Deep learning guided image-based droplet sorting for on-demand selection and analysis of single cells and 3D cell cultures
Author:
Affiliation:
1. Living Systems Institute
2. University of Exeter
3. Exeter
4. UK
5. Department of Biochemistry
6. University of Cambridge
7. Cambridge
Abstract
To uncover the heterogeneity of cellular populations and multicellular constructs we show on-demand isolation of single mammalian cells and 3D cell cultures by coupling bright-field microdroplet imaging with real-time classification and sorting using convolutional neural networks.
Funder
Royal Society
Engineering and Physical Sciences Research Council
Wellcome Trust
Publisher
Royal Society of Chemistry (RSC)
Subject
Biomedical Engineering,General Chemistry,Biochemistry,Bioengineering
Link
http://pubs.rsc.org/en/content/articlepdf/2020/LC/D0LC00055H
Reference49 articles.
1. In Vitro Tumor Models: Advantages, Disadvantages, Variables, and Selecting the Right Platform
2. Cellular Heterogeneity: Do Differences Make a Difference?
3. The importance of three-dimensional scaffold structure on stemness maintenance of mouse embryonic stem cells
4. Droplet-Based Microfluidic Platforms for the Encapsulation and Screening of Mammalian Cells and Multicellular Organisms
5. Evolution of enzyme catalysts caged in biomimetic gel-shell beads
Cited by 75 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. AI-powered modular and general-purpose droplet processing system based on single-sided continuous optoelectrowetting chip;Sensors and Actuators B: Chemical;2024-12
2. An intelligent droplet sorter using optimized liquid-metal electrodes for droplet sorting under a low voltage;Sensors and Actuators B: Chemical;2024-11
3. High-throughput optical imaging technology for large-scale single-cell analysis of live Euglena gracilis;TrAC Trends in Analytical Chemistry;2024-11
4. Acoustofluidic separation of cell-encapsulated droplets based on traveling surface acoustic wave-induced acoustic radiation force;Sensors and Actuators B: Chemical;2024-09
5. Role of Machine Learning Assisted Biosensors in Point-of-Care-Testing For Clinical Decisions;ACS Sensors;2024-08-15
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3