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Real-time image processing toolbox for all-optical closed-loop control of neuronal activities

Weihao Sheng, Xueyang Zhao, Xinrui Huang, View ORCID ProfileYang Yang
doi: https://doi.org/10.1101/2020.06.22.166140
Weihao Sheng
School of Life Science and Technology, ShanghaiTech University, Shanghai 201210, China
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Xueyang Zhao
School of Life Science and Technology, ShanghaiTech University, Shanghai 201210, China
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Xinrui Huang
School of Life Science and Technology, ShanghaiTech University, Shanghai 201210, China
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Yang Yang
School of Life Science and Technology, ShanghaiTech University, Shanghai 201210, China
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  • ORCID record for Yang Yang
  • For correspondence: yangyang2@shanghaitech.edu.cn
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Abstract

The development of in vivo imaging and optogenetic tools makes it possible to control neural circuit activities in an all-optical, closed-loop manner [1], 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 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.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • mask segmentation algorithm updated; figures updated accordingly

  • https://github.com/YangYangLab/ORCA

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted February 23, 2022.
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Real-time image processing toolbox for all-optical closed-loop control of neuronal activities
Weihao Sheng, Xueyang Zhao, Xinrui Huang, Yang Yang
bioRxiv 2020.06.22.166140; doi: https://doi.org/10.1101/2020.06.22.166140
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Real-time image processing toolbox for all-optical closed-loop control of neuronal activities
Weihao Sheng, Xueyang Zhao, Xinrui Huang, Yang Yang
bioRxiv 2020.06.22.166140; doi: https://doi.org/10.1101/2020.06.22.166140

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