Automated Sorting of Rare Cells Based on Autofocusing Visual Feedback in Fluorescence Microscopy

Kailun Bai, Huaping Wang, Qing Shi, Zhiqiang Zheng, Juan Cui, Tao Sun, Qiang Huang, Paolo Dario, Toshio Fukuda

科研成果: 书/报告/会议事项章节会议稿件同行评审

6 引用 (Scopus)
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摘要

The research on rare cells makes a significant contribution to biology research and medical treatment for the application of diagnostic operation as well as prognoses treatment. Therefore, sorting them from heterogeneous mixtures is crucial and valuable. Traditional cell sorting methods featured with poor purity and recovery rate as well as limited flexibility, which are not ideal approaches for rare type. In this paper, we proposed a cell screening method based on automated microrobotic aspiration-and-placement strategy under fluorescence microscope. An innovative autofocusing visual feedback (AVF) method is proposed for precise three-dimensional (3D) locating of target cells. For depth detection, multiple depth from defocus (MDFD) method is adopted to solve symmetry problem and attain an average accuracy of 97.07%. For planar locating, Markov random field (MRF) based locating method is utilized to separate and locate the overlapped cells. The end actuator locating and real-time tracking are performed relying on normalized cross-correlation (NCC) method. Experiential results show that our system collects rare cells (100 cells ml-1) at a speed of 5 cells min-1 with 90% purity and 75% recovery rate, which is valuable for biological and medical application.

源语言英语
主期刊名2019 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2019
出版商Institute of Electrical and Electronics Engineers Inc.
1567-1572
页数6
ISBN(电子版)9781728140049
DOI
出版状态已出版 - 11月 2019
活动2019 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2019 - Macau, 中国
期限: 3 11月 20198 11月 2019

出版系列

姓名IEEE International Conference on Intelligent Robots and Systems
ISSN(印刷版)2153-0858
ISSN(电子版)2153-0866

会议

会议2019 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2019
国家/地区中国
Macau
时期3/11/198/11/19

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引用此

Bai, K., Wang, H., Shi, Q., Zheng, Z., Cui, J., Sun, T., Huang, Q., Dario, P., & Fukuda, T. (2019). Automated Sorting of Rare Cells Based on Autofocusing Visual Feedback in Fluorescence Microscopy. 在 2019 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2019 (页码 1567-1572). 文章 8968207 (IEEE International Conference on Intelligent Robots and Systems). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IROS40897.2019.8968207