• 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

智能微流控技术:机器学习与微流控技术在慢性和新发传染病医学诊断开发中的协同作用。

Smart Microfluidics: Synergy of Machine Learning and Microfluidics in the Development of Medical Diagnostics for Chronic and Emerging Infectious Diseases.

作者信息

Madukwe David Uche Promise, Mike-Ogburia Moore Ikechi, Nduka Nonso, Nzeobi Japhet

机构信息

Department of Mechanical Engineering, University of Colorado-Boulder, USA.

Department of Medical Laboratory Science, Rivers State University, Nigeria.

出版信息

Crit Rev Biomed Eng. 2023;51(1):41-58. doi: 10.1615/CritRevBiomedEng.2023047211.

DOI:10.1615/CritRevBiomedEng.2023047211
PMID:37522540
Abstract

The COVID-19 pandemic, emerging/re-emerging infections as well as other non-communicable chronic diseases, highlight the necessity of smart microfluidic point-of-care diagnostic (POC) devices and systems in developing nations as risk factors for infections, severe disease manifestations and poor clinical outcomes are highly represented in these countries. These POC devices are also becoming vital as analytical procedures executable outside of conventional laboratory settings are seen as the future of healthcare delivery. Microfluidics have grown into a revolutionary system to miniaturize chemical and biological experimentation, including disease detection and diagnosis utilizing μPads/paper-based microfluidic devices, polymer-based microfluidic devices and 3-dimensional printed microfluidic devices. Through the development of droplet digital PCR, single-cell RNA sequencing, and next-generation sequencing, microfluidics in their analogous forms have been the leading contributor to the technical advancements in medicine. Microfluidics and machine-learning-based algorithms complement each other with the possibility of scientific exploration, induced by the framework's robustness, as preliminary studies have documented significant achievements in biomedicine, such as sorting, microencapsulation, and automated detection. Despite these milestones and potential applications, the complexity of microfluidic system design, fabrication, and operation has prevented widespread adoption. As previous studies focused on microfluidic devices that can handle molecular diagnostic procedures, researchers must integrate these components with other microsystem processes like data acquisition, data processing, power supply, fluid control, and sample pretreatment to overcome the barriers to smart microfluidic commercialization.

摘要

新冠疫情、新出现/再次出现的感染以及其他非传染性慢性病,凸显了发展中国家对智能微流控即时诊断(POC)设备和系统的需求,因为这些国家感染、严重疾病表现和不良临床结果的风险因素极为突出。这些POC设备也变得至关重要,因为在传统实验室环境之外可执行的分析程序被视为医疗服务的未来。微流控技术已发展成为一种革命性的系统,可将化学和生物实验小型化,包括利用μPads/纸基微流控设备、聚合物基微流控设备和三维打印微流控设备进行疾病检测和诊断。通过液滴数字PCR、单细胞RNA测序和下一代测序的发展,类似形式的微流控技术一直是医学技术进步的主要贡献者。微流控技术和基于机器学习的算法相互补充,由于该框架的稳健性而具有科学探索的可能性,因为初步研究已在生物医学领域取得了重大成就,如分选、微囊化和自动检测。尽管取得了这些里程碑式的进展和潜在应用,但微流控系统设计、制造和操作的复杂性阻碍了其广泛应用。由于先前的研究集中在能够处理分子诊断程序的微流控设备上,研究人员必须将这些组件与其他微系统过程(如数据采集、数据处理、电源供应、流体控制和样品预处理)集成,以克服智能微流控商业化的障碍。

相似文献

1
Smart Microfluidics: Synergy of Machine Learning and Microfluidics in the Development of Medical Diagnostics for Chronic and Emerging Infectious Diseases.智能微流控技术:机器学习与微流控技术在慢性和新发传染病医学诊断开发中的协同作用。
Crit Rev Biomed Eng. 2023;51(1):41-58. doi: 10.1615/CritRevBiomedEng.2023047211.
2
Machine learning for microfluidic design and control.微流控设计与控制中的机器学习。
Lab Chip. 2022 Aug 9;22(16):2925-2937. doi: 10.1039/d2lc00254j.
3
Paper based microfluidics: A forecast toward the most affordable and rapid point-of-care devices.基于纸张的微流控技术:最经济实惠、快速的即时检测设备的展望。
Prog Mol Biol Transl Sci. 2022;186(1):109-158. doi: 10.1016/bs.pmbts.2021.07.010. Epub 2021 Aug 19.
4
Microfluidics-Based Point-of-Care Testing (POCT) Devices in Dealing with Waves of COVID-19 Pandemic: The Emerging Solution.基于微流控技术的即时检测(POCT)设备应对新冠疫情浪潮:新兴解决方案
ACS Appl Bio Mater. 2022 May 16;5(5):2046-2068. doi: 10.1021/acsabm.1c01320. Epub 2022 Apr 27.
5
Prospects of Microfluidic Technology in Nucleic Acid Detection Approaches.微流控技术在核酸检测方法中的应用前景。
Biosensors (Basel). 2023 May 27;13(6):584. doi: 10.3390/bios13060584.
6
Biomarker Detection in Early Diagnosis of Cancer: Recent Achievements in Point-of-Care Devices Based on Paper Microfluidics.基于纸基微流控的即时检测设备在癌症早期诊断中的生物标志物检测:最新进展。
Biosensors (Basel). 2023 Mar 15;13(3):387. doi: 10.3390/bios13030387.
7
Microfluidic Point-of-Care (POC) Devices in Early Diagnosis: A Review of Opportunities and Challenges.微流控即时检测(POC)设备在早期诊断中的应用:机遇与挑战综述。
Sensors (Basel). 2022 Feb 18;22(4):1620. doi: 10.3390/s22041620.
8
Point-of-care diagnostics for infectious diseases: From methods to devices.传染病的即时诊断:从方法到设备。
Nano Today. 2021 Apr;37:101092. doi: 10.1016/j.nantod.2021.101092. Epub 2021 Feb 6.
9
Enzyme embedded microfluidic paper-based analytic device (μPAD): a comprehensive review.酶嵌入微流控纸基分析装置(μPAD):综述
Crit Rev Biotechnol. 2021 Nov;41(7):1046-1080. doi: 10.1080/07388551.2021.1898327. Epub 2021 Mar 17.
10
Advances on microfluidic paper-based electroanalytical devices.微流控纸基电化学生物传感器的研究进展
Biotechnol Adv. 2023 Mar-Apr;63:108093. doi: 10.1016/j.biotechadv.2022.108093. Epub 2023 Jan 2.

引用本文的文献

1
Recent Advances in Polymer Science and Fabrication Processes for Enhanced Microfluidic Applications: An Overview.用于增强微流体应用的聚合物科学与制造工艺的最新进展:综述
Micromachines (Basel). 2024 Sep 6;15(9):1137. doi: 10.3390/mi15091137.