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Real-Time Image Processing Toolbox for All-Optical Closed-Loop Control of Neuronal Activities
2022-07-05
发表期刊FRONTIERS IN CELLULAR NEUROSCIENCE (IF:4.2[JCR-2023],5.1[5-Year])
EISSN1662-5102
卷号16
发表状态已发表
DOI10.3389/fncel.2022.917713
摘要The development of in vivo imaging and optogenetic tools makes it possible to control neural circuit activities in an all-optical, closed-loop manner, but such applications are limited by the lack of software for online analysis of neuronal imaging data. We developed an analysis software ORCA (Online Real-time activity and offline Cross-session Analysis), which performs image registration, neuron segmentation, and activity extraction at over 100 frames per second, fast enough to support real-time detection and readout of neural activity. Our active neuron detection algorithm is purely statistical, achieving a much higher speed than previous methods. We demonstrated closed-loop control of neurons that were identified on the fly, without prior recording or image processing. ORCA also includes a cross-session alignment module that efficiently tracks neurons across multiple sessions. In summary, ORCA is a powerful toolbox for fast imaging data analysis and provides a solution for all-optical closed-loop control of neuronal activity.
关键词calcium imaging closed-loop optogenetic stimulation image registration neuron segmentation fast image processing image alignment
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收录类别SCI ; SCIE
语种英语
资助项目ShanghaiTech University["2018YFC1005004","NSFC31970960"]
WOS研究方向Neurosciences & Neurology
WOS类目Neurosciences
WOS记录号WOS:000829360200001
出版者FRONTIERS MEDIA SA
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文献类型期刊论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/214800
专题生命科学与技术学院_博士生
生命科学与技术学院_PI研究组_杨扬组
通讯作者Yang, Yang
作者单位
ShanghaiTech Univ, Sch Life Sci & Technol, Shanghai, Peoples R China
第一作者单位生命科学与技术学院
通讯作者单位生命科学与技术学院
第一作者的第一单位生命科学与技术学院
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GB/T 7714
Sheng, Weihao,Zhao, Xueyang,Huang, Xinrui,et al. Real-Time Image Processing Toolbox for All-Optical Closed-Loop Control of Neuronal Activities[J]. FRONTIERS IN CELLULAR NEUROSCIENCE,2022,16.
APA Sheng, Weihao,Zhao, Xueyang,Huang, Xinrui,&Yang, Yang.(2022).Real-Time Image Processing Toolbox for All-Optical Closed-Loop Control of Neuronal Activities.FRONTIERS IN CELLULAR NEUROSCIENCE,16.
MLA Sheng, Weihao,et al."Real-Time Image Processing Toolbox for All-Optical Closed-Loop Control of Neuronal Activities".FRONTIERS IN CELLULAR NEUROSCIENCE 16(2022).
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