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Real-Time Image Processing Toolbox for All-Optical Closed-Loop Control of Neuronal Activities
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 (Onlin...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9294372/ https://www.ncbi.nlm.nih.gov/pubmed/35865111 http://dx.doi.org/10.3389/fncel.2022.917713 |
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author | Sheng, Weihao Zhao, Xueyang Huang, Xinrui Yang, Yang |
author_facet | Sheng, Weihao Zhao, Xueyang Huang, Xinrui Yang, Yang |
author_sort | Sheng, Weihao |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-9294372 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-92943722022-07-20 Real-Time Image Processing Toolbox for All-Optical Closed-Loop Control of Neuronal Activities Sheng, Weihao Zhao, Xueyang Huang, Xinrui Yang, Yang Front Cell Neurosci Neuroscience 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. Frontiers Media S.A. 2022-07-05 /pmc/articles/PMC9294372/ /pubmed/35865111 http://dx.doi.org/10.3389/fncel.2022.917713 Text en Copyright © 2022 Sheng, Zhao, Huang and Yang. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Sheng, Weihao Zhao, Xueyang Huang, Xinrui Yang, Yang Real-Time Image Processing Toolbox for All-Optical Closed-Loop Control of Neuronal Activities |
title | Real-Time Image Processing Toolbox for All-Optical Closed-Loop Control of Neuronal Activities |
title_full | Real-Time Image Processing Toolbox for All-Optical Closed-Loop Control of Neuronal Activities |
title_fullStr | Real-Time Image Processing Toolbox for All-Optical Closed-Loop Control of Neuronal Activities |
title_full_unstemmed | Real-Time Image Processing Toolbox for All-Optical Closed-Loop Control of Neuronal Activities |
title_short | Real-Time Image Processing Toolbox for All-Optical Closed-Loop Control of Neuronal Activities |
title_sort | real-time image processing toolbox for all-optical closed-loop control of neuronal activities |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9294372/ https://www.ncbi.nlm.nih.gov/pubmed/35865111 http://dx.doi.org/10.3389/fncel.2022.917713 |
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