High Throughput Morphology-Based Cell Screening by Reservoir Computing

被引:0
作者
Jing, Ning [1 ,2 ]
Wang, Chao [1 ]
机构
[1] Univ Kent, Sch Engn & Digital Arts, Canterbury, Kent, England
[2] North Univ China Taiyuan, Sch Informat & Commun Engn, Taiyuan, Peoples R China
来源
2020 IEEE PHOTONICS CONFERENCE (IPC) | 2020年
关键词
cell screening; morphology; reservoir computing;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A new low-cost and data-efficient method for high-throughput microfluidic single-cell screening is proposed and demonstrated. Only one low-speed single-pixel photodetector is needed. Morphology-based object classification is achieved using reservoir computing. Our experiment shows that the frames involving the target cell can be recognized distinctly.
引用
收藏
页数:2
相关论文
共 5 条
[1]   A microfabricated fluorescence-activated cell sorter [J].
Fu, AY ;
Spence, C ;
Scherer, A ;
Arnold, FH ;
Quake, SR .
NATURE BIOTECHNOLOGY, 1999, 17 (11) :1109-1111
[2]   High-throughput single-microparticle imaging flow analyzer [J].
Goda, Keisuke ;
Ayazi, Ali ;
Gossett, Daniel R. ;
Sadasivam, Jagannath ;
Lonappan, Cejo K. ;
Sollier, Elodie ;
Fard, Ali M. ;
Hur, Soojung Claire ;
Adam, Jost ;
Murray, Coleman ;
Wang, Chao ;
Brackbill, Nora ;
Di Carlo, Dino ;
Jalali, Bahram .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (29) :11630-11635
[3]   Harnessing nonlinearity: Predicting chaotic systems and saving energy in wireless communication [J].
Jaeger, H ;
Haas, H .
SCIENCE, 2004, 304 (5667) :78-80
[4]   Measurements of scattered light on a microchip flow cytometer with integrated polymer based optical elements [J].
Wang, Z ;
El-Ali, J ;
Engelund, M ;
Gotsæd, T ;
Perch-Nielsen, IR ;
Mogensen, KB ;
Snakenborg, D ;
Kutter, JP ;
Wolff, A .
LAB ON A CHIP, 2004, 4 (04) :372-377
[5]   An integrated microfluidic device for the sorting of yeast cells using image processing [J].
Yu, Bo Yang ;
Elbuken, Caglar ;
Shen, Chong ;
Huissoon, Jan Paul ;
Ren, Carolyn L. .
SCIENTIFIC REPORTS, 2018, 8