• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

数字医疗中人工智能驱动的可穿戴生物电子设备

AI-Driven Wearable Bioelectronics in Digital Healthcare.

作者信息

Huang Guangqi, Chen Xiaofeng, Liao Caizhi

机构信息

Department of Bioelectronics, Faculty of Biomedical Engineering, Shenzhen University of Advanced Technology, Shenzhen 518055, China.

Division of Electrical Engineering, Department of Engineering, Cambridge University, Cambridge CB2 1TN, UK.

出版信息

Biosensors (Basel). 2025 Jun 26;15(7):410. doi: 10.3390/bios15070410.

DOI:10.3390/bios15070410
PMID:40710060
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12294109/
Abstract

The integration of artificial intelligence (AI) with wearable bioelectronics is revolutionizing digital healthcare by enabling proactive, personalized, and data-driven medical solutions. These advanced devices, equipped with multimodal sensors and AI-powered analytics, facilitate real-time monitoring of physiological and biochemical parameters-such as cardiac activity, glucose levels, and biomarkers-allowing for early disease detection, chronic condition management, and precision therapeutics. By shifting healthcare from reactive to preventive paradigms, AI-driven wearables address critical challenges, including rising chronic disease burdens, aging populations, and healthcare accessibility gaps. However, their widespread adoption faces technical, ethical, and regulatory hurdles, such as data interoperability, privacy concerns, algorithmic bias, and the need for robust clinical validation. This review comprehensively examines the current state of AI-enhanced wearable bioelectronics, covering (1) foundational technologies in sensor design, AI algorithms, and energy-efficient hardware; (2) applications in continuous health monitoring, diagnostics, and personalized interventions; (3) key challenges in scalability, security, and regulatory compliance; and (4) future directions involving 5G, the IoT, and global standardization efforts. We highlight how these technologies could democratize healthcare through remote patient monitoring and resource optimization while emphasizing the imperative of interdisciplinary collaboration to ensure equitable, secure, and clinically impactful deployment. By synthesizing advancements and critical gaps, this review aims to guide researchers, clinicians, and policymakers toward responsible innovation in the next generation of digital healthcare.

摘要

人工智能(AI)与可穿戴生物电子设备的整合正在彻底改变数字医疗保健,通过实现主动、个性化和数据驱动的医疗解决方案。这些先进设备配备了多模态传感器和人工智能驱动的分析功能,有助于实时监测生理和生化参数,如心脏活动、血糖水平和生物标志物,从而实现疾病早期检测、慢性病管理和精准治疗。通过将医疗保健从反应式模式转变为预防式模式,人工智能驱动的可穿戴设备应对了包括慢性病负担上升、人口老龄化和医疗保健可及性差距在内的关键挑战。然而,它们的广泛应用面临技术、伦理和监管障碍,如数据互操作性、隐私问题、算法偏差以及强大临床验证的需求。本综述全面审视了人工智能增强型可穿戴生物电子设备的现状,涵盖(1)传感器设计、人工智能算法和节能硬件的基础技术;(2)在连续健康监测、诊断和个性化干预中的应用;(3)可扩展性、安全性和监管合规性方面的关键挑战;以及(4)涉及5G、物联网和全球标准化努力的未来方向。我们强调这些技术如何通过远程患者监测和资源优化使医疗保健民主化,同时强调跨学科合作的必要性,以确保公平、安全和具有临床影响力的部署。通过综合进展和关键差距,本综述旨在引导研究人员、临床医生和政策制定者在下一代数字医疗保健中进行负责任的创新。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/820c8ed39030/biosensors-15-00410-g012.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/ac3e68133099/biosensors-15-00410-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/7f3b03e3b26a/biosensors-15-00410-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/e49dcae07e8c/biosensors-15-00410-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/96730a06fa6b/biosensors-15-00410-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/3540ff783859/biosensors-15-00410-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/00abd495148c/biosensors-15-00410-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/ba1c7ac7f4f3/biosensors-15-00410-g010.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/4f8b56f516e8/biosensors-15-00410-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/cbaabac104c6/biosensors-15-00410-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/ebf8f2bf9bf8/biosensors-15-00410-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/f306ec220974/biosensors-15-00410-g011.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/820c8ed39030/biosensors-15-00410-g012.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/ac3e68133099/biosensors-15-00410-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/7f3b03e3b26a/biosensors-15-00410-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/e49dcae07e8c/biosensors-15-00410-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/96730a06fa6b/biosensors-15-00410-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/3540ff783859/biosensors-15-00410-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/00abd495148c/biosensors-15-00410-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/ba1c7ac7f4f3/biosensors-15-00410-g010.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/4f8b56f516e8/biosensors-15-00410-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/cbaabac104c6/biosensors-15-00410-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/ebf8f2bf9bf8/biosensors-15-00410-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/f306ec220974/biosensors-15-00410-g011.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a01/12294109/820c8ed39030/biosensors-15-00410-g012.jpg

相似文献

1
AI-Driven Wearable Bioelectronics in Digital Healthcare.数字医疗中人工智能驱动的可穿戴生物电子设备
Biosensors (Basel). 2025 Jun 26;15(7):410. doi: 10.3390/bios15070410.
2
Recent Advancements in Wearable Hydration-Monitoring Technologies: Scoping Review of Sensors, Trends, and Future Directions.可穿戴式水合监测技术的最新进展:传感器、趋势及未来方向的范围综述
JMIR Mhealth Uhealth. 2025 Jun 13;13:e60569. doi: 10.2196/60569.
3
Revolutionizing e-health: the transformative role of AI-powered hybrid chatbots in healthcare solutions.变革电子健康:人工智能驱动的混合聊天机器人在医疗保健解决方案中的变革性作用。
Front Public Health. 2025 Feb 13;13:1530799. doi: 10.3389/fpubh.2025.1530799. eCollection 2025.
4
Integrating artificial intelligence in healthcare: applications, challenges, and future directions.将人工智能整合到医疗保健中:应用、挑战及未来方向。
Future Sci OA. 2025 Dec;11(1):2527505. doi: 10.1080/20565623.2025.2527505. Epub 2025 Jul 4.
5
Wearable technology for cardiovascular disease management: A global bibliometric analysis with emerging insights into artificial intelligence integration.用于心血管疾病管理的可穿戴技术:一项全球文献计量分析及对人工智能整合的新见解
Comput Biol Med. 2025 Sep;196(Pt B):110752. doi: 10.1016/j.compbiomed.2025.110752. Epub 2025 Jul 15.
6
Revolutionizing surgery: AI and robotics for precision, risk reduction, and innovation.变革性手术:用于精准、降低风险和创新的人工智能与机器人技术。
J Robot Surg. 2025 Jan 7;19(1):47. doi: 10.1007/s11701-024-02205-0.
7
Gaps in Artificial Intelligence Research for Rural Health in the United States: A Scoping Review.美国农村卫生人工智能研究的差距:一项范围综述
medRxiv. 2025 Jun 27:2025.06.26.25330361. doi: 10.1101/2025.06.26.25330361.
8
Privacy, ethics, transparency, and accountability in AI systems for wearable devices.可穿戴设备人工智能系统中的隐私、伦理、透明度与问责制。
Front Digit Health. 2025 Jun 17;7:1431246. doi: 10.3389/fdgth.2025.1431246. eCollection 2025.
9
Exploring the Applications of Explainability in Wearable Data Analytics: Systematic Literature Review.探索可解释性在可穿戴数据分析中的应用:系统文献综述
J Med Internet Res. 2024 Dec 24;26:e53863. doi: 10.2196/53863.
10
The Role of AI in Nursing Education and Practice: Umbrella Review.人工智能在护理教育与实践中的作用:综合述评
J Med Internet Res. 2025 Apr 4;27:e69881. doi: 10.2196/69881.

本文引用的文献

1
Silk Fibroin-Based Biomemristors for Bionic Artificial Intelligence Robot Applications.用于仿生人工智能机器人应用的丝素蛋白基生物忆阻器
ACS Nano. 2025 May 13;19(18):17173-17198. doi: 10.1021/acsnano.5c02480. Epub 2025 Apr 28.
2
A microfluidic wearable device for wound exudate management and analysis in human chronic wounds.一种用于人体慢性伤口渗出液管理与分析的微流控可穿戴设备。
Sci Transl Med. 2025 Apr 23;17(795):eadt0882. doi: 10.1126/scitranslmed.adt0882.
3
Wearable bioelectronics based on emerging nanomaterials for telehealth applications.
基于新兴纳米材料的可穿戴生物电子器件在远程医疗中的应用。
Device. 2025 Jan 17;3(1). doi: 10.1016/j.device.2024.100676. Epub 2025 Jan 9.
4
Starfish-inspired wearable bioelectronic systems for physiological signal monitoring during motion and real-time heart disease diagnosis.受海星启发的可穿戴生物电子系统,用于运动期间的生理信号监测和实时心脏病诊断。
Sci Adv. 2025 Apr 4;11(14):eadv2406. doi: 10.1126/sciadv.adv2406. Epub 2025 Apr 2.
5
Transforming Healthcare: Intelligent Wearable Sensors Empowered by Smart Materials and Artificial Intelligence.变革医疗保健:由智能材料和人工智能驱动的智能可穿戴传感器
Adv Mater. 2025 May;37(21):e2500412. doi: 10.1002/adma.202500412. Epub 2025 Apr 1.
6
Emerging Multifunctional Wearable Sensors: Integrating Multimodal Sweat Analysis and Advanced Material Technologies for Next-Generation Health Monitoring.新兴的多功能可穿戴传感器:集成多模式汗液分析和先进材料技术用于下一代健康监测。
ACS Sens. 2025 Apr 25;10(4):2388-2408. doi: 10.1021/acssensors.4c03396. Epub 2025 Mar 31.
7
Autonomous Bioelectronic Devices Based on Silk Fibroin.基于丝素蛋白的自主生物电子器件
Adv Mater. 2025 Jun;37(22):e2500073. doi: 10.1002/adma.202500073. Epub 2025 Mar 23.
8
Advancing Sports Cardiology: Integrating Artificial Intelligence with Wearable Devices for Cardiovascular Health Management.推进运动心脏病学:将人工智能与可穿戴设备整合用于心血管健康管理。
ACS Appl Mater Interfaces. 2025 Mar 26;17(12):17895-17920. doi: 10.1021/acsami.4c22895. Epub 2025 Mar 12.
9
Smart Wearable Sensor Fuels Noninvasive Body Fluid Analysis.智能可穿戴传感器助力无创体液分析。
ACS Appl Mater Interfaces. 2025 Mar 5;17(9):13279-13301. doi: 10.1021/acsami.4c22054. Epub 2025 Feb 19.
10
Antifreezing Ultrathin Bioionic Gel-Based Wearable System for Artificial Intelligence-Assisted Arrhythmia Diagnosis in Hypothermia.用于低温下人工智能辅助心律失常诊断的基于抗冻超薄生物离子凝胶的可穿戴系统。
ACS Nano. 2025 Mar 4;19(8):8176-8188. doi: 10.1021/acsnano.4c17062. Epub 2025 Feb 17.