering for Translational Cardiology: From In Vitro Models to Regenerative Therapies
心脏组织工程在转化心脏病学中的应用:从体外模型到再生疗法
https://www.mdpi.com/2306-5354/12/5/518
5. Revolutionizing Utility of Big Data Analytics in Personalized Cardiovascular Healthcare
大数据分析在个性化心血管医疗保健中的革命性应用
https://www.mdpi.com/2306-5354/12/5/463
6. Modeling Techniques and Boundary Conditions in Abdominal Aortic Aneurysm Analysis: Latest Developments in Simulation and Integration of Machine Learning and Data-Driven Approaches
腹主动脉瘤分析中的建模技术和边界条件:机器学习和数据驱动方法仿真与集成方面的最新进展
https://www.mdpi.com/2306-5354/12/5/437
7. Inflammatory Cell-Targeted Delivery Systems for Myocardial Infarction Treatment
用于心肌梗死治疗的炎症细胞靶向递送系统
https://www.mdpi.com/2306-5354/12/2/205
8. Comprehensive Analysis of Cardiovascular Diseases: Symptoms, Diagnosis, and AI Innovations
心血管疾病综合分析:症状、诊断和人工智能创新
https://www.mdpi.com/2306-5354/11/12/1239
9. Between Two Worlds: Investigating the Intersection of Human Expertise and Machine Learning in the Case of Coronary Artery Disease Diagnosis
游走于两个世界之间:探究人类专业知识与机器学习在冠状动脉疾病诊断中的交汇点
https://www.mdpi.com/2306-5354/11/10/957
10. Bridging the Gap: Advances and Challenges in Heart Regeneration from In Vitro to In Vivo Applications
弥合差距:从体外到体内应用的心脏再生进展与挑战
https://www.mdpi.com/2306-5354/11/10/954
11. Beat-by-Beat Estimation of Hemodynamic Parameters in Left Ventricle Based on Phonocardiogram and Photoplethysmography Signals Using a Deep Learning Model: Preliminary Study
基于深度学习模型,利用心音图和光电容积脉搏波信号逐搏估计左心室血流动力学参数:初步研究
https://www.mdpi.com/2306-5354/11/8/842
12. Substantiation and Effectiveness of Remote Monitoring System Based on IoMT Using Portable ECG Device
基于物联网医疗的便携式心电图设备远程监测系统的验证与有效性
https://www.mdpi.com/2306-5354/11/8/836
13. Efficient Extraction of Coronary Artery Vessels from Computed Tomography Angiography Images Using ResUnet and Vesselness
利用 ResUnet 和 Vesselness 从计算机断层扫描血管造影图像中高效提取冠状动脉血管
https://www.mdpi.com/2306-5354/11/8/759
14. Optimizing Acute Coronary Syndrome Patient Treatment: Leveraging Gated Transformer Models for Precise Risk Prediction and Management
优化急性冠脉综合征患者治疗:利用门控Transformer模型进行精准风险预测和管理
https://www.mdpi.com/2306-5354/11/6/551
15. Exploring Electrospun Scaffold Innovations in Cardiovascular Therapy: A Review of Electrospinning in Cardiovascular Disease
探索电纺支架在心血管治疗中的创新应用:心血管疾病电纺技术综述
https://www.mdpi.com/2306-5354/11/3/218
Bioengineering 期刊介绍
主编:Anthony Guiseppi-Elie, Anderson University, USA
主要发表生物医学工程及应用,生物过程和生物系统工程与应用,生物分子、细胞和组织工程及应用,以及生化工程与应用等相关领域的最新科学技术及应用。期刊已被PubMed、Scopus、SCIE (Web of Science) 等数据库收录。
2022 Impact Factor:4.6
2023 CiteScore:4.0
Time to First Decison:17.7 Days
Acceptance to Publication:3.6 Days
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