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An Open-Source Real-Time Motion Correction Plug-In for Single-Photon Calcium Imaging of Head-Mounted Microscopy

Single-photon-based head-mounted microscopy is widely used to record the brain activities of freely-moving animals. However, during data acquisition, the free movement of animals will cause shaking in the field of view, which deteriorates subsequent neural signal analyses. Existing motion correction...

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Autores principales: Li, Mingkang, Liu, Changhao, Cui, Xin, Jung, Hayoung, You, Heecheon, Feng, Linqing, Zhang, Shaomin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9265215/
https://www.ncbi.nlm.nih.gov/pubmed/35814484
http://dx.doi.org/10.3389/fncir.2022.891825
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author Li, Mingkang
Liu, Changhao
Cui, Xin
Jung, Hayoung
You, Heecheon
Feng, Linqing
Zhang, Shaomin
author_facet Li, Mingkang
Liu, Changhao
Cui, Xin
Jung, Hayoung
You, Heecheon
Feng, Linqing
Zhang, Shaomin
author_sort Li, Mingkang
collection PubMed
description Single-photon-based head-mounted microscopy is widely used to record the brain activities of freely-moving animals. However, during data acquisition, the free movement of animals will cause shaking in the field of view, which deteriorates subsequent neural signal analyses. Existing motion correction methods applied to calcium imaging data either focus on offline analyses or lack sufficient accuracy in real-time processing for single-photon data. In this study, we proposed an open-source real-time motion correction (RTMC) plug-in for single-photon calcium imaging data acquisition. The RTMC plug-in is a real-time subpixel registration algorithm that can run GPUs in UCLA Miniscope data acquisition software. When used with the UCLA Miniscope, the RTMC algorithm satisfies real-time processing requirements in terms of speed, memory, and accuracy. We tested the RTMC algorithm by extending a manual neuron labeling function to extract calcium signals in a real experimental setting. The results demonstrated that the neural calcium dynamics and calcium events can be restored with high accuracy from the calcium data that were collected by the UCLA Miniscope system embedded with our RTMC plug-in. Our method could become an essential component in brain science research, where real-time brain activity is needed for closed-loop experiments.
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spelling pubmed-92652152022-07-09 An Open-Source Real-Time Motion Correction Plug-In for Single-Photon Calcium Imaging of Head-Mounted Microscopy Li, Mingkang Liu, Changhao Cui, Xin Jung, Hayoung You, Heecheon Feng, Linqing Zhang, Shaomin Front Neural Circuits Neuroscience Single-photon-based head-mounted microscopy is widely used to record the brain activities of freely-moving animals. However, during data acquisition, the free movement of animals will cause shaking in the field of view, which deteriorates subsequent neural signal analyses. Existing motion correction methods applied to calcium imaging data either focus on offline analyses or lack sufficient accuracy in real-time processing for single-photon data. In this study, we proposed an open-source real-time motion correction (RTMC) plug-in for single-photon calcium imaging data acquisition. The RTMC plug-in is a real-time subpixel registration algorithm that can run GPUs in UCLA Miniscope data acquisition software. When used with the UCLA Miniscope, the RTMC algorithm satisfies real-time processing requirements in terms of speed, memory, and accuracy. We tested the RTMC algorithm by extending a manual neuron labeling function to extract calcium signals in a real experimental setting. The results demonstrated that the neural calcium dynamics and calcium events can be restored with high accuracy from the calcium data that were collected by the UCLA Miniscope system embedded with our RTMC plug-in. Our method could become an essential component in brain science research, where real-time brain activity is needed for closed-loop experiments. Frontiers Media S.A. 2022-06-24 /pmc/articles/PMC9265215/ /pubmed/35814484 http://dx.doi.org/10.3389/fncir.2022.891825 Text en Copyright © 2022 Li, Liu, Cui, Jung, You, Feng and Zhang. 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
Li, Mingkang
Liu, Changhao
Cui, Xin
Jung, Hayoung
You, Heecheon
Feng, Linqing
Zhang, Shaomin
An Open-Source Real-Time Motion Correction Plug-In for Single-Photon Calcium Imaging of Head-Mounted Microscopy
title An Open-Source Real-Time Motion Correction Plug-In for Single-Photon Calcium Imaging of Head-Mounted Microscopy
title_full An Open-Source Real-Time Motion Correction Plug-In for Single-Photon Calcium Imaging of Head-Mounted Microscopy
title_fullStr An Open-Source Real-Time Motion Correction Plug-In for Single-Photon Calcium Imaging of Head-Mounted Microscopy
title_full_unstemmed An Open-Source Real-Time Motion Correction Plug-In for Single-Photon Calcium Imaging of Head-Mounted Microscopy
title_short An Open-Source Real-Time Motion Correction Plug-In for Single-Photon Calcium Imaging of Head-Mounted Microscopy
title_sort open-source real-time motion correction plug-in for single-photon calcium imaging of head-mounted microscopy
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9265215/
https://www.ncbi.nlm.nih.gov/pubmed/35814484
http://dx.doi.org/10.3389/fncir.2022.891825
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