Dynamic fluorescence lifetime sensing with CMOS single-photon avalanche diode arrays and deep learning processors

被引:16
|
作者
Xiao, Dong [1 ,2 ]
Zang, Zhenya [1 ,2 ]
Sapermsap, Natakorn [3 ]
Wang, Quan [1 ,2 ]
Xie, Wujun [1 ,2 ]
Chen, Yu [3 ]
Li, David Day Uei [1 ,2 ]
机构
[1] Univ Strathclyde, Strathclyde Inst Pharm & Biomed Sci, Glasgow G4 0RE, Lanark, Scotland
[2] Univ Strathclyde, Dept Biomed Engn, Glasgow G1 1XQ, Lanark, Scotland
[3] Univ Strathclyde, Dept Phys, Glasgow G4 0RE, Lanark, Scotland
基金
英国生物技术与生命科学研究理事会; 英国工程与自然科学研究理事会;
关键词
FLOW-CYTOMETRY; IMAGERS;
D O I
10.1364/BOE.425663
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Measuring fluorescence lifetimes of fast-moving cells or particles have broad applications in biomedical sciences. This paper presents a dynamic fluorescence lifetime sensing (DFLS) system based on the time-correlated single-photon counting (TCSPC) principle. It integrates a CMOS 192 x 128 single-photon avalanche diode (SPAD) array, offering an enormous photon-counting throughput without pile-up effects. We also proposed a quantized convolutional neural network (QCNN) algorithm and designed a field-programmable gate array embedded processor for fluorescence lifetime determinations. The processor uses a simple architecture, showing unparallel advantages in accuracy, analysis speed, and power consumption. It can resolve fluorescence lifetimes against disturbing noise. We evaluated the DFLS system using fluorescence dyes and fluorophore-tagged microspheres. The system can effectively measure fluorescence lifetimes within a single exposure period of the SPAD sensor, paving the way for portable time-resolved devices and shows potential in various applications. Published by The Optical Society under the terms of the Creative Commons Attribution 4.0 License.
引用
收藏
页码:3450 / 3462
页数:13
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